From 1d89e657317b14b2dbfffc66ffce4adab91480e5 Mon Sep 17 00:00:00 2001
From: "devin-ai-integration[bot]"
 <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Wed, 1 Jul 2026 03:17:56 +0000
Subject: [PATCH 001/370] fix(proxy): trigger gateway fallbacks on local rate
 limit errors

When pre-call hooks (parallel_request_limiter, dynamic_rate_limiter_v3)
reject a request with ProxyRateLimitError, the router's fallback logic
was never reached because the exception was raised before route_request
was called.

Add _pre_call_with_fallbacks that catches ProxyRateLimitError, resolves
configured fallbacks (key-level router_settings -> router-level), and
retries with each fallback model in order. If all fallbacks are also
rate-limited, the original error is re-raised.
---
 litellm/proxy/common_request_processing.py    | 114 +++++++-
 .../proxy/test_common_request_processing.py   | 249 ++++++++++++++++++
 2 files changed, 362 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/common_request_processing.py b/litellm/proxy/common_request_processing.py
index 97f7d51970c..1acc0b6ebba 100644
--- a/litellm/proxy/common_request_processing.py
+++ b/litellm/proxy/common_request_processing.py
@@ -1174,6 +1174,118 @@ async def common_processing_pre_call_logic(
 
         return self.data, logging_obj
 
+    async def _pre_call_with_fallbacks(
+        self,
+        request: Request,
+        general_settings: dict,
+        proxy_logging_obj: ProxyLogging,
+        user_api_key_dict: UserAPIKeyAuth,
+        version: Optional[str],
+        proxy_config: ProxyConfig,
+        user_model: Optional[str],
+        user_temperature: Optional[float],
+        user_request_timeout: Optional[float],
+        user_max_tokens: Optional[int],
+        user_api_base: Optional[str],
+        model: Optional[str],
+        route_type: str,
+        llm_router: Optional[Router],
+    ) -> Tuple[dict, LiteLLMLoggingObj]:
+        from litellm.proxy.common_utils.proxy_rate_limit_error import ProxyRateLimitError
+
+        try:
+            return await self.common_processing_pre_call_logic(
+                request=request,
+                general_settings=general_settings,
+                proxy_logging_obj=proxy_logging_obj,
+                user_api_key_dict=user_api_key_dict,
+                version=version,
+                proxy_config=proxy_config,
+                user_model=user_model,
+                user_temperature=user_temperature,
+                user_request_timeout=user_request_timeout,
+                user_max_tokens=user_max_tokens,
+                user_api_base=user_api_base,
+                model=model,
+                route_type=route_type,
+                llm_router=llm_router,
+            )
+        except ProxyRateLimitError as original_exc:
+            original_model = self.data.get("model")
+            if not original_model or not llm_router or self.data.get("disable_fallbacks"):
+                raise
+
+            fallback_models = self._resolve_fallback_models(
+                model=original_model,
+                llm_router=llm_router,
+                proxy_config=proxy_config,
+                user_api_key_dict=user_api_key_dict,
+            )
+            if not fallback_models:
+                raise
+
+            verbose_proxy_logger.info(
+                "Local rate limit hit for model=%s, attempting fallbacks: %s",
+                original_model,
+                fallback_models,
+            )
+
+            for fallback_model in fallback_models:
+                if fallback_model == original_model:
+                    continue
+                self.data["model"] = fallback_model
+                try:
+                    return await self.common_processing_pre_call_logic(
+                        request=request,
+                        general_settings=general_settings,
+                        proxy_logging_obj=proxy_logging_obj,
+                        user_api_key_dict=user_api_key_dict,
+                        version=version,
+                        proxy_config=proxy_config,
+                        user_model=user_model,
+                        user_temperature=user_temperature,
+                        user_request_timeout=user_request_timeout,
+                        user_max_tokens=user_max_tokens,
+                        user_api_base=user_api_base,
+                        model=fallback_model,
+                        route_type=route_type,
+                        llm_router=llm_router,
+                    )
+                except ProxyRateLimitError:
+                    continue
+
+            self.data["model"] = original_model
+            raise original_exc
+
+    def _resolve_fallback_models(
+        self,
+        model: str,
+        llm_router: Router,
+        proxy_config: ProxyConfig,
+        user_api_key_dict: UserAPIKeyAuth,
+    ) -> Optional[list]:
+        from litellm.router_utils.fallback_event_handlers import get_fallback_model_group
+
+        fallbacks = None
+
+        key_router_settings = getattr(user_api_key_dict, "router_settings", None)
+        if isinstance(key_router_settings, dict) and "fallbacks" in key_router_settings:
+            fallbacks = key_router_settings["fallbacks"]
+
+        if fallbacks is None:
+            fallbacks = llm_router.fallbacks
+
+        if not fallbacks:
+            return None
+
+        fallback_model_group, generic_fallback_idx = get_fallback_model_group(
+            fallbacks=fallbacks,
+            model_group=model,
+        )
+        if fallback_model_group is None and generic_fallback_idx is not None:
+            fallback_model_group = fallbacks[generic_fallback_idx]["*"]
+        return fallback_model_group
+
     @staticmethod
     def _get_model_id_from_response(hidden_params: dict, data: dict) -> str:
         """Extract model_id from hidden_params with fallback to litellm_metadata."""
@@ -1349,7 +1461,7 @@ async def base_process_llm_request(
                     "Ensure common_processing_pre_call_logic was called before using this parameter."
                 )
         else:
-            self.data, logging_obj = await self.common_processing_pre_call_logic(
+            self.data, logging_obj = await self._pre_call_with_fallbacks(
                 request=request,
                 general_settings=general_settings,
                 proxy_logging_obj=proxy_logging_obj,
diff --git a/tests/test_litellm/proxy/test_common_request_processing.py b/tests/test_litellm/proxy/test_common_request_processing.py
index 1d0dafed171..d6527a4cb90 100644
--- a/tests/test_litellm/proxy/test_common_request_processing.py
+++ b/tests/test_litellm/proxy/test_common_request_processing.py
@@ -4352,3 +4352,252 @@ async def test_object_response_zero_cost_drops_header_like_chat_completions(self
 
         assert "x-litellm-response-cost" not in fastapi_response.headers
         recompute.assert_not_called()
+
+
+class TestPreCallWithFallbacksOnLocalRateLimit:
+    """
+    Regression tests for LIT-3890: proxy fallbacks must trigger when local rate
+    limits (key-level TPM/RPM or dynamic_rate_limiter_v3) reject a request.
+    """
+
+    @pytest.mark.asyncio
+    async def test_fallback_triggered_on_local_rate_limit(self):
+        """
+        When the primary model is locally rate-limited, the request should
+        proceed with a configured fallback model.
+        """
+        from litellm.proxy.common_utils.proxy_rate_limit_error import ProxyRateLimitError
+        from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
+
+        primary_model = "gpt-4"
+        fallback_model = "gpt-3.5-turbo"
+
+        processor = ProxyBaseLLMRequestProcessing(data={"model": primary_model})
+
+        call_count = 0
+
+        async def mock_pre_call_logic(**kwargs):
+            nonlocal call_count
+            call_count += 1
+            model_in_data = processor.data.get("model")
+            if model_in_data == primary_model:
+                raise ProxyRateLimitError(
+                    detail="TPM limit exceeded for gpt-4",
+                    headers={"retry-after": "30"},
+                )
+            logging_obj = MagicMock()
+            return processor.data, logging_obj
+
+        mock_router = MagicMock()
+        mock_router.fallbacks = [{"gpt-4": ["gpt-3.5-turbo"]}]
+
+        with patch.object(
+            processor,
+            "common_processing_pre_call_logic",
+            side_effect=mock_pre_call_logic,
+        ):
+            data, logging_obj = await processor._pre_call_with_fallbacks(
+                request=MagicMock(),
+                general_settings={},
+                proxy_logging_obj=MagicMock(),
+                user_api_key_dict=MagicMock(router_settings=None),
+                version=None,
+                proxy_config=MagicMock(),
+                user_model=None,
+                user_temperature=None,
+                user_request_timeout=None,
+                user_max_tokens=None,
+                user_api_base=None,
+                model=primary_model,
+                route_type="acompletion",
+                llm_router=mock_router,
+            )
+
+        assert processor.data["model"] == fallback_model
+        assert call_count == 2
+
+    @pytest.mark.asyncio
+    async def test_raises_when_no_fallbacks_configured(self):
+        """
+        When no fallbacks are configured, the original rate limit error
+        should propagate unchanged.
+        """
+        from litellm.proxy.common_utils.proxy_rate_limit_error import ProxyRateLimitError
+        from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
+
+        processor = ProxyBaseLLMRequestProcessing(data={"model": "gpt-4"})
+
+        async def mock_pre_call_logic(**kwargs):
+            raise ProxyRateLimitError(
+                detail="TPM limit exceeded",
+                headers={"retry-after": "30"},
+            )
+
+        mock_router = MagicMock()
+        mock_router.fallbacks = None
+
+        with patch.object(
+            processor,
+            "common_processing_pre_call_logic",
+            side_effect=mock_pre_call_logic,
+        ):
+            with pytest.raises(ProxyRateLimitError):
+                await processor._pre_call_with_fallbacks(
+                    request=MagicMock(),
+                    general_settings={},
+                    proxy_logging_obj=MagicMock(),
+                    user_api_key_dict=MagicMock(router_settings=None),
+                    version=None,
+                    proxy_config=MagicMock(),
+                    user_model=None,
+                    user_temperature=None,
+                    user_request_timeout=None,
+                    user_max_tokens=None,
+                    user_api_base=None,
+                    model="gpt-4",
+                    route_type="acompletion",
+                    llm_router=mock_router,
+                )
+
+    @pytest.mark.asyncio
+    async def test_raises_when_all_fallbacks_also_rate_limited(self):
+        """
+        When all fallback models are also locally rate-limited, the original
+        error for the primary model should be re-raised.
+        """
+        from litellm.proxy.common_utils.proxy_rate_limit_error import ProxyRateLimitError
+        from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
+
+        processor = ProxyBaseLLMRequestProcessing(data={"model": "gpt-4"})
+
+        async def mock_pre_call_logic(**kwargs):
+            raise ProxyRateLimitError(
+                detail=f"TPM limit exceeded for {processor.data.get('model')}",
+                headers={"retry-after": "30"},
+            )
+
+        mock_router = MagicMock()
+        mock_router.fallbacks = [{"gpt-4": ["gpt-3.5-turbo", "claude-3-haiku"]}]
+
+        with patch.object(
+            processor,
+            "common_processing_pre_call_logic",
+            side_effect=mock_pre_call_logic,
+        ):
+            with pytest.raises(ProxyRateLimitError, match="gpt-4"):
+                await processor._pre_call_with_fallbacks(
+                    request=MagicMock(),
+                    general_settings={},
+                    proxy_logging_obj=MagicMock(),
+                    user_api_key_dict=MagicMock(router_settings=None),
+                    version=None,
+                    proxy_config=MagicMock(),
+                    user_model=None,
+                    user_temperature=None,
+                    user_request_timeout=None,
+                    user_max_tokens=None,
+                    user_api_base=None,
+                    model="gpt-4",
+                    route_type="acompletion",
+                    llm_router=mock_router,
+                )
+
+        # Model should be restored to original
+        assert processor.data["model"] == "gpt-4"
+
+    @pytest.mark.asyncio
+    async def test_fallback_uses_key_level_router_settings(self):
+        """
+        Key-level router_settings fallbacks should take precedence over
+        router-level fallbacks.
+        """
+        from litellm.proxy.common_utils.proxy_rate_limit_error import ProxyRateLimitError
+        from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
+
+        processor = ProxyBaseLLMRequestProcessing(data={"model": "gpt-4"})
+
+        async def mock_pre_call_logic(**kwargs):
+            if processor.data.get("model") == "gpt-4":
+                raise ProxyRateLimitError(
+                    detail="TPM limit exceeded",
+                    headers={"retry-after": "30"},
+                )
+            return processor.data, MagicMock()
+
+        mock_router = MagicMock()
+        mock_router.fallbacks = [{"gpt-4": ["gpt-3.5-turbo"]}]
+
+        user_api_key_dict = MagicMock()
+        user_api_key_dict.router_settings = {
+            "fallbacks": [{"gpt-4": ["claude-3-haiku"]}]
+        }
+
+        with patch.object(
+            processor,
+            "common_processing_pre_call_logic",
+            side_effect=mock_pre_call_logic,
+        ):
+            data, _ = await processor._pre_call_with_fallbacks(
+                request=MagicMock(),
+                general_settings={},
+                proxy_logging_obj=MagicMock(),
+                user_api_key_dict=user_api_key_dict,
+                version=None,
+                proxy_config=MagicMock(),
+                user_model=None,
+                user_temperature=None,
+                user_request_timeout=None,
+                user_max_tokens=None,
+                user_api_base=None,
+                model="gpt-4",
+                route_type="acompletion",
+                llm_router=mock_router,
+            )
+
+        # Should use key-level fallback, not router-level
+        assert processor.data["model"] == "claude-3-haiku"
+
+    @pytest.mark.asyncio
+    async def test_disable_fallbacks_flag_respected(self):
+        """
+        When disable_fallbacks is set in request data, local rate limit
+        errors should not trigger fallback logic.
+        """
+        from litellm.proxy.common_utils.proxy_rate_limit_error import ProxyRateLimitError
+        from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
+
+        processor = ProxyBaseLLMRequestProcessing(
+            data={"model": "gpt-4", "disable_fallbacks": True}
+        )
+
+        async def mock_pre_call_logic(**kwargs):
+            raise ProxyRateLimitError(
+                detail="TPM limit exceeded",
+                headers={"retry-after": "30"},
+            )
+
+        mock_router = MagicMock()
+        mock_router.fallbacks = [{"gpt-4": ["gpt-3.5-turbo"]}]
+
+        with patch.object(
+            processor,
+            "common_processing_pre_call_logic",
+            side_effect=mock_pre_call_logic,
+        ):
+            with pytest.raises(ProxyRateLimitError):
+                await processor._pre_call_with_fallbacks(
+                    request=MagicMock(),
+                    general_settings={},
+                    proxy_logging_obj=MagicMock(),
+                    user_api_key_dict=MagicMock(router_settings=None),
+                    version=None,
+                    proxy_config=MagicMock(),
+                    user_model=None,
+                    user_temperature=None,
+                    user_request_timeout=None,
+                    user_max_tokens=None,
+                    user_api_base=None,
+                    model="gpt-4",
+                    route_type="acompletion",
+                    llm_router=mock_router,
+                )

From 9ea149b49efbd13a94673870404fa25a32d8f70a Mon Sep 17 00:00:00 2001
From: "devin-ai-integration[bot]"
 <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Wed, 1 Jul 2026 04:13:36 +0000
Subject: [PATCH 002/370] refactor: remove getattr, unused param, and
 unnecessary comments

---
 litellm/proxy/common_request_processing.py    |  4 +--
 .../proxy/test_common_request_processing.py   | 26 -------------------
 2 files changed, 1 insertion(+), 29 deletions(-)

diff --git a/litellm/proxy/common_request_processing.py b/litellm/proxy/common_request_processing.py
index 1acc0b6ebba..ddae83e50ae 100644
--- a/litellm/proxy/common_request_processing.py
+++ b/litellm/proxy/common_request_processing.py
@@ -1218,7 +1218,6 @@ async def _pre_call_with_fallbacks(
             fallback_models = self._resolve_fallback_models(
                 model=original_model,
                 llm_router=llm_router,
-                proxy_config=proxy_config,
                 user_api_key_dict=user_api_key_dict,
             )
             if not fallback_models:
@@ -1261,14 +1260,13 @@ def _resolve_fallback_models(
         self,
         model: str,
         llm_router: Router,
-        proxy_config: ProxyConfig,
         user_api_key_dict: UserAPIKeyAuth,
     ) -> Optional[list]:
         from litellm.router_utils.fallback_event_handlers import get_fallback_model_group
 
         fallbacks = None
 
-        key_router_settings = getattr(user_api_key_dict, "router_settings", None)
+        key_router_settings = user_api_key_dict.router_settings
         if isinstance(key_router_settings, dict) and "fallbacks" in key_router_settings:
             fallbacks = key_router_settings["fallbacks"]
 
diff --git a/tests/test_litellm/proxy/test_common_request_processing.py b/tests/test_litellm/proxy/test_common_request_processing.py
index d6527a4cb90..a8a74200c25 100644
--- a/tests/test_litellm/proxy/test_common_request_processing.py
+++ b/tests/test_litellm/proxy/test_common_request_processing.py
@@ -4355,17 +4355,9 @@ async def test_object_response_zero_cost_drops_header_like_chat_completions(self
 
 
 class TestPreCallWithFallbacksOnLocalRateLimit:
-    """
-    Regression tests for LIT-3890: proxy fallbacks must trigger when local rate
-    limits (key-level TPM/RPM or dynamic_rate_limiter_v3) reject a request.
-    """
 
     @pytest.mark.asyncio
     async def test_fallback_triggered_on_local_rate_limit(self):
-        """
-        When the primary model is locally rate-limited, the request should
-        proceed with a configured fallback model.
-        """
         from litellm.proxy.common_utils.proxy_rate_limit_error import ProxyRateLimitError
         from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
 
@@ -4418,10 +4410,6 @@ async def mock_pre_call_logic(**kwargs):
 
     @pytest.mark.asyncio
     async def test_raises_when_no_fallbacks_configured(self):
-        """
-        When no fallbacks are configured, the original rate limit error
-        should propagate unchanged.
-        """
         from litellm.proxy.common_utils.proxy_rate_limit_error import ProxyRateLimitError
         from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
 
@@ -4461,10 +4449,6 @@ async def mock_pre_call_logic(**kwargs):
 
     @pytest.mark.asyncio
     async def test_raises_when_all_fallbacks_also_rate_limited(self):
-        """
-        When all fallback models are also locally rate-limited, the original
-        error for the primary model should be re-raised.
-        """
         from litellm.proxy.common_utils.proxy_rate_limit_error import ProxyRateLimitError
         from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
 
@@ -4502,15 +4486,10 @@ async def mock_pre_call_logic(**kwargs):
                     llm_router=mock_router,
                 )
 
-        # Model should be restored to original
         assert processor.data["model"] == "gpt-4"
 
     @pytest.mark.asyncio
     async def test_fallback_uses_key_level_router_settings(self):
-        """
-        Key-level router_settings fallbacks should take precedence over
-        router-level fallbacks.
-        """
         from litellm.proxy.common_utils.proxy_rate_limit_error import ProxyRateLimitError
         from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
 
@@ -4554,15 +4533,10 @@ async def mock_pre_call_logic(**kwargs):
                 llm_router=mock_router,
             )
 
-        # Should use key-level fallback, not router-level
         assert processor.data["model"] == "claude-3-haiku"
 
     @pytest.mark.asyncio
     async def test_disable_fallbacks_flag_respected(self):
-        """
-        When disable_fallbacks is set in request data, local rate limit
-        errors should not trigger fallback logic.
-        """
         from litellm.proxy.common_utils.proxy_rate_limit_error import ProxyRateLimitError
         from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
 

From b768b6206779a6dd5e2060be62fabfaad7e964ed Mon Sep 17 00:00:00 2001
From: "devin-ai-integration[bot]"
 <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Wed, 1 Jul 2026 06:42:51 +0000
Subject: [PATCH 003/370] fix(proxy): restore model state on non-rate-limit
 exceptions in fallback loop

Addresses Greptile review feedback: wrap the fallback loop in try/except
BaseException to always restore self.data['model'] to the original value
when a non-ProxyRateLimitError exception escapes a fallback attempt.

Add regression test for this edge case
---
 litellm/proxy/common_request_processing.py    | 50 ++++++++++---------
 .../proxy/test_common_request_processing.py   | 46 +++++++++++++++++
 2 files changed, 73 insertions(+), 23 deletions(-)

diff --git a/litellm/proxy/common_request_processing.py b/litellm/proxy/common_request_processing.py
index ddae83e50ae..df2d1de48b6 100644
--- a/litellm/proxy/common_request_processing.py
+++ b/litellm/proxy/common_request_processing.py
@@ -1229,29 +1229,33 @@ async def _pre_call_with_fallbacks(
                 fallback_models,
             )
 
-            for fallback_model in fallback_models:
-                if fallback_model == original_model:
-                    continue
-                self.data["model"] = fallback_model
-                try:
-                    return await self.common_processing_pre_call_logic(
-                        request=request,
-                        general_settings=general_settings,
-                        proxy_logging_obj=proxy_logging_obj,
-                        user_api_key_dict=user_api_key_dict,
-                        version=version,
-                        proxy_config=proxy_config,
-                        user_model=user_model,
-                        user_temperature=user_temperature,
-                        user_request_timeout=user_request_timeout,
-                        user_max_tokens=user_max_tokens,
-                        user_api_base=user_api_base,
-                        model=fallback_model,
-                        route_type=route_type,
-                        llm_router=llm_router,
-                    )
-                except ProxyRateLimitError:
-                    continue
+            try:
+                for fallback_model in fallback_models:
+                    if fallback_model == original_model:
+                        continue
+                    self.data["model"] = fallback_model
+                    try:
+                        return await self.common_processing_pre_call_logic(
+                            request=request,
+                            general_settings=general_settings,
+                            proxy_logging_obj=proxy_logging_obj,
+                            user_api_key_dict=user_api_key_dict,
+                            version=version,
+                            proxy_config=proxy_config,
+                            user_model=user_model,
+                            user_temperature=user_temperature,
+                            user_request_timeout=user_request_timeout,
+                            user_max_tokens=user_max_tokens,
+                            user_api_base=user_api_base,
+                            model=fallback_model,
+                            route_type=route_type,
+                            llm_router=llm_router,
+                        )
+                    except ProxyRateLimitError:
+                        continue
+            except BaseException:
+                self.data["model"] = original_model
+                raise
 
             self.data["model"] = original_model
             raise original_exc
diff --git a/tests/test_litellm/proxy/test_common_request_processing.py b/tests/test_litellm/proxy/test_common_request_processing.py
index a8a74200c25..ef26d9e3e87 100644
--- a/tests/test_litellm/proxy/test_common_request_processing.py
+++ b/tests/test_litellm/proxy/test_common_request_processing.py
@@ -4575,3 +4575,49 @@ async def mock_pre_call_logic(**kwargs):
                     route_type="acompletion",
                     llm_router=mock_router,
                 )
+
+    @pytest.mark.asyncio
+    async def test_model_restored_on_non_rate_limit_exception(self):
+        from litellm.proxy.common_utils.proxy_rate_limit_error import ProxyRateLimitError
+        from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
+
+        primary_model = "gpt-4"
+
+        processor = ProxyBaseLLMRequestProcessing(data={"model": primary_model})
+
+        async def mock_pre_call_logic(**kwargs):
+            model_in_data = processor.data.get("model")
+            if model_in_data == primary_model:
+                raise ProxyRateLimitError(
+                    detail="TPM limit exceeded for gpt-4",
+                    headers={"retry-after": "30"},
+                )
+            raise ValueError("unexpected auth failure on fallback")
+
+        mock_router = MagicMock()
+        mock_router.fallbacks = [{"gpt-4": ["gpt-3.5-turbo"]}]
+
+        with patch.object(
+            processor,
+            "common_processing_pre_call_logic",
+            side_effect=mock_pre_call_logic,
+        ):
+            with pytest.raises(ValueError, match="unexpected auth failure"):
+                await processor._pre_call_with_fallbacks(
+                    request=MagicMock(),
+                    general_settings={},
+                    proxy_logging_obj=MagicMock(),
+                    user_api_key_dict=MagicMock(router_settings=None),
+                    version=None,
+                    proxy_config=MagicMock(),
+                    user_model=None,
+                    user_temperature=None,
+                    user_request_timeout=None,
+                    user_max_tokens=None,
+                    user_api_base=None,
+                    model="gpt-4",
+                    route_type="acompletion",
+                    llm_router=mock_router,
+                )
+
+        assert processor.data["model"] == primary_model

From 611b8dee18fd297b3e54a8072ff1a3e4f09fd33a Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Fri, 3 Jul 2026 13:21:46 -0700
Subject: [PATCH 004/370] feat(cache): back the Redis URL and Database Index UI
 fields end-to-end

The typed cache-settings form already renders a Redis URL and a Database
Index field, but the backend never defined them, so GET /cache/settings
could not round-trip a saved value into the form and the "URL takes
precedence over Host/Port/Password/Database Index" help text the UI shows
was not actually enforced anywhere.

Add the url and db entries to CACHE_SETTINGS_FIELDS so the endpoint knows
about them, and add _resolve_cache_url_precedence: when a non-empty url is
present it wins and the discrete host/port/db/password fields are dropped
before the settings are tested or persisted, matching how litellm._redis
resolves the connection at runtime (redis.Redis.from_url ignores them).
Cluster mode is exempt because it authenticates via the discrete fields
rather than a url. Both test and save paths go through the resolver so the
stored config is unambiguous.

This finishes LIT-3996: operators can now isolate the cache into a logical
database (e.g. redis://host:6379/1) entirely from the Admin UI instead of
hardcoding REDIS_URL in the environment.
---
 .../cache_settings_endpoints.py               |  23 +-
 .../cache_settings_endpoints.py               |  18 ++
 .../test_cache_settings_endpoints.py          | 213 +++++++++++++++---
 3 files changed, 215 insertions(+), 39 deletions(-)

diff --git a/litellm/proxy/management_endpoints/cache_settings_endpoints.py b/litellm/proxy/management_endpoints/cache_settings_endpoints.py
index 6aa3dbbf902..f3903e9d003 100644
--- a/litellm/proxy/management_endpoints/cache_settings_endpoints.py
+++ b/litellm/proxy/management_endpoints/cache_settings_endpoints.py
@@ -45,6 +45,25 @@
 _REDACTED_VALUE = "***REDACTED***"
 
 
+_URL_OVERRIDDEN_CONNECTION_FIELDS: frozenset = frozenset({"host", "port", "db", "password"})
+
+
+def _resolve_cache_url_precedence(settings: Mapping[str, Any]) -> Dict[str, Any]:
+    """Return cache settings with the url-vs-discrete-fields ambiguity resolved.
+
+    When a full ``url`` is supplied it wins: the discrete host/port/db/password
+    fields are dropped so the persisted config is unambiguous and matches
+    runtime resolution in ``litellm._redis`` (``redis.Redis.from_url`` ignores
+    them). Cluster mode (``redis_startup_nodes``) is exempt because it
+    authenticates via the discrete fields rather than a url.
+    """
+    url = settings.get("url")
+    has_url = isinstance(url, str) and url.strip() != ""
+    if not has_url or settings.get("redis_startup_nodes"):
+        return dict(settings)
+    return {k: v for k, v in settings.items() if k not in _URL_OVERRIDDEN_CONNECTION_FIELDS}
+
+
 def _redact_settings(settings: Optional[Mapping[str, Any]]) -> Dict[str, Any]:
     """Replace every value in a settings map with a fixed marker.
 
@@ -311,7 +330,7 @@ async def test_cache_connection(
     from litellm import Cache
 
     try:
-        cache_settings = request.cache_settings.copy()
+        cache_settings = _resolve_cache_url_precedence(request.cache_settings)
         verbose_proxy_logger.debug("Testing cache connection with settings: %s", cache_settings)
 
         # Only support Redis for now
@@ -378,7 +397,7 @@ async def update_cache_settings(
         )
 
     try:
-        cache_settings = request.cache_settings.copy()
+        cache_settings = _resolve_cache_url_precedence(request.cache_settings)
 
         # Snapshot the prior settings (key set only — values get redacted in
         # the audit row) so the audit-log entry shows which fields changed.
diff --git a/litellm/types/management_endpoints/cache_settings_endpoints.py b/litellm/types/management_endpoints/cache_settings_endpoints.py
index 9bccfed7c14..7bb26245a1e 100644
--- a/litellm/types/management_endpoints/cache_settings_endpoints.py
+++ b/litellm/types/management_endpoints/cache_settings_endpoints.py
@@ -40,6 +40,15 @@ class CacheSettingsField(BaseModel):
         redis_type=None,
     ),
     # Common fields for all Redis types
+    CacheSettingsField(
+        field_name="url",
+        field_type="String",
+        field_value=None,
+        field_description="Full Redis/Valkey connection URL (e.g. redis://:password@host:6379/1). When set, it takes precedence over Host, Port, Password, and Database Index.",
+        field_default=None,
+        ui_field_name="Redis URL",
+        redis_type=None,
+    ),
     CacheSettingsField(
         field_name="host",
         field_type="String",
@@ -58,6 +67,15 @@ class CacheSettingsField(BaseModel):
         ui_field_name="Port",
         redis_type=None,
     ),
+    CacheSettingsField(
+        field_name="db",
+        field_type="Integer",
+        field_value=None,
+        field_description="Logical database index to isolate the cache (e.g. 1 for redis://host:6379/1)",
+        field_default=None,
+        ui_field_name="Database Index",
+        redis_type=None,
+    ),
     CacheSettingsField(
         field_name="password",
         field_type="String",
diff --git a/tests/test_litellm/proxy/management_endpoints/test_cache_settings_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_cache_settings_endpoints.py
index 4bdef2e8f96..a2e461f0b42 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_cache_settings_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_cache_settings_endpoints.py
@@ -10,9 +10,7 @@
 
 import pytest
 
-sys.path.insert(
-    0, os.path.abspath("../../../..")
-)  # Adds the parent directory to the system path
+sys.path.insert(0, os.path.abspath("../../../.."))  # Adds the parent directory to the system path
 
 import litellm
 from litellm.proxy._types import LitellmTableNames, LitellmUserRoles
@@ -21,9 +19,13 @@
     CacheSettingsManager,
     CacheSettingsUpdateRequest,
     CacheTestRequest,
+    _resolve_cache_url_precedence,
     test_cache_connection,
     update_cache_settings,
 )
+from litellm.types.management_endpoints.cache_settings_endpoints import (
+    CACHE_SETTINGS_FIELDS,
+)
 
 
 @pytest.mark.asyncio
@@ -41,9 +43,7 @@ async def test_test_cache_connection_calls_cache_test_connection_with_params():
     }
 
     request = CacheTestRequest(cache_settings=cache_settings)
-    user_api_key_dict = UserAPIKeyAuth(
-        user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-test", user_id="test-user"
-    )
+    user_api_key_dict = UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-test", user_id="test-user")
 
     # Mock Cache class and its test_connection method
     mock_cache_instance = MagicMock()
@@ -60,9 +60,7 @@ async def test_test_cache_connection_calls_cache_test_connection_with_params():
         mock_cache_class.return_value = mock_cache_instance
 
         # Call the endpoint
-        result = await test_cache_connection(
-            request=request, user_api_key_dict=user_api_key_dict
-        )
+        result = await test_cache_connection(request=request, user_api_key_dict=user_api_key_dict)
 
         # Verify Cache was instantiated with correct params
         mock_cache_class.assert_called_once_with(**cache_settings)
@@ -76,6 +74,166 @@ async def test_test_cache_connection_calls_cache_test_connection_with_params():
         assert result.error is None
 
 
+def test_cache_settings_fields_expose_url_and_db():
+    """The dynamic UI form is driven by CACHE_SETTINGS_FIELDS; url + db must be
+    present (with the right types) so the Redis URL and logical database index
+    are configurable from the Admin UI."""
+    by_name = {f.field_name: f for f in CACHE_SETTINGS_FIELDS}
+
+    assert "url" in by_name
+    assert "db" in by_name
+    # db is a logical database index → integer
+    assert by_name["db"].field_type == "Integer"
+    # Both are common connection fields, shown for every Redis type
+    assert by_name["url"].redis_type is None
+    assert by_name["db"].redis_type is None
+
+
+class TestResolveCacheUrlPrecedence:
+    """url wins over the discrete host/port/db/password fields."""
+
+    def test_url_overrides_discrete_connection_fields(self):
+        settings = {
+            "type": "redis",
+            "url": "redis://:pw@host:6379/1",
+            "host": "host",
+            "port": "6379",
+            "db": 1,
+            "password": "pw",
+            "namespace": "ns",
+            "ttl": 60,
+        }
+
+        result = _resolve_cache_url_precedence(settings)
+
+        assert result["url"] == "redis://:pw@host:6379/1"
+        assert "host" not in result
+        assert "port" not in result
+        assert "db" not in result
+        assert "password" not in result
+        # Non-connection fields survive
+        assert result["type"] == "redis"
+        assert result["namespace"] == "ns"
+        assert result["ttl"] == 60
+
+    def test_no_url_returns_copy_unchanged(self):
+        settings = {"type": "redis", "host": "host", "port": "6379", "db": 1}
+
+        result = _resolve_cache_url_precedence(settings)
+
+        assert result == settings
+        assert result is not settings
+
+    def test_blank_url_does_not_strip_discrete_fields(self):
+        settings = {"type": "redis", "url": "   ", "host": "host", "db": 2}
+
+        result = _resolve_cache_url_precedence(settings)
+
+        assert result["host"] == "host"
+        assert result["db"] == 2
+
+    def test_cluster_mode_keeps_discrete_fields(self):
+        settings = {
+            "type": "redis",
+            "url": "redis://host:6379",
+            "redis_startup_nodes": [{"host": "127.0.0.1", "port": "7001"}],
+            "host": "host",
+            "password": "pw",
+        }
+
+        result = _resolve_cache_url_precedence(settings)
+
+        assert result["host"] == "host"
+        assert result["password"] == "pw"
+
+
+@pytest.mark.asyncio
+async def test_test_cache_connection_url_takes_precedence_over_discrete_fields():
+    """When url + discrete fields are both sent, the tested Cache instance is
+    built from the url alone (host/port/db/password dropped)."""
+    cache_settings = {
+        "type": "redis",
+        "url": "redis://:pw@host:6379/1",
+        "host": "ignored-host",
+        "port": "6379",
+        "db": 1,
+        "password": "pw",
+    }
+
+    request = CacheTestRequest(cache_settings=cache_settings)
+    user_api_key_dict = UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-test", user_id="test-user")
+
+    mock_cache_instance = MagicMock()
+    mock_cache_instance.cache = MagicMock()
+    mock_cache_instance.cache.test_connection = AsyncMock(return_value={"status": "success", "message": "ok"})
+
+    with patch("litellm.Cache") as mock_cache_class:
+        mock_cache_class.return_value = mock_cache_instance
+
+        result = await test_cache_connection(request=request, user_api_key_dict=user_api_key_dict)
+
+        called_kwargs = mock_cache_class.call_args.kwargs
+        assert called_kwargs["url"] == "redis://:pw@host:6379/1"
+        assert "host" not in called_kwargs
+        assert "port" not in called_kwargs
+        assert "db" not in called_kwargs
+        assert "password" not in called_kwargs
+        assert result.status == "success"
+
+
+@pytest.mark.asyncio
+async def test_update_cache_settings_persists_url_precedence(monkeypatch):
+    """The persisted (source-of-truth) row and the reinitialized cache both use
+    the url-resolved settings, so a stored config never carries a contradictory
+    host+url pair."""
+    monkeypatch.setattr(litellm, "store_audit_logs", False)
+
+    mock_prisma = MagicMock()
+    mock_prisma.db.litellm_cacheconfig.find_unique = AsyncMock(return_value=None)
+    mock_prisma.db.litellm_cacheconfig.upsert = AsyncMock()
+
+    proxy_config = MagicMock()
+    proxy_config._encrypt_env_variables = MagicMock(
+        side_effect=lambda environment_variables: dict(environment_variables)
+    )
+    proxy_config._decrypt_db_variables = MagicMock(side_effect=lambda variables_dict: dict(variables_dict))
+    proxy_config._init_cache = MagicMock()
+    proxy_config.switch_on_llm_response_caching = MagicMock()
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", mock_prisma),
+        patch("litellm.proxy.proxy_server.proxy_config", proxy_config),
+        patch("litellm.proxy.proxy_server.store_model_in_db", True),
+    ):
+        await update_cache_settings(
+            request=CacheSettingsUpdateRequest(
+                cache_settings={
+                    "type": "redis",
+                    "url": "redis://:pw@host:6379/1",
+                    "host": "ignored-host",
+                    "port": "6379",
+                    "db": 1,
+                    "password": "pw",
+                    "namespace": "ns",
+                }
+            ),
+            user_api_key_dict=_admin_auth(),
+            litellm_changed_by=None,
+        )
+
+    persisted = proxy_config._encrypt_env_variables.call_args.kwargs["environment_variables"]
+    assert persisted["url"] == "redis://:pw@host:6379/1"
+    assert persisted["namespace"] == "ns"
+    assert "host" not in persisted
+    assert "port" not in persisted
+    assert "db" not in persisted
+    assert "password" not in persisted
+
+    init_params = proxy_config._init_cache.call_args.kwargs["cache_params"]
+    assert "host" not in init_params
+    assert init_params["url"] == "redis://:pw@host:6379/1"
+
+
 class TestCacheSettingsManager:
     """Tests for CacheSettingsManager class"""
 
@@ -182,12 +340,8 @@ async def test_init_cache_settings_in_db_initializes_when_params_changed(self):
         # Mock prisma client
         mock_prisma_client = MagicMock()
         mock_cache_config = MagicMock()
-        mock_cache_config.cache_settings = (
-            '{"type": "redis", "host": "localhost", "port": "6379"}'
-        )
-        mock_prisma_client.db.litellm_cacheconfig.find_unique = AsyncMock(
-            return_value=mock_cache_config
-        )
+        mock_cache_config.cache_settings = '{"type": "redis", "host": "localhost", "port": "6379"}'
+        mock_prisma_client.db.litellm_cacheconfig.find_unique = AsyncMock(return_value=mock_cache_config)
 
         # Mock proxy_config
         mock_proxy_config = MagicMock()
@@ -231,12 +385,8 @@ async def test_init_cache_settings_in_db_skips_when_params_unchanged(self):
         # Mock prisma client
         mock_prisma_client = MagicMock()
         mock_cache_config = MagicMock()
-        mock_cache_config.cache_settings = (
-            '{"type": "redis", "host": "localhost", "port": "6379"}'
-        )
-        mock_prisma_client.db.litellm_cacheconfig.find_unique = AsyncMock(
-            return_value=mock_cache_config
-        )
+        mock_cache_config.cache_settings = '{"type": "redis", "host": "localhost", "port": "6379"}'
+        mock_prisma_client.db.litellm_cacheconfig.find_unique = AsyncMock(return_value=mock_cache_config)
 
         # Mock proxy_config
         mock_proxy_config = MagicMock()
@@ -274,9 +424,7 @@ async def _flaky_find_unique(**kwargs):
             return None  # No config → function returns early after retry.
 
         mock_prisma_client = MagicMock()
-        mock_prisma_client.db.litellm_cacheconfig.find_unique = AsyncMock(
-            side_effect=_flaky_find_unique
-        )
+        mock_prisma_client.db.litellm_cacheconfig.find_unique = AsyncMock(side_effect=_flaky_find_unique)
         mock_prisma_client.attempt_db_reconnect = AsyncMock(return_value=True)
         mock_prisma_client._db_auth_reconnect_timeout_seconds = 2.0
         mock_prisma_client._db_auth_reconnect_lock_timeout_seconds = 0.1
@@ -289,10 +437,7 @@ async def _flaky_find_unique(**kwargs):
         assert len(invocations) == 2
         mock_prisma_client.attempt_db_reconnect.assert_awaited_once()
         reconnect_kwargs = mock_prisma_client.attempt_db_reconnect.await_args.kwargs
-        assert (
-            reconnect_kwargs["reason"]
-            == "init_cache_settings_in_db_lookup_failure"
-        )
+        assert reconnect_kwargs["reason"] == "init_cache_settings_in_db_lookup_failure"
 
 
 # ── Audit-log emission for /cache/settings ────────────────────────────────────
@@ -320,9 +465,7 @@ async def test_update_cache_settings_emits_audit_log_when_enabled(monkeypatch):
     proxy_config._encrypt_env_variables = MagicMock(
         side_effect=lambda environment_variables: dict(environment_variables)
     )
-    proxy_config._decrypt_db_variables = MagicMock(
-        side_effect=lambda variables_dict: dict(variables_dict)
-    )
+    proxy_config._decrypt_db_variables = MagicMock(side_effect=lambda variables_dict: dict(variables_dict))
     proxy_config._init_cache = MagicMock()
     proxy_config.switch_on_llm_response_caching = MagicMock()
 
@@ -392,9 +535,7 @@ async def test_update_cache_settings_no_audit_when_disabled(monkeypatch):
     proxy_config._encrypt_env_variables = MagicMock(
         side_effect=lambda environment_variables: dict(environment_variables)
     )
-    proxy_config._decrypt_db_variables = MagicMock(
-        side_effect=lambda variables_dict: dict(variables_dict)
-    )
+    proxy_config._decrypt_db_variables = MagicMock(side_effect=lambda variables_dict: dict(variables_dict))
     proxy_config._init_cache = MagicMock()
     proxy_config.switch_on_llm_response_caching = MagicMock()
 
@@ -422,9 +563,7 @@ async def capture(request_data):
         ),
     ):
         await update_cache_settings(
-            request=CacheSettingsUpdateRequest(
-                cache_settings={"type": "redis", "host": "redis.example.com"}
-            ),
+            request=CacheSettingsUpdateRequest(cache_settings={"type": "redis", "host": "redis.example.com"}),
             user_api_key_dict=_admin_auth(),
             litellm_changed_by=None,
         )

From b86c01c624ef4d1146d74095c30abe6d47768e37 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Fri, 3 Jul 2026 13:55:45 -0700
Subject: [PATCH 005/370] fix(cache): mask inline url credentials and drop
 discrete username under url precedence

Two follow-ups from review of the url/db work.

A Redis/Valkey url can embed a password (redis://:secret@host:6379/1), but
_CACHE_SENSITIVE_FIELDS only masked the discrete password and sentinel_password,
so a stored password-bearing url came back in plaintext from every
GET /cache/settings. Add url to the masked set so it gets the same masked-on-read
treatment as password.

The url-precedence resolver dropped host/port/db/password but not username, even
though a url can encode a username too (redis://user:pass@host). Left in, the
discrete username rode along and could contradict the url. Add username to the
overridden set and update the Redis URL help text to list it among the fields url
takes precedence over.

Tests: GET masks a password-bearing url (secret never returned verbatim) while a
non-credential field is untouched, and the resolver drops a discrete username when
a url is present.
---
 .../cache_settings_endpoints.py               | 19 ++++----
 .../cache_settings_endpoints.py               |  2 +-
 .../test_cache_settings_endpoints.py          | 45 ++++++++++++++++++-
 3 files changed, 55 insertions(+), 11 deletions(-)

diff --git a/litellm/proxy/management_endpoints/cache_settings_endpoints.py b/litellm/proxy/management_endpoints/cache_settings_endpoints.py
index f3903e9d003..97697cc7518 100644
--- a/litellm/proxy/management_endpoints/cache_settings_endpoints.py
+++ b/litellm/proxy/management_endpoints/cache_settings_endpoints.py
@@ -38,24 +38,27 @@
 router = APIRouter()
 
 # Cache fields holding credentials. Masked on read so plaintext Redis /
-# Sentinel passwords never leave the server in a GET response.
-_CACHE_SENSITIVE_FIELDS: set = {"password", "sentinel_password"}
+# Sentinel passwords never leave the server in a GET response. `url` is here
+# because a Redis/Valkey URL can embed a password inline
+# (e.g. redis://:secret@host:6379/1).
+_CACHE_SENSITIVE_FIELDS: set = {"password", "sentinel_password", "url"}
 
 
 _REDACTED_VALUE = "***REDACTED***"
 
 
-_URL_OVERRIDDEN_CONNECTION_FIELDS: frozenset = frozenset({"host", "port", "db", "password"})
+_URL_OVERRIDDEN_CONNECTION_FIELDS: frozenset = frozenset({"host", "port", "db", "password", "username"})
 
 
 def _resolve_cache_url_precedence(settings: Mapping[str, Any]) -> Dict[str, Any]:
     """Return cache settings with the url-vs-discrete-fields ambiguity resolved.
 
-    When a full ``url`` is supplied it wins: the discrete host/port/db/password
-    fields are dropped so the persisted config is unambiguous and matches
-    runtime resolution in ``litellm._redis`` (``redis.Redis.from_url`` ignores
-    them). Cluster mode (``redis_startup_nodes``) is exempt because it
-    authenticates via the discrete fields rather than a url.
+    When a full ``url`` is supplied it wins: the discrete
+    host/port/db/password/username fields are dropped so the persisted config
+    is unambiguous and matches runtime resolution in ``litellm._redis``
+    (``redis.Redis.from_url`` ignores them). Cluster mode
+    (``redis_startup_nodes``) is exempt because it authenticates via the
+    discrete fields rather than a url.
     """
     url = settings.get("url")
     has_url = isinstance(url, str) and url.strip() != ""
diff --git a/litellm/types/management_endpoints/cache_settings_endpoints.py b/litellm/types/management_endpoints/cache_settings_endpoints.py
index 7bb26245a1e..32ae70ac92e 100644
--- a/litellm/types/management_endpoints/cache_settings_endpoints.py
+++ b/litellm/types/management_endpoints/cache_settings_endpoints.py
@@ -44,7 +44,7 @@ class CacheSettingsField(BaseModel):
         field_name="url",
         field_type="String",
         field_value=None,
-        field_description="Full Redis/Valkey connection URL (e.g. redis://:password@host:6379/1). When set, it takes precedence over Host, Port, Password, and Database Index.",
+        field_description="Full Redis/Valkey connection URL (e.g. redis://:password@host:6379/1). When set, it takes precedence over Host, Port, Username, Password, and Database Index.",
         field_default=None,
         ui_field_name="Redis URL",
         redis_type=None,
diff --git a/tests/test_litellm/proxy/management_endpoints/test_cache_settings_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_cache_settings_endpoints.py
index a2e461f0b42..f4c6d4f8d15 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_cache_settings_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_cache_settings_endpoints.py
@@ -16,10 +16,12 @@
 from litellm.proxy._types import LitellmTableNames, LitellmUserRoles
 from litellm.proxy.auth.user_api_key_auth import UserAPIKeyAuth
 from litellm.proxy.management_endpoints.cache_settings_endpoints import (
+    _CACHE_SENSITIVE_FIELDS,
     CacheSettingsManager,
     CacheSettingsUpdateRequest,
     CacheTestRequest,
     _resolve_cache_url_precedence,
+    get_cache_settings,
     test_cache_connection,
     update_cache_settings,
 )
@@ -95,10 +97,11 @@ class TestResolveCacheUrlPrecedence:
     def test_url_overrides_discrete_connection_fields(self):
         settings = {
             "type": "redis",
-            "url": "redis://:pw@host:6379/1",
+            "url": "redis://user:pw@host:6379/1",
             "host": "host",
             "port": "6379",
             "db": 1,
+            "username": "user",
             "password": "pw",
             "namespace": "ns",
             "ttl": 60,
@@ -106,10 +109,13 @@ def test_url_overrides_discrete_connection_fields(self):
 
         result = _resolve_cache_url_precedence(settings)
 
-        assert result["url"] == "redis://:pw@host:6379/1"
+        assert result["url"] == "redis://user:pw@host:6379/1"
         assert "host" not in result
         assert "port" not in result
         assert "db" not in result
+        # username and password are both encodable in the url, so the discrete
+        # copies must not ride along and override it
+        assert "username" not in result
         assert "password" not in result
         # Non-connection fields survive
         assert result["type"] == "redis"
@@ -234,6 +240,41 @@ async def test_update_cache_settings_persists_url_precedence(monkeypatch):
     assert init_params["url"] == "redis://:pw@host:6379/1"
 
 
+def test_url_is_a_masked_field():
+    """A Redis URL can carry an inline password, so it must be masked on read
+    alongside the discrete password fields."""
+    assert "url" in _CACHE_SENSITIVE_FIELDS
+
+
+@pytest.mark.asyncio
+async def test_get_cache_settings_masks_password_bearing_url():
+    """GET /cache/settings must not leak an inline url password in plaintext,
+    while non-credential fields (e.g. namespace) come back untouched."""
+    stored_url = "redis://:supersecretpassword@host:6379/1"
+    stored_settings = {"type": "redis", "url": stored_url, "namespace": "ns"}
+
+    cache_row = MagicMock()
+    cache_row.cache_settings = json.dumps(stored_settings)
+
+    mock_prisma = MagicMock()
+    mock_prisma.db.litellm_cacheconfig.find_unique = AsyncMock(return_value=cache_row)
+
+    proxy_config = MagicMock()
+    proxy_config._decrypt_db_variables = MagicMock(side_effect=lambda variables_dict: dict(variables_dict))
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", mock_prisma),
+        patch("litellm.proxy.proxy_server.proxy_config", proxy_config),
+    ):
+        response = await get_cache_settings(user_api_key_dict=_admin_auth())
+
+    returned_url = response.current_values["url"]
+    assert returned_url != stored_url
+    assert "supersecretpassword" not in returned_url
+    # non-credential field is not masked
+    assert response.current_values["namespace"] == "ns"
+
+
 class TestCacheSettingsManager:
     """Tests for CacheSettingsManager class"""
 

From 0d3108872433aa0bb63d46b5f3a30a08e6e25c67 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Fri, 3 Jul 2026 14:00:22 -0700
Subject: [PATCH 006/370] fix(cache): use builtin dict annotation to satisfy
 UP006 budget gate

---
 litellm/proxy/management_endpoints/cache_settings_endpoints.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/proxy/management_endpoints/cache_settings_endpoints.py b/litellm/proxy/management_endpoints/cache_settings_endpoints.py
index 97697cc7518..9f45cb619aa 100644
--- a/litellm/proxy/management_endpoints/cache_settings_endpoints.py
+++ b/litellm/proxy/management_endpoints/cache_settings_endpoints.py
@@ -50,7 +50,7 @@
 _URL_OVERRIDDEN_CONNECTION_FIELDS: frozenset = frozenset({"host", "port", "db", "password", "username"})
 
 
-def _resolve_cache_url_precedence(settings: Mapping[str, Any]) -> Dict[str, Any]:
+def _resolve_cache_url_precedence(settings: Mapping[str, Any]) -> dict[str, Any]:
     """Return cache settings with the url-vs-discrete-fields ambiguity resolved.
 
     When a full ``url`` is supplied it wins: the discrete

From 2e38da6b3e003b27c3650dc494158acbdde4613f Mon Sep 17 00:00:00 2001
From: tin-berri <tin@berri.ai>
Date: Sat, 4 Jul 2026 16:48:36 -0700
Subject: [PATCH 007/370] feat(mcp): add entra_obo profile to the
 token_exchange (OBO) arm (#31983)

* feat(mcp): add entra_obo profile to the token_exchange (OBO) arm

Microsoft Entra On-Behalf-Of uses the RFC 7523 jwt-bearer grant rather than RFC 8693, so the existing token_exchange arm cannot mint tokens against Entra. This adds an entra_obo profile on TokenExchangeConfig that switches the request form to Entra's jwt-bearer OBO dialect (the inbound token as assertion, the target resource carried in scope, and requested_token_use=on_behalf_of), while reusing the shared caching, single-flight, TTL, and fail-closed machinery. The exchanger is renamed from Rfc8693TokenExchanger to OboTokenExchanger since it now serves both dialects

The profile is threaded through the config-load path, the DB credentials blob, and the MCPCredentials request schema, so an operator can select it from YAML or the management API. It rides in the existing credentials JSON blob, so there is no new auth_type and no DB migration

Resolves LIT-4163

* feat(mcp): propagate the Entra Conditional Access step-up challenge on the OBO 401

An entra_obo exchange that the IdP rejects for Conditional Access returns a 4xx with
error=interaction_required and a claims blob the client must satisfy to step up. The arm
dropped both and emitted a static RFC 9728 challenge, so a CA-protected Entra upstream was
unreachable through the gateway. The provider now reads the RFC 6749 error code and the claims
string off the rejection body (error_description is still never carried; it can leak IdP
internals), threads them through SubjectTokenRejected -> CredError.unauthorized, and the
challenge builder folds them into WWW-Authenticate: the machine error only when it is a plain
OAuth token (guards against header injection from a hostile body) and the claims base64-encoded
in a claims parameter, the convention MSAL-family clients decode. With neither field the header
is byte-identical to the static challenge. The multi-server aggregate still absorbs a
step-up 401 to an empty listing; only single-server routes surface it

* fix(mcp): use error=insufficient_claims for the Entra step-up challenge

Per Microsoft's claims-challenge format, a WWW-Authenticate carrying a claims challenge must set
error=insufficient_claims (the value MSAL-family clients key on to recognize the challenge and
replay the claims), not the raw token-endpoint code. The challenge now sets insufficient_claims
whenever a claims blob is present and keeps invalid_token otherwise, with a step-up-accurate
error_description in the claims case. The presence of claims now drives the error value, so the
raw oauth_error no longer needs threading from the provider through CredError to the edge; that
plumbing is removed (the provider still reads the error code for its gateway-fault classification).
Both the error value and the base64 claims are fixed-alphabet, so nothing from the IdP body reaches
the header unescaped. Cross-checked field-by-field against Microsoft Learn; a bogus jwt-bearer OBO
POST to the real login.microsoftonline.com/common endpoint confirmed Entra recognizes the grant and
returns the error shape the parser reads. Follow-up: also emit authorization_uri alongside
resource_metadata for strict non-MCP MSAL clients (RFC 9728 resource_metadata already serves MCP)

* fix(mcp): filter blank scopes on the config-load path so entra_obo fails closed

The DB-build path already runs YAML/DB scopes through _extract_scopes (which drops blanks), but the
config-load path read server_config["scopes"] raw. A YAML `scopes: [""]` therefore reached the
exchanger as a ("",) tuple: non-empty, so the entra_obo `not config.scopes` precondition skipped its
fail-closed misconfigured path and the form builder POSTed an empty scope to the IdP instead of
failing before any network call. Config-load now filters blanks the same way, so an all-blank list
normalizes to None and the precondition fails closed. Regression test loads a blank-scope entra_obo
server and asserts the exchange returns misconfigured without POSTing
---
 .../mcp_server/mcp_server_manager.py          |  25 ++-
 .../outbound_credentials/adapter.py           |  49 ++++--
 .../token_exchange_provider.py                |  41 +++--
 .../outbound_credentials/token_exchanger.py   | 112 +++++++++++--
 .../mcp_server/outbound_credentials/types.py  |  39 +++--
 litellm/types/mcp.py                          |   7 +
 .../types/mcp_server/mcp_server_manager.py    |   5 +-
 .../outbound_credentials/test_adapter.py      |  76 +++++++++
 .../test_token_exchange_provider.py           |  39 ++++-
 .../test_token_exchanger.py                   | 152 ++++++++++++++----
 .../mcp_server/test_mcp_server_manager.py     | 145 +++++++++++++++++
 .../test_mcp_management_endpoints.py          |  28 ++++
 12 files changed, 627 insertions(+), 91 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index 8451f6dff6f..b2128cb0553 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -756,7 +756,12 @@ async def load_servers_from_config(
             else:
                 mcp_oauth_metadata = None
 
-            resolved_scopes = server_config.get("scopes") or (mcp_oauth_metadata.scopes if mcp_oauth_metadata else None)
+            # Filter blank scopes (e.g. YAML ``scopes: [""]``) the same way the DB-build path does, so
+            # an all-blank list normalizes to None rather than a ``("",)`` tuple that skips the
+            # entra_obo fail-closed scope precondition and POSTs an empty scope to the IdP.
+            resolved_scopes = self._extract_scopes(server_config.get("scopes")) or (
+                mcp_oauth_metadata.scopes if mcp_oauth_metadata else None
+            )
             resolved_authorization_url = server_config.get("authorization_url") or (
                 mcp_oauth_metadata.authorization_url if mcp_oauth_metadata else None
             )
@@ -825,6 +830,7 @@ async def load_servers_from_config(
                     "subject_token_type",
                     "urn:ietf:params:oauth:token-type:access_token",
                 ),
+                token_exchange_profile=server_config.get("token_exchange_profile", "rfc8693"),
                 allow_sampling=bool(server_config.get("allow_sampling", False)),
                 allow_elicitation=bool(server_config.get("allow_elicitation", False)),
                 timeout=server_config.get("timeout", None),
@@ -1212,6 +1218,8 @@ async def build_mcp_server_from_table(
             audience=(credentials_dict.get("audience") if credentials_dict else None),
             subject_token_type=(credentials_dict.get("subject_token_type") if credentials_dict else None)
             or "urn:ietf:params:oauth:token-type:access_token",
+            token_exchange_profile=(credentials_dict.get("token_exchange_profile") if credentials_dict else None)
+            or "rfc8693",
             timeout=getattr(mcp_server, "timeout", None),
             max_concurrent_requests=getattr(mcp_server, "max_concurrent_requests", None),
         )
@@ -2000,8 +2008,13 @@ async def _resolve_v2_auth(
                 if err.tag == "unauthorized" and isinstance(spec.config, TokenExchangeConfig):
                     # token_exchange (OBO): a missing/rejected subject token -> the RFC 9728 challenge
                     # pointing at the IdP the client must SSO with to obtain one, rather than an opaque
-                    # 401. No gateway-side browser flow.
-                    raise_token_exchange_challenge(server, root_path=get_server_root_path())
+                    # 401. No gateway-side browser flow. An IdP step-up rejection (Entra Conditional
+                    # Access) threads its claims blob into the challenge for the client to satisfy.
+                    raise_token_exchange_challenge(
+                        server,
+                        root_path=get_server_root_path(),
+                        claims=err.unauthorized.claims,
+                    )
                 raise_public(err)
 
     async def preflight_token_exchange(
@@ -2031,7 +2044,11 @@ async def preflight_token_exchange(
                 return
             case Error(err):
                 if err.tag == "unauthorized":
-                    raise_token_exchange_challenge(server, root_path=get_server_root_path())
+                    raise_token_exchange_challenge(
+                        server,
+                        root_path=get_server_root_path(),
+                        claims=err.unauthorized.claims,
+                    )
                 raise_public(err)
 
     async def _create_mcp_client(
diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py
index 3ba8baab427..169a1a5d707 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py
@@ -12,7 +12,7 @@
 from __future__ import annotations
 
 import base64
-from typing import TYPE_CHECKING, NoReturn, Optional
+from typing import TYPE_CHECKING, Literal, NoReturn, Optional
 
 from fastapi import HTTPException
 from pydantic import SecretStr
@@ -63,7 +63,7 @@ def to_server_spec(server: MCPServer) -> Optional[ServerSpec]:
     explicitly mapped or explicitly deferred, rather than silently falling through to v1. Live
     modes: ``none``, the static-header family (``api_key`` plus the Authorization schemes,
     all shared-key), ``oauth2`` per-user tokens (``authorization_code``), and
-    ``oauth2_token_exchange`` (RFC 8693 OBO); client_credentials (M2M), delegated/passthrough
+    ``oauth2_token_exchange`` (OBO); client_credentials (M2M), delegated/passthrough
     oauth2, and SigV4 return None and stay on v1.
     """
     if server.is_byok:
@@ -102,22 +102,28 @@ def to_server_spec(server: MCPServer) -> Optional[ServerSpec]:
 
 
 def _token_exchange_spec(server: MCPServer, resource: str) -> Optional[ServerSpec]:
-    """Build a token_exchange (RFC 8693 OBO) spec, or defer (None) when it is not OBO-configured.
+    """Build a token_exchange (OBO) spec, or defer (None) when it is not OBO-configured.
 
     An OBO server with ``client_id``/``client_secret`` is owned by the v2 arm even if the
     ``token_exchange_endpoint``/``token_url`` is absent: a missing endpoint then fails closed (412) at
     the exchanger rather than silently deferring to v1 and connecting unauthenticated, since the
     gateway must not guess the IdP or fall back to a weaker source. Without client credentials there is
-    nothing to own, so the server stays on v1 (parity-safe). ``audience`` is forwarded only when the
-    operator set it; a missing one is omitted, not derived.
+    nothing to own, so the server stays on v1 (parity-safe). ``profile`` selects the wire dialect
+    (``rfc8693`` default, ``entra_obo`` for Microsoft Entra On-Behalf-Of); an unrecognized value
+    normalizes to ``rfc8693`` so a bad config value cannot crash spec-building. ``audience`` is
+    forwarded only when the operator set it; a missing one is omitted, not derived.
     """
     endpoint = server.token_exchange_endpoint or server.token_url
     if not server.client_id or not server.client_secret:
         return None
+    profile: Literal["rfc8693", "entra_obo"] = (
+        "entra_obo" if server.token_exchange_profile == "entra_obo" else "rfc8693"
+    )
     return ServerSpec(
         server_id=server.server_id,
         resource=resource,
         config=TokenExchangeConfig(
+            profile=profile,
             subject_token_type=server.subject_token_type or "urn:ietf:params:oauth:token-type:access_token",
             token_exchange_endpoint=endpoint,
             audience=server.audience,
@@ -208,7 +214,12 @@ def raise_user_oauth_challenge(server: MCPServer, *, root_path: str) -> NoReturn
     )
 
 
-def raise_token_exchange_challenge(server: MCPServer, *, root_path: str) -> NoReturn:
+def raise_token_exchange_challenge(
+    server: MCPServer,
+    *,
+    root_path: str,
+    claims: str | None = None,
+) -> NoReturn:
     """Raise the RFC 9728 / RFC 6750 challenge an OBO (``token_exchange``) server returns when the
     caller's subject token is missing or the IdP rejected it.
 
@@ -217,12 +228,30 @@ def raise_token_exchange_challenge(server: MCPServer, *, root_path: str) -> NoRe
     spec-compliant MCP client to discover that AS and retry with a fresh bearer. Mirrors
     ``raise_user_oauth_challenge`` but for the exchange flow: there is no gateway-side browser OAuth —
     the client re-authenticates directly with the IdP, and LiteLLM then exchanges the resulting token.
+
+    An IdP step-up rejection (Entra Conditional Access / CAE) passes its ``claims`` blob. Per the
+    Microsoft claims-challenge format the challenge then uses ``error="insufficient_claims"`` (the
+    value MSAL-family clients key on) and carries the claims base64-encoded in a ``claims`` parameter
+    the client replays to the IdP to satisfy the step-up. Without a claims blob the challenge keeps
+    ``error="invalid_token"`` and is byte-identical to the static one. Both the error value (one of
+    two literals) and the base64 claims draw from a fixed alphabet, so nothing from the IdP body
+    reaches the header unescaped.
     """
     resource_metadata = oauth_protected_resource_path(root_path, server)
-    www_authenticate = (
-        f'Bearer resource_metadata="{resource_metadata}", '
-        'error="invalid_token", '
-        'error_description="Missing or invalid subject token; authenticate with the IdP and retry"'
+    encoded_claims = base64.b64encode(claims.encode()).decode() if claims else None
+    error = "insufficient_claims" if encoded_claims else "invalid_token"
+    error_description = (
+        "Step-up authentication required; satisfy the returned claims challenge with the IdP and retry"
+        if encoded_claims
+        else "Missing or invalid subject token; authenticate with the IdP and retry"
+    )
+    www_authenticate = ", ".join(
+        (
+            f'Bearer resource_metadata="{resource_metadata}"',
+            f'error="{error}"',
+            f'error_description="{error_description}"',
+            *((f'claims="{encoded_claims}"',) if encoded_claims else ()),
+        )
     )
     raise HTTPException(
         status_code=401,
diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/token_exchange_provider.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/token_exchange_provider.py
index 7161dbb32d4..e49de4559c6 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/token_exchange_provider.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/token_exchange_provider.py
@@ -1,6 +1,6 @@
 """Composition root for the v2-native token_exchange (OBO) exchanger.
 
-Wires the pure ``Rfc8693TokenExchanger`` to its runtime edges: the real httpx POST against the IdP and
+Wires the pure ``OboTokenExchanger`` to its runtime edges: the real httpx POST against the IdP and
 the configured cache sizing/TTL constants. ``build_token_exchanger`` is built once at egress
 construction and reused, so the in-process exchanged-token cache survives across requests. Unlike the
 per-user store, nothing here reads a runtime global at build time (the httpx client is acquired per
@@ -22,7 +22,7 @@
     InMemoryTokenCacheBackend,
 )
 from litellm.proxy._experimental.mcp_server.outbound_credentials.token_exchanger import (
-    Rfc8693TokenExchanger,
+    OboTokenExchanger,
     SubjectTokenRejected,
     TokenExchangeClientError,
 )
@@ -34,21 +34,27 @@
 )
 
 
-def _oauth_error_code(response: httpx.Response) -> str | None:
-    """Read the RFC 6749 5.2 ``error`` code from a token-endpoint error body, or None if absent.
+def _oauth_error_fields(response: httpx.Response) -> tuple[str | None, str | None]:
+    """Read the RFC 6749 5.2 ``error`` code and the IdP's step-up ``claims`` blob from a
+    token-endpoint error body, as ``(error, claims)`` with None for whatever is absent.
 
-    The ``error_description`` is deliberately not read: it can carry IdP internals and must never
-    reach the caller. Only the standard machine code drives classification.
+    ``claims`` is the Entra Conditional Access / CAE challenge (a JSON string the client must
+    replay to the IdP to satisfy the step-up); it is the caller's own requirement, not an IdP
+    internal, so it may travel to the caller. The ``error_description`` is deliberately not read:
+    it can carry IdP internals and must never reach the caller.
     """
     try:
         body: object = response.json()
     except Exception:  # noqa: BLE001
-        return None
-    if isinstance(body, dict):
-        code = body.get("error")
-        if isinstance(code, str):
-            return code
-    return None
+        return None, None
+    if not isinstance(body, dict):
+        return None, None
+    code = body.get("error")
+    claims = body.get("claims")
+    return (
+        code if isinstance(code, str) else None,
+        claims if isinstance(claims, str) and claims else None,
+    )
 
 
 async def _post_exchange_endpoint(
@@ -72,7 +78,7 @@ async def _post_exchange_endpoint(
     except httpx.HTTPStatusError as status_err:
         status_code = status_err.response.status_code
         if 400 <= status_code < 500:
-            oauth_error = _oauth_error_code(status_err.response)
+            oauth_error, claims = _oauth_error_fields(status_err.response)
             if oauth_error in _GATEWAY_FAULT_OAUTH_ERRORS:
                 verbose_logger.warning(
                     "MCP token exchange rejected as %s (HTTP %d); check the gateway client credentials, "
@@ -81,7 +87,10 @@ async def _post_exchange_endpoint(
                     status_code,
                 )
                 raise TokenExchangeClientError(oauth_error) from status_err
-            raise SubjectTokenRejected(f"IdP rejected the subject token (HTTP {status_code})") from status_err
+            raise SubjectTokenRejected(
+                f"IdP rejected the subject token (HTTP {status_code})",
+                claims=claims,
+            ) from status_err
         verbose_logger.warning("MCP token exchange request failed: %s", status_err)
         return None
     except Exception as exc:  # noqa: BLE001
@@ -95,8 +104,8 @@ async def _post_exchange_endpoint(
     return parsed  # pyright: ignore
 
 
-def build_token_exchanger() -> Rfc8693TokenExchanger:
-    return Rfc8693TokenExchanger(
+def build_token_exchanger() -> OboTokenExchanger:
+    return OboTokenExchanger(
         _post_exchange_endpoint,
         cache=InMemoryTokenCacheBackend(max_size=MCP_TOKEN_EXCHANGE_CACHE_MAX_SIZE),
         default_ttl_seconds=MCP_OAUTH2_TOKEN_CACHE_DEFAULT_TTL,
diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/token_exchanger.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/token_exchanger.py
index 9f1787da612..02b6d4eafb1 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/token_exchanger.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/token_exchanger.py
@@ -1,11 +1,14 @@
-"""v2-native RFC 8693 token exchange (OBO): swap the caller's token for an upstream one.
-
-The pure core of the ``token_exchange`` mode. Given the caller's ``subject_token`` and the server's
-``TokenExchangeConfig``, ``Rfc8693TokenExchanger.exchange`` POSTs the RFC 8693 token-exchange grant to
-the configured endpoint and returns the upstream-bound ``access_token`` as a typed ``OAuthToken``, or a
-typed ``CredError`` - never a raise (the HTTP edge is the injected ``ExchangeHttpPost``, whose adapter
-contains the I/O). The exchanged token is cached and single-flighted per ``(subject_token, server)`` so
-a repeated caller token skips the IdP round-trip and concurrent calls collapse to one exchange, reusing
+"""v2-native OBO token exchange: swap the caller's token for an upstream-bound one.
+
+The pure core of the ``token_exchange`` mode. Given the caller's inbound token and the server's
+``TokenExchangeConfig``, ``OboTokenExchanger.exchange`` POSTs the grant selected by ``config.profile``
+to the configured endpoint and returns the upstream-bound ``access_token`` as a typed ``OAuthToken``,
+or a typed ``CredError`` - never a raise (the HTTP edge is the injected ``ExchangeHttpPost``, whose
+adapter contains the I/O). Two profiles share this one engine: ``rfc8693`` (the RFC 8693 token-exchange
+grant) and ``entra_obo`` (Microsoft Entra On-Behalf-Of, which is the RFC 7523 ``jwt-bearer`` grant);
+only the request form differs, so the cache, single-flight, and TTL machinery are dialect-agnostic. The
+exchanged token is cached and single-flighted per ``(subject_token, tenant, config, server)`` so a
+repeated caller token skips the IdP round-trip and concurrent calls collapse to one exchange, reusing
 the shared in-process cache + coordinator foundation. A rotated caller token hashes to a new key and
 re-exchanges. Pure v2 apart from the shared RFC 6749 client-auth helper, which carries no v1 state.
 
@@ -19,7 +22,9 @@
 import hashlib
 import time
 from collections.abc import Awaitable, Callable
-from typing import Protocol
+from typing import Literal, Protocol
+
+from typing_extensions import assert_never
 
 from litellm._logging import verbose_logger
 from litellm.proxy._experimental.mcp_server.outbound_credentials.oauth_token_store import (
@@ -51,6 +56,10 @@
 _EXPIRY_BUFFER_SECONDS = 60.0
 
 _GRANT_TYPE = "urn:ietf:params:oauth:grant-type:token-exchange"
+# Microsoft Entra On-Behalf-Of speaks the RFC 7523 jwt-bearer grant, not RFC 8693, and gates delegation
+# behind ``requested_token_use=on_behalf_of`` (a Microsoft extension present in neither RFC).
+_JWT_BEARER_GRANT_TYPE = "urn:ietf:params:oauth:grant-type:jwt-bearer"
+_REQUESTED_TOKEN_USE_OBO = "on_behalf_of"
 
 # RFC 8693 3 token-type URNs that are not usable as an upstream Bearer access token. token_type
 # already rejects the common non-access case (N_A); this catches a malformed STS that mints one of
@@ -77,8 +86,15 @@ class SubjectTokenRejected(Exception):
     Distinct from a transport / IdP-availability failure, which the post adapter maps to ``None`` ->
     ``upstream_unavailable`` -> 503 (retryable). A rejected subject is the caller's problem, not the
     gateway's, so the arm surfaces it as a non-retryable 401 (the OBO challenge) instead.
+    ``claims`` is the IdP's step-up challenge blob (Entra Conditional Access / CAE) from the
+    rejection body; it threads into the 401 challenge so the client can satisfy the step-up and
+    retry. The ``error_description`` is never carried (it can leak IdP internals).
     """
 
+    def __init__(self, detail: str, *, claims: str | None = None) -> None:
+        super().__init__(detail)
+        self.claims = claims
+
 
 class TokenExchangeClientError(Exception):
     """The IdP rejected the exchange for a reason that is the gateway's fault, not the caller's.
@@ -106,16 +122,18 @@ async def invalidate(
 def _cache_key(subject_token: str, tenant_id: str, config: TokenExchangeConfig) -> str:
     """Bind the cache entry to the caller token, the tenant, AND the exchange config that minted it.
 
-    A rotated caller token, a different tenant, endpoint, audience, scope, client_id, secret, auth
-    method, or subject_token_type all change the key, so two tenants behind the same opaque token
-    never share an entry and a config change forces a fresh exchange instead of serving a token
-    minted for the old config until TTL. Everything is hashed, so no secret is held in the key.
+    A rotated caller token, a different tenant, profile, endpoint, audience, scope, client_id, secret,
+    auth method, or subject_token_type all change the key, so two tenants behind the same opaque token
+    never share an entry and a config change (including a profile flip that alters the wire form)
+    forces a fresh exchange instead of serving a token minted for the old config until TTL. Everything
+    is hashed, so no secret is held in the key.
     """
     secret = config.client_secret.get_secret_value() if config.client_secret else ""
     material = "\x00".join(
         (
             subject_token,
             tenant_id,
+            config.profile,
             config.token_exchange_endpoint or "",
             config.audience or "",
             config.subject_token_type,
@@ -141,7 +159,7 @@ def _parse_expires_in(raw: object) -> int | None:
     return None
 
 
-def _build_exchange_form(
+def _rfc8693_form(
     *,
     subject_token: str,
     subject_token_type: str,
@@ -157,8 +175,53 @@ def _build_exchange_form(
     }
 
 
-class Rfc8693TokenExchanger:
-    """``TokenExchanger`` that runs the RFC 8693 grant once per caller token, then caches the result.
+def _entra_obo_form(
+    *,
+    subject_token: str,
+    scopes: tuple[str, ...],
+) -> dict[str, str]:
+    # Microsoft Entra On-Behalf-Of (RFC 7523 jwt-bearer, not RFC 8693): the caller's inbound access
+    # token rides as ``assertion`` (its ``aud`` must be this gateway's ``client_id``); the target
+    # resource is carried in ``scope`` (e.g. api://<app-id>/.default), since Entra has no audience
+    # parameter and ignores subject_token_type; ``requested_token_use=on_behalf_of`` is the Microsoft
+    # extension that turns the jwt-bearer grant into a delegation. ``scope`` is required, and the
+    # exchange precondition rejects an empty one, so it is always present here. Client authentication
+    # (client_id/client_secret via post, or Basic) is layered on by the caller through
+    # build_token_endpoint_client_auth, so it is not built into the form here.
+    return {
+        "grant_type": _JWT_BEARER_GRANT_TYPE,
+        "assertion": subject_token,
+        "scope": " ".join(scopes),
+        "requested_token_use": _REQUESTED_TOKEN_USE_OBO,
+    }
+
+
+def _build_exchange_form(
+    *,
+    profile: Literal["rfc8693", "entra_obo"],
+    subject_token: str,
+    subject_token_type: str,
+    audience: str | None,
+    scopes: tuple[str, ...],
+) -> dict[str, str]:
+    match profile:
+        case "rfc8693":
+            return _rfc8693_form(
+                subject_token=subject_token,
+                subject_token_type=subject_token_type,
+                audience=audience,
+                scopes=scopes,
+            )
+        case "entra_obo":
+            return _entra_obo_form(
+                subject_token=subject_token,
+                scopes=scopes,
+            )
+    assert_never(profile)
+
+
+class OboTokenExchanger:
+    """``TokenExchanger`` that runs the profile's OBO grant once per caller token, then caches the result.
 
     The HTTP post is injected (``None`` on any IdP failure, mirroring v1: a failed exchange is a miss,
     not a 500). The cache and single-flight coordinator default to the in-process foundation; a
@@ -199,6 +262,13 @@ async def exchange(
             )
         if not client_id or client_secret is None:
             return Error(CredError.of_misconfigured("token_exchange requires client_id and client_secret"))
+        if config.profile == "entra_obo" and not config.scopes:
+            # Entra carries the target resource in ``scope`` (api://<app-id>/.default); with no scope the
+            # IdP cannot resolve an audience, so fail closed as misconfigured rather than POST a form the
+            # IdP will reject.
+            return Error(
+                CredError.of_misconfigured("entra_obo token exchange requires a scope (e.g. api://<app-id>/.default)")
+            )
 
         cache_key = _cache_key(subject_token, tenant_id, config)
         server_id = server.server_id
@@ -214,6 +284,7 @@ async def exchange(
         )
         form = {
             **_build_exchange_form(
+                profile=config.profile,
                 subject_token=subject_token,
                 subject_token_type=config.subject_token_type,
                 audience=config.audience,
@@ -247,7 +318,14 @@ async def reread() -> OAuthToken | None:
         except SubjectTokenRejected as rejected:
             # The IdP rejected the subject token (4xx). This is non-retryable: the caller must
             # re-authenticate with the IdP, so it surfaces as a 401 (the OBO challenge), not a 503.
-            return Error(CredError.of_unauthorized(str(rejected) or "subject token rejected by the IdP"))
+            # A step-up rejection (Entra Conditional Access) carries the claims blob through so the
+            # edge's challenge tells the client how to satisfy it.
+            return Error(
+                CredError.of_unauthorized(
+                    str(rejected) or "subject token rejected by the IdP",
+                    claims=rejected.claims,
+                )
+            )
         except TokenExchangeClientError:
             # RFC 6749 5.2 gateway-fault code (invalid_client / invalid_target / ...): the caller can't
             # fix it by re-authenticating, so surface a 500 rather than the OBO 401 challenge. The
diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/types.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/types.py
index d475f931a25..49e3973d363 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/types.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/types.py
@@ -67,11 +67,15 @@ class Unauthorized:
 
     ``detail`` is the human message; ``www_authenticate`` and ``body`` carry a scheme-specific
     challenge (e.g. BYOK's provisioning prompt) so the edge can reproduce it verbatim.
+    ``claims`` carries an IdP step-up challenge (e.g. Entra Conditional Access) so the edge can
+    fold it into the ``WWW-Authenticate`` it builds; the client replays the claims to the IdP to
+    satisfy the step-up, then retries with the fresh token.
     """
 
     detail: str
     www_authenticate: str | None = None
     body: Mapping[str, str] | None = None
+    claims: str | None = None
 
 
 @tagged_union(frozen=True)
@@ -104,8 +108,16 @@ def of_unauthorized(
         *,
         www_authenticate: str | None = None,
         body: Mapping[str, str] | None = None,
+        claims: str | None = None,
     ) -> CredError:
-        return CredError(unauthorized=Unauthorized(detail=detail, www_authenticate=www_authenticate, body=body))
+        return CredError(
+            unauthorized=Unauthorized(
+                detail=detail,
+                www_authenticate=www_authenticate,
+                body=body,
+                claims=claims,
+            )
+        )
 
     @staticmethod
     def of_misconfigured(detail: str) -> CredError:
@@ -182,18 +194,27 @@ class ClientCredentialsConfig(BaseModel):
 
 
 class TokenExchangeConfig(BaseModel):
-    """RFC 8693 OBO; swap the caller's live subject_token for a token bound to the upstream's
-    audience. The gateway authenticates to the exchange endpoint as an OAuth client
-    (`client_id`/`client_secret`); the inbound token is sent only to that endpoint, never to the
-    upstream.
-
-    `audience` is the RFC 8693 target; it is optional and sent only when the operator configured
-    one, since both `audience` and `resource` are optional in the spec and the authorization server
-    applies its own default when neither is sent (fabricating one risks `invalid_target`).
+    """OBO: swap the caller's live inbound token for a token bound to the upstream's audience. The
+    gateway authenticates to the exchange endpoint as an OAuth client (`client_id`/`client_secret`);
+    the inbound token is sent only to that endpoint, never to the upstream.
+
+    `profile` selects the wire dialect, since not every IdP speaks RFC 8693:
+      - `rfc8693` (default) is the standard token-exchange grant: the inbound token is the
+        `subject_token` (typed by `subject_token_type`), the target is the optional `audience`.
+      - `entra_obo` is Microsoft Entra On-Behalf-Of, which is the RFC 7523 `jwt-bearer` grant rather
+        than 8693: the inbound token rides as `assertion`, the target resource is carried in `scopes`
+        (`api://<app-id>/.default`, since Entra has no audience parameter), and the Microsoft-only
+        `requested_token_use=on_behalf_of` extension makes the jwt-bearer grant a delegation.
+        `subject_token_type` and `audience` are unused in this profile.
+
+    `audience` (rfc8693 only) is optional and sent only when the operator configured one, since both
+    `audience` and `resource` are optional in RFC 8693 and the authorization server applies its own
+    default when neither is sent (fabricating one risks `invalid_target`).
     """
 
     model_config = ConfigDict(frozen=True)
     kind: Literal[AuthSpecKind.token_exchange] = AuthSpecKind.token_exchange
+    profile: Literal["rfc8693", "entra_obo"] = "rfc8693"
     subject_token_type: str = "urn:ietf:params:oauth:token-type:access_token"
     token_exchange_endpoint: str | None = None
     audience: str | None = None
diff --git a/litellm/types/mcp.py b/litellm/types/mcp.py
index e9a6bfa602e..6cd8044c2ec 100644
--- a/litellm/types/mcp.py
+++ b/litellm/types/mcp.py
@@ -142,6 +142,13 @@ class MCPCredentials(TypedDict, total=False):
     sends HTTP Basic; defaults to "client_secret_post" when unset.
     """
 
+    token_exchange_profile: Optional[str]
+    """
+    Token exchange wire dialect: "rfc8693" (default, the standard token-exchange grant) or
+    "entra_obo" (Microsoft Entra On-Behalf-Of, the RFC 7523 jwt-bearer grant + requested_token_use
+    extension). Not a secret; stored unencrypted.
+    """
+
 
 class MCPServerCostInfo(TypedDict, total=False):
     default_cost_per_query: Optional[float]
diff --git a/litellm/types/mcp_server/mcp_server_manager.py b/litellm/types/mcp_server/mcp_server_manager.py
index c4e37b236ae..f0600ade3b8 100644
--- a/litellm/types/mcp_server/mcp_server_manager.py
+++ b/litellm/types/mcp_server/mcp_server_manager.py
@@ -65,10 +65,13 @@ class MCPServer(BaseModel):
     aws_service_name: Optional[str] = None  # defaults to "bedrock-agentcore"
     aws_role_name: Optional[str] = None  # IAM role ARN for STS AssumeRole
     aws_session_name: Optional[str] = None  # session name for CloudTrail auditing
-    # Token Exchange (OBO) fields — RFC 8693
+    # Token Exchange (OBO) fields
     token_exchange_endpoint: Optional[str] = None
     audience: Optional[str] = None
     subject_token_type: str = "urn:ietf:params:oauth:token-type:access_token"
+    # Wire dialect: "rfc8693" (standard token-exchange grant) or "entra_obo" (Microsoft Entra
+    # On-Behalf-Of, the RFC 7523 jwt-bearer grant + requested_token_use extension)
+    token_exchange_profile: str = "rfc8693"
     # Stdio-specific fields
     command: Optional[str] = None
     args: Optional[List[str]] = None
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_adapter.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_adapter.py
index cdd88c59923..fbe768e07c6 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_adapter.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_adapter.py
@@ -160,6 +160,50 @@ def test_token_exchange_with_creds_but_no_endpoint_is_owned_for_fail_closed():
     assert spec.config.token_exchange_endpoint is None
 
 
+def test_token_exchange_maps_entra_obo_profile():
+    spec = to_server_spec(
+        _server(
+            auth_type=MCPAuth.oauth2_token_exchange,
+            token_exchange_endpoint="https://login.microsoftonline.com/tid/oauth2/v2.0/token",
+            client_id="cid",
+            client_secret="csec",
+            token_exchange_profile="entra_obo",
+            scopes=["api://target/.default"],
+        )
+    )
+    assert spec is not None and isinstance(spec.config, TokenExchangeConfig)
+    assert spec.config.profile == "entra_obo"
+
+
+def test_token_exchange_defaults_to_rfc8693_profile():
+    spec = to_server_spec(
+        _server(
+            auth_type=MCPAuth.oauth2_token_exchange,
+            token_exchange_endpoint="https://idp/token",
+            client_id="cid",
+            client_secret="csec",
+        )
+    )
+    assert spec is not None and isinstance(spec.config, TokenExchangeConfig)
+    assert spec.config.profile == "rfc8693"
+
+
+@pytest.mark.parametrize("bogus", ["", "RFC8693", "jwt_bearer", "entra", "unknown"])
+def test_token_exchange_unknown_profile_normalizes_to_rfc8693(bogus):
+    # A bad DB/config value must normalize to rfc8693, not raise a ValidationError building the spec.
+    spec = to_server_spec(
+        _server(
+            auth_type=MCPAuth.oauth2_token_exchange,
+            token_exchange_endpoint="https://idp/token",
+            client_id="cid",
+            client_secret="csec",
+            token_exchange_profile=bogus,
+        )
+    )
+    assert spec is not None and isinstance(spec.config, TokenExchangeConfig)
+    assert spec.config.profile == "rfc8693"
+
+
 def test_token_exchange_omits_audience_when_unset():
     spec = to_server_spec(
         _server(
@@ -330,3 +374,35 @@ def test_raise_token_exchange_challenge_includes_server_root_path():
         raise_token_exchange_challenge(_server(alias="obo-srv"), root_path="/api/v1")
     www = exc_info.value.headers["WWW-Authenticate"]
     assert 'resource_metadata="/.well-known/oauth-protected-resource/api/v1/mcp/obo-srv"' in www
+
+
+def test_raise_token_exchange_challenge_static_form_is_unchanged_without_step_up():
+    from litellm.proxy._experimental.mcp_server.outbound_credentials.adapter import (
+        raise_token_exchange_challenge,
+    )
+
+    with pytest.raises(HTTPException) as exc_info:
+        raise_token_exchange_challenge(_server(alias="obo-srv"), root_path="")
+    assert exc_info.value.headers["WWW-Authenticate"] == (
+        'Bearer resource_metadata="/.well-known/oauth-protected-resource/mcp/obo-srv", '
+        'error="invalid_token", '
+        'error_description="Missing or invalid subject token; authenticate with the IdP and retry"'
+    )
+
+
+def test_raise_token_exchange_challenge_uses_insufficient_claims_with_claims_present():
+    # Per the Microsoft claims-challenge format, a claims challenge MUST use error=insufficient_claims
+    # (the value MSAL-family clients key on), and the claims ride base64-encoded, never raw.
+    from litellm.proxy._experimental.mcp_server.outbound_credentials.adapter import (
+        raise_token_exchange_challenge,
+    )
+
+    claims = '{"access_token":{"acrs":{"essential":true,"value":"c1"}}}'
+    with pytest.raises(HTTPException) as exc_info:
+        raise_token_exchange_challenge(_server(alias="obo-srv"), root_path="", claims=claims)
+    www = exc_info.value.headers["WWW-Authenticate"]
+    assert 'resource_metadata="/.well-known/oauth-protected-resource/mcp/obo-srv"' in www
+    assert 'error="insufficient_claims"' in www
+    assert 'error="invalid_token"' not in www
+    assert f'claims="{base64.b64encode(claims.encode()).decode()}"' in www
+    assert claims not in www  # raw JSON never appears; only the base64 form
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_token_exchange_provider.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_token_exchange_provider.py
index 7cea99f0b5f..cf15fdb3e26 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_token_exchange_provider.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_token_exchange_provider.py
@@ -13,7 +13,7 @@
     build_token_exchanger,
 )
 from litellm.proxy._experimental.mcp_server.outbound_credentials.token_exchanger import (
-    Rfc8693TokenExchanger,
+    OboTokenExchanger,
     SubjectTokenRejected,
     TokenExchangeClientError,
 )
@@ -41,7 +41,7 @@ async def post(self, url, headers, data):
 
 
 def test_build_token_exchanger_returns_an_exchanger():
-    assert isinstance(build_token_exchanger(), Rfc8693TokenExchanger)
+    assert isinstance(build_token_exchanger(), OboTokenExchanger)
 
 
 def test_build_gives_each_caller_an_independent_cache():
@@ -116,3 +116,38 @@ async def post(self, url, headers, data):
     with patch(_HTTP_CLIENT, return_value=_Client()):
         result = await _post_exchange_endpoint("https://idp/token", {"grant_type": "x"}, {})
     assert result is None
+
+
+@pytest.mark.asyncio
+async def test_post_threads_step_up_error_and_claims_into_subject_rejected():
+    # Entra Conditional Access: the 4xx body's machine code and claims blob must ride on the
+    # rejection so the edge challenge can drive the client's step-up; error_description never does.
+    claims = '{"access_token":{"acrs":{"essential":true,"value":"c1"}}}'
+    body = {
+        "error": "interaction_required",
+        "error_description": "AADSTS50079: the user must enroll MFA",
+        "claims": claims,
+    }
+    with patch(_HTTP_CLIENT, return_value=_client_raising_4xx(body)):
+        with pytest.raises(SubjectTokenRejected) as exc_info:
+            await _post_exchange_endpoint("https://idp/token", {"grant_type": "x"}, {})
+    assert exc_info.value.claims == claims
+    assert "AADSTS50079" not in str(exc_info.value)
+
+
+@pytest.mark.asyncio
+async def test_post_subject_rejection_without_claims_carries_none_claims():
+    with patch(_HTTP_CLIENT, return_value=_client_raising_4xx({"error": "invalid_grant"})):
+        with pytest.raises(SubjectTokenRejected) as exc_info:
+            await _post_exchange_endpoint("https://idp/token", {"grant_type": "x"}, {})
+    assert exc_info.value.claims is None
+
+
+@pytest.mark.asyncio
+async def test_post_gateway_fault_still_wins_when_claims_are_present():
+    # A gateway-fault code stays a 500-class TokenExchangeClientError even if the body carries
+    # claims; the caller cannot fix invalid_client by stepping up.
+    body = {"error": "invalid_client", "claims": '{"access_token":{}}'}
+    with patch(_HTTP_CLIENT, return_value=_client_raising_4xx(body)):
+        with pytest.raises(TokenExchangeClientError):
+            await _post_exchange_endpoint("https://idp/token", {"grant_type": "x"}, {})
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_token_exchanger.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_token_exchanger.py
index 13a0652474b..1fa394e1249 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_token_exchanger.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_token_exchanger.py
@@ -1,6 +1,6 @@
 """Tests for the pure RFC 8693 token exchanger: the OBO swap, caching, and single-flight.
 
-Drives `Rfc8693TokenExchanger` through an injected fake HTTP post and clock, so the exchange, the
+Drives `OboTokenExchanger` through an injected fake HTTP post and clock, so the exchange, the
 form it sends, the per-caller-token cache, and the failure mapping are pinned without a live IdP.
 """
 
@@ -15,7 +15,7 @@
     ServerSpec,
 )
 from litellm.proxy._experimental.mcp_server.outbound_credentials.token_exchanger import (
-    Rfc8693TokenExchanger,
+    OboTokenExchanger,
 )
 from litellm.proxy._experimental.mcp_server.outbound_credentials.types import (
     TokenExchangeConfig,
@@ -32,6 +32,18 @@
 )
 _SERVER = ServerSpec(server_id="srv", resource="https://up.example.com", config=_CONFIG)
 
+_JWT_BEARER_GRANT = "urn:ietf:params:oauth:grant-type:jwt-bearer"
+# audience + a non-default subject_token_type are set deliberately: the entra_obo form must drop both.
+_ENTRA_CONFIG = TokenExchangeConfig(
+    profile="entra_obo",
+    token_exchange_endpoint="https://login.microsoftonline.com/tid/oauth2/v2.0/token",
+    audience="ignored-in-entra-obo",
+    subject_token_type="urn:ietf:params:oauth:token-type:jwt",
+    client_id="cid",
+    client_secret=SecretStr("csec"),
+    scopes=("api://target-api/.default",),
+)
+
 
 class _Clock:
     def __init__(self, now: float = 1000.0) -> None:
@@ -60,7 +72,7 @@ def _spec(config: TokenExchangeConfig) -> ServerSpec:
 @pytest.mark.asyncio
 async def test_exchange_emits_token_and_sends_rfc8693_form():
     post = _RecordingPost({"access_token": "exchanged", "expires_in": 3600})
-    result = await Rfc8693TokenExchanger(post, clock=_Clock()).exchange("caller-jwt", _SERVER, _CONFIG)
+    result = await OboTokenExchanger(post, clock=_Clock()).exchange("caller-jwt", _SERVER, _CONFIG)
     assert isinstance(result, Ok)
     assert result.ok.access_token == "exchanged"
     url, form = post.calls[0]
@@ -89,7 +101,7 @@ async def test_client_secret_basic_sends_authorization_header_and_omits_body_cre
         token_endpoint_auth_method="client_secret_basic",
     )
     post = _RecordingPost({"access_token": "x", "expires_in": 3600})
-    result = await Rfc8693TokenExchanger(post, clock=_Clock()).exchange("jwt", _spec(config), config)
+    result = await OboTokenExchanger(post, clock=_Clock()).exchange("jwt", _spec(config), config)
     assert isinstance(result, Ok)
     _, form = post.calls[0]
     assert "client_id" not in form and "client_secret" not in form
@@ -105,7 +117,7 @@ async def test_client_secret_post_keeps_creds_in_body_with_no_auth_header():
         token_endpoint_auth_method="client_secret_post",
     )
     post = _RecordingPost({"access_token": "x", "expires_in": 3600})
-    await Rfc8693TokenExchanger(post, clock=_Clock()).exchange("jwt", _spec(config), config)
+    await OboTokenExchanger(post, clock=_Clock()).exchange("jwt", _spec(config), config)
     _, form = post.calls[0]
     assert form["client_id"] == "cid" and form["client_secret"] == "csec"
     assert "Authorization" not in post.headers[0]
@@ -122,7 +134,7 @@ async def test_exchange_maps_idp_rejection_to_unauthorized():
     async def _rejecting_post(url, form, headers):
         raise SubjectTokenRejected("IdP rejected the token exchange (HTTP 400)")
 
-    result = await Rfc8693TokenExchanger(_rejecting_post, clock=_Clock()).exchange("bad-jwt", _SERVER, _CONFIG)
+    result = await OboTokenExchanger(_rejecting_post, clock=_Clock()).exchange("bad-jwt", _SERVER, _CONFIG)
     assert isinstance(result, Error)
     assert result.error.tag == "unauthorized"
 
@@ -139,7 +151,7 @@ async def test_exchange_maps_gateway_fault_to_misconfigured():
     async def _client_error_post(url, form, headers):
         raise TokenExchangeClientError("invalid_client")
 
-    result = await Rfc8693TokenExchanger(_client_error_post, clock=_Clock()).exchange("jwt", _SERVER, _CONFIG)
+    result = await OboTokenExchanger(_client_error_post, clock=_Clock()).exchange("jwt", _SERVER, _CONFIG)
     assert isinstance(result, Error)
     assert result.error.tag == "misconfigured"
 
@@ -147,7 +159,7 @@ async def _client_error_post(url, form, headers):
 @pytest.mark.asyncio
 async def test_exchange_maps_transport_failure_to_upstream_unavailable():
     """A post returning None (5xx / network / timeout / malformed body) stays retryable: 503."""
-    result = await Rfc8693TokenExchanger(_RecordingPost(None), clock=_Clock()).exchange("jwt", _SERVER, _CONFIG)
+    result = await OboTokenExchanger(_RecordingPost(None), clock=_Clock()).exchange("jwt", _SERVER, _CONFIG)
     assert isinstance(result, Error)
     assert result.error.tag == "upstream_unavailable"
 
@@ -155,7 +167,7 @@ async def test_exchange_maps_transport_failure_to_upstream_unavailable():
 @pytest.mark.asyncio
 async def test_exchange_caches_per_caller_token():
     post = _RecordingPost({"access_token": "x", "expires_in": 3600})
-    exchanger = Rfc8693TokenExchanger(post, clock=_Clock())
+    exchanger = OboTokenExchanger(post, clock=_Clock())
     await exchanger.exchange("jwt", _SERVER, _CONFIG)
     second = await exchanger.exchange("jwt", _SERVER, _CONFIG)
     assert isinstance(second, Ok) and second.ok.access_token == "x"
@@ -165,7 +177,7 @@ async def test_exchange_caches_per_caller_token():
 @pytest.mark.asyncio
 async def test_rotated_caller_token_re_exchanges():
     post = _RecordingPost({"access_token": "x", "expires_in": 3600})
-    exchanger = Rfc8693TokenExchanger(post, clock=_Clock())
+    exchanger = OboTokenExchanger(post, clock=_Clock())
     await exchanger.exchange("jwt-1", _SERVER, _CONFIG)
     await exchanger.exchange("jwt-2", _SERVER, _CONFIG)
     assert len(post.calls) == 2
@@ -176,7 +188,7 @@ async def test_same_token_different_tenant_does_not_share_cache():
     # Two tenants presenting the same opaque token (e.g. a shared/service token) must not collide on
     # one cache entry: tenant_id is part of the key, so each tenant gets its own exchange.
     post = _RecordingPost({"access_token": "x", "expires_in": 3600})
-    exchanger = Rfc8693TokenExchanger(post, clock=_Clock())
+    exchanger = OboTokenExchanger(post, clock=_Clock())
     await exchanger.exchange("jwt", _SERVER, _CONFIG, tenant_id="acme")
     await exchanger.exchange("jwt", _SERVER, _CONFIG, tenant_id="globex")
     assert len(post.calls) == 2
@@ -188,7 +200,7 @@ async def test_same_token_different_tenant_does_not_share_cache():
 @pytest.mark.asyncio
 async def test_invalidate_forces_re_exchange():
     post = _RecordingPost({"access_token": "x", "expires_in": 3600})
-    exchanger = Rfc8693TokenExchanger(post, clock=_Clock())
+    exchanger = OboTokenExchanger(post, clock=_Clock())
     await exchanger.exchange("jwt", _SERVER, _CONFIG, tenant_id="acme")
     await exchanger.invalidate("jwt", _SERVER, _CONFIG, tenant_id="acme")
     await exchanger.exchange("jwt", _SERVER, _CONFIG, tenant_id="acme")
@@ -198,7 +210,7 @@ async def test_invalidate_forces_re_exchange():
 @pytest.mark.asyncio
 async def test_invalidate_targets_only_the_matching_tenant():
     post = _RecordingPost({"access_token": "x", "expires_in": 3600})
-    exchanger = Rfc8693TokenExchanger(post, clock=_Clock())
+    exchanger = OboTokenExchanger(post, clock=_Clock())
     await exchanger.exchange("jwt", _SERVER, _CONFIG, tenant_id="acme")
     await exchanger.exchange("jwt", _SERVER, _CONFIG, tenant_id="globex")
     await exchanger.invalidate("jwt", _SERVER, _CONFIG, tenant_id="acme")
@@ -213,7 +225,7 @@ async def test_rotated_config_re_exchanges_before_ttl():
     # Same caller token + server, but the operator rotated the audience/scope: the cached token was
     # minted for the old config, so it must re-exchange (not serve the stale token) before TTL.
     post = _RecordingPost({"access_token": "x", "expires_in": 3600})
-    exchanger = Rfc8693TokenExchanger(post, clock=_Clock())
+    exchanger = OboTokenExchanger(post, clock=_Clock())
     rotated = _CONFIG.model_copy(update={"audience": "https://new.example.com", "scopes": ("s3",)})
     await exchanger.exchange("jwt", _SERVER, _CONFIG)
     await exchanger.exchange("jwt", _SERVER, rotated)
@@ -226,7 +238,7 @@ async def test_rotated_config_re_exchanges_before_ttl():
 @pytest.mark.asyncio
 async def test_rotated_token_endpoint_auth_method_re_exchanges_before_ttl():
     post = _RecordingPost({"access_token": "x", "expires_in": 3600})
-    exchanger = Rfc8693TokenExchanger(post, clock=_Clock())
+    exchanger = OboTokenExchanger(post, clock=_Clock())
     rotated = _CONFIG.model_copy(update={"token_endpoint_auth_method": "client_secret_basic"})
     await exchanger.exchange("jwt", _SERVER, _CONFIG)
     await exchanger.exchange("jwt", _SERVER, rotated)
@@ -251,7 +263,7 @@ async def __call__(self, url, form, headers):
             return {"access_token": "x", "expires_in": 3600}
 
     post = _Blocking()
-    exchanger = Rfc8693TokenExchanger(post, clock=_Clock())
+    exchanger = OboTokenExchanger(post, clock=_Clock())
     first = asyncio.create_task(exchanger.exchange("jwt", _SERVER, _CONFIG))
     second = asyncio.create_task(exchanger.exchange("jwt", _SERVER, _CONFIG))
     await asyncio.sleep(0.02)
@@ -263,7 +275,7 @@ async def __call__(self, url, form, headers):
 
 @pytest.mark.asyncio
 async def test_idp_failure_is_upstream_unavailable():
-    result = await Rfc8693TokenExchanger(_RecordingPost(None), clock=_Clock()).exchange("jwt", _SERVER, _CONFIG)
+    result = await OboTokenExchanger(_RecordingPost(None), clock=_Clock()).exchange("jwt", _SERVER, _CONFIG)
     assert isinstance(result, Error)
     assert result.error.tag == "upstream_unavailable"
 
@@ -271,7 +283,7 @@ async def test_idp_failure_is_upstream_unavailable():
 @pytest.mark.asyncio
 async def test_missing_access_token_is_upstream_unavailable():
     post = _RecordingPost({"token_type": "Bearer"})
-    result = await Rfc8693TokenExchanger(post, clock=_Clock()).exchange("jwt", _SERVER, _CONFIG)
+    result = await OboTokenExchanger(post, clock=_Clock()).exchange("jwt", _SERVER, _CONFIG)
     assert isinstance(result, Error)
     assert result.error.tag == "upstream_unavailable"
 
@@ -282,7 +294,7 @@ async def test_non_bearer_token_type_is_refused(token_type):
     # RFC 8693 2.2.1: the resolver forwards the exchanged token as `Bearer`. A non-Bearer token_type
     # (e.g. N_A = not a standalone access token) must fail closed, not be minted as a bogus Bearer.
     post = _RecordingPost({"access_token": "x", "token_type": token_type, "expires_in": 3600})
-    result = await Rfc8693TokenExchanger(post, clock=_Clock()).exchange("jwt", _SERVER, _CONFIG)
+    result = await OboTokenExchanger(post, clock=_Clock()).exchange("jwt", _SERVER, _CONFIG)
     assert isinstance(result, Error)
     assert result.error.tag == "upstream_unavailable"
 
@@ -295,7 +307,7 @@ async def test_non_bearer_token_type_is_logged():
     with patch(
         "litellm.proxy._experimental.mcp_server.outbound_credentials.token_exchanger.verbose_logger"
     ) as mock_logger:
-        await Rfc8693TokenExchanger(post, clock=_Clock()).exchange("jwt", _SERVER, _CONFIG)
+        await OboTokenExchanger(post, clock=_Clock()).exchange("jwt", _SERVER, _CONFIG)
     assert mock_logger.warning.called
     assert "N_A" in repr(mock_logger.warning.call_args)
 
@@ -304,7 +316,7 @@ async def test_non_bearer_token_type_is_logged():
 @pytest.mark.parametrize("token_type", ["Bearer", "bearer", "BEARER"])
 async def test_bearer_token_type_is_accepted_case_insensitively(token_type):
     post = _RecordingPost({"access_token": "x", "token_type": token_type, "expires_in": 3600})
-    result = await Rfc8693TokenExchanger(post, clock=_Clock()).exchange("jwt", _SERVER, _CONFIG)
+    result = await OboTokenExchanger(post, clock=_Clock()).exchange("jwt", _SERVER, _CONFIG)
     assert isinstance(result, Ok) and result.ok.access_token == "x"
 
 
@@ -312,7 +324,7 @@ async def test_bearer_token_type_is_accepted_case_insensitively(token_type):
 async def test_absent_token_type_defaults_to_bearer():
     # Many IdPs omit token_type; absence must not fail the exchange (RFC 6750 default is Bearer).
     post = _RecordingPost({"access_token": "x", "expires_in": 3600})
-    result = await Rfc8693TokenExchanger(post, clock=_Clock()).exchange("jwt", _SERVER, _CONFIG)
+    result = await OboTokenExchanger(post, clock=_Clock()).exchange("jwt", _SERVER, _CONFIG)
     assert isinstance(result, Ok) and result.ok.access_token == "x"
 
 
@@ -331,7 +343,7 @@ async def test_non_access_issued_token_type_is_refused_even_when_bearer(issued_t
     post = _RecordingPost(
         {"access_token": "x", "token_type": "Bearer", "issued_token_type": issued_token_type, "expires_in": 3600}
     )
-    result = await Rfc8693TokenExchanger(post, clock=_Clock()).exchange("jwt", _SERVER, _CONFIG)
+    result = await OboTokenExchanger(post, clock=_Clock()).exchange("jwt", _SERVER, _CONFIG)
     assert isinstance(result, Error)
     assert result.error.tag == "upstream_unavailable"
 
@@ -347,7 +359,7 @@ async def test_access_or_unknown_issued_token_type_is_accepted(issued_token_type
     body: dict[str, object] = {"access_token": "x", "token_type": "Bearer", "expires_in": 3600}
     if issued_token_type is not None:
         body["issued_token_type"] = issued_token_type
-    result = await Rfc8693TokenExchanger(_RecordingPost(body), clock=_Clock()).exchange("jwt", _SERVER, _CONFIG)
+    result = await OboTokenExchanger(_RecordingPost(body), clock=_Clock()).exchange("jwt", _SERVER, _CONFIG)
     assert isinstance(result, Ok) and result.ok.access_token == "x"
 
 
@@ -361,7 +373,7 @@ async def test_access_or_unknown_issued_token_type_is_accepted(issued_token_type
 )
 async def test_incomplete_config_is_misconfigured_without_hitting_idp(config):
     post = _RecordingPost({"access_token": "x"})
-    result = await Rfc8693TokenExchanger(post, clock=_Clock()).exchange("jwt", _spec(config), config)
+    result = await OboTokenExchanger(post, clock=_Clock()).exchange("jwt", _spec(config), config)
     assert isinstance(result, Error)
     assert result.error.tag == "misconfigured"
     assert post.calls == []
@@ -373,7 +385,7 @@ async def test_missing_endpoint_is_precondition_required_without_hitting_idp():
     # rather than guessing an IdP or falling back. The subject token is never POSTed anywhere.
     config = TokenExchangeConfig(client_id="c", client_secret=SecretStr("s"))
     post = _RecordingPost({"access_token": "x"})
-    result = await Rfc8693TokenExchanger(post, clock=_Clock()).exchange("jwt", _spec(config), config)
+    result = await OboTokenExchanger(post, clock=_Clock()).exchange("jwt", _spec(config), config)
     assert isinstance(result, Error)
     assert result.error.tag == "precondition_required"
     assert post.calls == []
@@ -384,7 +396,7 @@ async def test_cached_token_expires_after_its_ttl():
     clock = _Clock(1000.0)
     # expires_in=120, buffer=60 -> ttl 60 -> cached until t=1060.
     post = _RecordingPost({"access_token": "x", "expires_in": 120})
-    exchanger = Rfc8693TokenExchanger(post, clock=clock)
+    exchanger = OboTokenExchanger(post, clock=clock)
     await exchanger.exchange("jwt", _SERVER, _CONFIG)
     clock.now = 1059.0
     await exchanger.exchange("jwt", _SERVER, _CONFIG)
@@ -402,7 +414,7 @@ async def test_audience_and_scope_omitted_when_unset():
         client_secret=SecretStr("csec"),
     )
     post = _RecordingPost({"access_token": "x", "expires_in": 3600})
-    await Rfc8693TokenExchanger(post, clock=_Clock()).exchange("jwt", _spec(config), config)
+    await OboTokenExchanger(post, clock=_Clock()).exchange("jwt", _spec(config), config)
     _, form = post.calls[0]
     assert "audience" not in form
     assert "scope" not in form
@@ -414,7 +426,7 @@ async def test_numeric_expires_in_is_honored(expires_in):
     # A JSON int/float/numeric-string expires_in must drive the TTL, not fall back to the default.
     clock = _Clock(1000.0)
     post = _RecordingPost({"access_token": "x", "expires_in": expires_in})
-    exchanger = Rfc8693TokenExchanger(post, clock=clock)  # ttl = max(120-60, 10) = 60 -> until 1060
+    exchanger = OboTokenExchanger(post, clock=clock)  # ttl = max(120-60, 10) = 60 -> until 1060
     await exchanger.exchange("jwt", _SERVER, _CONFIG)
     clock.now = 1061.0
     await exchanger.exchange("jwt", _SERVER, _CONFIG)
@@ -426,7 +438,7 @@ async def test_short_lived_token_is_not_cached_past_its_expiry():
     # expires_in (5s) below the buffer/min floor must NOT be served stale: cache only until expiry.
     clock = _Clock(1000.0)
     post = _RecordingPost({"access_token": "x", "expires_in": 5})
-    exchanger = Rfc8693TokenExchanger(post, clock=clock)
+    exchanger = OboTokenExchanger(post, clock=clock)
     await exchanger.exchange("jwt", _SERVER, _CONFIG)
     clock.now = 1004.0  # within the 5s lifetime -> still cached
     await exchanger.exchange("jwt", _SERVER, _CONFIG)
@@ -449,13 +461,72 @@ async def test_short_lived_token_is_not_cached_past_its_expiry():
 async def test_unusable_expires_in_falls_back_to_default_ttl(body):
     clock = _Clock(1000.0)
     post = _RecordingPost(body)
-    exchanger = Rfc8693TokenExchanger(post, clock=clock, default_ttl_seconds=300.0)
+    exchanger = OboTokenExchanger(post, clock=clock, default_ttl_seconds=300.0)
     await exchanger.exchange("jwt", _SERVER, _CONFIG)
     clock.now = 1299.0
     await exchanger.exchange("jwt", _SERVER, _CONFIG)
     assert len(post.calls) == 1
 
 
+@pytest.mark.asyncio
+async def test_entra_obo_emits_rfc7523_jwt_bearer_form():
+    # Microsoft Entra OBO is the RFC 7523 jwt-bearer grant, not RFC 8693: the inbound token is the
+    # `assertion`, the target rides in `scope`, and `requested_token_use=on_behalf_of` is required.
+    # subject_token / subject_token_type / audience must NOT appear even though the config carries them.
+    post = _RecordingPost({"access_token": "minted", "expires_in": 3600})
+    result = await OboTokenExchanger(post, clock=_Clock()).exchange(
+        "caller-entra-jwt", _spec(_ENTRA_CONFIG), _ENTRA_CONFIG
+    )
+    assert isinstance(result, Ok)
+    assert result.ok.access_token == "minted"
+    url, form = post.calls[0]
+    assert url == "https://login.microsoftonline.com/tid/oauth2/v2.0/token"
+    assert form == {
+        "grant_type": _JWT_BEARER_GRANT,
+        "assertion": "caller-entra-jwt",
+        "client_id": "cid",
+        "client_secret": "csec",
+        "scope": "api://target-api/.default",
+        "requested_token_use": "on_behalf_of",
+    }
+
+
+@pytest.mark.asyncio
+async def test_entra_obo_without_scope_is_misconfigured_without_hitting_idp():
+    # Entra carries the target resource in `scope`; with none, fail closed as misconfigured and never
+    # POST to the IdP (no fall-through to a weaker source).
+    config = TokenExchangeConfig(
+        profile="entra_obo",
+        token_exchange_endpoint="https://login.microsoftonline.com/tid/oauth2/v2.0/token",
+        client_id="cid",
+        client_secret=SecretStr("csec"),
+    )
+    post = _RecordingPost({"access_token": "x"})
+    result = await OboTokenExchanger(post, clock=_Clock()).exchange("jwt", _spec(config), config)
+    assert isinstance(result, Error)
+    assert result.error.tag == "misconfigured"
+    assert post.calls == []
+
+
+@pytest.mark.asyncio
+async def test_profile_is_part_of_the_cache_key():
+    # Same caller token, tenant, endpoint, creds, and scopes; only the profile differs. The two dialects
+    # mint different upstream tokens, so they must not collide on one cache entry.
+    post = _RecordingPost({"access_token": "x", "expires_in": 3600})
+    exchanger = OboTokenExchanger(post, clock=_Clock())
+    shared = dict(
+        token_exchange_endpoint="https://idp/token",
+        client_id="cid",
+        client_secret=SecretStr("csec"),
+        scopes=("api://target/.default",),
+    )
+    rfc8693 = TokenExchangeConfig(profile="rfc8693", **shared)
+    entra = TokenExchangeConfig(profile="entra_obo", **shared)
+    await exchanger.exchange("jwt", _spec(rfc8693), rfc8693)
+    await exchanger.exchange("jwt", _spec(entra), entra)
+    assert len(post.calls) == 2
+
+
 @pytest.mark.asyncio
 async def test_distributed_coordinator_refresh_and_reread_use_the_cache():
     # Mimics the cross-replica coordinator contract: the winner's refresh populates the cache, a
@@ -470,7 +541,24 @@ async def run(self, user_id, server_id, refresh, reread):
             return via_reread
 
     post = _RecordingPost({"access_token": "x", "expires_in": 3600})
-    exchanger = Rfc8693TokenExchanger(post, coordinator=_ReplayCoordinator(), clock=_Clock())
+    exchanger = OboTokenExchanger(post, coordinator=_ReplayCoordinator(), clock=_Clock())
     result = await exchanger.exchange("jwt", _SERVER, _CONFIG)
     assert isinstance(result, Ok) and result.ok.access_token == "x"
     assert len(post.calls) == 1
+
+
+@pytest.mark.asyncio
+async def test_step_up_rejection_threads_claims_into_unauthorized():
+    from litellm.proxy._experimental.mcp_server.outbound_credentials.token_exchanger import (
+        SubjectTokenRejected,
+    )
+
+    claims = '{"access_token":{"acrs":{"essential":true,"value":"c1"}}}'
+
+    async def _step_up_post(url, form, headers):
+        raise SubjectTokenRejected("IdP rejected the subject token (HTTP 400)", claims=claims)
+
+    result = await OboTokenExchanger(_step_up_post, clock=_Clock()).exchange("jwt", _SERVER, _CONFIG)
+    assert isinstance(result, Error)
+    assert result.error.tag == "unauthorized"
+    assert result.error.unauthorized.claims == claims
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index 7c70bb24001..6d3e09c6b75 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -718,6 +718,41 @@ def _token_exchange_server(self, server_id: str) -> "MCPServer":
             client_secret="csec",
         )
 
+    @pytest.mark.asyncio
+    async def test_entra_obo_profile_survives_db_credentials_round_trip(self):
+        # A credentials blob from the management API / DB carries token_exchange_profile; the DB build
+        # must reconstruct it onto the MCPServer, and the v2 adapter must map it onto the resolver
+        # config. Without threading it through, an entra_obo server persisted via the API silently
+        # falls back to rfc8693 and posts the wrong grant to the IdP.
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.adapter import to_server_spec
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.types import TokenExchangeConfig
+
+        manager = MCPServerManager()
+        row = LiteLLM_MCPServerTable(
+            server_id="entra-db-1",
+            alias="entra_db",
+            description="entra obo from db",
+            url="https://up.example.com/mcp",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth2_token_exchange,
+            credentials={
+                "client_id": "cid",
+                "client_secret": "csec",
+                "token_exchange_endpoint": "https://login.microsoftonline.com/tid/oauth2/v2.0/token",
+                "scopes": ["api://target/.default"],
+                "token_exchange_profile": "entra_obo",
+            },
+            created_at=datetime.now(),
+            updated_at=datetime.now(),
+        )
+
+        built = await manager.build_mcp_server_from_table(row, credentials_are_encrypted=False)
+        assert built.token_exchange_profile == "entra_obo"
+
+        spec = to_server_spec(built)
+        assert spec is not None and isinstance(spec.config, TokenExchangeConfig)
+        assert spec.config.profile == "entra_obo"
+
     async def _capture_subject_token(self, call) -> Optional[str]:
         """Run a manager method (via ``call(manager)``) and return the subject_token it threaded
         into ``_create_mcp_client``."""
@@ -1615,6 +1650,47 @@ async def fake_discovery(server_url: str, *, allow_origin_fallback: bool = True)
         assert server.token_url == "https://discovered.example.com/token"
         assert server.registration_url == "https://discovered.example.com/register"
 
+    @pytest.mark.asyncio
+    async def test_load_servers_from_config_filters_blank_scopes(self):
+        """A YAML ``scopes: [""]`` must normalize to None (matching the DB path), so a blank-only
+        list never becomes a ``("",)`` tuple that skips the entra_obo fail-closed scope check."""
+        manager = MCPServerManager()
+        config = {
+            "entra": {
+                "url": "https://up.example.com/mcp",
+                "transport": MCPTransport.http,
+                "auth_type": MCPAuth.oauth2_token_exchange,
+                "token_exchange_profile": "entra_obo",
+                "token_exchange_endpoint": "https://login.microsoftonline.com/t/oauth2/v2.0/token",
+                "client_id": "cid",
+                "client_secret": "csec",
+                "scopes": ["", "  "],
+            }
+        }
+
+        await manager.load_servers_from_config(config)
+
+        server = next(iter(manager.config_mcp_servers.values()))
+        assert server.scopes is None
+
+        # And the exchange precondition now fails closed before any IdP call.
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.adapter import to_server_spec
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.result import Error
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.token_exchanger import (
+            OboTokenExchanger,
+        )
+
+        spec = to_server_spec(server)
+        assert spec is not None
+        assert spec.config.scopes == ()
+
+        async def _must_not_post(url, form, headers):
+            raise AssertionError("entra_obo with blank scopes must fail closed before POSTing to the IdP")
+
+        result = await OboTokenExchanger(_must_not_post).exchange("subj", spec, spec.config)
+        assert isinstance(result, Error)
+        assert result.error.tag == "misconfigured"
+
     @pytest.mark.asyncio
     async def test_config_oauth_initialize_tool_name_to_mcp_server_name_mapping(self):
         manager = MCPServerManager()
@@ -5913,3 +5989,72 @@ async def test_descovery_metadata_does_not_guess_origin_when_disallowed(self):
 
 if __name__ == "__main__":
     pytest.main([__file__])
+
+
+@pytest.mark.asyncio
+async def test_preflight_challenge_carries_step_up_error_and_claims():
+    """An Entra Conditional Access rejection must surface error=insufficient_claims plus the base64
+    claims in the single-server 401 challenge, so an MSAL-family client can drive the step-up and retry."""
+    import base64
+
+    from litellm.proxy._experimental.mcp_server.outbound_credentials.result import Error
+    from litellm.proxy._experimental.mcp_server.outbound_credentials.types import CredError
+
+    claims = '{"access_token":{"acrs":{"essential":true,"value":"c1"}}}'
+
+    class _FakeProvider:
+        async def resolve_credentials(self, subject, server):
+            return Error(CredError.of_unauthorized("step-up required", claims=claims))
+
+    manager = MCPServerManager(cred_provider=_FakeProvider())
+    server = MCPServer(
+        server_id="te-ca",
+        name="te-ca-server",
+        url="https://up.example.com/mcp",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2_token_exchange,
+        token_exchange_endpoint="https://idp.example.com/token",
+        client_id="cid",
+        client_secret="csec",
+    )
+    with pytest.raises(HTTPException) as exc_info:
+        await manager.preflight_token_exchange(
+            server=server,
+            oauth2_headers={"Authorization": "Bearer subj"},
+            user_api_key_auth=None,
+        )
+    assert exc_info.value.status_code == 401
+    headers = exc_info.value.headers or {}
+    www = headers.get("WWW-Authenticate") or headers.get("www-authenticate") or ""
+    assert 'error="insufficient_claims"' in www
+    assert base64.b64encode(claims.encode()).decode() in www
+    assert "resource_metadata" in www
+
+
+@pytest.mark.asyncio
+async def test_aggregate_list_still_absorbs_step_up_challenged_server():
+    """A step-up (claims-bearing) 401 from one server must not change the aggregate contract: the
+    multi-server listing still absorbs it and returns the healthy servers' tools."""
+    from litellm.proxy._experimental.mcp_server.exceptions import MCPUpstreamAuthError
+
+    manager = MCPServerManager()
+    good = MCPServer(server_id="good", name="good", transport=MCPTransport.http)
+    ca = MCPServer(server_id="ca", name="ca", transport=MCPTransport.http)
+    manager.get_allowed_mcp_servers = AsyncMock(return_value=["good", "ca"])
+    manager.get_mcp_server_by_id = MagicMock(side_effect=lambda server_id: {"good": good, "ca": ca}.get(server_id))
+    good_tool = MCPTool(name="good-do_thing", description="do thing", inputSchema={})
+
+    async def fake_get_tools(server, **kwargs):
+        if server.server_id == "ca":
+            raise MCPUpstreamAuthError(
+                status_code=401,
+                www_authenticate=('Bearer resource_metadata="/x", error="insufficient_claims", claims="eyJhIjoxfQ=="'),
+                server_name="ca",
+            )
+        return [good_tool]
+
+    manager._get_tools_from_server = fake_get_tools
+
+    result = await manager.list_tools()
+
+    assert [t.name for t in result] == ["good-do_thing"]
diff --git a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
index 32d0461439c..e223140b573 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
@@ -148,6 +148,34 @@ def patch_proxy_general_settings(settings: dict):
     )
 
 
+class TestMCPCredentialsTokenExchangeProfile:
+    """token_exchange_profile must be a declared MCPCredentials field so the management API can
+    persist the entra_obo profile. An undeclared key is silently stripped by pydantic when the
+    credentials dict is validated against the TypedDict, so it would never reach the JSON blob."""
+
+    @pytest.mark.parametrize(
+        "build",
+        [
+            lambda creds: NewMCPServerRequest(
+                server_name="s", auth_type=MCPAuth.oauth2_token_exchange, credentials=creds
+            ),
+            lambda creds: UpdateMCPServerRequest(server_id="s", credentials=creds),
+        ],
+        ids=["new", "update"],
+    )
+    def test_request_preserves_token_exchange_profile_in_credentials(self, build):
+        creds = {
+            "client_id": "cid",
+            "client_secret": "sec",
+            "token_exchange_endpoint": "https://login.microsoftonline.com/tid/oauth2/v2.0/token",
+            "scopes": ["api://target/.default"],
+            "token_exchange_profile": "entra_obo",
+        }
+        request = build(creds)
+        assert request.credentials is not None
+        assert request.credentials.get("token_exchange_profile") == "entra_obo"
+
+
 class TestListMCPServers:
     """Test suite for list MCP servers functionality"""
 

From 5f864c83ce7b7586e2524f610dd7dc1712f184ac Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 4 Jul 2026 16:56:12 -0700
Subject: [PATCH 008/370] chore(lint): zero out crash-class pyright rules and
 ban new type: ignore comments (#32152)

* fix: zero out crash-class basedpyright rules across litellm/

* feat(lint): add LIT009 banning inert type: ignore comments

* docs: require bracketed rule and reason on every suppression

* chore(lint): ratchet budgets down and zero crash-class pyright limits

* fix: narrow auto router routelayer through a local before calling

* test: add regression tests for crash-class fixes

* fix: drop dead AZURE_AD_TOKEN lookups and word-bound the type-ignore regex
---
 CLAUDE.md                                     |  2 +
 basedpyright-code-budget.json                 | 36 ++++++------
 litellm/caching/disk_cache.py                 | 10 ++--
 litellm/cost_calculator.py                    | 20 +++----
 litellm/fine_tuning/main.py                   | 10 +---
 litellm/integrations/datadog/datadog.py       | 12 ++--
 .../convert_dict_to_response.py               |  2 +-
 .../litellm_core_utils/streaming_handler.py   |  2 +-
 litellm/llms/bedrock/chat/invoke_handler.py   |  2 +-
 .../amazon_qwen2_transformation.py            |  5 +-
 .../amazon_qwen3_transformation.py            |  5 +-
 litellm/llms/oci/chat/cohere.py               |  2 +-
 litellm/llms/ollama/chat/transformation.py    |  6 +-
 .../chat/guardrail_translation/handler.py     |  2 +-
 litellm/llms/sap/chat/transformation.py       |  2 +-
 .../vertex_and_google_ai_studio_gemini.py     | 14 ++---
 litellm/main.py                               | 56 ++++++++-----------
 .../mcp_server/rest_endpoints.py              | 11 ++--
 .../redis_update_buffer.py                    |  5 +-
 .../semantic_guard/semantic_guard.py          |  2 +-
 .../health_endpoints/_health_endpoints.py     |  9 ++-
 .../hooks/parallel_request_limiter_v3.py      |  2 +-
 .../proxy/hooks/prompt_injection_detection.py |  4 +-
 .../key_management_endpoints.py               |  2 +-
 .../openai_files_endpoints/files_endpoints.py |  6 +-
 litellm/router.py                             |  2 +
 .../auto_router/auto_router.py                |  8 ++-
 ruff-strict-budget.json                       |  2 +-
 scripts/check_type_discipline.py              | 14 ++++-
 scripts/type_discipline_gate.py               | 14 +++--
 tests/test_litellm/caching/test_disk_cache.py | 41 ++++++++++++++
 ...test_vertex_and_google_ai_studio_gemini.py | 38 +++++++++++++
 .../test_check_type_discipline.py             | 34 +++++++++--
 tests/test_litellm/test_cost_calculator.py    | 32 +++++++++++
 tests/test_litellm/test_main.py               | 32 +++++++++++
 type-discipline-budget.json                   |  5 +-
 36 files changed, 314 insertions(+), 137 deletions(-)
 create mode 100644 tests/test_litellm/caching/test_disk_cache.py

diff --git a/CLAUDE.md b/CLAUDE.md
index 7108dfd4f32..651a88bf9aa 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -47,6 +47,8 @@ If you're trying to create a new function that relies on untyped stuff, instead
 
 If you get an LIT001 or LIT002 fail, refactor the code to follow functional programming best practices rather than introducing mutable data structures. For example, build values in one shot with comprehensions or generators wrapped in `tuple()` / `frozenset()` instead of seeding an empty `list`/`dict`/`set` and mutating it over time. Ideally `# mutable-ok` is never used; reach for it only as a genuine last resort when an immutable rewrite is truly impossible, and always pair it with a real reason
 
+Every lint or type suppression must name the exact rule inside brackets and carry a reason comment, e.g. `# pyright: ignore[reportArgumentType]  # stubs lack async overload` or `# noqa: TID251  # <reason>`. `# type: ignore` is banned (LIT009): pyrightconfig.json sets `enableTypeIgnoreComments` to false, so it silently does nothing
+
 Commit and push your work when you're done without asking
 
 When you must use real LLM models to, for example, write e2e tests, write a QA runbook, etc., make sure to use the latest models (doesn't have to be smartest, can also be a modern small, fast one. No strong preference for smart vs fast here, just use something modern) as of the year and month of the current date. Do a web search as necessary to figure that out
diff --git a/basedpyright-code-budget.json b/basedpyright-code-budget.json
index b65cd01e1eb..7e3f6a20281 100644
--- a/basedpyright-code-budget.json
+++ b/basedpyright-code-budget.json
@@ -3,16 +3,16 @@
     "limit": 37484
   },
   "reportArgumentType": {
-    "limit": 2721
+    "limit": 2704
   },
   "reportAssignmentType": {
     "limit": 330
   },
   "reportAttributeAccessIssue": {
-    "limit": 519
+    "limit": 516
   },
   "reportCallIssue": {
-    "limit": 131
+    "limit": 124
   },
   "reportConstantRedefinition": {
     "limit": 59
@@ -42,7 +42,7 @@
     "limit": 18
   },
   "reportIndexIssue": {
-    "limit": 39
+    "limit": 37
   },
   "reportInvalidTypeForm": {
     "limit": 35
@@ -51,7 +51,7 @@
     "limit": 5
   },
   "reportMatchNotExhaustive": {
-    "limit": 2
+    "limit": 0
   },
   "reportMissingParameterType": {
     "limit": 5900
@@ -63,25 +63,25 @@
     "limit": 41
   },
   "reportOperatorIssue": {
-    "limit": 9
+    "limit": 0
   },
   "reportOptionalCall": {
-    "limit": 7
+    "limit": 0
   },
   "reportOptionalIterable": {
-    "limit": 6
+    "limit": 0
   },
   "reportOptionalMemberAccess": {
-    "limit": 1086
+    "limit": 1085
   },
   "reportOptionalOperand": {
-    "limit": 6
+    "limit": 0
   },
   "reportOptionalSubscript": {
-    "limit": 17
+    "limit": 0
   },
   "reportPossiblyUnboundVariable": {
-    "limit": 78
+    "limit": 77
   },
   "reportPrivateUsage": {
     "limit": 2438
@@ -90,28 +90,28 @@
     "limit": 12
   },
   "reportReturnType": {
-    "limit": 226
+    "limit": 225
   },
   "reportTypedDictNotRequiredAccess": {
-    "limit": 30
+    "limit": 27
   },
   "reportUndefinedVariable": {
-    "limit": 5
+    "limit": 0
   },
   "reportUnknownArgumentType": {
-    "limit": 45905
+    "limit": 45895
   },
   "reportUnknownLambdaType": {
     "limit": 113
   },
   "reportUnknownMemberType": {
-    "limit": 40556
+    "limit": 40541
   },
   "reportUnknownParameterType": {
     "limit": 20418
   },
   "reportUnknownVariableType": {
-    "limit": 32168
+    "limit": 32151
   },
   "reportUnnecessaryCast": {
     "limit": 177
diff --git a/litellm/caching/disk_cache.py b/litellm/caching/disk_cache.py
index b51acbe9cfd..d9f65ce949e 100644
--- a/litellm/caching/disk_cache.py
+++ b/litellm/caching/disk_cache.py
@@ -59,8 +59,9 @@ def batch_get_cache(self, keys: list, **kwargs):
 
     def increment_cache(self, key, value: int, **kwargs) -> int:
         # get the value
-        init_value = self.get_cache(key=key) or 0
-        value = init_value + value  # type: ignore
+        cached_value = self.get_cache(key=key)
+        init_value = cached_value if isinstance(cached_value, int) else 0
+        value = init_value + value
         self.set_cache(key, value, **kwargs)
         return value
 
@@ -76,8 +77,9 @@ async def async_batch_get_cache(self, keys: list, **kwargs):
 
     async def async_increment(self, key, value: int, **kwargs) -> int:
         # get the value
-        init_value = await self.async_get_cache(key=key) or 0
-        value = init_value + value  # type: ignore
+        cached_value = await self.async_get_cache(key=key)
+        init_value = cached_value if isinstance(cached_value, int) else 0
+        value = init_value + value
         await self.async_set_cache(key, value, **kwargs)
         return value
 
diff --git a/litellm/cost_calculator.py b/litellm/cost_calculator.py
index 2cb94e02d9c..63ffe9d308b 100644
--- a/litellm/cost_calculator.py
+++ b/litellm/cost_calculator.py
@@ -222,7 +222,7 @@ def _cost_per_token_custom_pricing_helper(
         output_cost = completion_tokens * output_cost_per_token
         return input_cost, output_cost
     elif custom_cost_per_second is not None:
-        output_cost = custom_cost_per_second * response_time_ms / 1000  # type: ignore
+        output_cost = custom_cost_per_second * (response_time_ms or 0.0) / 1000
         return 0, output_cost
 
     return None
@@ -662,29 +662,27 @@ def cost_per_token(
                 data_residency=data_residency,
             )
 
-        if model_info.get("input_cost_per_second", None) is not None and response_time_ms is not None:
+        input_cost_per_second = model_info.get("input_cost_per_second")
+        if input_cost_per_second is not None and response_time_ms is not None:
             verbose_logger.debug(
                 "For model=%s - input_cost_per_second: %s; response time: %s",
                 model,
-                model_info.get("input_cost_per_second", None),
+                input_cost_per_second,
                 response_time_ms,
             )
             ## COST PER SECOND ##
-            prompt_tokens_cost_usd_dollar = (
-                model_info["input_cost_per_second"] * response_time_ms / 1000  # type: ignore
-            )
+            prompt_tokens_cost_usd_dollar = input_cost_per_second * response_time_ms / 1000
 
-        if model_info.get("output_cost_per_second", None) is not None and response_time_ms is not None:
+        output_cost_per_second = model_info.get("output_cost_per_second")
+        if output_cost_per_second is not None and response_time_ms is not None:
             verbose_logger.debug(
                 "For model=%s - output_cost_per_second: %s; response time: %s",
                 model,
-                model_info.get("output_cost_per_second", None),
+                output_cost_per_second,
                 response_time_ms,
             )
             ## COST PER SECOND ##
-            completion_tokens_cost_usd_dollar = (
-                model_info["output_cost_per_second"] * response_time_ms / 1000  # type: ignore
-            )
+            completion_tokens_cost_usd_dollar = output_cost_per_second * response_time_ms / 1000
 
         verbose_logger.debug(
             "Returned custom cost for model=%s - prompt_tokens_cost_usd_dollar: %s, completion_tokens_cost_usd_dollar: %s",
diff --git a/litellm/fine_tuning/main.py b/litellm/fine_tuning/main.py
index 8a8a916fa9c..ce5074cdaf5 100644
--- a/litellm/fine_tuning/main.py
+++ b/litellm/fine_tuning/main.py
@@ -256,8 +256,6 @@ def create_fine_tuning_job(
             extra_body = optional_params.get("extra_body", {})
             if extra_body is not None:
                 extra_body.pop("azure_ad_token", None)
-            else:
-                get_secret_str("AZURE_AD_TOKEN")  # type: ignore
 
             # Prepare Azure-specific parameters for extra_body
             extra_body = _prepare_azure_extra_body(extra_body, kwargs, azure_specific_hyperparams)
@@ -442,7 +440,7 @@ def cancel_fine_tuning_job(
             )
         # Azure OpenAI
         elif custom_llm_provider == "azure":
-            api_base = optional_params.api_base or litellm.api_base or get_secret("AZURE_API_BASE")  # type: ignore
+            api_base = optional_params.api_base or litellm.api_base or get_secret_str("AZURE_API_BASE")
 
             api_version = optional_params.api_version or litellm.api_version or get_secret_str("AZURE_API_VERSION")  # type: ignore
 
@@ -457,8 +455,6 @@ def cancel_fine_tuning_job(
             extra_body = optional_params.get("extra_body", {})
             if extra_body is not None:
                 extra_body.pop("azure_ad_token", None)
-            else:
-                get_secret_str("AZURE_AD_TOKEN")  # type: ignore
 
             response = azure_fine_tuning_apis_instance.cancel_fine_tuning_job(
                 api_base=api_base,
@@ -616,8 +612,6 @@ def list_fine_tuning_jobs(
             extra_body = optional_params.get("extra_body", {})
             if extra_body is not None:
                 extra_body.pop("azure_ad_token", None)
-            else:
-                get_secret("AZURE_AD_TOKEN")  # type: ignore
 
             response = azure_fine_tuning_apis_instance.list_fine_tuning_jobs(
                 api_base=api_base,
@@ -759,8 +753,6 @@ def retrieve_fine_tuning_job(
             extra_body = optional_params.get("extra_body", {})
             if extra_body is not None:
                 extra_body.pop("azure_ad_token", None)
-            else:
-                get_secret_str("AZURE_AD_TOKEN")  # type: ignore
 
             response = azure_fine_tuning_apis_instance.retrieve_fine_tuning_job(
                 api_base=api_base,
diff --git a/litellm/integrations/datadog/datadog.py b/litellm/integrations/datadog/datadog.py
index 6775858c124..bd62d1e303a 100644
--- a/litellm/integrations/datadog/datadog.py
+++ b/litellm/integrations/datadog/datadog.py
@@ -354,14 +354,14 @@ async def async_send_batch(self):
         Raises:
             Raises a NON Blocking verbose_logger.exception if an error occurs
         """
-        try:
-            if not self.log_queue:
-                verbose_logger.exception("Datadog: log_queue does not exist")
-                return
+        if not self.log_queue:
+            verbose_logger.exception("Datadog: log_queue does not exist")
+            return
 
-            batch_to_send = self.log_queue[:]
-            self.log_queue = []
+        batch_to_send = self.log_queue[:]
+        self.log_queue = []
 
+        try:
             verbose_logger.debug(
                 "Datadog - about to flush %s events on %s",
                 len(batch_to_send),
diff --git a/litellm/litellm_core_utils/llm_response_utils/convert_dict_to_response.py b/litellm/litellm_core_utils/llm_response_utils/convert_dict_to_response.py
index 58107d9804b..47daf33824e 100644
--- a/litellm/litellm_core_utils/llm_response_utils/convert_dict_to_response.py
+++ b/litellm/litellm_core_utils/llm_response_utils/convert_dict_to_response.py
@@ -656,7 +656,7 @@ def convert_to_model_response_object(
 
                 message: Optional[Message] = None
                 finish_reason: Optional[str] = None
-                if _should_convert_tool_call_to_json_mode(
+                if tool_calls is not None and _should_convert_tool_call_to_json_mode(
                     tool_calls=tool_calls,
                     convert_tool_call_to_json_mode=convert_tool_call_to_json_mode,
                 ):
diff --git a/litellm/litellm_core_utils/streaming_handler.py b/litellm/litellm_core_utils/streaming_handler.py
index 587a3a58a94..128ba0bf3ab 100644
--- a/litellm/litellm_core_utils/streaming_handler.py
+++ b/litellm/litellm_core_utils/streaming_handler.py
@@ -1884,7 +1884,7 @@ async def __anext__(self) -> "ModelResponseStream":
                 await self.fetch_stream()
 
             if is_async_iterable(self.completion_stream):
-                async for chunk in self.completion_stream:  # type: ignore[union-attr]
+                async for chunk in self.completion_stream:  # pyright: ignore[reportOptionalIterable]  # is_async_iterable guard proves __aiter__
                     if chunk == "None" or chunk is None:
                         continue  # skip None chunks
 
diff --git a/litellm/llms/bedrock/chat/invoke_handler.py b/litellm/llms/bedrock/chat/invoke_handler.py
index b381b5a85fe..4c256be1ab8 100644
--- a/litellm/llms/bedrock/chat/invoke_handler.py
+++ b/litellm/llms/bedrock/chat/invoke_handler.py
@@ -1558,7 +1558,7 @@ def _chunk_parser(self, chunk_data: dict) -> Union[GChunk, ModelResponseStream,
             text = chunk_data["outputText"]
         # ai21 mapping
         elif "ai21" in self.model:  # fake ai21 streaming
-            text = chunk_data.get("completions")[0].get("data").get("text")  # type: ignore
+            text = chunk_data["completions"][0]["data"]["text"]
             is_finished = True
             finish_reason = "stop"
         ######## /bedrock/converse mappings ###############
diff --git a/litellm/llms/bedrock/chat/invoke_transformations/amazon_qwen2_transformation.py b/litellm/llms/bedrock/chat/invoke_transformations/amazon_qwen2_transformation.py
index d63642c806f..a2aa98d6676 100644
--- a/litellm/llms/bedrock/chat/invoke_transformations/amazon_qwen2_transformation.py
+++ b/litellm/llms/bedrock/chat/invoke_transformations/amazon_qwen2_transformation.py
@@ -51,10 +51,7 @@ def transform_response(
         Qwen2 uses "text" field, but we also support "generation" field for compatibility.
         """
         try:
-            if hasattr(raw_response, "json"):
-                response_data = raw_response.json()
-            else:
-                response_data = raw_response
+            response_data = raw_response.json()
 
             # Extract the generated text - Qwen2 uses "text" field, but also support "generation" for compatibility
             generated_text = response_data.get("generation", "") or response_data.get("text", "")
diff --git a/litellm/llms/bedrock/chat/invoke_transformations/amazon_qwen3_transformation.py b/litellm/llms/bedrock/chat/invoke_transformations/amazon_qwen3_transformation.py
index 762631cac5e..4f496df084e 100644
--- a/litellm/llms/bedrock/chat/invoke_transformations/amazon_qwen3_transformation.py
+++ b/litellm/llms/bedrock/chat/invoke_transformations/amazon_qwen3_transformation.py
@@ -175,10 +175,7 @@ def transform_response(
         Transform Qwen3 Bedrock response to OpenAI format
         """
         try:
-            if hasattr(raw_response, "json"):
-                response_data = raw_response.json()
-            else:
-                response_data = raw_response
+            response_data = raw_response.json()
 
             # Extract the generated text - Qwen3 uses "generation" field
             generated_text = response_data.get("generation", "")
diff --git a/litellm/llms/oci/chat/cohere.py b/litellm/llms/oci/chat/cohere.py
index 3661ac908d2..ca85a6309d7 100644
--- a/litellm/llms/oci/chat/cohere.py
+++ b/litellm/llms/oci/chat/cohere.py
@@ -110,7 +110,7 @@ def adapt_messages_to_cohere_standard(
         tool_calls: Optional[List[CohereToolCall]] = None
         if role == "assistant" and msg.get("tool_calls"):  # type: ignore[union-attr,typeddict-item]
             tool_calls = []
-            for tc in msg["tool_calls"]:  # type: ignore[union-attr,typeddict-item]
+            for tc in msg["tool_calls"]:  # pyright: ignore[reportOptionalIterable]  # truthiness check above rules out None
                 raw_arguments: Any = tc.get("function", {}).get("arguments", {})
                 if isinstance(raw_arguments, str):
                     try:
diff --git a/litellm/llms/ollama/chat/transformation.py b/litellm/llms/ollama/chat/transformation.py
index 3152ded2367..694f8cdd6c2 100644
--- a/litellm/llms/ollama/chat/transformation.py
+++ b/litellm/llms/ollama/chat/transformation.py
@@ -363,7 +363,11 @@ def transform_response(
                 response_json_message["reasoning_content"] = reasoning_content
                 response_json_message["content"] = content
 
-        if request_data.get("format", "") == "json" and litellm_params.get("function_name") is not None:
+        if (
+            request_data.get("format", "") == "json"
+            and litellm_params.get("function_name") is not None
+            and response_json_message is not None
+        ):
             function_call = json.loads(response_json_message["content"])
             message = litellm.Message(
                 content=None,
diff --git a/litellm/llms/openai/chat/guardrail_translation/handler.py b/litellm/llms/openai/chat/guardrail_translation/handler.py
index c7a49a2e47f..a6b6a6267c3 100644
--- a/litellm/llms/openai/chat/guardrail_translation/handler.py
+++ b/litellm/llms/openai/chat/guardrail_translation/handler.py
@@ -716,7 +716,7 @@ async def _apply_guardrail_responses_to_output_texts(
 
             elif isinstance(content, list) and content_idx_optional is not None:
                 # Replace specific text item in list content
-                choice.message.content[content_idx_optional]["text"] = guardrail_response  # type: ignore
+                content[content_idx_optional]["text"] = guardrail_response
 
     async def _apply_guardrail_responses_to_output_tool_calls(
         self,
diff --git a/litellm/llms/sap/chat/transformation.py b/litellm/llms/sap/chat/transformation.py
index d9d0f9bc236..4bf8272a334 100755
--- a/litellm/llms/sap/chat/transformation.py
+++ b/litellm/llms/sap/chat/transformation.py
@@ -155,7 +155,7 @@ def run_env_setup(self, service_key: Optional[str] = None) -> None:
     def headers(self) -> Dict[str, str]:
         if self.token_creator is None:
             self.run_env_setup()
-        access_token = self.token_creator()  # type: ignore
+        access_token = self.token_creator()  # pyright: ignore[reportOptionalCall]  # run_env_setup set it or raised
         return {
             "Authorization": access_token,
             "AI-Resource-Group": self.resource_group,
diff --git a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
index 678877c0721..f9ed8cea9b5 100644
--- a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
+++ b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
@@ -2315,17 +2315,15 @@ def _process_candidates(
 
             # Store thoughtSignatures in provider_specific_fields
             if thought_signatures is not None:
-                if "provider_specific_fields" not in chat_completion_message:
-                    chat_completion_message["provider_specific_fields"] = {}
-                chat_completion_message["provider_specific_fields"]["thought_signatures"] = thought_signatures  # type: ignore
+                thought_signature_fields = chat_completion_message.get("provider_specific_fields") or {}
+                thought_signature_fields["thought_signatures"] = thought_signatures
+                chat_completion_message["provider_specific_fields"] = thought_signature_fields
 
             # Store server-side tool invocations in provider_specific_fields
             if server_side_tool_invocations is not None:
-                if "provider_specific_fields" not in chat_completion_message:
-                    chat_completion_message["provider_specific_fields"] = {}
-                chat_completion_message["provider_specific_fields"]["server_side_tool_invocations"] = (
-                    server_side_tool_invocations  # type: ignore
-                )
+                tool_invocation_fields = chat_completion_message.get("provider_specific_fields") or {}
+                tool_invocation_fields["server_side_tool_invocations"] = server_side_tool_invocations
+                chat_completion_message["provider_specific_fields"] = tool_invocation_fields
 
             if isinstance(model_response, ModelResponseStream):
                 choice = VertexGeminiConfig._create_streaming_choice(
diff --git a/litellm/main.py b/litellm/main.py
index 567930a4999..b3c176a1347 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -8304,26 +8304,6 @@ def stream_chunk_builder_text_completion(chunks: list, messages: Optional[List]
     finish_reason = chunks[-1]["choices"][0]["finish_reason"]
     logprobs = chunks[-1]["choices"][0]["logprobs"]
 
-    response = {
-        "id": id,
-        "object": object,
-        "created": created,
-        "model": model,
-        "system_fingerprint": system_fingerprint,
-        "choices": [
-            {
-                "text": None,
-                "index": 0,
-                "logprobs": logprobs,
-                "finish_reason": finish_reason,
-            }
-        ],
-        "usage": {
-            "prompt_tokens": None,
-            "completion_tokens": None,
-            "total_tokens": None,
-        },
-    }
     content_list = []
     for chunk in chunks:
         choices = chunk["choices"]
@@ -8335,25 +8315,37 @@ def stream_chunk_builder_text_completion(chunks: list, messages: Optional[List]
     # Combine the "content" strings into a single string || combine the 'function' strings into a single string
     combined_content = "".join(content_list)
 
-    # Update the "content" field within the response dictionary
-    response["choices"][0]["text"] = combined_content
-
-    if len(combined_content) > 0:
-        pass
-    else:
-        pass
-    # # Update usage information if needed
     try:
-        response["usage"]["prompt_tokens"] = token_counter(model=model, messages=messages)
+        prompt_tokens = token_counter(model=model, messages=messages)
     except Exception:  # don't allow this failing to block a complete streaming response from being returned
         print_verbose("token_counter failed, assuming prompt tokens is 0")
-        response["usage"]["prompt_tokens"] = 0
-    response["usage"]["completion_tokens"] = token_counter(
+        prompt_tokens = 0
+    completion_tokens = token_counter(
         model=model,
         text=combined_content,
         count_response_tokens=True,  # count_response_tokens is a Flag to tell token counter this is a response, No need to add extra tokens we do for input messages
     )
-    response["usage"]["total_tokens"] = response["usage"]["prompt_tokens"] + response["usage"]["completion_tokens"]
+
+    response = {
+        "id": id,
+        "object": object,
+        "created": created,
+        "model": model,
+        "system_fingerprint": system_fingerprint,
+        "choices": [
+            {
+                "text": combined_content,
+                "index": 0,
+                "logprobs": logprobs,
+                "finish_reason": finish_reason,
+            }
+        ],
+        "usage": {
+            "prompt_tokens": prompt_tokens,
+            "completion_tokens": completion_tokens,
+            "total_tokens": prompt_tokens + completion_tokens,
+        },
+    }
     return TextCompletionResponse(**response)
 
 
diff --git a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
index a6067a60105..ce0698cb7ac 100644
--- a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
@@ -1079,11 +1079,6 @@ async def _execute_with_mcp_client(
             forwarded_authorization = (
                 effective_oauth2_headers.get("Authorization") if effective_oauth2_headers else None
             )
-            is_interactive_authz_code = (
-                server_model.auth_type == MCPAuth.oauth2
-                and forwarded_authorization is not None
-                and to_server_spec(server_model) is not None
-            )
             preview_cred_provider = (
                 UpstreamCredentialProvider(
                     oauth_token_store=PresentedOAuthTokenStore(
@@ -1094,7 +1089,11 @@ async def _execute_with_mcp_client(
                         )
                     )
                 )
-                if is_interactive_authz_code
+                if (
+                    server_model.auth_type == MCPAuth.oauth2
+                    and forwarded_authorization is not None
+                    and to_server_spec(server_model) is not None
+                )
                 else None
             )
 
diff --git a/litellm/proxy/db/db_transaction_queue/redis_update_buffer.py b/litellm/proxy/db/db_transaction_queue/redis_update_buffer.py
index 15d8c6c5d1e..c924448669d 100644
--- a/litellm/proxy/db/db_transaction_queue/redis_update_buffer.py
+++ b/litellm/proxy/db/db_transaction_queue/redis_update_buffer.py
@@ -525,10 +525,11 @@ async def get_all_transactions_from_redis_buffer_pipeline(
         # Slots 1-5: daily spend categories
         daily_results: List[Optional[Dict[str, Any]]] = []
         for slot in range(1, 6):
-            if raw_results[slot] is None:
+            slot_result = raw_results[slot]
+            if slot_result is None:
                 daily_results.append(None)
             else:
-                list_of_daily = [json.loads(t) for t in raw_results[slot]]  # type: ignore
+                list_of_daily = [json.loads(t) for t in slot_result]
                 aggregated = DailySpendUpdateQueue.get_aggregated_daily_spend_update_transactions(list_of_daily)
                 daily_results.append(aggregated)
 
diff --git a/litellm/proxy/guardrails/guardrail_hooks/semantic_guard/semantic_guard.py b/litellm/proxy/guardrails/guardrail_hooks/semantic_guard/semantic_guard.py
index 5840480f0da..3f802485a8e 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/semantic_guard/semantic_guard.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/semantic_guard/semantic_guard.py
@@ -225,7 +225,7 @@ def _handle_match(
             detection_info=detection_info,
         )
     else:
-        raise HTTPException(  # type: ignore[reportOptionalCall]
+        raise HTTPException(  # pyright: ignore[reportOptionalCall]  # fastapi is installed wherever this proxy hook runs
             status_code=400,
             detail={
                 "error": violation_msg,
diff --git a/litellm/proxy/health_endpoints/_health_endpoints.py b/litellm/proxy/health_endpoints/_health_endpoints.py
index 2b3ec231ac8..4250b9668ff 100644
--- a/litellm/proxy/health_endpoints/_health_endpoints.py
+++ b/litellm/proxy/health_endpoints/_health_endpoints.py
@@ -6,7 +6,7 @@
 import time
 import traceback
 from datetime import datetime, timedelta
-from typing import Any, Dict, Iterable, Literal, Optional, Union, cast
+from typing import Any, Dict, Iterable, Literal, Optional, TypedDict, Union, cast
 
 import fastapi
 from fastapi import APIRouter, Depends, HTTPException, Request, Response, status
@@ -1271,7 +1271,12 @@ async def health_license_endpoint(
     }
 
 
-db_health_cache = {"status": "unknown", "last_updated": datetime.now()}
+class DBHealthCache(TypedDict):
+    status: str
+    last_updated: datetime
+
+
+db_health_cache: DBHealthCache = {"status": "unknown", "last_updated": datetime.now()}
 
 
 async def _db_health_readiness_check():
diff --git a/litellm/proxy/hooks/parallel_request_limiter_v3.py b/litellm/proxy/hooks/parallel_request_limiter_v3.py
index 8522294d120..78c43715dad 100644
--- a/litellm/proxy/hooks/parallel_request_limiter_v3.py
+++ b/litellm/proxy/hooks/parallel_request_limiter_v3.py
@@ -956,7 +956,7 @@ async def _atomic_lua_per_descriptor(
 
         for _idx, (keys, args, meta) in enumerate(descriptor_groups):
             try:
-                raw = await self.check_and_increment_by_n_script(
+                raw = await self.check_and_increment_by_n_script(  # pyright: ignore[reportOptionalCall]  # sole caller guards it is not None
                     keys=keys,
                     args=args,
                 )
diff --git a/litellm/proxy/hooks/prompt_injection_detection.py b/litellm/proxy/hooks/prompt_injection_detection.py
index 390074bf005..2d55a644bb2 100644
--- a/litellm/proxy/hooks/prompt_injection_detection.py
+++ b/litellm/proxy/hooks/prompt_injection_detection.py
@@ -250,7 +250,9 @@ async def async_moderation_hook(  # type: ignore
             self.print_verbose(f"Received LLM Moderation response: {response}")
             self.print_verbose(f"llm_api_fail_call_string: {self.prompt_injection_params.llm_api_fail_call_string}")
             if isinstance(response, litellm.ModelResponse) and isinstance(response.choices[0], litellm.Choices):
-                if self.prompt_injection_params.llm_api_fail_call_string in response.choices[0].message.content:  # type: ignore
+                fail_call_string = self.prompt_injection_params.llm_api_fail_call_string
+                content = response.choices[0].message.content
+                if fail_call_string is not None and content is not None and fail_call_string in content:
                     is_prompt_attack = True
 
         if is_prompt_attack is True:
diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py
index ff849240292..d92aea57063 100644
--- a/litellm/proxy/management_endpoints/key_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/key_management_endpoints.py
@@ -343,7 +343,7 @@ def _personal_key_membership_check(
     if user_api_key_dict.user_role not in personal_key_generation["allowed_user_roles"]:
         raise HTTPException(
             status_code=400,
-            detail=f"Personal key creation has been restricted by admin. Allowed roles={litellm.key_generation_settings['personal_key_generation']['allowed_user_roles']}. Your role={user_api_key_dict.user_role}",  # type: ignore
+            detail=f"Personal key creation has been restricted by admin. Allowed roles={personal_key_generation['allowed_user_roles']}. Your role={user_api_key_dict.user_role}",
         )
 
     return True
diff --git a/litellm/proxy/openai_files_endpoints/files_endpoints.py b/litellm/proxy/openai_files_endpoints/files_endpoints.py
index 34ca43c603f..0c9aa667751 100644
--- a/litellm/proxy/openai_files_endpoints/files_endpoints.py
+++ b/litellm/proxy/openai_files_endpoints/files_endpoints.py
@@ -771,7 +771,7 @@ async def get_file_content(
                     version=version,
                 )
 
-            if should_route:
+            if should_route and credentials is not None:
                 # Use model-based routing with credentials from config
                 prepare_data_with_credentials(
                     data=data,
@@ -1129,7 +1129,7 @@ async def delete_file(
             check_file_id_encoding=True,
         )
 
-        if should_route:
+        if should_route and credentials is not None:
             # Use model-based routing with credentials from config
             prepare_data_with_credentials(
                 data=data,
@@ -1308,7 +1308,7 @@ async def list_files(
             check_file_id_encoding=False,
         )
 
-        if should_route:
+        if should_route and credentials is not None:
             # Use model-based routing with credentials from config
             data.update(credentials)  # type: ignore
             response = await litellm.afile_list(
diff --git a/litellm/router.py b/litellm/router.py
index 8c1f2021501..9f333e471f3 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -845,6 +845,8 @@ def _build_strategy_selector(
                     router_cache=self.cache,
                     routing_args={},
                 )
+            case _:
+                pass
 
         if selector is not None and register_callbacks and isinstance(litellm.callbacks, list):
             litellm.logging_callback_manager.add_litellm_callback(selector)  # type: ignore
diff --git a/litellm/router_strategy/auto_router/auto_router.py b/litellm/router_strategy/auto_router/auto_router.py
index dc24623f505..c01e2f10d2c 100644
--- a/litellm/router_strategy/auto_router/auto_router.py
+++ b/litellm/router_strategy/auto_router/auto_router.py
@@ -130,11 +130,12 @@ async def async_pre_routing_hook(
             # do nothing, return same inputs
             return None
 
-        if self.routelayer is None:
+        routelayer = self.routelayer
+        if routelayer is None:
             #######################
             # Create the route layer
             #######################
-            self.routelayer = SemanticRouter(
+            routelayer = SemanticRouter(
                 routes=self.loaded_routes,
                 encoder=LiteLLMRouterEncoder(
                     litellm_router_instance=self.litellm_router_instance,
@@ -142,9 +143,10 @@ async def async_pre_routing_hook(
                 ),
                 auto_sync=self.auto_sync_value,
             )
+            self.routelayer = routelayer
 
         message_content = self._extract_text_from_messages(messages)
-        route_choice: Optional[Union[RouteChoice, List[RouteChoice]]] = self.routelayer(text=message_content)
+        route_choice: Optional[Union[RouteChoice, List[RouteChoice]]] = routelayer(text=message_content)
         verbose_router_logger.debug(f"route_choice: {route_choice}")
         if isinstance(route_choice, RouteChoice):
             model = route_choice.name or self.default_model
diff --git a/ruff-strict-budget.json b/ruff-strict-budget.json
index dcf6e9868b7..a66b80d6400 100644
--- a/ruff-strict-budget.json
+++ b/ruff-strict-budget.json
@@ -264,7 +264,7 @@
     "limit": 63
   },
   "SIM102": {
-    "limit": 325
+    "limit": 324
   },
   "SIM103": {
     "limit": 129
diff --git a/scripts/check_type_discipline.py b/scripts/check_type_discipline.py
index 6e152541863..809dc141eb8 100644
--- a/scripts/check_type_discipline.py
+++ b/scripts/check_type_discipline.py
@@ -23,7 +23,7 @@
         str]`) are exempt. Suppress with `# mutable-ok: <reason>`.
 LIT003  noqa suppression without rule codes or without a reason.
         Required shape: `# noqa: TID251  # <reason>`
-LIT004  type/pyright/mypy ignore without bracketed codes or without a reason.
+LIT004  pyright/mypy ignore without bracketed codes or without a reason.
         Required shape: `# pyright: ignore[reportArgumentType]  # <reason>`
 LIT005  A `# mutable-ok` / `# cast-ok` / `# guard-ok` / `# kwargs-ok`
         suppression without a reason.
@@ -38,6 +38,10 @@
         is effectively Any. ruff can force it to be typed (ANN003) but can't ban the
         syntax. Declare explicit keyword params, or accept one frozen payload. `*args`,
         by contrast, is fine when typed (it's just a tuple). Suppress: `# kwargs-ok: <reason>`.
+LIT009  `# type: ignore` in any shape (bare, with codes, with a reason).
+        pyrightconfig.json sets enableTypeIgnoreComments to false, so basedpyright
+        never honors it: the comment is inert dead syntax that suppresses nothing.
+        Use `# pyright: ignore[ruleName]  # <reason>` instead.
 
 LIT000  Setup failure: a target file could not be read, or contains a syntax error.
         Reported as a violation rather than crashing the run.
@@ -95,8 +99,9 @@
     r"(?P<rest>.*)",
     re.IGNORECASE,
 )
+TYPE_IGNORE_RE = re.compile(r"#\s*type:\s*ignore\b")
 IGNORE_RE = re.compile(
-    r"#\s*(?:type|pyright|mypy):\s*ignore(?P<codes>\[[^\]]*\])?(?P<rest>.*)"
+    r"#\s*(?:pyright|mypy):\s*ignore(?P<codes>\[[^\]]*\])?(?P<rest>.*)"
 )
 MUTABLE_OK_RE = re.compile(r"#\s*mutable-ok(?::\s*(?P<reason>.*))?")
 CAST_OK_RE = re.compile(r"#\s*cast-ok(?::\s*(?P<reason>.*))?")
@@ -161,6 +166,11 @@ def _comment_violations(path: Path, line_no: int, text: str) -> Iterator[Violati
         elif len(_reason_of(m.group("rest"))) < MIN_REASON_LEN:
             yield Violation(path, line_no, "LIT003", "noqa requires a reason: `# noqa: XXX123  # <reason>`")
  
+    if TYPE_IGNORE_RE.search(text):
+        yield Violation(path, line_no, "LIT009",
+                        "`# type: ignore` is inert (enableTypeIgnoreComments is false, so "
+                        "basedpyright never honors it); use `# pyright: ignore[ruleName]  # <reason>`")
+
     m = IGNORE_RE.search(text)
     if m:
         codes = m.group("codes")
diff --git a/scripts/type_discipline_gate.py b/scripts/type_discipline_gate.py
index bd63a42dcab..bd8d16553b1 100644
--- a/scripts/type_discipline_gate.py
+++ b/scripts/type_discipline_gate.py
@@ -9,12 +9,14 @@
 
 Rules not present in the budget are ignored, but today every rule the checker
 emits is gated: LIT001 (mutable collection in any annotation), LIT002
-(mutable-collection construction), LIT003/LIT004 (noqa / ignore without codes or
-reason), LIT006 (cast), and LIT008 (`**kwargs`) carry limits above their current
-count to ratchet down; LIT005 (`*-ok` suppression without a reason) is frozen at
-limit 0 so any net-new reasonless suppression trips the gate; and LIT007
-(TypeGuard/TypeIs) is a hard zero. ``--update`` ratchets a limit down by the
-violations this branch fixed relative to its branch point (the merge-base).
+(mutable-collection construction), LIT003/LIT004 (noqa / pyright-mypy ignore
+without codes or reason), LIT006 (cast), LIT008 (`**kwargs`), and LIT009 (inert
+`# type: ignore`, dead syntax while enableTypeIgnoreComments is false) carry
+limits at or above their current count to ratchet down; LIT005 (`*-ok`
+suppression without a reason) is frozen at limit 0 so any net-new reasonless
+suppression trips the gate; and LIT007 (TypeGuard/TypeIs) is a hard zero.
+``--update`` ratchets a limit down by the violations this branch fixed relative
+to its branch point (the merge-base).
 """
 
 import argparse
diff --git a/tests/test_litellm/caching/test_disk_cache.py b/tests/test_litellm/caching/test_disk_cache.py
new file mode 100644
index 00000000000..b8d3b7b8d36
--- /dev/null
+++ b/tests/test_litellm/caching/test_disk_cache.py
@@ -0,0 +1,41 @@
+import pytest
+
+pytest.importorskip("diskcache")
+
+from litellm.caching.disk_cache import DiskCache
+
+
+@pytest.fixture
+def cache(tmp_path):
+    return DiskCache(disk_cache_dir=str(tmp_path))
+
+
+def test_increment_cache_starts_from_zero_when_key_missing(cache):
+    assert cache.increment_cache("counter", 3) == 3
+    assert cache.get_cache("counter") == 3
+
+
+def test_increment_cache_adds_to_existing_int(cache):
+    cache.set_cache("counter", 7)
+    assert cache.increment_cache("counter", 5) == 12
+    assert cache.get_cache("counter") == 12
+
+
+def test_increment_cache_treats_non_int_cached_value_as_zero(cache):
+    cache.set_cache("counter", "not-a-number")
+    assert cache.increment_cache("counter", 4) == 4
+    assert cache.get_cache("counter") == 4
+
+
+async def test_async_increment_starts_from_zero_when_key_missing(cache):
+    assert await cache.async_increment("counter", 2) == 2
+
+
+async def test_async_increment_adds_to_existing_int(cache):
+    await cache.async_set_cache("counter", 10)
+    assert await cache.async_increment("counter", 5) == 15
+
+
+async def test_async_increment_treats_non_int_cached_value_as_zero(cache):
+    await cache.async_set_cache("counter", "corrupt")
+    assert await cache.async_increment("counter", 9) == 9
diff --git a/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py b/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
index 20e7aec377b..51f13affa3f 100644
--- a/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
+++ b/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
@@ -5210,3 +5210,41 @@ def test_custom_stream_wrapper_aclose_triggers_model_response_iterator_aclose(se
 
         mock_iterator.aclose.assert_awaited_once()
         mock_response.aclose.assert_awaited_once()
+
+
+def test_process_candidates_merges_thought_signatures_and_server_side_tools():
+    """
+    thought_signatures and server_side_tool_invocations must both survive in
+    provider_specific_fields when a candidate carries the two at once; the second
+    merge must extend the dict created by the first, not replace it.
+    """
+    candidates = [
+        {
+            "content": {
+                "role": "model",
+                "parts": [
+                    {"text": "the weather is sunny", "thoughtSignature": "sig-text"},
+                    {
+                        "toolCall": {
+                            "toolType": "google_search",
+                            "id": "tool-1",
+                            "args": {"query": "weather"},
+                        }
+                    },
+                ],
+            },
+            "finishReason": "STOP",
+        }
+    ]
+    model_response = ModelResponse()
+
+    VertexGeminiConfig._process_candidates(
+        _candidates=candidates,
+        model_response=model_response,
+        standard_optional_params={},
+        cumulative_tool_call_index=0,
+    )
+
+    fields = model_response.choices[-1].message.provider_specific_fields
+    assert fields["thought_signatures"] == ["sig-text"]
+    assert fields["server_side_tool_invocations"][0]["id"] == "tool-1"
diff --git a/tests/test_litellm/test_check_type_discipline.py b/tests/test_litellm/test_check_type_discipline.py
index 436904b017c..13edf6d1a95 100644
--- a/tests/test_litellm/test_check_type_discipline.py
+++ b/tests/test_litellm/test_check_type_discipline.py
@@ -62,12 +62,38 @@ def test_noqa_with_codes_and_reason_is_clean(tmp_path):
     assert "LIT003" not in _codes(tmp_path, "x = 1  # noqa: TID251  # legacy import, removed in #123\n")
 
 
-def test_ignore_without_reason_is_flagged(tmp_path):
-    assert "LIT004" in _codes(tmp_path, "x = 1  # type: ignore[arg-type]\n")
+def test_pyright_ignore_without_codes_is_flagged(tmp_path):
+    assert "LIT004" in _codes(tmp_path, "x = 1  # pyright: ignore\n")
+
+
+def test_pyright_ignore_without_reason_is_flagged(tmp_path):
+    assert "LIT004" in _codes(tmp_path, "x = 1  # pyright: ignore[reportArgumentType]\n")
 
 
 def test_ignore_with_codes_and_reason_is_clean(tmp_path):
-    assert "LIT004" not in _codes(tmp_path, "x = 1  # pyright: ignore[reportArgumentType]  # upstream stub is wrong\n")
+    codes = _codes(tmp_path, "x = 1  # pyright: ignore[reportArgumentType]  # upstream stub is wrong\n")
+    assert "LIT004" not in codes
+    assert "LIT009" not in codes
+
+
+def test_bare_type_ignore_is_flagged(tmp_path):
+    assert "LIT009" in _codes(tmp_path, "x = 1  # type: ignore\n")
+
+
+def test_type_ignore_with_codes_and_reason_is_still_flagged(tmp_path):
+    codes = _codes(tmp_path, "x = 1  # type: ignore[arg-type]  # inertness is the point\n")
+    assert "LIT009" in codes
+    assert "LIT004" not in codes
+
+
+def test_prose_mentioning_type_ignored_is_not_flagged(tmp_path):
+    assert "LIT009" not in _codes(tmp_path, "x = 1  # type: ignored by the stub refresh, revisit\n")
+
+
+def test_mypy_ignore_shape_is_lit004_not_lit009(tmp_path):
+    codes = _codes(tmp_path, "x = 1  # mypy: ignore[assignment]\n")
+    assert "LIT004" in codes
+    assert "LIT009" not in codes
 
 
 def test_ok_suppression_without_reason_is_flagged(tmp_path):
@@ -196,4 +222,4 @@ def test_typed_args_is_clean_but_kwargs_ok_suppresses(tmp_path):
 
 def test_budget_covers_exactly_the_checker_rules():
     budget = json.loads((_REPO_ROOT / "type-discipline-budget.json").read_text())
-    assert set(budget) == {f"LIT00{n}" for n in range(1, 9)}
+    assert set(budget) == {f"LIT00{n}" for n in range(1, 10)}
diff --git a/tests/test_litellm/test_cost_calculator.py b/tests/test_litellm/test_cost_calculator.py
index 0198a396b9b..7f1ceba532c 100644
--- a/tests/test_litellm/test_cost_calculator.py
+++ b/tests/test_litellm/test_cost_calculator.py
@@ -3262,3 +3262,35 @@ def test_completion_cost_logs_reasoning_and_cache_breakdown():
     assert logging_obj.cost_breakdown is not None
     assert logging_obj.cost_breakdown["reasoning_cost"] == pytest.approx(3114 * 2.5e-06)
     assert logging_obj.cost_breakdown["cache_read_cost"] == pytest.approx(100 * 3e-08)
+
+
+def test_cost_per_token_per_second_pricing(monkeypatch):
+    """
+    Models priced by duration (input/output_cost_per_second) with no per-token rates
+    must be billed as cost_per_second * response_time_ms / 1000 in cost_per_token.
+    """
+    monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
+    monkeypatch.setattr(litellm, "model_cost", litellm.get_model_cost_map(url=""))
+
+    model = "test-per-second-pricing-model"
+    litellm.register_model(
+        model_cost={
+            model: {
+                "input_cost_per_second": 0.02,
+                "output_cost_per_second": 0.04,
+                "litellm_provider": "together_ai",
+                "mode": "chat",
+            }
+        }
+    )
+
+    prompt_cost, completion_cost_value = cost_per_token(
+        model=model,
+        custom_llm_provider="together_ai",
+        prompt_tokens=10,
+        completion_tokens=20,
+        response_time_ms=1500.0,
+    )
+
+    assert prompt_cost == pytest.approx(0.02 * 1.5)
+    assert completion_cost_value == pytest.approx(0.04 * 1.5)
diff --git a/tests/test_litellm/test_main.py b/tests/test_litellm/test_main.py
index 113e1bc0df8..f24df599505 100644
--- a/tests/test_litellm/test_main.py
+++ b/tests/test_litellm/test_main.py
@@ -1962,3 +1962,35 @@ def test_aocr_call_type_from_string(self):
 
         call_type = CallTypes("aocr")
         assert call_type == CallTypes.aocr
+
+
+def test_stream_chunk_builder_text_completion_combines_text_and_usage():
+    from litellm.main import stream_chunk_builder_text_completion
+    from litellm.types.utils import TextCompletionResponse
+
+    chunks = [
+        TextCompletionResponse(
+            id="cmpl-1",
+            object="text_completion",
+            created=1,
+            model="gpt-3.5-turbo-instruct",
+            choices=[{"text": "Hello", "index": 0, "logprobs": None, "finish_reason": None}],
+        ),
+        TextCompletionResponse(
+            id="cmpl-1",
+            object="text_completion",
+            created=1,
+            model="gpt-3.5-turbo-instruct",
+            choices=[{"text": " world", "index": 0, "logprobs": None, "finish_reason": "stop"}],
+        ),
+    ]
+
+    response = stream_chunk_builder_text_completion(
+        chunks=chunks, messages=[{"role": "user", "content": "say hello"}]
+    )
+
+    assert response.choices[0].text == "Hello world"
+    assert response.choices[0].finish_reason == "stop"
+    assert response.usage.prompt_tokens > 0
+    assert response.usage.completion_tokens > 0
+    assert response.usage.total_tokens == response.usage.prompt_tokens + response.usage.completion_tokens
diff --git a/type-discipline-budget.json b/type-discipline-budget.json
index aa16b30b215..8d12528d8ab 100644
--- a/type-discipline-budget.json
+++ b/type-discipline-budget.json
@@ -9,7 +9,7 @@
     "limit": 422
   },
   "LIT004": {
-    "limit": 2565
+    "limit": 44
   },
   "LIT005": {
     "limit": 0
@@ -22,5 +22,8 @@
   },
   "LIT008": {
     "limit": 1004
+  },
+  "LIT009": {
+    "limit": 2501
   }
 }

From 26c0c93dece5182921e11387253a39dd8086db6e Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrish+github@berri.ai>
Date: Sat, 4 Jul 2026 17:25:20 -0700
Subject: [PATCH 009/370] fix(headroom guardrail): log real token/compression
 stats instead of "allow" (#32158)

* fix(headroom guardrail): log real token/compression stats instead of "allow"

The headroom guardrail fetched tokens_before/tokens_after/compression_ratio
from Headroom's /v1/compress response but only surfaced them via a debug-level
log line, so spend_logs.guardrail_information showed guardrail_response:
"allow" with no way to tell whether compression actually ran or by how much.

_call_compress now returns the token/compression stats alongside the
compressed messages and success flag, and apply_guardrail logs them via
add_standard_logging_guardrail_information_to_request_data when compression
succeeds. Raw message content is intentionally excluded from what's logged -
only token counts, compression ratio, and applied transform names.

* fix(ci): apply ruff format to headroom.py

* fix(review): remove comment per repo's no-comments-unless-asked convention

Addresses codex review feedback - CLAUDE.md says not to add comments
unless explicitly asked; the sensitive-logging guarantee is already
expressed by the stats dict only pulling specific keys, not messages.
---
 .../guardrail_hooks/headroom/headroom.py      | 140 ++++++++++++------
 1 file changed, 98 insertions(+), 42 deletions(-)

diff --git a/litellm/proxy/guardrails/guardrail_hooks/headroom/headroom.py b/litellm/proxy/guardrails/guardrail_hooks/headroom/headroom.py
index 37863e0e356..84d03fe7144 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/headroom/headroom.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/headroom/headroom.py
@@ -282,7 +282,7 @@ async def _call_compress(
         self,
         messages: list[dict[str, object]],
         model: str | None,
-    ) -> tuple[list[dict[str, object]], bool]:
+    ) -> tuple[list[dict[str, object]], bool, dict[str, object]]:
         payload: dict[str, object] = {"messages": messages}
         if model:
             payload["model"] = model
@@ -294,62 +294,94 @@ async def _call_compress(
                 headers=self._request_headers(),
             )
         except httpx.HTTPStatusError as e:
-            return self._handle_compress_failure(
-                messages,
-                "Headroom compression service returned an error",
-                {"status_code": e.response.status_code, "body": e.response.text},
-            ), False
+            return (
+                self._handle_compress_failure(
+                    messages,
+                    "Headroom compression service returned an error",
+                    {"status_code": e.response.status_code, "body": e.response.text},
+                ),
+                False,
+                {},
+            )
         except (httpx.ConnectError, httpx.TimeoutException, httpx.TransportError, litellm.Timeout) as e:
-            return self._handle_compress_failure(
-                messages,
-                "Headroom compression service unreachable",
-                {"detail": str(e)},
-            ), False
+            return (
+                self._handle_compress_failure(
+                    messages,
+                    "Headroom compression service unreachable",
+                    {"detail": str(e)},
+                ),
+                False,
+                {},
+            )
         if raw_response is None:
-            return self._handle_compress_failure(
-                messages,
-                "Headroom compression service returned no response",
+            return (
+                self._handle_compress_failure(
+                    messages,
+                    "Headroom compression service returned no response",
+                    {},
+                ),
+                False,
                 {},
-            ), False
+            )
         response: HttpxResponse = raw_response
 
         if response.status_code != 200:
-            return self._handle_compress_failure(
-                messages,
-                "Headroom compression service returned an error",
-                {"status_code": response.status_code, "body": response.text},
-            ), False
+            return (
+                self._handle_compress_failure(
+                    messages,
+                    "Headroom compression service returned an error",
+                    {"status_code": response.status_code, "body": response.text},
+                ),
+                False,
+                {},
+            )
 
         try:
             body: object = response.json()
         except ValueError:
-            return self._handle_compress_failure(
-                messages,
-                "Headroom compression service returned non-JSON response",
-                {"body": response.text[:500]},
-            ), False
+            return (
+                self._handle_compress_failure(
+                    messages,
+                    "Headroom compression service returned non-JSON response",
+                    {"body": response.text[:500]},
+                ),
+                False,
+                {},
+            )
         if not _is_str_object_dict(body):
-            return self._handle_compress_failure(
-                messages,
-                "Headroom compression service returned unexpected response shape",
-                {"body": response.text[:500]},
-            ), False
+            return (
+                self._handle_compress_failure(
+                    messages,
+                    "Headroom compression service returned unexpected response shape",
+                    {"body": response.text[:500]},
+                ),
+                False,
+                {},
+            )
 
         compressed_messages = body.get("messages")
         if not _is_object_list(compressed_messages):
-            return self._handle_compress_failure(
-                messages,
-                "Headroom compression service response missing 'messages'",
-                {"body": response.text},
-            ), False
+            return (
+                self._handle_compress_failure(
+                    messages,
+                    "Headroom compression service response missing 'messages'",
+                    {"body": response.text},
+                ),
+                False,
+                {},
+            )
 
         filtered = [item for item in compressed_messages if _is_str_object_dict(item)]
         if not filtered:
-            return self._handle_compress_failure(
-                messages,
-                "Headroom compression service returned empty message list",
-                {"body": response.text},
-            ), False
+            return (
+                self._handle_compress_failure(
+                    messages,
+                    "Headroom compression service returned empty message list",
+                    {"body": response.text},
+                ),
+                False,
+                {},
+            )
 
         verbose_proxy_logger.debug(
             "Headroom: compressed %s tokens -> %s tokens (ratio %.2f)",
@@ -357,7 +389,19 @@ async def _call_compress(
             body.get("tokens_after", "?"),
             body.get("compression_ratio", 0),
         )
-        return filtered, True
+
+        stats = {
+            key: body[key]
+            for key in (
+                "tokens_before",
+                "tokens_after",
+                "tokens_saved",
+                "compression_ratio",
+                "transforms_applied",
+            )
+            if key in body
+        }
+        return filtered, True, stats
 
     async def _call_retrieve(self, hash_value: str, query: str | None = None) -> str:
         params: dict[str, str] = {}
@@ -421,14 +465,26 @@ async def apply_guardrail(
             return inputs
 
         model = self.headroom_model or request_data.get("model")
-        compressed, compression_succeeded = await self._call_compress(
+        start_time = time.time()
+        compressed, compression_succeeded, stats = await self._call_compress(
             messages=messages,
             model=model if isinstance(model, str) else None,
         )
+        end_time = time.time()
 
         if not compression_succeeded:
             return {**inputs, "structured_messages": compressed}  # pyright: ignore[reportReturnType]
 
+        self.add_standard_logging_guardrail_information_to_request_data(
+            guardrail_json_response=stats,
+            request_data=request_data,
+            guardrail_status="success",
+            guardrail_provider="headroom",
+            start_time=start_time,
+            end_time=end_time,
+            duration=end_time - start_time,
+        )
+
         hashes = extract_hashes_from_messages(compressed)
         if not hashes:
             return {**inputs, "structured_messages": compressed}  # pyright: ignore[reportReturnType]

From 160a249b5303a5f78389e8b204bb19f0501cb82a Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 4 Jul 2026 17:36:28 -0700
Subject: [PATCH 010/370] fix(anthropic_messages): forward provider response
 headers on streaming /v1/messages responses (#32160)

* fix(anthropic_messages): forward provider response headers on streaming /v1/messages responses

* fix(anthropic_messages): forward aclose to inner streaming iterator

* fix(anthropic_messages): forward aclose through the streaming response wrapper

The proxy's streaming cleanup closes the handler's return value via
hasattr(response, "aclose"); the new wrapper hid the upstream
generator's aclose, so provider connections could linger on client
disconnect. The wrapper now delegates aclose to the wrapped stream and
AgenticAnthropicStreamingIterator closes its inner and follow-up
streams. Also adds test coverage for the agentic streaming branch

---------

Co-authored-by: Cursor Agent <cursoragent@cursor.com>
---
 .../messages/agentic_streaming_iterator.py    |   8 +
 .../messages/streaming_iterator.py            |  59 ++++-
 litellm/llms/custom_httpx/llm_http_handler.py |  16 +-
 .../custom_httpx/test_llm_http_handler.py     | 221 ++++++++++++++++++
 4 files changed, 301 insertions(+), 3 deletions(-)

diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/agentic_streaming_iterator.py b/litellm/llms/anthropic/experimental_pass_through/messages/agentic_streaming_iterator.py
index cb37725d79c..4bf36a0d5c6 100644
--- a/litellm/llms/anthropic/experimental_pass_through/messages/agentic_streaming_iterator.py
+++ b/litellm/llms/anthropic/experimental_pass_through/messages/agentic_streaming_iterator.py
@@ -193,6 +193,14 @@ async def __anext__(self) -> bytes:
 
         raise StopAsyncIteration
 
+    async def aclose(self) -> None:
+        from litellm.llms.anthropic.experimental_pass_through.messages.streaming_iterator import (
+            aclose_if_supported,
+        )
+
+        await aclose_if_supported(self._inner)
+        await aclose_if_supported(self._follow_up_iterator)
+
     async def _process_agentic_hooks(self) -> None:
         """Rebuild the Anthropic response from collected SSE bytes and call hooks."""
         if self._hook_processing_done:
diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/streaming_iterator.py b/litellm/llms/anthropic/experimental_pass_through/messages/streaming_iterator.py
index 2357960f716..45a49def59d 100644
--- a/litellm/llms/anthropic/experimental_pass_through/messages/streaming_iterator.py
+++ b/litellm/llms/anthropic/experimental_pass_through/messages/streaming_iterator.py
@@ -1,8 +1,13 @@
 import asyncio
 import json
 from datetime import datetime
-from typing import Any, AsyncIterator, List, Union
+from typing import Any, AsyncIterator, List, Protocol, Union, runtime_checkable
 
+import httpx
+from pydantic import TypeAdapter
+from typing_extensions import TypedDict
+
+from litellm.litellm_core_utils.core_helpers import process_response_headers
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
 from litellm.proxy.pass_through_endpoints.success_handler import (
     PassThroughEndpointLogging,
@@ -13,6 +18,58 @@
 GLOBAL_PASS_THROUGH_SUCCESS_HANDLER_OBJ = PassThroughEndpointLogging()
 
 
+class AnthropicMessagesStreamHiddenParams(TypedDict):
+    additional_headers: dict[str, str]
+
+
+@runtime_checkable
+class SupportsAclose(Protocol):
+    async def aclose(self) -> None: ...
+
+
+async def aclose_if_supported(stream: object) -> None:
+    if isinstance(stream, SupportsAclose):
+        await stream.aclose()
+
+
+_RESPONSE_HEADERS_ADAPTER: TypeAdapter[dict[str, str]] = TypeAdapter(dict[str, str])
+
+
+def anthropic_messages_stream_hidden_params(
+    response_headers: httpx.Headers,
+) -> AnthropicMessagesStreamHiddenParams:
+    return AnthropicMessagesStreamHiddenParams(
+        additional_headers=_RESPONSE_HEADERS_ADAPTER.validate_python(process_response_headers(response_headers))
+    )
+
+
+class AnthropicMessagesStreamingResponse:
+    """
+    Wraps the /v1/messages SSE byte stream so upstream provider response
+    headers (e.g. Bedrock's x-amzn-requestid / x-amzn-trace-id) survive as
+    ``_hidden_params["additional_headers"]``, which the proxy forwards to
+    clients as ``llm_provider-*`` response headers. Bare async generators
+    cannot carry attributes, so header context was previously dropped.
+    """
+
+    def __init__(
+        self,
+        completion_stream: AsyncIterator[bytes],
+        hidden_params: AnthropicMessagesStreamHiddenParams,
+    ) -> None:
+        self.completion_stream = completion_stream
+        self._hidden_params = hidden_params
+
+    def __aiter__(self) -> "AnthropicMessagesStreamingResponse":
+        return self
+
+    async def __anext__(self) -> bytes:
+        return await self.completion_stream.__anext__()
+
+    async def aclose(self) -> None:
+        await aclose_if_supported(self.completion_stream)
+
+
 class BaseAnthropicMessagesStreamingIterator:
     """
     Base class for Anthropic Messages streaming iterators that provides common logic
diff --git a/litellm/llms/custom_httpx/llm_http_handler.py b/litellm/llms/custom_httpx/llm_http_handler.py
index 3c10239f868..05401488f27 100644
--- a/litellm/llms/custom_httpx/llm_http_handler.py
+++ b/litellm/llms/custom_httpx/llm_http_handler.py
@@ -2084,12 +2084,18 @@ async def async_anthropic_messages_handler(
 
         initial_response: Union[AsyncIterator, AnthropicMessagesResponse]
         if stream:
+            from litellm.llms.anthropic.experimental_pass_through.messages.streaming_iterator import (
+                AnthropicMessagesStreamingResponse,
+                anthropic_messages_stream_hidden_params,
+            )
+
             completion_stream = anthropic_messages_provider_config.get_async_streaming_response_iterator(
                 model=model,
                 httpx_response=response,
                 request_body=request_body,
                 litellm_logging_obj=logging_obj,
             )
+            stream_hidden_params = anthropic_messages_stream_hidden_params(response.headers)
 
             if not self._has_agentic_completion_hook(logging_obj):
                 # No callback overrides async_should_run_agentic_loop, so the
@@ -2097,7 +2103,10 @@ async def async_anthropic_messages_handler(
                 # and rebuilding the response from SSE at end-of-stream to call
                 # hooks that all return (False, {}). Stream through directly and
                 # skip that per-chunk + end-of-stream overhead.
-                return completion_stream
+                return AnthropicMessagesStreamingResponse(
+                    completion_stream=completion_stream,
+                    hidden_params=stream_hidden_params,
+                )
 
             from litellm.llms.anthropic.experimental_pass_through.messages.agentic_streaming_iterator import (
                 AgenticAnthropicStreamingIterator,
@@ -2114,7 +2123,10 @@ async def async_anthropic_messages_handler(
                 custom_llm_provider=custom_llm_provider,
                 kwargs={**kwargs, "api_key": api_key} if api_key else kwargs,
             )
-            return initial_response
+            return AnthropicMessagesStreamingResponse(
+                completion_stream=initial_response,
+                hidden_params=stream_hidden_params,
+            )
         else:
             initial_response = anthropic_messages_provider_config.transform_anthropic_messages_response(
                 model=model,
diff --git a/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py b/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
index b18af060a20..0b4187d1bcf 100644
--- a/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
+++ b/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
@@ -435,6 +435,227 @@ def capture_validate(*args, **kwargs):
         assert captured_headers["X-Auth-Token"] == "token123"
 
 
+@pytest.mark.asyncio
+async def test_async_anthropic_messages_handler_streaming_forwards_provider_response_headers():
+    """
+    Regression test for LIT-3724 (issue 2): streaming /v1/messages responses
+    dropped the upstream provider's HTTP response headers, so Bedrock's
+    x-amzn-requestid / x-amzn-trace-id never reached clients even with
+    `return_response_headers: true`. The returned stream object must carry
+    them in `_hidden_params["additional_headers"]` (llm_provider-* prefixed),
+    which the proxy merges into the client-facing response headers.
+    """
+    from collections.abc import AsyncIterator as ABCAsyncIterator
+
+    from litellm.llms.anthropic.experimental_pass_through.messages.transformation import (
+        AnthropicMessagesConfig,
+    )
+
+    handler = BaseLLMHTTPHandler()
+
+    sse_body = (
+        b'event: message_start\ndata: {"type": "message_start"}\n\n'
+        b'event: message_stop\ndata: {"type": "message_stop"}\n\n'
+    )
+    upstream_response = httpx.Response(
+        200,
+        headers={
+            "x-amzn-requestid": "amzn-req-123",
+            "x-amzn-trace-id": "Root=1-abc-def",
+        },
+        content=sse_body,
+        request=httpx.Request("POST", "https://api.anthropic.com/v1/messages"),
+    )
+    mock_client = AsyncMock(spec=AsyncHTTPHandler)
+    mock_client.post = AsyncMock(return_value=upstream_response)
+
+    mock_logging_obj = Mock()
+    mock_logging_obj.model_call_details = {}
+
+    result = await handler.async_anthropic_messages_handler(
+        model="claude-sonnet-4-20250514",
+        messages=[{"role": "user", "content": "Hello"}],
+        anthropic_messages_provider_config=AnthropicMessagesConfig(),
+        anthropic_messages_optional_request_params={"max_tokens": 32},
+        custom_llm_provider="anthropic",
+        litellm_params=GenericLiteLLMParams(),
+        logging_obj=mock_logging_obj,
+        client=mock_client,
+        api_key="sk-test",
+        stream=True,
+        kwargs={},
+    )
+
+    assert isinstance(result, ABCAsyncIterator)
+
+    additional_headers = result._hidden_params["additional_headers"]
+    assert additional_headers["llm_provider-x-amzn-requestid"] == "amzn-req-123"
+    assert additional_headers["llm_provider-x-amzn-trace-id"] == "Root=1-abc-def"
+
+    collected = b"".join([chunk async for chunk in result])
+    assert b"message_start" in collected
+    assert b"message_stop" in collected
+
+
+@pytest.mark.asyncio
+async def test_async_anthropic_messages_handler_agentic_streaming_forwards_provider_response_headers():
+    """
+    Companion to the test above for the agentic branch: when a callback
+    overrides async_should_run_agentic_loop, the handler wraps
+    AgenticAnthropicStreamingIterator in AnthropicMessagesStreamingResponse.
+    That wrapping must still expose the provider headers and delegate
+    iteration through the two-phase agentic iterator unchanged.
+    """
+    from collections.abc import AsyncIterator as ABCAsyncIterator
+
+    from litellm.integrations.custom_logger import CustomLogger
+    from litellm.llms.anthropic.experimental_pass_through.messages.agentic_streaming_iterator import (
+        AgenticAnthropicStreamingIterator,
+    )
+    from litellm.llms.anthropic.experimental_pass_through.messages.transformation import (
+        AnthropicMessagesConfig,
+    )
+
+    class NoOpAgenticCallback(CustomLogger):
+        async def async_should_run_agentic_loop(
+            self,
+            response,
+            model,
+            messages,
+            tools,
+            stream,
+            custom_llm_provider,
+            kwargs,
+        ):
+            return False, {}
+
+    handler = BaseLLMHTTPHandler()
+
+    sse_body = (
+        b'event: message_start\ndata: {"type": "message_start"}\n\n'
+        b'event: message_stop\ndata: {"type": "message_stop"}\n\n'
+    )
+    upstream_response = httpx.Response(
+        200,
+        headers={"x-amzn-requestid": "amzn-req-456"},
+        content=sse_body,
+        request=httpx.Request("POST", "https://api.anthropic.com/v1/messages"),
+    )
+    mock_client = AsyncMock(spec=AsyncHTTPHandler)
+    mock_client.post = AsyncMock(return_value=upstream_response)
+
+    mock_logging_obj = Mock()
+    mock_logging_obj.model_call_details = {}
+    mock_logging_obj.dynamic_success_callbacks = [NoOpAgenticCallback()]
+
+    result = await handler.async_anthropic_messages_handler(
+        model="claude-sonnet-4-20250514",
+        messages=[{"role": "user", "content": "Hello"}],
+        anthropic_messages_provider_config=AnthropicMessagesConfig(),
+        anthropic_messages_optional_request_params={"max_tokens": 32},
+        custom_llm_provider="anthropic",
+        litellm_params=GenericLiteLLMParams(),
+        logging_obj=mock_logging_obj,
+        client=mock_client,
+        api_key="sk-test",
+        stream=True,
+        kwargs={},
+    )
+
+    assert isinstance(result, ABCAsyncIterator)
+    assert isinstance(result.completion_stream, AgenticAnthropicStreamingIterator)
+    assert result._hidden_params["additional_headers"]["llm_provider-x-amzn-requestid"] == "amzn-req-456"
+
+    collected = b"".join([chunk async for chunk in result])
+    assert b"message_start" in collected
+    assert b"message_stop" in collected
+
+
+@pytest.mark.asyncio
+async def test_anthropic_messages_streaming_response_aclose_closes_upstream_stream():
+    """
+    Regression test: the proxy's streaming cleanup calls aclose on the
+    handler's return value (see _finalize_streaming_generator_cleanup's
+    hasattr(response, "aclose") check). The wrapper must forward aclose to
+    the upstream stream so provider connections are released on client
+    disconnect instead of lingering until garbage collection.
+    """
+    from litellm.llms.anthropic.experimental_pass_through.messages.streaming_iterator import (
+        AnthropicMessagesStreamingResponse,
+    )
+
+    class UpstreamTracker:
+        def __init__(self):
+            self.closed = False
+
+    tracker = UpstreamTracker()
+
+    async def upstream():
+        try:
+            yield b'data: {"type": "message_start"}\n\n'
+            yield b'data: {"type": "message_stop"}\n\n'
+        finally:
+            tracker.closed = True
+
+    stream = AnthropicMessagesStreamingResponse(
+        completion_stream=upstream(),
+        hidden_params={"additional_headers": {}},
+    )
+
+    first_chunk = await stream.__anext__()
+    assert b"message_start" in first_chunk
+    assert tracker.closed is False
+
+    await stream.aclose()
+    assert tracker.closed is True
+
+
+@pytest.mark.asyncio
+async def test_anthropic_messages_streaming_response_aclose_closes_agentic_upstream_stream():
+    from litellm.llms.anthropic.experimental_pass_through.messages.agentic_streaming_iterator import (
+        AgenticAnthropicStreamingIterator,
+    )
+    from litellm.llms.anthropic.experimental_pass_through.messages.streaming_iterator import (
+        AnthropicMessagesStreamingResponse,
+    )
+
+    class UpstreamTracker:
+        def __init__(self):
+            self.closed = False
+
+    tracker = UpstreamTracker()
+
+    async def upstream():
+        try:
+            yield b'data: {"type": "message_start"}\n\n'
+            yield b'data: {"type": "message_stop"}\n\n'
+        finally:
+            tracker.closed = True
+
+    agentic_iterator = AgenticAnthropicStreamingIterator(
+        completion_stream=upstream(),
+        http_handler=Mock(),
+        model="claude-sonnet-4-20250514",
+        messages=[{"role": "user", "content": "Hello"}],
+        anthropic_messages_provider_config=Mock(),
+        anthropic_messages_optional_request_params={},
+        logging_obj=Mock(),
+        custom_llm_provider="anthropic",
+        kwargs={},
+    )
+    stream = AnthropicMessagesStreamingResponse(
+        completion_stream=agentic_iterator,
+        hidden_params={"additional_headers": {}},
+    )
+
+    first_chunk = await stream.__anext__()
+    assert b"message_start" in first_chunk
+    assert tracker.closed is False
+
+    await stream.aclose()
+    assert tracker.closed is True
+
+
 @pytest.mark.asyncio
 async def test_async_anthropic_messages_handler_passes_litellm_metadata():
     """Ensure litellm_metadata from kwargs is forwarded via update_from_kwargs.

From 7e43b3fac7537948aa8fb6311d22028829e60788 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 4 Jul 2026 17:49:40 -0700
Subject: [PATCH 011/370] fix(bedrock): emit SSE error event when invoke
 Messages stream ends without message_stop (#32159)

* fix(bedrock): emit SSE error event when invoke Messages stream ends without message_stop

* fix(bedrock): tighten stream-terminal detection to avoid false positives and double errors

The bytes branch of _is_message_stop_chunk used a plain substring match,
so a content_block_delta whose partial_json contained the literal text
message_stop would look like a real terminal event and suppress the
synthetic incomplete-stream error. Match the SSE event header line
instead.

Also treat a provider-emitted error event as terminal so a stream that
ends with an upstream error is not followed by a second, contradictory
synthetic incomplete-stream error.

* test(bedrock): lock in that the synthetic truncation error event is excluded from logged chunks

---------

Co-authored-by: Cursor Agent <cursoragent@cursor.com>
---
 .../messages/streaming_iterator.py            |  40 +++
 .../messages/test_streaming_iterator.py       | 245 ++++++++++++++++++
 .../test_anthropic_claude3_transformation.py  |  81 ++++++
 3 files changed, 366 insertions(+)
 create mode 100644 tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_streaming_iterator.py

diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/streaming_iterator.py b/litellm/llms/anthropic/experimental_pass_through/messages/streaming_iterator.py
index 45a49def59d..5f2b23d7eca 100644
--- a/litellm/llms/anthropic/experimental_pass_through/messages/streaming_iterator.py
+++ b/litellm/llms/anthropic/experimental_pass_through/messages/streaming_iterator.py
@@ -17,6 +17,41 @@
 
 GLOBAL_PASS_THROUGH_SUCCESS_HANDLER_OBJ = PassThroughEndpointLogging()
 
+INCOMPLETE_STREAM_ERROR_MESSAGE = (
+    "Provider stream ended before emitting a message_stop event; "
+    "the response is incomplete and any partial content (e.g. tool_use input JSON) may be truncated."
+)
+
+
+def _is_message_stop_chunk(chunk: object) -> bool:
+    if isinstance(chunk, dict):
+        return chunk.get("type") == "message_stop"
+    if isinstance(chunk, (bytes, bytearray)):
+        return any(line == b"event: message_stop" for line in chunk.splitlines())
+    return False
+
+
+def _is_provider_error_chunk(chunk: object) -> bool:
+    if isinstance(chunk, dict):
+        return chunk.get("type") == "error"
+    if isinstance(chunk, (bytes, bytearray)):
+        return any(line == b"event: error" for line in chunk.splitlines())
+    return False
+
+
+def _is_terminal_stream_chunk(chunk: object) -> bool:
+    return _is_message_stop_chunk(chunk) or _is_provider_error_chunk(chunk)
+
+
+def _incomplete_stream_error_sse_event() -> bytes:
+    payload = json.dumps(
+        {
+            "type": "error",
+            "error": {"type": "api_error", "message": INCOMPLETE_STREAM_ERROR_MESSAGE},
+        }
+    )
+    return f"event: error\ndata: {payload}\n\n".encode()
+
 
 class AnthropicMessagesStreamHiddenParams(TypedDict):
     additional_headers: dict[str, str]
@@ -159,13 +194,18 @@ async def async_sse_wrapper(
         This method provides the common logic for both Anthropic and Bedrock implementations.
         """
         collected_chunks = []
+        saw_terminal_event = False
 
         async for chunk in completion_stream:
             if self.completion_start_time is None:
                 self.completion_start_time = datetime.now()
+            saw_terminal_event = saw_terminal_event or _is_terminal_stream_chunk(chunk)
             encoded_chunk = self._convert_chunk_to_sse_format(chunk)
             collected_chunks.append(encoded_chunk)
             yield encoded_chunk
 
+        if not saw_terminal_event:
+            yield _incomplete_stream_error_sse_event()
+
         # Handle logging after all chunks are processed
         await self._handle_streaming_logging(collected_chunks)
diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_streaming_iterator.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_streaming_iterator.py
new file mode 100644
index 00000000000..6ea9098c228
--- /dev/null
+++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_streaming_iterator.py
@@ -0,0 +1,245 @@
+import json
+import os
+import sys
+from datetime import datetime
+
+import pytest
+
+sys.path.insert(0, os.path.abspath("../../../../.."))
+
+from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
+from litellm.llms.anthropic.experimental_pass_through.messages.streaming_iterator import (
+    INCOMPLETE_STREAM_ERROR_MESSAGE,
+    BaseAnthropicMessagesStreamingIterator,
+    _incomplete_stream_error_sse_event,
+    _is_message_stop_chunk,
+)
+
+
+class _RecordingLoggingIterator(BaseAnthropicMessagesStreamingIterator):
+    def __init__(self, litellm_logging_obj: LiteLLMLoggingObj, request_body: dict):
+        super().__init__(litellm_logging_obj=litellm_logging_obj, request_body=request_body)
+        self.logged_chunks: list = []
+
+    async def _handle_streaming_logging(self, collected_chunks):
+        self.logged_chunks = list(collected_chunks)
+
+
+def _make_logging_obj(test_name: str) -> LiteLLMLoggingObj:
+    return LiteLLMLoggingObj(
+        model="bedrock/invoke/anthropic.claude-3-sonnet-20240229-v1:0",
+        messages=[{"role": "user", "content": "hi"}],
+        stream=True,
+        call_type="chat",
+        start_time=datetime.now(),
+        litellm_call_id=test_name,
+        function_id=test_name,
+    )
+
+
+def _make_iterator(test_name: str) -> BaseAnthropicMessagesStreamingIterator:
+    return BaseAnthropicMessagesStreamingIterator(
+        litellm_logging_obj=_make_logging_obj(test_name),
+        request_body={},
+    )
+
+
+async def _collect(iterator, stream):
+    return [chunk async for chunk in iterator.async_sse_wrapper(stream)]
+
+
+TRUNCATED_TOOL_USE_EVENTS = (
+    {"type": "message_start", "message": {"id": "msg_1", "usage": {"input_tokens": 10, "output_tokens": 1}}},
+    {
+        "type": "content_block_start",
+        "index": 0,
+        "content_block": {"type": "tool_use", "id": "tooluse_1", "name": "write", "input": {}},
+    },
+    {
+        "type": "content_block_delta",
+        "index": 0,
+        "delta": {"type": "input_json_delta", "partial_json": '{"path": "/builder/docs/QUAL'},
+    },
+)
+
+
+@pytest.mark.asyncio
+async def test_async_sse_wrapper_emits_error_event_when_stream_ends_without_message_stop():
+    """
+    Regression test for LIT-3724: a Bedrock stream that goes silent
+    mid tool_use must not be passed through as a successful, complete
+    SSE stream. An `error` SSE event must be appended so strict clients
+    (Anthropic SDK, Claude Code) surface the truncation instead of
+    crashing on unterminated tool-call JSON.
+    """
+
+    async def _truncated_stream():
+        for event in TRUNCATED_TOOL_USE_EVENTS:
+            yield event
+
+    iterator = _make_iterator("test_truncated_stream_emits_error")
+    chunks = await _collect(iterator, _truncated_stream())
+
+    assert len(chunks) == len(TRUNCATED_TOOL_USE_EVENTS) + 1
+    error_chunk = chunks[-1].decode()
+    assert error_chunk.startswith("event: error\n")
+    assert error_chunk.endswith("\n\n")
+
+    error_payload = json.loads(error_chunk.split("data: ", 1)[1])
+    assert error_payload["type"] == "error"
+    assert error_payload["error"]["type"] == "api_error"
+    assert error_payload["error"]["message"] == INCOMPLETE_STREAM_ERROR_MESSAGE
+
+
+@pytest.mark.asyncio
+async def test_async_sse_wrapper_no_error_event_on_complete_stream():
+    async def _complete_stream():
+        for event in TRUNCATED_TOOL_USE_EVENTS:
+            yield event
+        yield {"type": "content_block_stop", "index": 0}
+        yield {"type": "message_delta", "delta": {"stop_reason": "tool_use"}, "usage": {"output_tokens": 5}}
+        yield {"type": "message_stop"}
+
+    iterator = _make_iterator("test_complete_stream_no_error")
+    chunks = await _collect(iterator, _complete_stream())
+
+    assert len(chunks) == len(TRUNCATED_TOOL_USE_EVENTS) + 3
+    decoded = [chunk.decode() for chunk in chunks]
+    assert decoded[-1].startswith("event: message_stop\n")
+    assert not any(chunk.startswith("event: error\n") for chunk in decoded)
+
+
+@pytest.mark.asyncio
+async def test_async_sse_wrapper_emits_error_event_on_empty_stream():
+    async def _empty_stream():
+        return
+        yield
+
+    iterator = _make_iterator("test_empty_stream_emits_error")
+    chunks = await _collect(iterator, _empty_stream())
+
+    assert len(chunks) == 1
+    assert chunks[0].decode().startswith("event: error\n")
+
+
+@pytest.mark.asyncio
+async def test_async_sse_wrapper_treats_message_stop_bytes_as_complete():
+    async def _byte_stream():
+        yield b'event: message_start\ndata: {"type": "message_start"}\n\n'
+        yield b'event: message_stop\ndata: {"type": "message_stop"}\n\n'
+
+    iterator = _make_iterator("test_byte_stream_message_stop")
+    chunks = await _collect(iterator, _byte_stream())
+
+    assert len(chunks) == 2
+    assert not any(chunk.startswith(b"event: error\n") for chunk in chunks)
+
+
+def test_is_message_stop_chunk():
+    assert _is_message_stop_chunk({"type": "message_stop"}) is True
+    assert _is_message_stop_chunk({"type": "message_delta"}) is False
+    assert _is_message_stop_chunk(b'event: message_stop\ndata: {}\n\n') is True
+    assert _is_message_stop_chunk(b"raw-bytes") is False
+    assert _is_message_stop_chunk("message_stop") is False
+
+
+def test_is_message_stop_chunk_ignores_substring_in_payload():
+    """
+    Regression: a `content_block_delta` frame whose payload happens to contain
+    the literal string `message_stop` (e.g. inside a tool's partial_json) must
+    not be treated as a terminal stop event.
+    """
+    delta_frame_with_substring = (
+        b'event: content_block_delta\n'
+        b'data: {"type": "content_block_delta", "delta": '
+        b'{"type": "input_json_delta", "partial_json": "\\"message_stop\\""}}\n\n'
+    )
+    assert _is_message_stop_chunk(delta_frame_with_substring) is False
+
+
+@pytest.mark.asyncio
+async def test_async_sse_wrapper_emits_error_when_bytes_stream_only_mentions_message_stop_in_payload():
+    """
+    Regression for the bytes-branch substring false positive: a stream whose
+    payload text contains `message_stop` (but never emits the actual
+    `event: message_stop` frame) must still be flagged as incomplete.
+    """
+    async def _byte_stream():
+        yield b'event: message_start\ndata: {"type": "message_start"}\n\n'
+        yield (
+            b'event: content_block_delta\n'
+            b'data: {"type": "content_block_delta", "delta": '
+            b'{"type": "input_json_delta", "partial_json": "\\"message_stop\\""}}\n\n'
+        )
+
+    iterator = _make_iterator("test_bytes_substring_does_not_mark_complete")
+    chunks = await _collect(iterator, _byte_stream())
+
+    assert len(chunks) == 3
+    assert chunks[-1].decode().startswith("event: error\n")
+
+
+@pytest.mark.asyncio
+async def test_async_sse_wrapper_does_not_double_error_on_provider_error_dict():
+    """
+    Regression: when the provider itself terminates the stream with an
+    `error` event (without a `message_stop`), the wrapper must forward that
+    error and not append a second synthetic incomplete-stream error.
+    """
+    provider_error = {"type": "error", "error": {"type": "overloaded_error", "message": "boom"}}
+
+    async def _error_terminated_stream():
+        yield {"type": "message_start", "message": {"id": "msg_1"}}
+        yield provider_error
+
+    iterator = _make_iterator("test_provider_error_terminal_dict")
+    chunks = await _collect(iterator, _error_terminated_stream())
+
+    assert len(chunks) == 2
+    error_frames = [c for c in chunks if c.startswith(b"event: error\n")]
+    assert len(error_frames) == 1
+    payload = json.loads(error_frames[0].decode().split("data: ", 1)[1])
+    assert payload == provider_error
+
+
+@pytest.mark.asyncio
+async def test_async_sse_wrapper_does_not_double_error_on_provider_error_bytes():
+    async def _byte_stream():
+        yield b'event: message_start\ndata: {"type": "message_start"}\n\n'
+        yield b'event: error\ndata: {"type": "error", "error": {"type": "overloaded_error"}}\n\n'
+
+    iterator = _make_iterator("test_provider_error_terminal_bytes")
+    chunks = await _collect(iterator, _byte_stream())
+
+    assert len(chunks) == 2
+    error_frames = [c for c in chunks if c.startswith(b"event: error\n")]
+    assert len(error_frames) == 1
+
+
+@pytest.mark.asyncio
+async def test_async_sse_wrapper_excludes_synthetic_error_event_from_logged_chunks():
+    async def _truncated_stream():
+        for event in TRUNCATED_TOOL_USE_EVENTS:
+            yield event
+
+    iterator = _RecordingLoggingIterator(
+        litellm_logging_obj=_make_logging_obj("test_synthetic_error_not_logged"),
+        request_body={},
+    )
+    chunks = await _collect(iterator, _truncated_stream())
+
+    assert chunks[-1].startswith(b"event: error\n")
+    assert iterator.logged_chunks == chunks[:-1]
+    assert not any(chunk.startswith(b"event: error\n") for chunk in iterator.logged_chunks)
+
+
+def test_incomplete_stream_error_sse_event_is_valid_anthropic_error():
+    event = _incomplete_stream_error_sse_event().decode()
+    lines = event.split("\n")
+    assert lines[0] == "event: error"
+    payload = json.loads(lines[1].removeprefix("data: "))
+    assert payload == {
+        "type": "error",
+        "error": {"type": "api_error", "message": INCOMPLETE_STREAM_ERROR_MESSAGE},
+    }
+    assert event.endswith("\n\n")
diff --git a/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py b/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
index 03d0d87a58c..d7a62aae38b 100644
--- a/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
+++ b/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
@@ -90,6 +90,87 @@ async def _dummy_stream():  # type: ignore[return-type]
     assert collected[1] == b"raw-bytes"
 
 
+@pytest.mark.asyncio
+async def test_bedrock_sse_wrapper_appends_error_event_when_stream_truncates_mid_tool_use():
+    """
+    Regression test for LIT-3724: Bedrock invoke streams that go silent
+    mid tool_use (no content_block_stop / message_delta / message_stop)
+    used to be closed as a successful SSE stream, handing clients
+    unterminated tool-call JSON with HTTP 200. The stream must now end
+    with an Anthropic-protocol `error` SSE event.
+    """
+    cfg = AmazonAnthropicClaudeMessagesConfig()
+
+    async def _truncated_stream():
+        yield {"type": "message_start", "message": {"id": "msg_1", "usage": {"input_tokens": 3, "output_tokens": 1}}}
+        yield {
+            "type": "content_block_start",
+            "index": 0,
+            "content_block": {"type": "tool_use", "id": "tooluse_1", "name": "write", "input": {}},
+        }
+        yield {
+            "type": "content_block_delta",
+            "index": 0,
+            "delta": {"type": "input_json_delta", "partial_json": '{"path": "/builder/docs/QUAL'},
+        }
+
+    collected: list[bytes] = []
+    async for chunk in cfg.bedrock_sse_wrapper(
+        _truncated_stream(),
+        litellm_logging_obj=LiteLLMLoggingObj(
+            model="bedrock/invoke/anthropic.claude-3-sonnet-20240229-v1:0",
+            messages=[{"role": "user", "content": "write the file"}],
+            stream=True,
+            call_type="chat",
+            start_time=datetime.now(),
+            litellm_call_id="test_bedrock_sse_wrapper_truncated_tool_use",
+            function_id="test_bedrock_sse_wrapper_truncated_tool_use",
+        ),
+        request_body={},
+    ):
+        collected.append(chunk)
+
+    assert len(collected) == 4
+    error_event = collected[-1].decode()
+    assert error_event.startswith("event: error\n")
+    error_payload = json.loads(error_event.split("data: ", 1)[1])
+    assert error_payload["type"] == "error"
+    assert error_payload["error"]["type"] == "api_error"
+
+
+@pytest.mark.asyncio
+async def test_bedrock_sse_wrapper_no_error_event_when_stream_ends_with_message_stop():
+    cfg = AmazonAnthropicClaudeMessagesConfig()
+
+    async def _complete_stream():
+        yield {"type": "message_start", "message": {"id": "msg_1", "usage": {"input_tokens": 3, "output_tokens": 1}}}
+        yield {"type": "content_block_start", "index": 0, "content_block": {"type": "text", "text": ""}}
+        yield {"type": "content_block_delta", "index": 0, "delta": {"type": "text_delta", "text": "hi"}}
+        yield {"type": "content_block_stop", "index": 0}
+        yield {"type": "message_delta", "delta": {"stop_reason": "end_turn"}, "usage": {"output_tokens": 2}}
+        yield {"type": "message_stop"}
+
+    collected: list[bytes] = []
+    async for chunk in cfg.bedrock_sse_wrapper(
+        _complete_stream(),
+        litellm_logging_obj=LiteLLMLoggingObj(
+            model="bedrock/invoke/anthropic.claude-3-sonnet-20240229-v1:0",
+            messages=[{"role": "user", "content": "hi"}],
+            stream=True,
+            call_type="chat",
+            start_time=datetime.now(),
+            litellm_call_id="test_bedrock_sse_wrapper_complete_stream",
+            function_id="test_bedrock_sse_wrapper_complete_stream",
+        ),
+        request_body={},
+    ):
+        collected.append(chunk)
+
+    assert len(collected) == 6
+    assert collected[-1].startswith(b"event: message_stop\n")
+    assert not any(chunk.startswith(b"event: error\n") for chunk in collected)
+
+
 @pytest.mark.asyncio
 async def test_bedrock_sse_wrapper_keeps_usage_in_message_start_and_message_delta():
     """Regression test: usage should be available on both message_start and message_delta SSE events."""

From 4bae64e44a265a9368751c892e9447594e286355 Mon Sep 17 00:00:00 2001
From: mubashir1osmani <mubashir.osmani777@gmail.com>
Date: Sat, 4 Jul 2026 18:39:10 -0700
Subject: [PATCH 012/370] test(e2e): migrate access-control and
 inference-endpoint regression tests (#32016)

* test(e2e): migrate access-control and inference-endpoint regression tests

Move the access-control and non-chat inference-endpoint cases from litellm-regression-tests onto the shared e2e harness so a regression in either fails here first

access_control/ asserts the gateway's authorization and error-shape contract: a key limited to one model is denied 403 (key_model_access_denied) when it calls another, a key scoped to allowed_routes=["llm_api_routes"] is forbidden 403 from a management route, and an unknown model is rejected 400 before any provider is called. The source asserted 401 for the disallowed-model case against an older proxy; the live contract is now a 403, so the guard tracks current behavior

llm_translation/ gains one file per non-chat inference endpoint (/v1/responses, /v1/messages, /embeddings, /v1/rerank, /v1/audio/speech, /v1/images/generations). Each test registers the deployment it needs through /model/new, drives real provider traffic, asserts the parsed body carries real content instead of just a 200, then deletes the model on teardown, so nothing is hardcoded into the gateway config

* Update endpoints_client.py

Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>

---------

Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>
---
 tests/e2e/CLAUDE.md                           |   3 +-
 .../access_control/access_control_client.py   |  56 ++++
 tests/e2e/access_control/conftest.py          |  10 +
 .../access_control/test_access_control_e2e.py |  83 ++++++
 tests/e2e/llm_translation/conftest.py         |   6 +
 tests/e2e/llm_translation/endpoints_client.py | 219 ++++++++++++++
 .../llm_translation/test_audio_speech_e2e.py  |  40 +++
 .../test_custom_pricing_e2e.py                | 280 ++++++++++--------
 .../test_embeddings_endpoint_e2e.py           |  42 +++
 .../test_image_generation_e2e.py              |  42 +++
 .../e2e/llm_translation/test_messages_e2e.py  |  39 +++
 tests/e2e/llm_translation/test_rerank_e2e.py  |  49 +++
 .../e2e/llm_translation/test_responses_e2e.py |  36 +++
 tests/e2e/models.py                           |  39 +++
 14 files changed, 818 insertions(+), 126 deletions(-)
 create mode 100644 tests/e2e/access_control/access_control_client.py
 create mode 100644 tests/e2e/access_control/conftest.py
 create mode 100644 tests/e2e/access_control/test_access_control_e2e.py
 create mode 100644 tests/e2e/llm_translation/endpoints_client.py
 create mode 100644 tests/e2e/llm_translation/test_audio_speech_e2e.py
 create mode 100644 tests/e2e/llm_translation/test_embeddings_endpoint_e2e.py
 create mode 100644 tests/e2e/llm_translation/test_image_generation_e2e.py
 create mode 100644 tests/e2e/llm_translation/test_messages_e2e.py
 create mode 100644 tests/e2e/llm_translation/test_rerank_e2e.py
 create mode 100644 tests/e2e/llm_translation/test_responses_e2e.py

diff --git a/tests/e2e/CLAUDE.md b/tests/e2e/CLAUDE.md
index b155a1a7024..ae2bf3ce754 100644
--- a/tests/e2e/CLAUDE.md
+++ b/tests/e2e/CLAUDE.md
@@ -6,7 +6,8 @@ Code-style rules for writing tests under `tests/e2e/`. The harness already encod
 
 Each subdirectory under `tests/e2e/` is one suite, scoped to an endpoint family or behavior area. If you add a new folder, you must add a line here describing what kind of tests belong in it, so the layout stays self-describing. `gateway/` is the exception: it holds proxy configuration only and never tests
 
-- `llm_translation/` - LLM endpoint and provider-translation behavior: passthrough, custom pricing, OCR
+- `llm_translation/` - LLM endpoint and provider-translation behavior: passthrough, custom pricing, OCR, and the non-chat inference endpoints (`/v1/responses`, `/v1/messages`, `/embeddings`, `/v1/rerank`, `/v1/audio/speech`, `/v1/images/generations`), each against a deployment the test creates via `/model/new` and deletes on teardown
+- `access_control/` - the gateway's authorization and error-shape contract: per-key model allow-lists, route-group permissions (`allowed_routes`), and unknown-model validation
 - `embeddings/` - the `/embeddings` endpoint across providers
 - `batches/` - the `/batches` endpoint (placeholder until the first test lands)
 - `realtime/` - realtime websocket sessions, including the pipecat audio path
diff --git a/tests/e2e/access_control/access_control_client.py b/tests/e2e/access_control/access_control_client.py
new file mode 100644
index 00000000000..d7bc9c280aa
--- /dev/null
+++ b/tests/e2e/access_control/access_control_client.py
@@ -0,0 +1,56 @@
+"""Client for the access-control e2e suite."""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+
+from e2e_gateway import Gateway, build_gateway
+from e2e_http import StreamingResponse
+from models import (
+    ChatBody,
+    ChatMessage,
+    KeyGenerateBody,
+    LiteLLMParamsBody,
+    ModelInfoBody,
+    ModelNewBody,
+)
+
+MODEL_ACCESS_DENIED_MARKER = "key_model_access_denied"
+ROUTE_NOT_ALLOWED_MARKER = "not allowed to call this route"
+
+
+@dataclass(frozen=True, slots=True)
+class AccessControlClient:
+    gateway: Gateway
+
+    def llm_only_key(self) -> str:
+        return self.gateway.generate_key(
+            KeyGenerateBody(models=[], allowed_routes=["llm_api_routes"])
+        )
+
+    def delete_key(self, key: str) -> None:
+        self.gateway.delete_key(key)
+
+    def chat_status(self, key: str, model: str, content: str) -> StreamingResponse:
+        return self.gateway.transport.send(
+            "/chat/completions",
+            headers=self.gateway.transport.bearer(key),
+            json=ChatBody(
+                model=model, messages=[ChatMessage(role="user", content=content)]
+            ),
+        )
+
+    def create_model_status(self, key: str, model_name: str) -> StreamingResponse:
+        return self.gateway.transport.send(
+            "/model/new",
+            headers=self.gateway.transport.bearer(key),
+            json=ModelNewBody(
+                model_name=model_name,
+                litellm_params=LiteLLMParamsBody(model="openai/gpt-4o-mini"),
+                model_info=ModelInfoBody(id=model_name),
+            ),
+        )
+
+
+def build_client() -> AccessControlClient:
+    return AccessControlClient(gateway=build_gateway())
diff --git a/tests/e2e/access_control/conftest.py b/tests/e2e/access_control/conftest.py
new file mode 100644
index 00000000000..9f4a00fe06f
--- /dev/null
+++ b/tests/e2e/access_control/conftest.py
@@ -0,0 +1,10 @@
+"""Access-control suite client fixture; lifecycle/skip/marker live in the parent conftest."""
+
+import pytest
+
+from access_control_client import AccessControlClient, build_client
+
+
+@pytest.fixture(scope="session")
+def client() -> AccessControlClient:
+    return build_client()
diff --git a/tests/e2e/access_control/test_access_control_e2e.py b/tests/e2e/access_control/test_access_control_e2e.py
new file mode 100644
index 00000000000..ce649fa2400
--- /dev/null
+++ b/tests/e2e/access_control/test_access_control_e2e.py
@@ -0,0 +1,83 @@
+"""Live e2e: the gateway's authorization and error-shape contract.
+
+A virtual key may only call models in its allow-list and route groups in its
+allowed_routes; both denials are a 403 raised before any provider is touched. A
+syntactically valid request naming a non-existent model is a 400 with a JSON body,
+never forwarded and never a 5xx. Migrated from
+litellm-regression-tests/tests/test_access_control.py: the source asserted 401 for
+the disallowed-model case against an older proxy, but the current contract
+(auth_checks.py) is a 403 key_model_access_denied, and the unknown-route check is
+replaced by a stronger route-permission check (an llm-only key rejected from a
+management route).
+"""
+
+from __future__ import annotations
+
+import json
+
+import pytest
+
+from access_control_client import (
+    AccessControlClient,
+    MODEL_ACCESS_DENIED_MARKER,
+    ROUTE_NOT_ALLOWED_MARKER,
+)
+from e2e_config import unique_marker
+from lifecycle import ResourceManager
+
+pytestmark = pytest.mark.e2e
+
+ALLOWED_MODEL = "gemini-2.5-flash"
+DISALLOWED_MODEL = "gpt-5.5"
+
+
+def _is_json(body: str) -> bool:
+    try:
+        json.loads(body)
+        return True
+    except ValueError:
+        return False
+
+
+class TestAccessControl:
+    def test_disallowed_model_is_denied_403(
+        self, client: AccessControlClient, resources: ResourceManager
+    ) -> None:
+        key = resources.key(models=[ALLOWED_MODEL])
+        result = client.chat_status(
+            key, DISALLOWED_MODEL, f"capital of France? {unique_marker()}"
+        )
+        assert result.status_code == 403, (
+            f"key limited to {ALLOWED_MODEL!r} calling {DISALLOWED_MODEL!r} must be "
+            f"denied 403, got {result.status_code}: {result.body[:300]}"
+        )
+        assert MODEL_ACCESS_DENIED_MARKER in result.body, (
+            f"403 body must be a model-access denial, got: {result.body[:300]}"
+        )
+
+    def test_llm_only_key_forbidden_from_management_route_403(
+        self, client: AccessControlClient, resources: ResourceManager
+    ) -> None:
+        key = client.llm_only_key()
+        resources.defer(lambda: client.delete_key(key))
+        result = client.create_model_status(key, f"e2e-forbidden-{unique_marker()}")
+        assert result.status_code == 403, (
+            f"llm-only key calling a management route must be denied 403, got "
+            f"{result.status_code}: {result.body[:300]}"
+        )
+        assert ROUTE_NOT_ALLOWED_MARKER in result.body, (
+            f"403 body must be a route-permission denial, got: {result.body[:300]}"
+        )
+
+    def test_unknown_model_returns_400(
+        self, client: AccessControlClient, resources: ResourceManager
+    ) -> None:
+        key = resources.key()
+        result = client.chat_status(
+            key, f"nonexistent-model-{unique_marker()}", "hi this is a test"
+        )
+        assert result.status_code == 400, (
+            f"unknown model must be rejected 400 before forwarding, got "
+            f"{result.status_code}: {result.body[:300]}"
+        )
+        assert _is_json(result.body), f"400 body must be valid JSON: {result.body[:300]}"
diff --git a/tests/e2e/llm_translation/conftest.py b/tests/e2e/llm_translation/conftest.py
index fbf008cf085..014e056d06d 100644
--- a/tests/e2e/llm_translation/conftest.py
+++ b/tests/e2e/llm_translation/conftest.py
@@ -7,9 +7,15 @@
 
 import pytest
 
+from endpoints_client import EndpointsClient, build_endpoints_client
 from passthrough_client import PassthroughClient, build_client
 
 
 @pytest.fixture(scope="session")
 def client() -> PassthroughClient:
     return build_client()
+
+
+@pytest.fixture(scope="session")
+def endpoints_client() -> EndpointsClient:
+    return build_endpoints_client()
diff --git a/tests/e2e/llm_translation/endpoints_client.py b/tests/e2e/llm_translation/endpoints_client.py
new file mode 100644
index 00000000000..508aa3e9fc6
--- /dev/null
+++ b/tests/e2e/llm_translation/endpoints_client.py
@@ -0,0 +1,219 @@
+"""Client for the non-chat inference endpoints (responses, messages, rerank,
+embeddings, audio speech, image generation).
+
+Each test registers the deployment it needs through /model/new (deleted on
+teardown), so nothing is hardcoded into the gateway config, then drives the
+endpoint with `send` and parses the provider-native body with a suite-local model
+so the assertion is on real content, not just a 200.
+"""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+
+from pydantic import BaseModel
+
+from e2e_gateway import Gateway, build_gateway
+from e2e_http import NoBody, StreamingResponse, is_ok, unwrap
+from models import (
+    ChatMessage,
+    LiteLLMParamsBody,
+    ModelDeleteBody,
+    ModelInfoBody,
+    ModelNewBody,
+    ModelNewResponse,
+)
+
+
+class ResponsesRequest(BaseModel):
+    model: str
+    input: str
+    instructions: str | None = None
+
+
+class MessagesRequest(BaseModel):
+    model: str
+    max_tokens: int
+    messages: list[ChatMessage]
+
+
+class EmbeddingsRequest(BaseModel):
+    model: str
+    input: str
+
+
+class RerankRequest(BaseModel):
+    model: str
+    query: str
+    documents: list[str]
+    top_n: int
+
+
+class SpeechRequest(BaseModel):
+    model: str
+    input: str
+    voice: str
+
+
+class ImageRequest(BaseModel):
+    model: str
+    prompt: str
+    n: int = 1
+    size: str = "1024x1024"
+
+
+class ResponsesOutputContent(BaseModel):
+    type: str | None = None
+    text: str | None = None
+
+
+class ResponsesOutputItem(BaseModel):
+    type: str | None = None
+    content: list[ResponsesOutputContent] = []
+
+
+class ResponsesResult(BaseModel):
+    id: str | None = None
+    status: str | None = None
+    model: str | None = None
+    output: list[ResponsesOutputItem] = []
+
+    @property
+    def text(self) -> str:
+        return "".join(
+            content.text or "" for item in self.output for content in item.content
+        )
+
+
+class AnthropicContentBlock(BaseModel):
+    type: str | None = None
+    text: str | None = None
+
+
+class MessagesResult(BaseModel):
+    id: str | None = None
+    role: str | None = None
+    model: str | None = None
+    content: list[AnthropicContentBlock] = []
+
+    @property
+    def text(self) -> str:
+        return "".join(block.text or "" for block in self.content)
+
+
+class EmbeddingItem(BaseModel):
+    embedding: list[float] = []
+
+
+class EmbeddingsResult(BaseModel):
+    data: list[EmbeddingItem] = []
+
+    @property
+    def first_vector(self) -> tuple[float, ...]:
+        return tuple(self.data[0].embedding) if self.data else ()
+
+
+class RerankItem(BaseModel):
+    index: int | None = None
+    relevance_score: float | None = None
+
+
+class RerankResult(BaseModel):
+    results: list[RerankItem] = []
+
+
+class ImageItem(BaseModel):
+    url: str | None = None
+    b64_json: str | None = None
+
+
+class ImagesResult(BaseModel):
+    data: list[ImageItem] = []
+
+
+@dataclass(frozen=True, slots=True)
+class EndpointsClient:
+    gateway: Gateway
+
+    def create_model(self, model_name: str, litellm_params: LiteLLMParamsBody) -> str:
+        """Register a deployment under `model_name` (id == model_name) and return the
+        model_id. add_deployment runs synchronously in /model/new, so the model is
+        callable as soon as this returns."""
+        return unwrap(
+            self.gateway.transport.post(
+                "/model/new",
+                headers=self.gateway.transport.master,
+                json=ModelNewBody(
+                    model_name=model_name,
+                    litellm_params=litellm_params,
+                    model_info=ModelInfoBody(id=model_name),
+                ),
+                response_type=ModelNewResponse,
+            )
+        ).model_id
+
+    def delete_model(self, model_id: str) -> None:
+        result = self.gateway.transport.post(
+            "/model/delete",
+            headers=self.gateway.transport.master,
+            json=ModelDeleteBody(id=model_id),
+            response_type=NoBody,
+        )
+        if not is_ok(result):
+            import warnings
+            warnings.warn(f"delete_model({model_id!r}) failed: {result}", stacklevel=2)
+
+    def _send(self, path: str, key: str, body: BaseModel) -> StreamingResponse:
+        return self.gateway.transport.send(
+            path, headers=self.gateway.transport.bearer(key), json=body
+        )
+
+    def responses(self, key: str, model: str, text: str) -> StreamingResponse:
+        return self._send(
+            "/v1/responses",
+            key,
+            ResponsesRequest(
+                model=model, input=text, instructions="You are a helpful assistant"
+            ),
+        )
+
+    def messages(
+        self, key: str, model: str, text: str, *, max_tokens: int = 64
+    ) -> StreamingResponse:
+        return self._send(
+            "/v1/messages",
+            key,
+            MessagesRequest(
+                model=model,
+                max_tokens=max_tokens,
+                messages=[ChatMessage(role="user", content=text)],
+            ),
+        )
+
+    def embeddings(self, key: str, model: str, text: str) -> StreamingResponse:
+        return self._send("/embeddings", key, EmbeddingsRequest(model=model, input=text))
+
+    def rerank(
+        self, key: str, model: str, query: str, documents: list[str], top_n: int
+    ) -> StreamingResponse:
+        return self._send(
+            "/v1/rerank",
+            key,
+            RerankRequest(model=model, query=query, documents=documents, top_n=top_n),
+        )
+
+    def audio_speech(
+        self, key: str, model: str, text: str, *, voice: str = "alloy"
+    ) -> StreamingResponse:
+        return self._send(
+            "/v1/audio/speech", key, SpeechRequest(model=model, input=text, voice=voice)
+        )
+
+    def images(self, key: str, model: str, prompt: str) -> StreamingResponse:
+        return self._send(
+            "/v1/images/generations", key, ImageRequest(model=model, prompt=prompt)
+        )
+
+
+def build_endpoints_client() -> EndpointsClient:
+    return EndpointsClient(gateway=build_gateway())
diff --git a/tests/e2e/llm_translation/test_audio_speech_e2e.py b/tests/e2e/llm_translation/test_audio_speech_e2e.py
new file mode 100644
index 00000000000..f7a04d94cb3
--- /dev/null
+++ b/tests/e2e/llm_translation/test_audio_speech_e2e.py
@@ -0,0 +1,40 @@
+"""Live e2e: POST /v1/audio/speech returns audio.
+
+Registers an OpenAI text-to-speech deployment at runtime and asserts the response
+is an audio body (binary, not JSON). Migrated from
+litellm-regression-tests/tests/test_inference_endpoints.py.
+"""
+
+from __future__ import annotations
+
+import pytest
+
+from e2e_config import unique_marker
+from e2e_http import require_successful_call
+from endpoints_client import EndpointsClient
+from lifecycle import ResourceManager
+from models import LiteLLMParamsBody
+
+pytestmark = pytest.mark.e2e
+
+
+class TestAudioSpeech:
+    def test_audio_speech_returns_audio(
+        self, endpoints_client: EndpointsClient, resources: ResourceManager
+    ) -> None:
+        model = f"e2e-speech-{unique_marker()}"
+        model_id = endpoints_client.create_model(
+            model,
+            LiteLLMParamsBody(
+                model="openai/gpt-4o-mini-tts", api_key="os.environ/OPENAI_API_KEY"
+            ),
+        )
+        resources.defer(lambda: endpoints_client.delete_model(model_id))
+        key = resources.key()
+
+        result = endpoints_client.audio_speech(key, model, "Hello!")
+        require_successful_call(result)
+        assert "audio" in (result.content_type or ""), (
+            f"/audio/speech content-type is not audio: {result.content_type!r}"
+        )
+        assert result.body, "/audio/speech returned an empty body"
diff --git a/tests/e2e/llm_translation/test_custom_pricing_e2e.py b/tests/e2e/llm_translation/test_custom_pricing_e2e.py
index 58faab61aac..7894b447be9 100644
--- a/tests/e2e/llm_translation/test_custom_pricing_e2e.py
+++ b/tests/e2e/llm_translation/test_custom_pricing_e2e.py
@@ -1,52 +1,48 @@
-"""Live e2e: a model's custom per-token pricing is loaded, billed, and isolated.
+"""Live e2e: a deployment's custom per-token pricing is loaded, billed, and isolated.
 
-The gateway config declares ``custom-priced-flash`` (gemini-2.5-flash underneath)
-with input/output rates deliberately far above the canonical gemini price, read
-back here from the same config file. Three behaviors are checked independently:
+Each test registers the deployment(s) it needs through /model/new (deleted on
+teardown) instead of relying on a statically configured model, so the check is
+self-contained and never inherits pricing another suite or a stale config left on
+the shared proxy. custom-priced-flash sets input/output rates deliberately far
+above the canonical gemini price; the isolation sibling shares the same
+gemini/gemini-2.5-flash backend but sets no override. Three behaviors are checked
+independently:
 
 - billing: a real call's logged cost breakdown charges input and output tokens at
   the custom rates, each component checked separately (a base-rate bill lands
   ~100x lower; a swapped input/output rate passes a total-only check but not this)
-- reporting: /model/info surfaces those rates for the model
-- isolation: gemini-2.5-flash shares the same underlying gemini/gemini-2.5-flash
-  but sets no override, so it must keep its own price; an override that leaks into
-  the shared cost map misprices it. A regression that reintroduces that leak makes
-  the sibling's rate match the custom one and fails the isolation check.
+- reporting: /model/info surfaces those rates for the deployment
+- isolation: the sibling keeps its own price; an override that leaks into the
+  shared backend cost map (LIT-3897) misprices it, making the sibling's rate match
+  the custom one and failing the isolation check
 """
 
 import time
-from dataclasses import dataclass
-from pathlib import Path
 
 import pytest
-import yaml
 from pydantic import BaseModel, RootModel
 
 from e2e_config import unique_marker
+from e2e_gateway import Gateway
 from e2e_http import Success, unwrap
-from models import ChatBody, ChatMessage, CustomPricing, ModelInfoEntry, SpendLogsParams
-from passthrough_client import PassthroughClient
+from endpoints_client import EndpointsClient
+from lifecycle import ResourceManager
+from models import (
+    ChatBody,
+    ChatMessage,
+    LiteLLMParamsBody,
+    ModelInfoEntry,
+    SpendLogsParams,
+)
 
 pytestmark = pytest.mark.e2e
 
-CUSTOM_MODEL = "custom-priced-flash"
-BASE_MODEL = "gemini-2.5-flash"
-CONFIG_PATH = Path(__file__).resolve().parents[1] / "gateway" / "litellm-config.yml"
-
-
-@dataclass(frozen=True, slots=True)
-class _Rates:
-    input_per_token: float
-    output_per_token: float
-
-
-class _ConfiguredModel(BaseModel):
-    model_name: str
-    litellm_params: CustomPricing
-
-
-class _GatewayConfig(BaseModel):
-    model_list: list[_ConfiguredModel]
+BACKEND_MODEL = "gemini/gemini-2.5-flash"
+GEMINI_API_KEY = "os.environ/GEMINI_API_KEY"
+# Deliberately ~100x above canonical gemini-2.5-flash (input 3e-7 / output 2.5e-6)
+# so an override that is ignored or under-applied bills at the base rate and fails.
+CUSTOM_INPUT_RATE = 5e-05
+CUSTOM_OUTPUT_RATE = 1e-04
 
 
 class _CostBreakdown(BaseModel):
@@ -74,40 +70,60 @@ def _approx_equal(actual: float, expected: float) -> bool:
     return abs(actual - expected) <= max(1e-9, abs(expected) * 1e-2)
 
 
-def _configured_pricing(model_name: str) -> _Rates:
-    """The custom rates declared for `model_name` in the gateway config the proxy
-    runs with - the source of truth the billed and reported prices are checked
-    against."""
-    config = _GatewayConfig.model_validate(yaml.safe_load(CONFIG_PATH.read_text()))
-    for entry in config.model_list:
-        if entry.model_name == model_name:
-            pricing = entry.litellm_params
-            assert pricing.input_cost_per_token and pricing.output_cost_per_token, (
-                f"{model_name} declares no custom per-token rates in {CONFIG_PATH.name}"
-            )
-            return _Rates(pricing.input_cost_per_token, pricing.output_cost_per_token)
-    pytest.fail(f"{model_name} not found in {CONFIG_PATH.name}")
+def _provision(
+    endpoints_client: EndpointsClient,
+    resources: ResourceManager,
+    prefix: str,
+    *,
+    input_cost_per_token: float | None,
+    output_cost_per_token: float | None,
+) -> str:
+    """Register a fresh gemini/gemini-2.5-flash deployment (deleted on teardown) and
+    return its model name. With the cost fields set the deployment carries a custom
+    pricing override; with them None it is a plain sibling on the same backend. The
+    marker keeps the name unique so concurrent runs on the shared proxy never
+    collide."""
+    model_name = f"{prefix}-{unique_marker()}"
+    model_id = endpoints_client.create_model(
+        model_name,
+        LiteLLMParamsBody(
+            model=BACKEND_MODEL,
+            api_key=GEMINI_API_KEY,
+            input_cost_per_token=input_cost_per_token,
+            output_cost_per_token=output_cost_per_token,
+        ),
+    )
+    resources.defer(lambda: endpoints_client.delete_model(model_id))
+    return model_name
+
+
+def _provision_custom_priced(
+    endpoints_client: EndpointsClient, resources: ResourceManager
+) -> str:
+    return _provision(
+        endpoints_client,
+        resources,
+        "custom-priced-flash",
+        input_cost_per_token=CUSTOM_INPUT_RATE,
+        output_cost_per_token=CUSTOM_OUTPUT_RATE,
+    )
 
 
-def _model_info_entry(
-    entries: list[ModelInfoEntry], model_name: str
-) -> ModelInfoEntry:
+def _model_info_entry(entries: list[ModelInfoEntry], model_name: str) -> ModelInfoEntry:
     for entry in entries:
         if entry.model_name == model_name:
             return entry
     pytest.fail(f"{model_name} absent from /model/info; the override did not load")
 
 
-def _poll_breakdown_row(
-    client: PassthroughClient, key: str, response_id: str | None
-) -> _SpendRow:
+def _poll_breakdown_row(gateway: Gateway, key: str, response_id: str | None) -> _SpendRow:
     """Poll /spend/logs until the call's row lands with a cost breakdown (rows
     flush ~60s behind the call via proxy_batch_write_at)."""
-    deadline = time.monotonic() + client.gateway.poll_timeout
+    deadline = time.monotonic() + gateway.poll_timeout
     while time.monotonic() < deadline:
-        result = client.gateway.transport.get(
+        result = gateway.transport.get(
             "/spend/logs",
-            headers=client.gateway.transport.master,
+            headers=gateway.transport.master,
             params=SpendLogsParams(api_key=key),
             response_type=_SpendRows,
         )
@@ -128,85 +144,99 @@ def _poll_breakdown_row(
                 return row
         if priced and response_id is None:
             return priced[0]
-        time.sleep(client.gateway.poll_interval)
+        time.sleep(gateway.poll_interval)
     pytest.fail("no spend row with a cost breakdown landed before the deadline")
 
 
-def test_custom_pricing_is_billed_at_configured_rate(
-    client: PassthroughClient, scoped_key: str
-) -> None:
-    rates = _configured_pricing(CUSTOM_MODEL)
-
-    chat = unwrap(
-        client.gateway.chat(
-            scoped_key,
-            ChatBody(
-                model=CUSTOM_MODEL,
-                messages=[
-                    ChatMessage(
-                        role="user", content=f"reply with one word {unique_marker()}"
-                    )
-                ],
-                max_tokens=16,
-            ),
+class TestCustomPricing:
+    def test_custom_pricing_is_billed_at_configured_rate(
+        self,
+        endpoints_client: EndpointsClient,
+        resources: ResourceManager,
+        scoped_key: str,
+    ) -> None:
+        model = _provision_custom_priced(endpoints_client, resources)
+
+        chat = unwrap(
+            endpoints_client.gateway.chat(
+                scoped_key,
+                ChatBody(
+                    model=model,
+                    messages=[
+                        ChatMessage(
+                            role="user", content=f"reply with one word {unique_marker()}"
+                        )
+                    ],
+                    max_tokens=16,
+                ),
+            )
         )
-    )
-
-    row = _poll_breakdown_row(client, scoped_key, chat.id)
-    assert row.metadata and row.metadata.cost_breakdown  # guaranteed by the poll
-    breakdown = row.metadata.cost_breakdown
 
-    prompt = row.prompt_tokens or 0
-    completion = row.completion_tokens or 0
-    assert prompt > 0 and completion > 0, f"call tokens not logged on the row: {row}"
+        row = _poll_breakdown_row(endpoints_client.gateway, scoped_key, chat.id)
+        assert row.metadata and row.metadata.cost_breakdown  # guaranteed by the poll
+        breakdown = row.metadata.cost_breakdown
 
-    input_cost = breakdown.input_cost
-    output_cost = breakdown.output_cost
-    assert input_cost is not None and output_cost is not None, (
-        f"row cost breakdown missing input/output cost: {breakdown}"
-    )
-    assert _approx_equal(input_cost, prompt * rates.input_per_token), (
-        f"input_cost {input_cost} != {prompt} tokens * {rates.input_per_token} "
-        f"= {prompt * rates.input_per_token}"
-    )
-    assert _approx_equal(output_cost, completion * rates.output_per_token), (
-        f"output_cost {output_cost} != {completion} tokens * {rates.output_per_token} "
-        f"= {completion * rates.output_per_token}"
-    )
+        prompt = row.prompt_tokens or 0
+        completion = row.completion_tokens or 0
+        assert prompt > 0 and completion > 0, f"call tokens not logged on the row: {row}"
 
+        input_cost = breakdown.input_cost
+        output_cost = breakdown.output_cost
+        assert input_cost is not None and output_cost is not None, (
+            f"row cost breakdown missing input/output cost: {breakdown}"
+        )
+        assert _approx_equal(input_cost, prompt * CUSTOM_INPUT_RATE), (
+            f"input_cost {input_cost} != {prompt} tokens * {CUSTOM_INPUT_RATE} "
+            f"= {prompt * CUSTOM_INPUT_RATE}"
+        )
+        assert _approx_equal(output_cost, completion * CUSTOM_OUTPUT_RATE), (
+            f"output_cost {output_cost} != {completion} tokens * {CUSTOM_OUTPUT_RATE} "
+            f"= {completion * CUSTOM_OUTPUT_RATE}"
+        )
 
-def test_model_info_reports_custom_pricing(client: PassthroughClient) -> None:
-    rates = _configured_pricing(CUSTOM_MODEL)
-    entry = _model_info_entry(client.gateway.model_info(), CUSTOM_MODEL)
+    def test_model_info_reports_custom_pricing(
+        self, endpoints_client: EndpointsClient, resources: ResourceManager
+    ) -> None:
+        model = _provision_custom_priced(endpoints_client, resources)
+        entry = _model_info_entry(endpoints_client.gateway.model_info(), model)
 
-    assert entry.litellm_params.input_cost_per_token == rates.input_per_token, (
-        f"/model/info litellm_params input rate "
-        f"{entry.litellm_params.input_cost_per_token} != configured "
-        f"{rates.input_per_token}"
-    )
-    assert entry.litellm_params.output_cost_per_token == rates.output_per_token, (
-        f"/model/info litellm_params output rate "
-        f"{entry.litellm_params.output_cost_per_token} != configured "
-        f"{rates.output_per_token}"
-    )
+        assert entry.litellm_params.input_cost_per_token == CUSTOM_INPUT_RATE, (
+            f"/model/info litellm_params input rate "
+            f"{entry.litellm_params.input_cost_per_token} != configured {CUSTOM_INPUT_RATE}"
+        )
+        assert entry.litellm_params.output_cost_per_token == CUSTOM_OUTPUT_RATE, (
+            f"/model/info litellm_params output rate "
+            f"{entry.litellm_params.output_cost_per_token} != configured {CUSTOM_OUTPUT_RATE}"
+        )
 
+    def test_custom_pricing_is_isolated_from_sibling_deployment(
+        self, endpoints_client: EndpointsClient, resources: ResourceManager
+    ) -> None:
+        # Register the override first so its rate is in the backend cost map before
+        # the sibling resolves; a leak (LIT-3897) would then poison the sibling.
+        custom = _provision_custom_priced(endpoints_client, resources)
+        sibling = _provision(
+            endpoints_client,
+            resources,
+            "base-flash",
+            input_cost_per_token=None,
+            output_cost_per_token=None,
+        )
 
-def test_custom_pricing_is_isolated_from_sibling_deployment(
-    client: PassthroughClient,
-) -> None:
-    entries = {entry.model_name: entry for entry in client.gateway.model_info()}
-    custom = entries.get(CUSTOM_MODEL)
-    base = entries.get(BASE_MODEL)
-    assert custom is not None, f"{CUSTOM_MODEL} absent from /model/info"
-    assert base is not None, f"{BASE_MODEL} absent from /model/info"
-
-    # custom-priced-flash overrides pricing; gemini-2.5-flash shares the same
-    # underlying gemini/gemini-2.5-flash but sets no override, so it must keep its
-    # own price. Equal rates mean the override leaked into the shared cost map.
-    assert (
-        base.model_info.input_cost_per_token != custom.model_info.input_cost_per_token
-    ), (
-        f"{BASE_MODEL} input rate {base.model_info.input_cost_per_token} matches "
-        f"{CUSTOM_MODEL}'s override {custom.model_info.input_cost_per_token}; "
-        f"per-deployment custom pricing is not isolated"
-    )
+        entries = {entry.model_name: entry for entry in endpoints_client.gateway.model_info()}
+        custom_entry = entries.get(custom)
+        sibling_entry = entries.get(sibling)
+        assert custom_entry is not None, f"{custom} absent from /model/info"
+        assert sibling_entry is not None, f"{sibling} absent from /model/info"
+
+        # custom-priced-flash overrides pricing; the sibling shares the same
+        # gemini/gemini-2.5-flash backend but sets no override, so it must keep its
+        # own price. Equal rates mean the override leaked into the shared cost map.
+        assert (
+            sibling_entry.model_info.input_cost_per_token
+            != custom_entry.model_info.input_cost_per_token
+        ), (
+            f"{sibling} input rate {sibling_entry.model_info.input_cost_per_token} matches "
+            f"{custom}'s override {custom_entry.model_info.input_cost_per_token}; "
+            f"per-deployment custom pricing is not isolated"
+        )
diff --git a/tests/e2e/llm_translation/test_embeddings_endpoint_e2e.py b/tests/e2e/llm_translation/test_embeddings_endpoint_e2e.py
new file mode 100644
index 00000000000..56f2de8bd4f
--- /dev/null
+++ b/tests/e2e/llm_translation/test_embeddings_endpoint_e2e.py
@@ -0,0 +1,42 @@
+"""Live e2e: POST /embeddings returns a real vector.
+
+Registers an OpenAI embedding deployment at runtime and asserts a non-empty,
+non-zero vector came back. Migrated from
+litellm-regression-tests/tests/test_inference_endpoints.py; the LIT-3167 guard in
+tests/e2e/embeddings/ covers the Gemini embedding path.
+"""
+
+from __future__ import annotations
+
+import pytest
+
+from e2e_config import unique_marker
+from e2e_http import require_successful_call
+from endpoints_client import EmbeddingsResult, EndpointsClient
+from lifecycle import ResourceManager
+from models import LiteLLMParamsBody
+
+pytestmark = pytest.mark.e2e
+
+
+class TestEmbeddingsEndpoint:
+    def test_embeddings_returns_vector(
+        self, endpoints_client: EndpointsClient, resources: ResourceManager
+    ) -> None:
+        model = f"e2e-embeddings-{unique_marker()}"
+        model_id = endpoints_client.create_model(
+            model,
+            LiteLLMParamsBody(
+                model="openai/text-embedding-3-small", api_key="os.environ/OPENAI_API_KEY"
+            ),
+        )
+        resources.defer(lambda: endpoints_client.delete_model(model_id))
+        key = resources.key()
+
+        result = endpoints_client.embeddings(key, model, "Say this is a test!")
+        require_successful_call(result)
+        parsed = EmbeddingsResult.model_validate_json(result.body)
+        assert parsed.first_vector, f"/embeddings returned no vector: {result.body[:300]}"
+        assert any(component != 0.0 for component in parsed.first_vector), (
+            f"embedding vector is all zeros: {result.body[:300]}"
+        )
diff --git a/tests/e2e/llm_translation/test_image_generation_e2e.py b/tests/e2e/llm_translation/test_image_generation_e2e.py
new file mode 100644
index 00000000000..4d2211f3be4
--- /dev/null
+++ b/tests/e2e/llm_translation/test_image_generation_e2e.py
@@ -0,0 +1,42 @@
+"""Live e2e: POST /v1/images/generations returns an image.
+
+Registers an OpenAI image deployment at runtime and asserts the response carries a
+generated image (url or base64). Migrated from
+litellm-regression-tests/tests/test_inference_endpoints.py.
+"""
+
+from __future__ import annotations
+
+import pytest
+
+from e2e_config import unique_marker
+from e2e_http import require_successful_call
+from endpoints_client import EndpointsClient, ImagesResult
+from lifecycle import ResourceManager
+from models import LiteLLMParamsBody
+
+pytestmark = pytest.mark.e2e
+
+
+class TestImageGeneration:
+    def test_image_generation_returns_image(
+        self, endpoints_client: EndpointsClient, resources: ResourceManager
+    ) -> None:
+        model = f"e2e-image-{unique_marker()}"
+        model_id = endpoints_client.create_model(
+            model,
+            LiteLLMParamsBody(
+                model="openai/gpt-image-1-mini", api_key="os.environ/OPENAI_API_KEY"
+            ),
+        )
+        resources.defer(lambda: endpoints_client.delete_model(model_id))
+        key = resources.key()
+
+        result = endpoints_client.images(key, model, "Draw a cute cat")
+        require_successful_call(result)
+        parsed = ImagesResult.model_validate_json(result.body)
+        assert parsed.data, f"/images/generations returned no data: {result.body[:300]}"
+        first = parsed.data[0]
+        assert first.b64_json or first.url, (
+            f"generated image has neither b64_json nor url: {result.body[:300]}"
+        )
diff --git a/tests/e2e/llm_translation/test_messages_e2e.py b/tests/e2e/llm_translation/test_messages_e2e.py
new file mode 100644
index 00000000000..b0a48f22118
--- /dev/null
+++ b/tests/e2e/llm_translation/test_messages_e2e.py
@@ -0,0 +1,39 @@
+"""Live e2e: POST /v1/messages (Anthropic Messages API) returns a real completion.
+
+Registers an Anthropic deployment at runtime, drives the Messages endpoint through
+the gateway, and asserts an assistant message with text came back. Migrated from
+litellm-regression-tests/tests/test_inference_endpoints.py.
+"""
+
+from __future__ import annotations
+
+import pytest
+
+from e2e_config import unique_marker
+from e2e_http import require_successful_call
+from endpoints_client import EndpointsClient, MessagesResult
+from lifecycle import ResourceManager
+from models import LiteLLMParamsBody
+
+pytestmark = pytest.mark.e2e
+
+
+class TestAnthropicMessages:
+    def test_messages_returns_completion(
+        self, endpoints_client: EndpointsClient, resources: ResourceManager
+    ) -> None:
+        model = f"e2e-messages-{unique_marker()}"
+        model_id = endpoints_client.create_model(
+            model,
+            LiteLLMParamsBody(
+                model="anthropic/claude-haiku-4-5", api_key="os.environ/ANTHROPIC_API_KEY"
+            ),
+        )
+        resources.defer(lambda: endpoints_client.delete_model(model_id))
+        key = resources.key()
+
+        result = endpoints_client.messages(key, model, "reply with one word")
+        require_successful_call(result)
+        parsed = MessagesResult.model_validate_json(result.body)
+        assert parsed.role == "assistant", f"unexpected role: {result.body[:300]}"
+        assert parsed.text.strip(), f"/v1/messages returned no text: {result.body[:300]}"
diff --git a/tests/e2e/llm_translation/test_rerank_e2e.py b/tests/e2e/llm_translation/test_rerank_e2e.py
new file mode 100644
index 00000000000..4b30ac1ea5c
--- /dev/null
+++ b/tests/e2e/llm_translation/test_rerank_e2e.py
@@ -0,0 +1,49 @@
+"""Live e2e: POST /v1/rerank ranks documents by relevance.
+
+Registers a Cohere rerank deployment at runtime and asserts the endpoint returns
+scored results within the requested top_n. Migrated from
+litellm-regression-tests/tests/test_inference_endpoints.py.
+"""
+
+from __future__ import annotations
+
+import pytest
+
+from e2e_config import unique_marker
+from e2e_http import require_successful_call
+from endpoints_client import EndpointsClient, RerankResult
+from lifecycle import ResourceManager
+from models import LiteLLMParamsBody
+
+pytestmark = pytest.mark.e2e
+
+DOCUMENTS = [
+    "Carson City is the capital city of the American state of Nevada.",
+    "The Commonwealth of the Northern Mariana Islands is a group of islands in the Pacific Ocean.",
+    "Washington, D.C. is the capital of the United States.",
+    "Capital punishment has existed in the United States since before it was a country.",
+]
+
+
+class TestRerank:
+    def test_rerank_scores_top_n(
+        self, endpoints_client: EndpointsClient, resources: ResourceManager
+    ) -> None:
+        model = f"e2e-rerank-{unique_marker()}"
+        model_id = endpoints_client.create_model(
+            model,
+            LiteLLMParamsBody(model="cohere/rerank-v3.5", api_key="os.environ/COHERE_API_KEY"),
+        )
+        resources.defer(lambda: endpoints_client.delete_model(model_id))
+        key = resources.key()
+
+        result = endpoints_client.rerank(
+            key, model, "What is the capital of the United States?", DOCUMENTS, top_n=3
+        )
+        require_successful_call(result)
+        parsed = RerankResult.model_validate_json(result.body)
+        assert parsed.results, f"/rerank returned no results: {result.body[:300]}"
+        assert len(parsed.results) <= 3, f"top_n=3 not honored: {result.body[:300]}"
+        assert parsed.results[0].relevance_score is not None, (
+            f"top rerank result has no relevance_score: {result.body[:300]}"
+        )
diff --git a/tests/e2e/llm_translation/test_responses_e2e.py b/tests/e2e/llm_translation/test_responses_e2e.py
new file mode 100644
index 00000000000..743de79880f
--- /dev/null
+++ b/tests/e2e/llm_translation/test_responses_e2e.py
@@ -0,0 +1,36 @@
+"""Live e2e: POST /v1/responses returns a real completion.
+
+Registers an OpenAI deployment at runtime, drives the Responses API through the
+gateway, and asserts output text came back. Migrated from
+litellm-regression-tests/tests/test_inference_endpoints.py.
+"""
+
+from __future__ import annotations
+
+import pytest
+
+from e2e_config import unique_marker
+from e2e_http import require_successful_call
+from endpoints_client import EndpointsClient, ResponsesResult
+from lifecycle import ResourceManager
+from models import LiteLLMParamsBody
+
+pytestmark = pytest.mark.e2e
+
+
+class TestResponses:
+    def test_responses_returns_completion(
+        self, endpoints_client: EndpointsClient, resources: ResourceManager
+    ) -> None:
+        model = f"e2e-responses-{unique_marker()}"
+        model_id = endpoints_client.create_model(
+            model,
+            LiteLLMParamsBody(model="openai/gpt-4o-mini", api_key="os.environ/OPENAI_API_KEY"),
+        )
+        resources.defer(lambda: endpoints_client.delete_model(model_id))
+        key = resources.key()
+
+        result = endpoints_client.responses(key, model, "reply with one word")
+        require_successful_call(result)
+        parsed = ResponsesResult.model_validate_json(result.body)
+        assert parsed.text.strip(), f"/responses returned no output text: {result.body[:300]}"
diff --git a/tests/e2e/models.py b/tests/e2e/models.py
index 972f816905e..9f013130a05 100644
--- a/tests/e2e/models.py
+++ b/tests/e2e/models.py
@@ -35,6 +35,7 @@ class KeyGenerateBody(BaseModel):
     budget_limits: list[BudgetWindow] | None = None
     tpm_limit: int | None = None
     rpm_limit: int | None = None
+    allowed_routes: list[str] | None = None
 
 
 class KeyGenerateResponse(BaseModel):
@@ -284,3 +285,41 @@ class ModelInfoEntry(BaseModel):
 
 class ModelInfoResponse(BaseModel):
     data: list[ModelInfoEntry] = []
+
+
+# ---------- model management ----------
+
+
+class LiteLLMParamsBody(BaseModel):
+    """POST /model/new litellm_params: `model` is the only required field; `api_key`
+    et al may be an `os.environ/FOO` reference the proxy resolves at call time.
+    `input_cost_per_token`/`output_cost_per_token` register a per-deployment custom
+    pricing override; left None (and dropped from the body) the deployment keeps the
+    backend's canonical rate."""
+
+    model: str
+    api_key: str | None = None
+    api_base: str | None = None
+    api_version: str | None = None
+    input_cost_per_token: float | None = None
+    output_cost_per_token: float | None = None
+
+
+class ModelInfoBody(BaseModel):
+    id: str
+
+
+class ModelNewBody(BaseModel):
+    model_config = ConfigDict(protected_namespaces=())
+    model_name: str
+    litellm_params: LiteLLMParamsBody
+    model_info: ModelInfoBody
+
+
+class ModelNewResponse(BaseModel):
+    model_config = ConfigDict(protected_namespaces=())
+    model_id: str
+
+
+class ModelDeleteBody(BaseModel):
+    id: str

From 31c1ffc5a4341eee17eab9db14dac1411b6a3ffe Mon Sep 17 00:00:00 2001
From: mubashir1osmani <mubashir.osmani777@gmail.com>
Date: Sat, 4 Jul 2026 18:56:52 -0700
Subject: [PATCH 013/370] test(e2e): close coverage gaps across chat/responses,
 provider features, batches, prometheus, and langfuse eviction (#32165)

* fix(e2e): define SpendTagsResponse/TagSpend so spend suite collects

spend_tracking/spend_e2e_client.py imported SpendTagsResponse and
TagSpend from models, but neither was ever defined, so importing the
client raised ImportError and pytest aborted collection for the whole
e2e session. The tag-spend tests had never run.

Model /spend/tags as it actually answers: a bare array of per-tag
aggregates, so SpendTagsResponse is a RootModel[list[TagSpend]] like the
existing SpendLogs. spend_by_tags read a nonexistent spend_per_tag field
that also wouldn't match the array shape; it now reads .root, matching
how spend_logs consumes its RootModel.

* test(e2e): close coverage gaps across chat/responses, provider features, batches, prometheus, and langfuse eviction

Adds regression nets and gap-surfacing tests:

A1 (llm_translation/test_deepseek_reasoning_e2e.py): control case proves the
DeepSeek reasoner returns reasoning_content; two xfail(strict) cases document
that reasoning_effort='none' and thinking type='disabled' are silently dropped
(LIT-3686 / GH #27453)

A2 (llm_translation/test_chat_completions_regression_e2e.py and test_responses_e2e.py):
parametrized regression net asserting real completion content, not just a 200,
across the configured providers for /chat/completions and /responses (GH #28991)

A3 (llm_translation/test_provider_features_e2e.py): asserts service_tier is
honored and prompt-cache read tokens grow on a repeated cacheable prefix

A4 (batches/test_batches_e2e.py): mints a rate-limited key so the batch pre-call
rate limiter runs, then asserts no unattributed spend row is left behind by the
internal input-file retrieval (LIT-3266)

A5 (logging/test_prometheus_cardinality_e2e.py): drives one chat per distinct
key_alias and asserts each alias gets its own labeled series on /metrics

A6 (test_litellm/.../specialty_caches/test_dynamic_logging_cache.py): xfail(strict)
regression proving eviction must not close an httpx client still held by an
in-flight caller (LIT-3221 / GH #13034)

Extends tests/e2e/models.py with the typed request and response fields these
tests read (reasoning_effort, thinking, service_tier, key_alias, cache usage
fields, spend-log api_key)

Co-authored-by: Cursor <cursoragent@cursor.com>

* test(e2e): drop unused litellm-regression-tests submodule

The e2e suite migrated the regression cases into this repo; nothing
imports the submodule at runtime (only a provenance comment references
it), so the .gitmodules entry and gitlink pointing at a personal repo
would just make upstream CI init a submodule it never uses. Remove both
to keep the change test-only.

* test(e2e): drop A6 langfuse-eviction xfail; keep PR to live e2e coverage

The dynamic_logging_cache strict-xfail documented an unfixed shared-httpx-client
close-on-eviction bug (LIT-3221 / GH #13034). That is a non-trivial fix (thread
cleanup vs shared client teardown) and belongs in its own PR, not this e2e
coverage PR, so revert the file to its base state.

---------

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 tests/e2e/batches/conftest.py                 |  36 +++++
 tests/e2e/batches/test_batches_e2e.py         | 110 +++++++++++--
 tests/e2e/llm_translation/conftest.py         |   7 +
 .../test_chat_completions_regression_e2e.py   |  58 +++++++
 .../test_deepseek_reasoning_e2e.py            | 133 ++++++++++++++++
 .../test_provider_features_e2e.py             | 148 ++++++++++++++++++
 tests/e2e/logging/conftest.py                 |  37 +++++
 tests/e2e/logging/logging_client.py           |  48 ++++++
 .../test_prometheus_cardinality_e2e.py        |  70 +++++++++
 tests/e2e/models.py                           |  63 ++++++++
 10 files changed, 693 insertions(+), 17 deletions(-)
 create mode 100644 tests/e2e/llm_translation/test_chat_completions_regression_e2e.py
 create mode 100644 tests/e2e/llm_translation/test_deepseek_reasoning_e2e.py
 create mode 100644 tests/e2e/llm_translation/test_provider_features_e2e.py
 create mode 100644 tests/e2e/logging/conftest.py
 create mode 100644 tests/e2e/logging/logging_client.py
 create mode 100644 tests/e2e/logging/test_prometheus_cardinality_e2e.py

diff --git a/tests/e2e/batches/conftest.py b/tests/e2e/batches/conftest.py
index 92905b33eee..2c6070c437a 100644
--- a/tests/e2e/batches/conftest.py
+++ b/tests/e2e/batches/conftest.py
@@ -4,13 +4,49 @@
 live in the parent tests/e2e/conftest.py. BatchClient holds the shared Gateway, so
 the `resources` fixture cleans up keys through it; tests register file deletes and
 batch cancels via `resources.defer(...)`.
+
+Batch deployments (openai-batch, azure-batch, vertex-batch, ...) are registered
+once per session via /model/new and deleted on teardown so they need not live in
+the proxy config.
 """
 
+from __future__ import annotations
+
+from typing import Iterator
+
 import pytest
 
 from batch_client import BatchClient, build_client
+from capabilities import PROVIDERS
+from e2e_http import NoBody
+
+
+def pytest_configure(config: pytest.Config) -> None:
+    config.addinivalue_line(
+        "markers",
+        "covers: registry cell a test covers, e.g. llm.batches.openai.basic.nonstream.works",
+    )
 
 
 @pytest.fixture(scope="session")
 def client() -> BatchClient:
     return build_client()
+
+
+@pytest.fixture(scope="session")
+def batch_deployments(client: BatchClient) -> Iterator[None]:
+    probe = client.gateway.probe("/health/liveliness", params=NoBody())
+    if not probe.healthy:
+        yield
+        return
+
+    registered: list[str] = []
+    try:
+        for provider in PROVIDERS:
+            registered.append(
+                client.create_model(provider.model, provider.litellm_params())
+            )
+        yield
+    finally:
+        for model_id in registered:
+            client.delete_model(model_id)
diff --git a/tests/e2e/batches/test_batches_e2e.py b/tests/e2e/batches/test_batches_e2e.py
index 1141e2f6a2f..a998f962c04 100644
--- a/tests/e2e/batches/test_batches_e2e.py
+++ b/tests/e2e/batches/test_batches_e2e.py
@@ -16,12 +16,13 @@
 from __future__ import annotations
 
 import json
-import os
 import time
 from typing import Callable
 
 import pytest
 
+from e2e_config import unique_marker
+
 from batch_client import (
     BatchClient,
     BatchCreateBody,
@@ -42,16 +43,36 @@
     FileUploadForm,
     Result,
     StreamingResponse,
+    Success,
+    UnknownApiError,
     require_successful_call,
     unwrap,
 )
 from lifecycle import ResourceManager
+from models import KeyGenerateBody, SpendLogRow, SpendLogsParams
 
 pytestmark = pytest.mark.e2e
 
 CREATED_BATCH_STATUSES = {"validating", "in_progress", "finalizing"}
 BATCH_CANCEL_DELAY_SECONDS = 2
 BATCH_TERMINAL_BEFORE_CANCEL = {"failed", "cancelled", "expired"}
+BATCH_CANCEL_RETRIES = 3
+
+
+def cancel_batch(
+    client: BatchClient, batch_id: str, *, key: str, provider: str | None
+) -> BatchObject:
+    last = client.cancel_batch(batch_id, key=key, provider=provider)
+    for _ in range(BATCH_CANCEL_RETRIES - 1):
+        match last:
+            case Success(data=data):
+                return data
+            case UnknownApiError(status_code=500):
+                time.sleep(1)
+                last = client.cancel_batch(batch_id, key=key, provider=provider)
+            case _:
+                break
+    return unwrap(last)
 
 
 def render_jsonl(model: str) -> bytes:
@@ -146,7 +167,10 @@ def assert_batch_object(batch: BatchObject) -> None:
 
 @pytest.mark.parametrize("cap", CAPABILITIES, ids=[c.id for c in CAPABILITIES])
 def test_batch_lifecycle(
-    cap: Capability, client: BatchClient, resources: ResourceManager
+    cap: Capability,
+    client: BatchClient,
+    resources: ResourceManager,
+    batch_deployments: None,
 ) -> None:
     key = resources.key()
     provider = op_provider(cap)
@@ -199,11 +223,9 @@ def test_batch_lifecycle(
         )
         if pre_cancel.status == "completed":
             return
-        cancelled = unwrap(client.cancel_batch(batch.id, key=key, provider=provider))
+        cancelled = cancel_batch(client, batch.id, key=key, provider=provider)
         assert cancelled.id == batch.id
         assert cancelled.object == "batch"
-        # Vertex cancel is async: the job may still show its pre-cancel status
-        # briefly before transitioning to cancelling/cancelled.
         valid_post_cancel = {"cancelling", "cancelled"}
         if cap.provider == "vertex_ai":
             valid_post_cancel |= CREATED_BATCH_STATUSES
@@ -213,7 +235,6 @@ def test_batch_lifecycle(
 
     if cap.can_list:
         listed = unwrap(client.list_batches(key=key, provider=provider))
-        # OpenAI includes object="list"; Azure provider list often omits the envelope field.
         if listed.object is not None:
             assert listed.object == "list", f"list envelope object={listed.object!r}"
         match = next((b for b in listed.data if b.id == batch.id), None)
@@ -222,7 +243,7 @@ def test_batch_lifecycle(
 
 
 def test_batch_key_model_access_denied(
-    client: BatchClient, resources: ResourceManager
+    client: BatchClient, resources: ResourceManager, batch_deployments: None
 ) -> None:
     key = resources.key(models=["openai-batch"])
 
@@ -257,7 +278,7 @@ def test_batch_key_model_access_denied(
 
 
 def test_file_upload_and_delete_outputs(
-    client: BatchClient, resources: ResourceManager
+    client: BatchClient, resources: ResourceManager, batch_deployments: None
 ) -> None:
     key = resources.key()
     file = unwrap(
@@ -276,14 +297,69 @@ def test_file_upload_and_delete_outputs(
     assert deleted.deleted is True, "file was not reported deleted"
 
 
-def test_anthropic_batch_retrieve(client: BatchClient, scoped_key: str) -> None:
-    batch_id = os.environ.get("ANTHROPIC_BATCH_ID")
-    if not batch_id:
-        pytest.skip(
-            "set ANTHROPIC_BATCH_ID to a real anthropic batch id to exercise retrieve"
+def unattributed_rows(rows: list[SpendLogRow]) -> list[SpendLogRow]:
+    """Spend rows that carry no caller identity (empty api_key).
+
+    Every request the proxy bills is stamped with the calling key. A row with no
+    api_key is one the proxy could not attribute; LIT-3266 is exactly this: the
+    batch rate limiter's internal input-file read ran without the batch's auth
+    metadata, landing a spend row with empty api_key/user. The symptom is not
+    tied to a single call_type, so this catches any unattributed row rather than
+    only a named file-content one.
+    """
+    return [row for row in rows if not row.api_key]
+
+
+def test_rate_limited_batch_create_leaves_no_unattributed_spend_row(
+    client: BatchClient, resources: ResourceManager, batch_deployments: None
+) -> None:
+    """LIT-3266: creating a batch on a rate-limited key runs the batch rate
+    limiter, which reads the input file to count tokens (the limiter only reads
+    the file when the key has applicable rpm/tpm limits, so an unlimited key
+    hides the path). That internal read must carry the batch's auth metadata;
+    the reported gap was that it did not, spawning a spend-log row with empty
+    api_key/user. Create returning 200 is not a reliable signal (the read error
+    is swallowed), so this asserts the hygiene contract instead: the operation
+    introduces no new unattributed spend row.
+
+    The key sets generous rpm/tpm limits (not a restrictive model allowlist) so
+    the file-read path fires while the batch itself is not blocked.
+    ``resources.key()`` cannot set limits, so the key is minted on the gateway
+    directly and its delete deferred.
+    """
+    user_id = f"e2e-batch-rl-{unique_marker()}"
+    key = client.gateway.generate_key(
+        KeyGenerateBody(models=[], tpm_limit=1_000_000, rpm_limit=1_000, user_id=user_id)
+    )
+    resources.defer(lambda: client.gateway.delete_key(key))
+
+    before = frozenset(
+        row.request_id for row in unattributed_rows(client.gateway.spend_logs(SpendLogsParams()))
+    )
+
+    file = unwrap(
+        client.upload_file(
+            content=render_jsonl("gpt-4o-mini"),
+            form=FileUploadForm(purpose="batch"),
+            model="openai-batch",
+            key=key,
         )
-    fetched = unwrap(
-        client.retrieve_batch(batch_id, key=scoped_key, provider="anthropic")
     )
-    assert fetched.id == batch_id
-    assert fetched.status
+    resources.defer(quietly(lambda: client.delete_file(file.id, key=key)))
+
+    created = client.create_batch(body=BatchCreateBody(input_file_id=file.id), key=key)
+    require_successful_call(created)
+    batch = BatchObject.model_validate_json(created.body)
+    resources.defer(quietly(lambda: client.cancel_batch(batch.id, key=key)))
+
+    _ = client.gateway.poll_logs_for_key(key, min_rows=1)
+
+    new_orphans = [
+        row
+        for row in unattributed_rows(client.gateway.spend_logs(SpendLogsParams()))
+        if row.request_id not in before
+    ]
+    assert not new_orphans, (
+        "batch create on a rate-limited key left an unattributed spend row "
+        f"(LIT-3266); rows={[(r.request_id, r.call_type, r.model) for r in new_orphans]}"
+    )
diff --git a/tests/e2e/llm_translation/conftest.py b/tests/e2e/llm_translation/conftest.py
index 014e056d06d..2a87ef7259d 100644
--- a/tests/e2e/llm_translation/conftest.py
+++ b/tests/e2e/llm_translation/conftest.py
@@ -11,6 +11,13 @@
 from passthrough_client import PassthroughClient, build_client
 
 
+def pytest_configure(config: pytest.Config) -> None:
+    config.addinivalue_line(
+        "markers",
+        "covers: registry cell a test covers, e.g. llm.chat_completions.provider.basic.nonstream.works",
+    )
+
+
 @pytest.fixture(scope="session")
 def client() -> PassthroughClient:
     return build_client()
diff --git a/tests/e2e/llm_translation/test_chat_completions_regression_e2e.py b/tests/e2e/llm_translation/test_chat_completions_regression_e2e.py
new file mode 100644
index 00000000000..269cb5d6d22
--- /dev/null
+++ b/tests/e2e/llm_translation/test_chat_completions_regression_e2e.py
@@ -0,0 +1,58 @@
+"""Live regression net for /chat/completions across the configured providers.
+
+GH #28991 broke /chat/completions (and /responses) for most models on some
+releases: a clean 200 came back but with no real completion. A status check
+alone would not have caught it, so each case here asserts the product promise -
+a non-empty assistant message and a real model name in the body - across the
+three providers wired into the gateway config (OpenAI, Anthropic, Gemini). A
+regression that empties the completion for any provider fails that provider's
+row here.
+"""
+
+from __future__ import annotations
+
+import pytest
+
+from e2e_config import unique_marker
+from e2e_http import unwrap
+from models import ChatBody, ChatMessage
+from passthrough_client import PassthroughClient
+
+pytestmark = pytest.mark.e2e
+
+CHAT_MODELS: tuple[tuple[str, str], ...] = (
+    ("gpt-5.5", "openai"),
+    ("claude-haiku-4-5", "anthropic"),
+    ("gemini-2.5-flash", "gemini"),
+)
+
+
+class TestChatCompletionsRegression:
+    @pytest.mark.parametrize(
+        ("model", "route"),
+        CHAT_MODELS,
+        ids=[f"{model}-{route}" for model, route in CHAT_MODELS],
+    )
+    @pytest.mark.covers("llm.chat_completions.provider.basic.nonstream.works", exercised_on=[])
+    def test_chat_returns_real_completion(
+        self, client: PassthroughClient, scoped_key: str, model: str, route: str
+    ) -> None:
+        response = unwrap(
+            client.gateway.chat(
+                scoped_key,
+                ChatBody(
+                    model=model,
+                    messages=[
+                        ChatMessage(role="user", content=f"reply with one word {unique_marker()}")
+                    ],
+                    max_tokens=512,
+                ),
+            )
+        )
+
+        assert response.model, f"{model} ({route}): response carried no model name: {response}"
+        assert response.choices, f"{model} ({route}): response had no choices: {response}"
+        message = response.choices[0].message
+        assert message is not None and message.content and message.content.strip(), (
+            f"{model} ({route}): 200 with an empty completion (#28991): {response}"
+        )
diff --git a/tests/e2e/llm_translation/test_deepseek_reasoning_e2e.py b/tests/e2e/llm_translation/test_deepseek_reasoning_e2e.py
new file mode 100644
index 00000000000..f8f229aa2a7
--- /dev/null
+++ b/tests/e2e/llm_translation/test_deepseek_reasoning_e2e.py
@@ -0,0 +1,133 @@
+"""Live e2e: DeepSeek reasoner honors a request to turn reasoning OFF.
+
+DeepSeek's reasoner defaults thinking ON and surfaces the chain as
+``message.reasoning_content``. Two documented ways to disable it are
+``reasoning_effort="none"`` and ``thinking={"type": "disabled"}``. Today the
+DeepSeek param mapper (``litellm/llms/deepseek/chat/transformation.py``
+``map_openai_params``) drops both without forwarding any disable signal, so the
+outbound body carries no ``thinking`` key and DeepSeek keeps thinking on; the
+response still comes back with ``reasoning_content``. That is the product gap
+tracked by LIT-3686 / GH #27453.
+
+The control case proves the model and path work (reasoning is returned when
+nothing asks to disable it), so the two disable assertions are meaningful. Those
+two are marked xfail(strict) until the mapper forwards a real disable signal; an
+xpass then alerts that the fix landed.
+
+Requires DEEPSEEK_API_KEY on the proxy (tests/e2e/.env). No skip gate: once the
+proxy is up, a failure here is real, per the suite's hard-fail contract.
+"""
+
+from __future__ import annotations
+
+import pytest
+
+from e2e_config import unique_marker
+from e2e_http import unwrap
+from lifecycle import ResourceManager
+from models import ChatBody, ChatMessage, ChatResponse, LiteLLMParamsBody, ThinkingParam
+from passthrough_client import PassthroughClient
+
+pytestmark = pytest.mark.e2e
+
+REASONER = "deepseek/deepseek-reasoner"
+PROMPT = "What is 17 + 26? Answer with just the number."
+
+
+def _register_reasoner(client: PassthroughClient, resources: ResourceManager) -> str:
+    model = f"e2e-deepseek-reasoner-{unique_marker()}"
+    model_id = client.gateway.create_model(
+        model,
+        LiteLLMParamsBody(model=REASONER, api_key="os.environ/DEEPSEEK_API_KEY"),
+    )
+    resources.defer(lambda: client.gateway.delete_model(model_id))
+    return model
+
+
+def _reasoning_content(response: ChatResponse) -> str | None:
+    assert response.choices, f"reasoner returned no choices: {response}"
+    message = response.choices[0].message
+    assert message is not None, f"reasoner choice has no message: {response}"
+    return message.reasoning_content
+
+
+class TestDeepSeekReasoningDisable:
+    def test_reasoner_returns_reasoning_by_default(
+        self, client: PassthroughClient, resources: ResourceManager
+    ) -> None:
+        model = _register_reasoner(client, resources)
+        key = resources.key()
+
+        response = unwrap(
+            client.gateway.chat(
+                key,
+                ChatBody(
+                    model=model,
+                    messages=[ChatMessage(role="user", content=PROMPT)],
+                    max_tokens=64,
+                ),
+            )
+        )
+        reasoning = _reasoning_content(response)
+        assert reasoning, (
+            "control case: deepseek-reasoner returned no reasoning_content with no "
+            f"disable param, so the disable assertions below can't be trusted: {response}"
+        )
+
+    @pytest.mark.xfail(
+        strict=True,
+        reason=(
+            "LIT-3686 / GH #27453: DeepSeek reasoning_effort='none' and "
+            "thinking type='disabled' are silently dropped; reasoning not disabled"
+        ),
+    )
+    def test_reasoning_effort_none_disables_reasoning(
+        self, client: PassthroughClient, resources: ResourceManager
+    ) -> None:
+        model = _register_reasoner(client, resources)
+        key = resources.key()
+
+        response = unwrap(
+            client.gateway.chat(
+                key,
+                ChatBody(
+                    model=model,
+                    messages=[ChatMessage(role="user", content=PROMPT)],
+                    max_tokens=64,
+                    reasoning_effort="none",
+                ),
+            )
+        )
+        assert not _reasoning_content(response), (
+            "reasoning_effort='none' must disable reasoning, but reasoning_content "
+            f"is still present: {response}"
+        )
+
+    @pytest.mark.xfail(
+        strict=True,
+        reason=(
+            "LIT-3686 / GH #27453: DeepSeek reasoning_effort='none' and "
+            "thinking type='disabled' are silently dropped; reasoning not disabled"
+        ),
+    )
+    def test_thinking_disabled_disables_reasoning(
+        self, client: PassthroughClient, resources: ResourceManager
+    ) -> None:
+        model = _register_reasoner(client, resources)
+        key = resources.key()
+
+        response = unwrap(
+            client.gateway.chat(
+                key,
+                ChatBody(
+                    model=model,
+                    messages=[ChatMessage(role="user", content=PROMPT)],
+                    max_tokens=64,
+                    thinking=ThinkingParam(type="disabled"),
+                ),
+            )
+        )
+        assert not _reasoning_content(response), (
+            "thinking={'type': 'disabled'} must disable reasoning, but "
+            f"reasoning_content is still present: {response}"
+        )
diff --git a/tests/e2e/llm_translation/test_provider_features_e2e.py b/tests/e2e/llm_translation/test_provider_features_e2e.py
new file mode 100644
index 00000000000..9c99c1be161
--- /dev/null
+++ b/tests/e2e/llm_translation/test_provider_features_e2e.py
@@ -0,0 +1,148 @@
+"""Live e2e for model-specific request features: service_tier and prompt caching.
+
+Each case asserts the feature took effect, not just a 200.
+
+service_tier is an OpenAI concept. The proxy forwards it and the provider echoes
+the tier back on the response, so sending a non-default tier ("flex") and reading
+it back off ``service_tier`` proves the param was honored end to end; litellm's own
+default injection would report "default", so a "flex" echo can only come from the
+request being forwarded. Bedrock and Vertex do not accept service_tier, so that
+cell is OpenAI-only by design.
+
+Prompt caching is asserted through provider prompt-cache usage tokens. The
+deterministic path is explicit ``cache_control`` on an Anthropic-family model
+(here Bedrock's Claude): a large cacheable prefix is sent twice and the second
+call must report ``cache_read_input_tokens > 0``. OpenAI and Gemini only offer
+implicit automatic caching, which does not deterministically produce a cache read
+within a test window (verified: repeated >3k-token prompts kept
+``prompt_tokens_details.cached_tokens`` at 0), so those caching cells are out of
+scope here and covered only by the explicit-cache-control Bedrock case.
+"""
+
+from __future__ import annotations
+
+import pytest
+from pydantic import BaseModel
+
+from e2e_config import unique_marker
+from e2e_http import unwrap
+from lifecycle import ResourceManager
+from models import ChatBody, ChatMessage, ChatResponse, LiteLLMParamsBody
+from passthrough_client import PassthroughClient
+
+pytestmark = pytest.mark.e2e
+
+SERVICE_TIER = "flex"
+CACHE_MIN_READ_TOKENS = 1
+
+
+class CacheControl(BaseModel):
+    type: str = "ephemeral"
+
+
+class CacheTextBlock(BaseModel):
+    type: str = "text"
+    text: str
+    cache_control: CacheControl | None = None
+
+
+class RichMessage(BaseModel):
+    role: str
+    content: list[CacheTextBlock]
+
+
+class CacheChatBody(BaseModel):
+    model: str
+    messages: list[RichMessage]
+    max_tokens: int
+
+
+def cacheable_prefix() -> str:
+    return (
+        "You are a policy compliance auditor. The following corpus is the immutable "
+        "reference the assistant must consult on every turn. "
+    ) + ("Clause: obey all safety, formatting, and citation rules exactly. " * 400)
+
+
+def post_chat(client: PassthroughClient, key: str, body: BaseModel) -> ChatResponse:
+    return unwrap(
+        client.gateway.transport.post(
+            "/chat/completions",
+            headers=client.gateway.transport.bearer(key),
+            json=body,
+            response_type=ChatResponse,
+        )
+    )
+
+
+class TestServiceTier:
+    @pytest.mark.covers("llm.chat_completions.openai.service_tier.works", exercised_on=[])
+    def test_openai_service_tier_is_echoed(
+        self, client: PassthroughClient, resources: ResourceManager
+    ) -> None:
+        model = f"e2e-service-tier-{unique_marker()}"
+        model_id = client.gateway.create_model(
+            model, LiteLLMParamsBody(model="openai/gpt-5.5", api_key="os.environ/OPENAI_API_KEY")
+        )
+        resources.defer(lambda: client.gateway.delete_model(model_id))
+        key = resources.key()
+
+        response = unwrap(
+            client.gateway.chat(
+                key,
+                ChatBody(
+                    model=model,
+                    messages=[ChatMessage(role="user", content="reply with one word")],
+                    max_tokens=64,
+                    service_tier=SERVICE_TIER,
+                ),
+            )
+        )
+        assert response.service_tier == SERVICE_TIER, (
+            f"service_tier not honored: sent {SERVICE_TIER!r}, response reported "
+            f"{response.service_tier!r} ({response})"
+        )
+
+
+class TestPromptCaching:
+    @pytest.mark.covers(
+        "llm.chat_completions.bedrock_converse.prompt_cache_5m.nonstream.cache_hit", exercised_on=[]
+    )
+    def test_bedrock_cache_control_produces_cache_read(
+        self, client: PassthroughClient, resources: ResourceManager
+    ) -> None:
+        model = f"e2e-bedrock-cache-{unique_marker()}"
+        model_id = client.gateway.create_model(
+            model,
+            LiteLLMParamsBody(
+                model="bedrock/us.anthropic.claude-haiku-4-5-20251001-v1:0",
+                aws_region_name="us-east-1",
+            ),
+        )
+        resources.defer(lambda: client.gateway.delete_model(model_id))
+        key = resources.key()
+
+        body = CacheChatBody(
+            model=model,
+            max_tokens=32,
+            messages=[
+                RichMessage(
+                    role="user",
+                    content=[
+                        CacheTextBlock(text=cacheable_prefix(), cache_control=CacheControl()),
+                        CacheTextBlock(text="Answer in one word: acknowledged?"),
+                    ],
+                )
+            ],
+        )
+
+        first = post_chat(client, key, body)
+        assert first.usage is not None, f"first call reported no usage: {first}"
+
+        second = post_chat(client, key, body)
+        assert second.usage is not None, f"second call reported no usage: {second}"
+        cache_read = second.usage.cache_read_input_tokens
+        assert cache_read is not None and cache_read >= CACHE_MIN_READ_TOKENS, (
+            "second identical request did not read the prompt cache: "
+            f"cache_read_input_tokens={cache_read!r} (usage={second.usage})"
+        )
diff --git a/tests/e2e/logging/conftest.py b/tests/e2e/logging/conftest.py
new file mode 100644
index 00000000000..40c19aefca7
--- /dev/null
+++ b/tests/e2e/logging/conftest.py
@@ -0,0 +1,37 @@
+"""Fixtures for the Datadog logging suite.
+
+These tests drive the Datadog batch-send path (#25663) directly against the real
+Datadog logs intake with synthetic events - no LLM calls, no proxy, no log
+read-back - so they need only the shipping credentials DD_API_KEY + DD_SITE
+(DD_SERVICE is an optional tag). No Datadog Application key is required, and they
+skip when the shipping credentials are absent from the environment.
+"""
+
+import os
+
+import pytest
+
+from logging_client import LoggingClient, build_logging_client
+
+
+def pytest_configure(config: pytest.Config) -> None:
+    config.addinivalue_line(
+        "markers",
+        "covers: registry cell a test covers, e.g. logging.datadog.success.writes_object",
+    )
+
+
+@pytest.fixture(scope="session")
+def client() -> LoggingClient:
+    """The logging suite's client: holds the shared Gateway so `resources` /
+    `scoped_key` clean up keys, and adds `/metrics` scraping."""
+    return build_logging_client()
+
+
+@pytest.fixture
+def datadog_creds() -> None:
+    """Gate the suite on the Datadog shipping credentials. The DataDogLogger is built
+    inside each async test, not here, because its __init__ schedules a periodic-flush
+    task via asyncio.create_task and so needs a running event loop."""
+    if not (os.getenv("DD_API_KEY") and os.getenv("DD_SITE")):
+        pytest.skip("set DD_API_KEY and DD_SITE to run the Datadog logging suite")
diff --git a/tests/e2e/logging/logging_client.py b/tests/e2e/logging/logging_client.py
new file mode 100644
index 00000000000..a3213fbdb00
--- /dev/null
+++ b/tests/e2e/logging/logging_client.py
@@ -0,0 +1,48 @@
+"""Client for the logging e2e suite: drive traffic and scrape the proxy's
+Prometheus ``/metrics`` endpoint.
+
+Holds the shared Gateway so the ``resources`` fixture cleans up keys it creates.
+``/metrics`` is exposed as plaintext (not a typed JSON body), so scraping goes
+through ``transport.probe`` and returns the raw exposition text for a Prometheus
+parser to read.
+"""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+
+from e2e_gateway import Gateway, build_gateway
+from e2e_http import NoBody, unwrap
+from models import ChatBody, ChatMessage, ChatResponse, KeyGenerateBody
+
+
+@dataclass(frozen=True, slots=True)
+class LoggingClient:
+    gateway: Gateway
+
+    def key_with_alias(self, alias: str, *, models: list[str]) -> str:
+        return self.gateway.generate_key(
+            KeyGenerateBody(key_alias=alias, models=models, user_id=f"e2e-{alias}")
+        )
+
+    def delete_key(self, key: str) -> None:
+        self.gateway.delete_key(key)
+
+    def chat(self, key: str, model: str, text: str) -> ChatResponse:
+        return unwrap(
+            self.gateway.chat(
+                key,
+                ChatBody(
+                    model=model,
+                messages=[ChatMessage(role="user", content=text)],
+                max_tokens=64,
+                ),
+            )
+        )
+
+    def scrape_metrics(self) -> str:
+        return self.gateway.probe("/metrics", params=NoBody()).body
+
+
+def build_logging_client() -> LoggingClient:
+    return LoggingClient(gateway=build_gateway())
diff --git a/tests/e2e/logging/test_prometheus_cardinality_e2e.py b/tests/e2e/logging/test_prometheus_cardinality_e2e.py
new file mode 100644
index 00000000000..163293a3009
--- /dev/null
+++ b/tests/e2e/logging/test_prometheus_cardinality_e2e.py
@@ -0,0 +1,70 @@
+"""Live e2e: Prometheus request metrics grow one series per virtual key.
+
+The proxy exposes ``/metrics`` (prometheus is in the callbacks and
+``require_auth_for_metrics_endpoint`` is off in the e2e config). The counter
+``litellm_requests_metric_total`` carries an ``api_key_alias`` label, so driving
+traffic through keys with distinct aliases must produce a distinct labeled series
+per alias. This is the per-key cardinality contract: a regression that stops
+stamping ``api_key_alias`` (or collapses every key onto one series) would drop
+the aliases and fail here.
+
+Scraping goes through ``transport.probe`` (raw text) and is parsed with
+prometheus_client; the metric is eventually consistent (it increments on the
+success-logging callback), so the scrape polls to a deadline.
+"""
+
+from __future__ import annotations
+
+import time
+
+import pytest
+from prometheus_client.parser import text_string_to_metric_families
+
+from e2e_config import unique_marker
+from lifecycle import ResourceManager
+from logging_client import LoggingClient
+
+pytestmark = pytest.mark.e2e
+
+DRIVER_MODEL = "gemini-2.5-flash"
+REQUESTS_METRIC = "litellm_requests_metric_total"
+ALIAS_LABEL = "api_key_alias"
+DISTINCT_KEYS = 3
+
+
+def _aliases_in_metric(exposition: str, metric: str, label: str) -> frozenset[str]:
+    """The set of ``label`` values present on ``metric`` samples in a scrape."""
+    return frozenset(
+        sample.labels[label]
+        for family in text_string_to_metric_families(exposition)
+        for sample in family.samples
+        if sample.name == metric and label in sample.labels
+    )
+
+
+class TestPrometheusPerKeyCardinality:
+    @pytest.mark.covers("logging.prometheus.success.exports_metric", exercised_on=[])
+    def test_distinct_key_aliases_produce_distinct_series(
+        self, client: LoggingClient, resources: ResourceManager
+    ) -> None:
+        aliases = tuple(f"e2e-prom-{unique_marker()}" for _ in range(DISTINCT_KEYS))
+        for alias in aliases:
+            key = client.key_with_alias(alias, models=[DRIVER_MODEL])
+            resources.defer(lambda k=key: client.delete_key(k))
+            response = client.chat(key, DRIVER_MODEL, f"reply with one word {alias}")
+            assert response.model, f"driver call for {alias} returned no model: {response}"
+
+        wanted = frozenset(aliases)
+        deadline = time.monotonic() + client.gateway.poll_timeout
+        seen: frozenset[str] = frozenset()
+        while time.monotonic() < deadline:
+            seen = _aliases_in_metric(client.scrape_metrics(), REQUESTS_METRIC, ALIAS_LABEL)
+            if wanted <= seen:
+                break
+            time.sleep(client.gateway.poll_interval)
+
+        missing = wanted - seen
+        assert not missing, (
+            f"{REQUESTS_METRIC} is missing a per-key series for aliases {sorted(missing)}; "
+            f"each distinct {ALIAS_LABEL} must grow its own series"
+        )
diff --git a/tests/e2e/models.py b/tests/e2e/models.py
index 9f013130a05..075880eb126 100644
--- a/tests/e2e/models.py
+++ b/tests/e2e/models.py
@@ -6,6 +6,8 @@
 
 from __future__ import annotations
 
+from typing import Literal
+
 from pydantic import BaseModel, ConfigDict, RootModel
 
 # ---------- keys ----------
@@ -30,6 +32,7 @@ class KeyGenerateBody(BaseModel):
     user_id: str | None = None
     team_id: str | None = None
     budget_id: str | None = None
+    key_alias: str | None = None
     model_max_budget: dict[str, ModelBudgetEntry] | None = None
     budget_fallbacks: dict[str, list[str]] | None = None
     budget_limits: list[BudgetWindow] | None = None
@@ -88,6 +91,16 @@ class ChatMessage(BaseModel):
     content: str
 
 
+class ThinkingParam(BaseModel):
+    """Extended-thinking control shared by Anthropic and DeepSeek reasoner models.
+    DeepSeek accepts only ``type`` (enabled/disabled) and ignores budget_tokens;
+    Anthropic also honors budget_tokens. Sending ``type="disabled"`` is the
+    product-facing way a caller turns reasoning off (LIT-3686 / GH #27453)."""
+
+    type: Literal["enabled", "disabled"]
+    budget_tokens: int | None = None
+
+
 class ChatBody(BaseModel):
     model: str
     messages: list[ChatMessage]
@@ -95,6 +108,9 @@ class ChatBody(BaseModel):
     max_tokens: int | None = None
     user: str | None = None
     metadata: ChatMetadata | None = None
+    reasoning_effort: str | None = None
+    thinking: ThinkingParam | None = None
+    service_tier: str | None = None
 
 
 class AnthropicMessagesBody(BaseModel):
@@ -105,16 +121,24 @@ class AnthropicMessagesBody(BaseModel):
 
 class OutMessage(BaseModel):
     content: str | None = None
+    reasoning_content: str | None = None
 
 
 class ChatChoice(BaseModel):
     message: OutMessage | None = None
 
 
+class PromptTokensDetails(BaseModel):
+    cached_tokens: int | None = None
+
+
 class Usage(BaseModel):
     prompt_tokens: int | None = None
     completion_tokens: int | None = None
     total_tokens: int | None = None
+    cache_read_input_tokens: int | None = None
+    cache_creation_input_tokens: int | None = None
+    prompt_tokens_details: PromptTokensDetails | None = None
 
 
 class ChatResponse(BaseModel):
@@ -122,6 +146,7 @@ class ChatResponse(BaseModel):
     model: str | None = None
     choices: list[ChatChoice] = []
     usage: Usage | None = None
+    service_tier: str | None = None
 
 
 class EmbedBody(BaseModel):
@@ -166,6 +191,7 @@ class OcrResponse(BaseModel):
 
 class SpendLogRow(BaseModel):
     request_id: str | None = None
+    api_key: str | None = None
     model: str | None = None
     spend: float | None = None
     status: str | None = None
@@ -287,6 +313,32 @@ class ModelInfoResponse(BaseModel):
     data: list[ModelInfoEntry] = []
 
 
+class FileEntry(BaseModel):
+    id: str
+
+
+class FileListResponse(BaseModel):
+    """GET /files answer. `data` is required on purpose: a 200 whose body lacks
+    the OpenAI-format file list must fail validation, not pass vacuously."""
+
+    data: list[FileEntry]
+
+
+class FineTuningJobsParams(BaseModel):
+    custom_llm_provider: Literal["openai", "azure"]
+
+
+class FineTuningJobEntry(BaseModel):
+    id: str
+
+
+class FineTuningJobsResponse(BaseModel):
+    """GET /fine_tuning/jobs answer; `data` required for the same reason as
+    FileListResponse."""
+
+    data: list[FineTuningJobEntry]
+
+
 # ---------- model management ----------
 
 
@@ -301,12 +353,23 @@ class LiteLLMParamsBody(BaseModel):
     api_key: str | None = None
     api_base: str | None = None
     api_version: str | None = None
+    aws_region_name: str | None = None
+    vertex_project: str | None = None
+    vertex_location: str | None = None
+    vertex_credentials: str | None = None
+    bucket_name: str | None = None
+    s3_bucket_name: str | None = None
+    s3_region_name: str | None = None
+    s3_access_key_id: str | None = None
+    s3_secret_access_key: str | None = None
+    aws_batch_role_arn: str | None = None
     input_cost_per_token: float | None = None
     output_cost_per_token: float | None = None
 
 
 class ModelInfoBody(BaseModel):
     id: str
+    mode: Literal["batch", "realtime", "image_generation"] | None = None
 
 
 class ModelNewBody(BaseModel):

From 03271de52784bf135e9153f9f1d28e185a534c5f Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 4 Jul 2026 19:07:47 -0700
Subject: [PATCH 014/370] chore: add latest model rule to CLAUDE.md (#32164)

* chore: add latest model rule to CLAUDE.md

* chore: correct grammar mistake

* chore: make the rule more concise

* chore: replace rule instead

* chore: revise wording to override memories, etc.

* chore: slightly adjust wording to be more precise
---
 CLAUDE.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/CLAUDE.md b/CLAUDE.md
index 651a88bf9aa..683993c9476 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -51,7 +51,7 @@ Every lint or type suppression must name the exact rule inside brackets and carr
 
 Commit and push your work when you're done without asking
 
-When you must use real LLM models to, for example, write e2e tests, write a QA runbook, etc., make sure to use the latest models (doesn't have to be smartest, can also be a modern small, fast one. No strong preference for smart vs fast here, just use something modern) as of the year and month of the current date. Do a web search as necessary to figure that out
+When referencing or running models (coding, QA'ing, writing docs, writing tests, etc.), use the latest model in that model family unless otherwise specified; treat your training knowledge, memories, configs, and tests as stale, and determine the family's latest with model_prices_and_context_window.json or the web
 
 If you're an internal contributor, when creating a new PR, the typical flow is to branch off litellm_internal_staging and create a branch prefixed with litellm_. Do not create a branch prefixed with claude/ and generally do not have / in your branch names
 

From b905682413c2d9535b0099ab9cc572284a9258f1 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 4 Jul 2026 19:14:53 -0700
Subject: [PATCH 015/370] test: de-flake langfuse callbacks-in-db e2e test

The test posted /config/update, slept a fixed 20s, then fired a single chat request with no readiness check or retry. When the single-process proxy was momentarily not accepting connections in that window, the request failed with a bare openai.APIConnectionError and took the whole job down, since the suite runs against one shared container with pytest -x

Gate the chat request behind a /health/liveliness poll, retry it on connection errors only so real HTTP errors and the Langfuse assertion still fail the test, close the previously leaked aiohttp session, and target 127.0.0.1 instead of the 0.0.0.0 bind address. In CI, give the proxy container --restart on-failure so an intermittent crash recovers instead of leaving the port dead for the rest of the run
---
 .circleci/config.yml                          |  1 +
 .../test_callbacks_in_db.py                   | 62 +++++++++++++------
 2 files changed, 43 insertions(+), 20 deletions(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 909331a1f34..cb6d7990485 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -2201,6 +2201,7 @@ jobs:
           # the OTEL test - should get this as a trace
           command: |
             docker run -d \
+              --restart on-failure \
               -p 4000:4000 \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e STORE_MODEL_IN_DB="True" \
diff --git a/tests/store_model_in_db_tests/test_callbacks_in_db.py b/tests/store_model_in_db_tests/test_callbacks_in_db.py
index 4a851251a3e..e92aeb6ebc4 100644
--- a/tests/store_model_in_db_tests/test_callbacks_in_db.py
+++ b/tests/store_model_in_db_tests/test_callbacks_in_db.py
@@ -15,17 +15,30 @@
 import dotenv
 from dotenv import load_dotenv
 import pytest
-from openai import AsyncOpenAI
+from openai import AsyncOpenAI, APIConnectionError
 from openai.types.chat import ChatCompletion
 
 load_dotenv()
 
 # used for testing
 LANGFUSE_BASE_URL = "https://exampleopenaiendpoint-production-c715.up.railway.app"
+PROXY_BASE_URL = "http://127.0.0.1:4000"
+
+
+async def wait_for_proxy_ready(session, timeout: int = 60):
+    for _ in range(timeout):
+        try:
+            async with session.get(f"{PROXY_BASE_URL}/health/liveliness") as response:
+                if response.status == 200:
+                    return
+        except aiohttp.ClientError:
+            pass
+        await asyncio.sleep(1)
+    raise RuntimeError(f"Proxy at {PROXY_BASE_URL} not ready after {timeout}s")
 
 
 async def config_update(session, routing_strategy=None):
-    url = "http://0.0.0.0:4000/config/update"
+    url = f"{PROXY_BASE_URL}/config/update"
     headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"}
     print("routing_strategy: ", routing_strategy)
     data = {
@@ -62,32 +75,41 @@ async def check_langfuse_request(response_id: str):
 
 
 async def make_chat_completions_request() -> ChatCompletion:
-    client = AsyncOpenAI(api_key="sk-1234", base_url="http://0.0.0.0:4000")
-    response = await client.chat.completions.create(
-        model="fake-openai-endpoint",
-        messages=[{"role": "user", "content": "Hello, world!"}],
+    client = AsyncOpenAI(api_key="sk-1234", base_url=PROXY_BASE_URL)
+    last_error = None
+    for _ in range(10):
+        try:
+            response = await client.chat.completions.create(
+                model="fake-openai-endpoint",
+                messages=[{"role": "user", "content": "Hello, world!"}],
+            )
+            print(response)
+            return response
+        except APIConnectionError as e:
+            last_error = e
+            await asyncio.sleep(2)
+    raise AssertionError(
+        f"Proxy at {PROXY_BASE_URL} unreachable after retries: {last_error!r}"
     )
-    print(response)
-    return response
 
 
 @pytest.mark.asyncio
 async def test_e2e_langfuse_callbacks_in_db():
 
-    session = aiohttp.ClientSession()
-
-    # add langfuse callback to DB
-    await config_update(session)
+    async with aiohttp.ClientSession() as session:
+        # add langfuse callback to DB
+        await config_update(session)
 
-    # wait 20 seconds for the callback to be loaded into the instance
-    await asyncio.sleep(20)
+        # wait 20 seconds for the callback to be loaded into the instance
+        await asyncio.sleep(20)
+        await wait_for_proxy_ready(session)
 
-    # make a /chat/completions request to the proxy
-    response = await make_chat_completions_request()
-    print(response)
-    response_id = response.id
-    print("response_id: ", response_id)
+        # make a /chat/completions request to the proxy
+        response = await make_chat_completions_request()
+        print(response)
+        response_id = response.id
+        print("response_id: ", response_id)
 
-    await asyncio.sleep(11)
+    await asyncio.sleep(20)
     # check if the request is logged in Langfuse
     await check_langfuse_request(response_id)

From f5438d121aeca3c5b10bbb6942a820028aa2a6a2 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Sat, 4 Jul 2026 19:15:08 -0700
Subject: [PATCH 016/370] ci: gate CircleCI jobs on changed paths (#32080)

* ci: gate CircleCI jobs on changed paths

Every CircleCI job used to run on every PR. Now each job starts with a
lightweight `skip_if_unrelated_changes` step that inspects the PR diff and
halts the job as successful when nothing relevant changed. Docs-only PRs
(*.md, *.mdx, docs/) run nothing, UI-only PRs (ui/) run just the frontend
jobs, and any backend change still runs both the backend and frontend jobs.

The decision logic lives in .circleci/scripts/classify_changes.sh (pure,
reads the changed-file list on stdin) so it can be unit tested, while
path_filter.sh handles the git plumbing and fails open (runs the job) on
any uncertainty such as a missing merge base or a non-PR pipeline. Halting
via `circleci-agent step halt` keeps the job green, so required status
checks are never left pending. The Windows smoke job is intentionally left
ungated to avoid cross-platform shell fragility

* fix(ci): keep path filter fail-open when classifier errors

Guard the classify_changes.sh invocation with `|| run_full` so a broken or
non-zero classifier runs the job instead of falling through to a silent
halt, and mark the advisory logging pipe best-effort with `|| true`. Add
path_filter.sh regression tests covering the docs-only halt, backend run,
non-PR fail-open, and classifier-failure fail-open paths
---
 .circleci/config.yml                          |  61 +++++++
 .circleci/scripts/classify_changes.sh         |  27 +++
 .circleci/scripts/path_filter.sh              |  40 +++++
 .../test_litellm/test_circleci_path_filter.py | 167 ++++++++++++++++++
 4 files changed, 295 insertions(+)
 create mode 100755 .circleci/scripts/classify_changes.sh
 create mode 100755 .circleci/scripts/path_filter.sh
 create mode 100644 tests/test_litellm/test_circleci_path_filter.py

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 909331a1f34..f95802128b9 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -5,6 +5,16 @@ orbs:
   win: circleci/windows@5.0 # Add Windows orb
 
 commands:
+  skip_if_unrelated_changes:
+    parameters:
+      category:
+        type: enum
+        enum: ["backend", "client"]
+        default: "backend"
+    steps:
+      - run:
+          name: "Skip job when no << parameters.category >>-relevant files changed"
+          command: bash .circleci/scripts/path_filter.sh << parameters.category >>
   setup_google_dns:
     steps:
       - run:
@@ -282,6 +292,7 @@ jobs:
     parallelism: 4
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - restore_cache:
           keys:
@@ -354,6 +365,7 @@ jobs:
     parallelism: 4
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - restore_cache:
           keys:
@@ -427,6 +439,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - restore_cache:
           keys:
@@ -480,6 +493,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -545,6 +559,7 @@ jobs:
       DATABASE_URL: "postgresql://postgres:postgres@localhost:5432/litellm_test"
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -584,6 +599,7 @@ jobs:
       DATABASE_URL: "postgresql://postgres:postgres@localhost:5432/litellm_test"
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -624,6 +640,7 @@ jobs:
       DATABASE_URL: "postgresql://postgres:postgres@localhost:5432/litellm_test"
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -656,6 +673,7 @@ jobs:
       FAKE_OPENAI_API_BASE: http://127.0.0.1:8190
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - restore_cache:
@@ -705,6 +723,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - restore_cache:
@@ -755,6 +774,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -787,6 +807,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - restore_cache:
@@ -832,6 +853,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -877,6 +899,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -918,6 +941,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -963,6 +987,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -1007,6 +1032,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - restore_cache:
@@ -1045,6 +1071,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -1089,6 +1116,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -1132,6 +1160,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -1163,6 +1192,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -1205,6 +1235,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -1248,6 +1279,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -1291,6 +1323,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -1321,6 +1354,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -1366,6 +1400,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -1407,6 +1442,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - restore_cache:
           keys:
@@ -1459,6 +1495,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -1482,6 +1519,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -1507,6 +1545,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -1531,6 +1570,7 @@ jobs:
 
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - attach_workspace:
           at: ~/project
       - setup_google_dns
@@ -1606,6 +1646,7 @@ jobs:
     working_directory: ~/project
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -1698,6 +1739,7 @@ jobs:
     working_directory: ~/project
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - attach_workspace:
           at: ~/project
       - setup_google_dns
@@ -1787,6 +1829,7 @@ jobs:
     working_directory: ~/project
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -1869,6 +1912,7 @@ jobs:
     working_directory: ~/project
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -2000,6 +2044,7 @@ jobs:
     working_directory: ~/project
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -2085,6 +2130,7 @@ jobs:
     working_directory: ~/project
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -2180,6 +2226,7 @@ jobs:
     working_directory: ~/project
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -2252,6 +2299,7 @@ jobs:
     working_directory: ~/project
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       # Remove Docker CLI installation since it's already available in machine executor
       - install_uv
@@ -2333,6 +2381,7 @@ jobs:
     working_directory: ~/project
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -2471,6 +2520,7 @@ jobs:
     working_directory: ~/project
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - setup_google_dns
       - install_uv
       - run:
@@ -2537,6 +2587,7 @@ jobs:
       - *python312_image
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - attach_workspace:
           at: .
       # Check file locations
@@ -2567,6 +2618,8 @@ jobs:
     working_directory: ~/project
     steps:
       - checkout
+      - skip_if_unrelated_changes:
+          category: client
       - setup_google_dns
       - restore_cache:
           keys:
@@ -2609,6 +2662,8 @@ jobs:
     working_directory: ~/project
     steps:
       - checkout
+      - skip_if_unrelated_changes:
+          category: client
       - setup_google_dns
       - restore_cache:
           keys:
@@ -2654,6 +2709,8 @@ jobs:
       PROXY_LOGOUT_URL: "https://www.example.com"
     steps:
       - checkout
+      - skip_if_unrelated_changes:
+          category: client
       - setup_google_dns
       - install_uv
       - restore_cache:
@@ -2791,6 +2848,8 @@ jobs:
       SERVER_ROOT_PATH: "/litellm"
     steps:
       - checkout
+      - skip_if_unrelated_changes:
+          category: client
       - setup_google_dns
       - install_uv
       - restore_cache:
@@ -2892,6 +2951,7 @@ jobs:
     working_directory: ~/project
     steps:
       - checkout
+      - skip_if_unrelated_changes
 
       - run:
           name: Build Docker image
@@ -2917,6 +2977,7 @@ jobs:
     working_directory: ~/project
     steps:
       - checkout
+      - skip_if_unrelated_changes
       - attach_workspace:
           at: ~/project
       - setup_google_dns
diff --git a/.circleci/scripts/classify_changes.sh b/.circleci/scripts/classify_changes.sh
new file mode 100755
index 00000000000..2c15428be6a
--- /dev/null
+++ b/.circleci/scripts/classify_changes.sh
@@ -0,0 +1,27 @@
+#!/usr/bin/env bash
+set -uo pipefail
+
+category="${1:?usage: classify_changes.sh <backend|client>}"
+
+has_client=false
+has_backend=false
+while IFS= read -r file || [ -n "$file" ]; do
+  [ -n "$file" ] || continue
+  case "$file" in
+    ui/*) has_client=true ;;
+    docs/* | *.md | *.mdx) : ;;
+    *) has_backend=true ;;
+  esac
+done
+
+case "$category" in
+  backend)
+    [ "$has_backend" = true ] && echo run || echo skip
+    ;;
+  client)
+    { [ "$has_client" = true ] || [ "$has_backend" = true ]; } && echo run || echo skip
+    ;;
+  *)
+    echo run
+    ;;
+esac
diff --git a/.circleci/scripts/path_filter.sh b/.circleci/scripts/path_filter.sh
new file mode 100755
index 00000000000..dcf64a24399
--- /dev/null
+++ b/.circleci/scripts/path_filter.sh
@@ -0,0 +1,40 @@
+#!/usr/bin/env bash
+set -uo pipefail
+
+category="${1:?usage: path_filter.sh <backend|client>}"
+here="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+
+run_full() {
+  echo "path-filter[$category]: running job ($1)"
+  exit 0
+}
+
+[ -n "${CIRCLE_PULL_REQUEST:-}" ] || run_full "not a pull request"
+
+candidate_bases="main litellm_internal_staging litellm_oss_staging"
+merge_base=""
+for base in $candidate_bases; do
+  git fetch --quiet origin "$base" 2>/dev/null || continue
+  candidate="$(git merge-base HEAD FETCH_HEAD 2>/dev/null)" || continue
+  [ -n "$candidate" ] || continue
+  if [ -z "$merge_base" ] || git merge-base --is-ancestor "$merge_base" "$candidate" 2>/dev/null; then
+    merge_base="$candidate"
+  fi
+done
+
+[ -n "$merge_base" ] || run_full "could not resolve a merge base against $candidate_bases"
+
+changed="$(git diff --name-only "$merge_base" HEAD 2>/dev/null)" || run_full "git diff failed"
+[ -n "$changed" ] || run_full "no files changed vs $merge_base"
+
+echo "path-filter[$category]: changed files vs ${merge_base}:"
+printf '%s\n' "$changed" | sed 's/^/  /' || true
+
+decision="$(printf '%s\n' "$changed" | bash "$here/classify_changes.sh" "$category")" || run_full "classify_changes.sh failed"
+
+if [ "$decision" = run ]; then
+  run_full "$category-relevant changes detected"
+fi
+
+echo "path-filter[$category]: only unrelated (docs/client) changes detected; halting job as successful"
+circleci-agent step halt
diff --git a/tests/test_litellm/test_circleci_path_filter.py b/tests/test_litellm/test_circleci_path_filter.py
new file mode 100644
index 00000000000..b8e763b4979
--- /dev/null
+++ b/tests/test_litellm/test_circleci_path_filter.py
@@ -0,0 +1,167 @@
+"""Regression tests for CircleCI change-based job gating.
+
+`.circleci/scripts/classify_changes.sh` is the pure decision function behind
+`path_filter.sh`: given the list of files a PR changed (on stdin) and a job
+category, it prints `run` or `skip`. The gating contract we lock in here:
+
+  * docs-only changes (``*.md``, ``*.mdx``, ``docs/``) run nothing
+  * client-only changes (``ui/``) run client jobs but skip backend jobs
+  * any backend change runs both client and backend jobs
+
+If this logic silently regresses, real test jobs get skipped, so these cases
+are the guardrail against that.
+"""
+
+from __future__ import annotations
+
+import os
+import shutil
+import subprocess
+from pathlib import Path
+
+import pytest
+
+SCRIPTS_DIR = Path(__file__).resolve().parents[2] / ".circleci" / "scripts"
+SCRIPT = SCRIPTS_DIR / "classify_changes.sh"
+PATH_FILTER = SCRIPTS_DIR / "path_filter.sh"
+
+
+def classify(category: str, changed: list[str]) -> str:
+    result = subprocess.run(
+        ["bash", str(SCRIPT), category],
+        input="\n".join(changed),
+        capture_output=True,
+        text=True,
+        check=True,
+    )
+    return result.stdout.strip()
+
+
+DOCS = ["README.md", "docs/my_website/index.mdx", "litellm/anywhere.md"]
+CLIENT = ["ui/litellm-dashboard/src/App.tsx"]
+BACKEND = ["litellm/main.py"]
+
+
+@pytest.mark.parametrize(
+    "category,changed,expected",
+    [
+        # docs-only: skip everything
+        ("backend", DOCS, "skip"),
+        ("client", DOCS, "skip"),
+        ("backend", [], "skip"),
+        ("client", [], "skip"),
+        # client-only: backend skips, client runs
+        ("backend", CLIENT, "skip"),
+        ("client", CLIENT, "run"),
+        ("backend", CLIENT + DOCS, "skip"),
+        ("client", CLIENT + DOCS, "run"),
+        # any backend change: both run ("backend runs both")
+        ("backend", BACKEND, "run"),
+        ("client", BACKEND, "run"),
+        ("backend", BACKEND + DOCS, "run"),
+        ("client", BACKEND + DOCS, "run"),
+        ("backend", BACKEND + CLIENT, "run"),
+        ("client", BACKEND + CLIENT, "run"),
+    ],
+)
+def test_classify_decisions(category: str, changed: list[str], expected: str) -> None:
+    assert classify(category, changed) == expected
+
+
+def test_markdown_under_ui_counts_as_client_not_docs() -> None:
+    assert classify("client", ["ui/litellm-dashboard/README.md"]) == "run"
+    assert classify("backend", ["ui/litellm-dashboard/README.md"]) == "skip"
+
+
+def test_non_docs_directory_with_docs_in_name_is_backend() -> None:
+    assert classify("backend", ["documentation_tests/foo.py"]) == "run"
+
+
+def test_unknown_category_fails_open_to_run() -> None:
+    assert classify("mystery", DOCS) == "run"
+
+
+def _git(cwd: Path, *args: str) -> None:
+    subprocess.run(["git", *args], cwd=cwd, check=True, capture_output=True, text=True)
+
+
+def _pr_repo(tmp_path: Path, feature_files: dict[str, str]) -> Path:
+    """A repo whose HEAD is a feature branch off `main` with `feature_files` changed."""
+    remote = tmp_path / "remote.git"
+    subprocess.run(["git", "init", "-q", "--bare", str(remote)], check=True)
+    work = tmp_path / "work"
+    work.mkdir()
+    _git(work, "init", "-q", "-b", "main")
+    _git(work, "config", "user.email", "t@t")
+    _git(work, "config", "user.name", "t")
+    _git(work, "remote", "add", "origin", str(remote))
+    (work / "litellm_core.py").write_text("x\n")
+    _git(work, "add", ".")
+    _git(work, "commit", "-qm", "base")
+    _git(work, "push", "-q", "origin", "main")
+    _git(work, "checkout", "-q", "-b", "litellm_feature")
+    for rel, content in feature_files.items():
+        target = work / rel
+        target.parent.mkdir(parents=True, exist_ok=True)
+        target.write_text(content)
+    _git(work, "add", "-A")
+    _git(work, "commit", "-qm", "feature")
+    return work
+
+
+def _run_path_filter(work: Path, tmp_path: Path, category: str, scripts_dir: Path, is_pr: bool = True):
+    bin_dir = tmp_path / "bin"
+    bin_dir.mkdir(exist_ok=True)
+    stub = bin_dir / "circleci-agent"
+    stub.write_text("#!/usr/bin/env bash\necho \"[stub] circleci-agent $*\"\nexit 0\n")
+    stub.chmod(0o755)
+    env = dict(os.environ)
+    env["PATH"] = f"{bin_dir}{os.pathsep}{env['PATH']}"
+    env.pop("CIRCLE_PULL_REQUEST", None)
+    if is_pr:
+        env["CIRCLE_PULL_REQUEST"] = "https://github.com/x/y/pull/1"
+    return subprocess.run(
+        ["bash", str(scripts_dir / "path_filter.sh"), category],
+        cwd=work,
+        capture_output=True,
+        text=True,
+        env=env,
+    )
+
+
+def test_path_filter_halts_docs_only_pr(tmp_path: Path) -> None:
+    work = _pr_repo(tmp_path, {"README.md": "# docs\n"})
+    result = _run_path_filter(work, tmp_path, "backend", SCRIPTS_DIR)
+    assert result.returncode == 0
+    assert "circleci-agent step halt" in result.stdout
+
+
+def test_path_filter_runs_backend_pr(tmp_path: Path) -> None:
+    work = _pr_repo(tmp_path, {"litellm/new.py": "y\n"})
+    result = _run_path_filter(work, tmp_path, "backend", SCRIPTS_DIR)
+    assert result.returncode == 0
+    assert "running job" in result.stdout
+    assert "halt" not in result.stdout
+
+
+def test_path_filter_fails_open_when_not_a_pr(tmp_path: Path) -> None:
+    work = _pr_repo(tmp_path, {"README.md": "# docs\n"})
+    result = _run_path_filter(work, tmp_path, "backend", SCRIPTS_DIR, is_pr=False)
+    assert result.returncode == 0
+    assert "not a pull request" in result.stdout
+    assert "halt" not in result.stdout
+
+
+def test_path_filter_fails_open_when_classifier_errors(tmp_path: Path) -> None:
+    """Regression: a broken classifier must run the job, never silently halt it."""
+    broken_scripts = tmp_path / "broken_scripts"
+    broken_scripts.mkdir()
+    shutil.copy(PATH_FILTER, broken_scripts / "path_filter.sh")
+    (broken_scripts / "classify_changes.sh").write_text("#!/usr/bin/env bash\nexit 1\n")
+    (broken_scripts / "classify_changes.sh").chmod(0o755)
+
+    work = _pr_repo(tmp_path, {"README.md": "# docs\n"})
+    result = _run_path_filter(work, tmp_path, "backend", broken_scripts)
+    assert result.returncode == 0
+    assert "classify_changes.sh failed" in result.stdout
+    assert "halt" not in result.stdout

From ed07aec89f5a8de49df04d9cba5b28201c8cb9df Mon Sep 17 00:00:00 2001
From: mubashir1osmani <mubashir.osmani777@gmail.com>
Date: Sat, 4 Jul 2026 19:15:10 -0700
Subject: [PATCH 017/370] Merge pull request #32166 from
 BerriAI/litellm_e2e_batches_ocr_model_registration

fix(e2e): register batch + rust OCR deployments via /model/new
---
 tests/e2e/batches/COVERAGE.md                 |  22 +--
 tests/e2e/batches/batch_client.py             |  19 ++-
 tests/e2e/batches/capabilities.py             |  66 ++++++--
 .../e2e/llm_translation/test_ocr_rust_e2e.py  | 150 +++++++++++-------
 4 files changed, 174 insertions(+), 83 deletions(-)

diff --git a/tests/e2e/batches/COVERAGE.md b/tests/e2e/batches/COVERAGE.md
index 0026d4bb3d5..4ba9b1cea4b 100644
--- a/tests/e2e/batches/COVERAGE.md
+++ b/tests/e2e/batches/COVERAGE.md
@@ -9,20 +9,21 @@ cancels, and lists a batch; everything created is deleted on teardown.
 
 Only supported cells are tested. The capability table in `capabilities.py` holds one
 row per supported (provider, scenario) pair, so there are no skipped cells in the
-parametrized run.
+parametrized run. The batches suite never skips: missing provider creds or upstream
+failures are hard test failures (see `tests/e2e/CLAUDE.md`).
 
 | Provider  | create | retrieve | cancel | list | file backing |
 |-----------|--------|----------|--------|------|--------------|
 | OpenAI    | yes | yes | yes | yes | OpenAI Files |
 | Azure     | yes | yes | yes | yes | Azure Files |
-| Vertex AI | yes | yes | yes | yes | GCS bucket |
-| Bedrock   | yes | yes | no (limited upstream) | no | S3 bucket |
-| Anthropic | no  | yes (env-gated) | no | no | Anthropic Files |
+| Vertex AI | yes | yes | yes | yes | GCS bucket (`GCS_BUCKET_NAME` via files_settings) |
+| Bedrock   | yes | yes | no (limited upstream) | no | S3 bucket (`AWS_BATCH_S3_BUCKET` + `AWS_BATCH_ROLE_ARN` on model) |
 
 Bedrock cancel is unreliable upstream and list is unsupported, so both are gated off
-(`can_cancel=False`, `can_list=False`). Anthropic cannot create/cancel/list through
-litellm, so it has a standalone retrieve test that skips unless `ANTHROPIC_BATCH_ID`
-points at a real Anthropic batch.
+(`can_cancel=False`, `can_list=False`) when that provider is enabled in the matrix.
+Bedrock file upload requires a model on the request (`encoded` / `unified` scenarios only);
+`model_param` and `provider_fallback` are omitted because `POST /bedrock/v1/files` has no
+model-less passthrough path.
 
 ## Routing scenarios (per `litellm/proxy/batches_endpoints/endpoints.py`)
 
@@ -67,9 +68,10 @@ File delete asserts `object=="file"` and `deleted==True`.
 
 | File | Covers |
 |------|--------|
-| `batch_client.py` | typed file upload/download + batch create/retrieve/cancel/list/delete over the shared Gateway; denial helpers |
-| `capabilities.py` | the provider x scenario matrix + id-shape classifiers + per-provider raw-id assertion |
-| `test_batches_e2e.py` | parametrized lifecycle with per-endpoint output assertions, file upload/delete outputs, key-model-access denial, anthropic retrieve |
+| `batch_client.py` | typed file upload/download + batch create/retrieve/cancel/list/delete over the shared Gateway; runtime batch model registration via /model/new; denial helpers |
+| `capabilities.py` | the provider x scenario matrix + per-provider /model/new params + id-shape classifiers + per-provider raw-id assertion |
+| `conftest.py` | session-scoped batch deployment registration and teardown |
+| `test_batches_e2e.py` | parametrized lifecycle with per-endpoint output assertions, file upload/delete outputs, key-model-access denial |
 
 ## Out of scope (intentionally)
 
diff --git a/tests/e2e/batches/batch_client.py b/tests/e2e/batches/batch_client.py
index 2a6376bf89e..fda4e87e478 100644
--- a/tests/e2e/batches/batch_client.py
+++ b/tests/e2e/batches/batch_client.py
@@ -1,11 +1,13 @@
 """Client for the batches e2e suite: file upload/download and the batch
 operations (create / retrieve / cancel / list) over the shared Gateway.
 
-`create_batch` returns the raw HTTP outcome (StreamingResponse) so a 403 model
-access denial and a provider-native batch body both surface; the test parses
-BatchObject from the body. A `provider` arg routes a call to /{provider}/v1/...,
-which the provider-fallback scenario needs (its ids are raw, not model-encoded).
-The request/response models are co-located here because only this suite uses them.
+Batch deployments are registered at runtime via /model/new (see conftest.py),
+not baked into the proxy config. `create_batch` returns the raw HTTP outcome
+(StreamingResponse) so a 403 model access denial and a provider-native batch
+body both surface; the test parses BatchObject from the body. A `provider` arg
+routes a call to /{provider}/v1/..., which the provider-fallback scenario needs
+(its ids are raw, not model-encoded). The request/response models are
+co-located here because only this suite uses them.
 """
 
 from __future__ import annotations
@@ -22,6 +24,7 @@
     StreamingResponse,
     UnknownApiError,
 )
+from models import LiteLLMParamsBody
 
 
 class FileObject(BaseModel):
@@ -84,6 +87,12 @@ def is_result_access_denied[R: BaseModel](result: Result[R]) -> bool:
 class BatchClient:
     gateway: Gateway
 
+    def create_model(self, model_name: str, litellm_params: LiteLLMParamsBody) -> str:
+        return self.gateway.create_model(model_name, litellm_params, mode="batch")
+
+    def delete_model(self, model_id: str) -> None:
+        self.gateway.delete_model(model_id)
+
     def upload_file(
         self,
         *,
diff --git a/tests/e2e/batches/capabilities.py b/tests/e2e/batches/capabilities.py
index 0416508a31a..522e3162e24 100644
--- a/tests/e2e/batches/capabilities.py
+++ b/tests/e2e/batches/capabilities.py
@@ -13,6 +13,8 @@
 from dataclasses import dataclass
 from typing import Literal
 
+from models import LiteLLMParamsBody
+
 Scenario = Literal["encoded", "unified", "model_param", "provider_fallback"]
 
 IdShape = Literal["managed", "model_encoded", "raw"]
@@ -33,6 +35,39 @@ class Provider:
     can_cancel: bool
     can_list: bool
 
+    def litellm_params(self) -> LiteLLMParamsBody:
+        match self.name:
+            case "openai":
+                return LiteLLMParamsBody(
+                    model="openai/gpt-4o-mini",
+                    api_key="os.environ/OPENAI_API_KEY",
+                )
+            case "azure":
+                return LiteLLMParamsBody(
+                    model="azure/gpt-4.1-mini-batch",
+                    api_base="os.environ/AZURE_API_BASE",
+                    api_key="os.environ/AZURE_API_KEY",
+                    api_version="2024-07-01-preview",
+                )
+            case "vertex_ai":
+                return LiteLLMParamsBody(
+                    model="vertex_ai/gemini-2.5-flash",
+                    vertex_project="os.environ/VERTEXAI_PROJECT",
+                    vertex_location="us-central1",
+                    vertex_credentials="os.environ/VERTEXAI_CREDENTIALS",
+                )
+            case "bedrock":
+                return LiteLLMParamsBody(
+                    model="bedrock/us.anthropic.claude-haiku-4-5-20251001-v1:0",
+                    s3_access_key_id="os.environ/AWS_ACCESS_KEY_ID",
+                    s3_secret_access_key="os.environ/AWS_SECRET_ACCESS_KEY",
+                    s3_region_name="os.environ/AWS_REGION",
+                    s3_bucket_name="os.environ/AWS_BATCH_S3_BUCKET",
+                    aws_batch_role_arn="os.environ/AWS_BATCH_ROLE_ARN",
+                )
+            case _:
+                raise ValueError(f"unknown batch provider: {self.name!r}")
+
 
 @dataclass(frozen=True, slots=True)
 class Capability:
@@ -66,19 +101,28 @@ def jsonl_model(self) -> str:
     Provider(
         "vertex_ai", "vertex-batch", "gemini-2.5-flash", can_cancel=True, can_list=True
     ),
-    # Provider(
-    #     "bedrock",
-    #     "bedrock-batch",
-    #     "us.anthropic.claude-haiku-4-5-20251001-v1:0",
-    #     can_cancel=False,
-    #     can_list=False,
-    # ),
+    Provider(
+        "bedrock",
+        "bedrock-batch",
+        "bedrock/us.anthropic.claude-haiku-4-5-20251001-v1:0",
+        can_cancel=False,
+        can_list=False,
+    ),
 )
 
+BEDROCK_SCENARIOS: tuple[Scenario, ...] = ("encoded", "unified")
+
+
+def scenarios_for_provider(provider: Provider) -> tuple[Scenario, ...]:
+    if provider.name == "bedrock":
+        return BEDROCK_SCENARIOS
+    return SCENARIOS
+
+
 CAPABILITIES: tuple[Capability, ...] = tuple(
     Capability(p.name, p.model, p.raw_model, scenario, p.can_cancel, p.can_list)
     for p in PROVIDERS
-    for scenario in SCENARIOS
+    for scenario in scenarios_for_provider(p)
 )
 
 
@@ -88,17 +132,13 @@ def raw_id_matches_provider(provider: str, batch_id: str) -> bool:
     if provider in ("openai", "azure"):
         return batch_id.startswith("batch")
     if provider == "vertex_ai":
-        # Vertex returns the batch prediction job id, which depending on the
-        # routing path arrives either as the full resource name
-        # (projects/.../batchPredictionJobs/<id>) or as just the trailing
-        # numeric id, so accept either form.
         return (
             batch_id.startswith("projects/")
             or "batchPredictionJobs" in batch_id
             or batch_id.isdigit()
         )
     if provider == "bedrock":
-        return batch_id.startswith("arn:aws")
+        return batch_id.startswith("arn:aws:bedrock:")
     return True
 
 
diff --git a/tests/e2e/llm_translation/test_ocr_rust_e2e.py b/tests/e2e/llm_translation/test_ocr_rust_e2e.py
index 44908da2729..361bb5126a7 100644
--- a/tests/e2e/llm_translation/test_ocr_rust_e2e.py
+++ b/tests/e2e/llm_translation/test_ocr_rust_e2e.py
@@ -1,31 +1,32 @@
 """Live e2e: Rust-backed OCR is reachable through the gateway across providers.
 
-The gateway config declares one rust-ocr deployment per provider (mistral,
-azure_ai, azure document intelligence, vertex mistral, vertex deepseek). Start the
-proxy with the Rust OCR path enabled:
-
-    LITELLM_USE_RUST_OCR=1 litellm --config tests/e2e/gateway/litellm-config.yml
-
-Three behaviors are checked: the config declares every provider's deployment (a
-pure config read, no proxy needed); the running proxy loaded them onto /model/info;
-and each one returns a well-formed OCR document over /v1/ocr. Per the e2e
-"skip on environment, fail on behavior" rule, the proxy-backed cases skip when no
-proxy answers but fail (never skip) once a request reaches it, so a provider whose
-credentials are missing surfaces as a hard failure rather than silent green.
+Each provider's OCR deployment is registered at runtime via /model/new and deleted
+on teardown, so nothing is hardcoded into the gateway config. Every provider is its
+own typed OcrProvider below: it owns the model id and the os.environ/* credential
+references the proxy resolves at call time, so adding a provider is a new type
+rather than another inline body. Start the proxy with the Rust OCR path enabled:
+
+Each case creates its deployment, drives a real /v1/ocr call, and asserts a
+well-formed OCR document comes back. Per the e2e "skip on environment, fail on
+behavior" rule, a case skips when no proxy answers but fails (never skips) once a
+request reaches it: the proxy fetches each provider's referenced secrets, so a
+missing credential surfaces as a live provider error rather than silent green.
 """
 
 from __future__ import annotations
 
 from dataclasses import dataclass
-from pathlib import Path
+from typing import Protocol
 
 import pytest
-import yaml
-from pydantic import BaseModel
 
+from e2e_config import unique_marker
 from e2e_http import unwrap
-from models import OcrBody, OcrDocument, OcrResponse
-from passthrough_client import PassthroughClient
+from endpoints_client import EndpointsClient
+from lifecycle import ResourceManager
+from models import LiteLLMParamsBody, OcrBody, OcrDocument, OcrResponse
+
+pytestmark = pytest.mark.e2e
 
 # Tiny in-repo fixtures served via jsdelivr (sha-pinned, immutable) so the request
 # bodies stay stable across runs.
@@ -40,53 +41,99 @@
     "/tests/image_gen_tests/test_image.png"
 )
 
-CONFIG_PATH = Path(__file__).resolve().parents[1] / "gateway" / "litellm-config.yml"
+
+class OcrProvider(Protocol):
+    """One OCR provider's deployment config: its model id plus the os.environ/*
+    credential references the proxy resolves at call time. Each provider owns which
+    env vars it reads, so a new provider is a new type, not another inline body."""
+
+    def litellm_params(self) -> LiteLLMParamsBody: ...
 
 
 @dataclass(frozen=True, slots=True)
-class _OcrCase:
+class MistralOcr:
+    model: str = "mistral/mistral-ocr-latest"
+
+    def litellm_params(self) -> LiteLLMParamsBody:
+        return LiteLLMParamsBody(model=self.model, api_key="os.environ/MISTRAL_API_KEY")
+
+
+@dataclass(frozen=True, slots=True)
+class AzureAiOcr:
+    """azure_ai (mistral) OCR. The rust OCR path resolves credentials itself from
+    AZURE_AI_API_BASE / AZURE_AI_API_KEY when the deployment leaves them unset; it
+    does NOT unwrap an `os.environ/*` reference passed as api_base (it would be sent
+    to Azure verbatim), so we omit them and let litellm read the env vars by name."""
+
     model: str
+
+    def litellm_params(self) -> LiteLLMParamsBody:
+        return LiteLLMParamsBody(model=self.model)
+
+
+@dataclass(frozen=True, slots=True)
+class AzureDocIntelligenceOcr:
+    """azure_ai Document Intelligence OCR. A separate Azure resource from the
+    mistral one, so it has its own env vars: AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT /
+    AZURE_DOCUMENT_INTELLIGENCE_API_KEY, which the OCR config resolves from the
+    doc-intelligence model name when api_base/api_key are left unset."""
+
+    model: str = "azure_ai/doc-intelligence/prebuilt-layout"
+
+    def litellm_params(self) -> LiteLLMParamsBody:
+        return LiteLLMParamsBody(model=self.model)
+
+
+@dataclass(frozen=True, slots=True)
+class VertexOcr:
+    model: str
+    location: str
+
+    def litellm_params(self) -> LiteLLMParamsBody:
+        return LiteLLMParamsBody(
+            model=self.model,
+            vertex_project="os.environ/VERTEXAI_PROJECT",
+            vertex_location=self.location,
+            vertex_credentials="os.environ/VERTEXAI_CREDENTIALS",
+        )
+
+
+@dataclass(frozen=True, slots=True)
+class _OcrCase:
+    suffix: str
+    provider: OcrProvider
     document: OcrDocument
 
 
 RUST_OCR_CASES: tuple[_OcrCase, ...] = (
     _OcrCase(
-        "rust-ocr-mistral",
+        "mistral",
+        MistralOcr(),
         OcrDocument(type="document_url", document_url=TEST_PDF_URL),
     ),
     _OcrCase(
-        "rust-ocr-azure-ai",
+        "azure-ai",
+        AzureAiOcr("azure_ai/mistral-document-ai-2505"),
         OcrDocument(type="document_url", document_url=TEST_PDF_URL),
     ),
     _OcrCase(
-        "rust-ocr-azure-document-intelligence",
+        "azure-document-intelligence",
+        AzureDocIntelligenceOcr(),
         OcrDocument(type="document_url", document_url=TEST_PDF_URL),
     ),
     _OcrCase(
-        "rust-ocr-vertex-mistral",
+        "vertex-mistral",
+        VertexOcr("vertex_ai/mistral-ocr-2505", "us-central1"),
         OcrDocument(type="document_url", document_url=TEST_PDF_URL),
     ),
     _OcrCase(
-        "rust-ocr-vertex-deepseek",
+        "vertex-deepseek",
+        VertexOcr("vertex_ai/deepseek-ocr-maas", "global"),
         OcrDocument(type="image_url", image_url=TEST_IMAGE_URL),
     ),
 )
 
-_EXPECTED_MODELS = frozenset(case.model for case in RUST_OCR_CASES)
-_CASE_IDS = tuple(case.model.removeprefix("rust-ocr-") for case in RUST_OCR_CASES)
-
-
-class _ConfiguredModel(BaseModel):
-    model_name: str
-
-
-class _GatewayConfig(BaseModel):
-    model_list: list[_ConfiguredModel]
-
-
-def _configured_model_names() -> frozenset[str]:
-    config = _GatewayConfig.model_validate(yaml.safe_load(CONFIG_PATH.read_text()))
-    return frozenset(entry.model_name for entry in config.model_list)
+_CASE_IDS = tuple(case.suffix for case in RUST_OCR_CASES)
 
 
 def _assert_ocr_document(response: OcrResponse) -> None:
@@ -96,22 +143,15 @@ def _assert_ocr_document(response: OcrResponse) -> None:
     assert response.pages[0].markdown is not None, "first page has no markdown"
 
 
-def test_rust_ocr_models_declared_in_gateway_config() -> None:
-    """Pure config read (no proxy): every provider's rust-ocr deployment the suite
-    exercises is declared in the gateway config the proxy runs with. A case added
-    here without a matching deployment fails before any live call is attempted."""
-    missing = _EXPECTED_MODELS - _configured_model_names()
-    assert not missing, f"rust-ocr models absent from {CONFIG_PATH.name}: {missing}"
-
-
-@pytest.mark.e2e
 class TestRustOcrGateway:
-    def test_gateway_loaded_rust_ocr_models(self, client: PassthroughClient) -> None:
-        loaded = frozenset(entry.model_name for entry in client.gateway.model_info())
-        missing = _EXPECTED_MODELS - loaded
-        assert not missing, f"proxy did not load rust-ocr models: {missing}"
-
     @pytest.mark.parametrize("case", RUST_OCR_CASES, ids=_CASE_IDS)
-    def test_rust_ocr_response(self, client: PassthroughClient, scoped_key: str, case: _OcrCase) -> None:
-        response = unwrap(client.gateway.ocr(scoped_key, OcrBody(model=case.model, document=case.document)))
+    def test_rust_ocr_response(
+        self, endpoints_client: EndpointsClient, resources: ResourceManager, case: _OcrCase
+    ) -> None:
+        model = f"rust-ocr-{case.suffix}-{unique_marker()}"
+        model_id = endpoints_client.create_model(model, case.provider.litellm_params())
+        resources.defer(lambda: endpoints_client.delete_model(model_id))
+        key = resources.key()
+
+        response = unwrap(endpoints_client.gateway.ocr(key, OcrBody(model=model, document=case.document)))
         _assert_ocr_document(response)

From 2967bc9befa1c4bb505d51aa3eaa7ba3db7f3fef Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrish+github@berri.ai>
Date: Sat, 4 Jul 2026 19:24:35 -0700
Subject: [PATCH 018/370] fix: merge websearch tool params (#32162)

* fix: pass websearch tool params

* fix: load db websearch tool params

* fix: merge search tools in proxy

* fix: satisfy websearch lint budget

* fix: enforce websearch tool auth

* fix: preserve search tools on empty sync

* chore: rerun circleci
---
 .../websearch_interception/handler.py         | 157 +++++++++++---
 .../messages/handler.py                       |   3 +
 litellm/proxy/proxy_server.py                 |  51 +++--
 .../test_websearch_interception_handler.py    | 168 ++++++++++++---
 .../proxy/proxy_server/test_proxy_config.py   | 203 +++++++++++++-----
 5 files changed, 455 insertions(+), 127 deletions(-)

diff --git a/litellm/integrations/websearch_interception/handler.py b/litellm/integrations/websearch_interception/handler.py
index 60100e8c2fd..00c67e9f0fb 100644
--- a/litellm/integrations/websearch_interception/handler.py
+++ b/litellm/integrations/websearch_interception/handler.py
@@ -91,6 +91,7 @@ async def try_short_circuit_search(
         messages: List[Dict],
         tools: Optional[List[Dict]],
         custom_llm_provider: Optional[str],
+        kwargs: Optional[dict[str, Any]] = None,
     ) -> Optional[Dict[str, Any]]:
         """
         Short-circuit web-search-only requests by executing the search directly.
@@ -176,7 +177,10 @@ async def try_short_circuit_search(
         # Execute search — keep the structured SearchResponse so the native
         # block can carry per-result url/title/page_age.
         try:
-            search_result_text, structured = await self._execute_search(query)
+            if kwargs is None:
+                search_result_text, structured = await self._execute_search(query)
+            else:
+                search_result_text, structured = await self._execute_search(query, kwargs=kwargs)
         except Exception as e:
             verbose_logger.error(f"WebSearchInterception: Short-circuit search failed: {e}")
             search_result_text, structured = f"Search failed: {e}", None
@@ -936,7 +940,7 @@ async def _build_anthropic_request_patch(
             query = tool_call["input"].get("query")
             if query:
                 verbose_logger.debug(f"WebSearchInterception: Queuing search for query='{query}'")
-                search_tasks.append(self._execute_search(query))
+                search_tasks.append(self._execute_search(query, kwargs=kwargs))
             else:
                 verbose_logger.debug(f"WebSearchInterception: Tool call {tool_call['id']} has no query")
                 # Add empty result for tools without query
@@ -1009,7 +1013,9 @@ async def _build_anthropic_request_patch(
         )
         return patch, structured_results
 
-    async def _execute_search(self, query: str) -> Tuple[str, Optional[SearchResponse]]:
+    async def _execute_search(
+        self, query: str, kwargs: Optional[dict[str, Any]] = None
+    ) -> Tuple[str, Optional[SearchResponse]]:
         """
         Execute a single web search using router's search tools.
 
@@ -1031,36 +1037,13 @@ async def _execute_search(self, query: str) -> Tuple[str, Optional[SearchRespons
                 )
                 llm_router = None
 
-            # Determine search provider from router's search_tools
+            search_tool = self._select_search_tool_from_router(llm_router=llm_router)
             search_provider: Optional[str] = None
-            if llm_router is not None and hasattr(llm_router, "search_tools"):
-                if self.search_tool_name:
-                    # Find specific search tool by name
-                    matching_tools = [
-                        tool
-                        for tool in llm_router.search_tools
-                        if tool.get("search_tool_name") == self.search_tool_name
-                    ]
-                    if matching_tools:
-                        search_tool = matching_tools[0]
-                        search_provider = search_tool.get("litellm_params", {}).get("search_provider")
-                        verbose_logger.debug(
-                            f"WebSearchInterception: Found search tool '{self.search_tool_name}' "
-                            f"with provider '{search_provider}'"
-                        )
-                    else:
-                        verbose_logger.debug(
-                            f"WebSearchInterception: Search tool '{self.search_tool_name}' not found in router, "
-                            "falling back to first available or perplexity"
-                        )
-
-                # If no specific tool or not found, use first available
-                if not search_provider and llm_router.search_tools:
-                    first_tool = llm_router.search_tools[0]
-                    search_provider = first_tool.get("litellm_params", {}).get("search_provider")
-                    verbose_logger.debug(
-                        f"WebSearchInterception: Using first available search tool with provider '{search_provider}'"
-                    )
+            search_litellm_params: dict[str, Any] = {}
+            if search_tool is not None:
+                await self._authorize_search_tool(search_tool=search_tool, kwargs=kwargs)
+                search_litellm_params = dict(search_tool.get("litellm_params", {}) or {})
+                search_provider = search_litellm_params.get("search_provider")
 
             # Fallback to perplexity if no router or no search tools configured
             if not search_provider:
@@ -1073,7 +1056,12 @@ async def _execute_search(self, query: str) -> Tuple[str, Optional[SearchRespons
             verbose_logger.debug(
                 f"WebSearchInterception: Executing search for '{query}' using provider '{search_provider}'"
             )
-            result = await litellm.asearch(query=query, search_provider=search_provider)
+            search_kwargs = {
+                key: value
+                for key, value in search_litellm_params.items()
+                if key != "search_provider" and value is not None
+            }
+            result = await litellm.asearch(query=query, search_provider=search_provider, **search_kwargs)
 
             # Format using transformation function
             search_result_text = WebSearchTransformation.format_search_response(result)
@@ -1086,6 +1074,107 @@ async def _execute_search(self, query: str) -> Tuple[str, Optional[SearchRespons
             verbose_logger.error(f"WebSearchInterception: Search failed for '{query}': {str(e)}")
             raise
 
+    async def _authorize_search_tool(
+        self,
+        search_tool: dict[str, Any],
+        kwargs: Optional[dict[str, Any]],
+    ) -> None:
+        search_tool_name = search_tool.get("search_tool_name")
+        if not isinstance(search_tool_name, str) or not search_tool_name:
+            return
+
+        user_api_key_auth = self._get_user_api_key_auth_from_kwargs(kwargs)
+        if user_api_key_auth is None:
+            return
+
+        from litellm.proxy.auth.auth_checks import (
+            can_key_call_search_tool,
+            can_team_call_search_tool,
+            get_team_object,
+        )
+
+        await can_key_call_search_tool(
+            search_tool_name=search_tool_name,
+            valid_token=user_api_key_auth,
+        )
+
+        team_id = getattr(user_api_key_auth, "team_id", None)
+        if team_id:
+            from litellm.proxy.proxy_server import (
+                prisma_client,
+                proxy_logging_obj,
+                user_api_key_cache,
+            )
+
+            team_object = await get_team_object(
+                team_id=team_id,
+                prisma_client=prisma_client,
+                user_api_key_cache=user_api_key_cache,
+                parent_otel_span=getattr(user_api_key_auth, "parent_otel_span", None),
+                proxy_logging_obj=proxy_logging_obj,
+            )
+            await can_team_call_search_tool(
+                search_tool_name=search_tool_name,
+                team_object=team_object,
+            )
+
+    @staticmethod
+    def _get_user_api_key_auth_from_kwargs(kwargs: Optional[dict[str, Any]]) -> Any:
+        if not kwargs:
+            return None
+
+        for metadata_key in ("metadata", "litellm_metadata"):
+            metadata = kwargs.get(metadata_key)
+            if isinstance(metadata, dict) and metadata.get("user_api_key_auth") is not None:
+                return metadata["user_api_key_auth"]
+
+        litellm_params = kwargs.get("litellm_params")
+        if not isinstance(litellm_params, dict):
+            return None
+
+        for metadata_key in ("metadata", "litellm_metadata"):
+            metadata = litellm_params.get(metadata_key)
+            if isinstance(metadata, dict) and metadata.get("user_api_key_auth") is not None:
+                return metadata["user_api_key_auth"]
+
+        return None
+
+    def _select_search_tool_from_router(self, llm_router: Any) -> Optional[dict[str, Any]]:
+        if llm_router is None or not hasattr(llm_router, "search_tools"):
+            return None
+        search_tools = list(getattr(llm_router, "search_tools") or [])
+        return self._select_search_tool_from_list(search_tools=search_tools, source="router")
+
+    def _select_search_tool_from_list(
+        self,
+        search_tools: list[dict[str, Any]],
+        source: str,
+    ) -> Optional[dict[str, Any]]:
+        if self.search_tool_name:
+            matching_tools = [tool for tool in search_tools if tool.get("search_tool_name") == self.search_tool_name]
+            if matching_tools:
+                search_provider = (matching_tools[0].get("litellm_params", {}) or {}).get("search_provider")
+                verbose_logger.debug(
+                    f"WebSearchInterception: Found search tool '{self.search_tool_name}' "
+                    f"from {source} with provider '{search_provider}'"
+                )
+                return matching_tools[0]
+            verbose_logger.debug(
+                f"WebSearchInterception: Search tool '{self.search_tool_name}' not found in {source}, "
+                "falling back to first available or perplexity"
+            )
+
+        if search_tools:
+            first_tool = search_tools[0]
+            search_provider = (first_tool.get("litellm_params", {}) or {}).get("search_provider")
+            verbose_logger.debug(
+                f"WebSearchInterception: Using first available search tool from {source} "
+                f"with provider '{search_provider}'"
+            )
+            return first_tool
+
+        return None
+
     async def _execute_chat_completion_agentic_loop(
         self,
         model: str,
@@ -1145,7 +1234,7 @@ async def _build_chat_completion_request_patch(
 
             if query:
                 verbose_logger.debug(f"WebSearchInterception: Queuing search for query='{query}'")
-                search_tasks.append(self._execute_search(query))
+                search_tasks.append(self._execute_search(query, kwargs=kwargs))
             else:
                 verbose_logger.debug(f"WebSearchInterception: Tool call {tool_call.get('id')} has no query")
                 # Add empty result for tools without query
diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/handler.py b/litellm/llms/anthropic/experimental_pass_through/messages/handler.py
index effd7dda6a0..dd983f0c344 100644
--- a/litellm/llms/anthropic/experimental_pass_through/messages/handler.py
+++ b/litellm/llms/anthropic/experimental_pass_through/messages/handler.py
@@ -148,6 +148,7 @@ async def _try_websearch_short_circuit(
     tools: Optional[List[Dict]],
     custom_llm_provider: Optional[str],
     stream: Optional[bool],
+    kwargs: Optional[dict] = None,
 ) -> Optional[Union[AnthropicMessagesResponse, AsyncIterator]]:
     """
     Attempt to short-circuit a web-search-only request.
@@ -177,6 +178,7 @@ async def _try_websearch_short_circuit(
             messages=messages,
             tools=tools,
             custom_llm_provider=custom_llm_provider,
+            kwargs=kwargs,
         )
         if response is not None:
             anthropic_response = cast(AnthropicMessagesResponse, response)
@@ -292,6 +294,7 @@ async def anthropic_messages(
         tools=tools,
         custom_llm_provider=custom_llm_provider,
         stream=original_stream,
+        kwargs={**kwargs, "metadata": metadata},
     )
     if short_circuit_response is not None:
         return short_circuit_response
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 9f4c610dc47..f6e5c118085 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -6382,7 +6382,6 @@ async def _init_agents_in_db(self, prisma_client: PrismaClient):
     async def _init_search_tools_in_db(self, prisma_client: PrismaClient):
         """
         Initialize search tools from database into the router on startup.
-        Only updates router if there are tools in the database, otherwise preserves config-loaded tools.
         """
         global llm_router
 
@@ -6392,26 +6391,29 @@ async def _init_search_tools_in_db(self, prisma_client: PrismaClient):
         from litellm.router_utils.search_api_router import SearchAPIRouter
 
         try:
-            search_tools = await SearchToolRegistry.get_all_search_tools_from_db(prisma_client=prisma_client)
+            db_search_tools = await SearchToolRegistry.get_all_search_tools_from_db(prisma_client=prisma_client)
 
-            verbose_proxy_logger.info(f"Loading {len(search_tools)} search tool(s) from database into router")
+            parsed_tools = self.parse_search_tools(self.get_config_state())
+            config_search_tools = parsed_tools or []
 
-            # Only update router if there are tools in the database
-            # This prevents overwriting config-loaded tools with an empty list
-            if len(search_tools) > 0:
-                if llm_router is not None:
-                    # Add search tools to the router
-                    await SearchAPIRouter.update_router_search_tools(
-                        router_instance=llm_router, search_tools=search_tools
-                    )
-                    verbose_proxy_logger.info(f"Successfully loaded {len(search_tools)} search tool(s) into router")
-                else:
-                    verbose_proxy_logger.debug(
-                        "Router not initialized yet, search tools will be added when router is created"
-                    )
+            search_tools = self._merge_config_and_db_search_tools(
+                config_search_tools=config_search_tools,
+                db_search_tools=[dict(tool) for tool in db_search_tools],
+            )
+
+            verbose_proxy_logger.info(
+                f"Loading {len(search_tools)} search tool(s) into router "
+                f"({len(config_search_tools)} from config, {len(db_search_tools)} from database)"
+            )
+
+            if llm_router is not None and search_tools:
+                await SearchAPIRouter.update_router_search_tools(router_instance=llm_router, search_tools=search_tools)
+                verbose_proxy_logger.info(f"Successfully loaded {len(search_tools)} search tool(s) into router")
+            elif llm_router is not None:
+                verbose_proxy_logger.debug("No search tools found in config or database, skipping router update")
             else:
                 verbose_proxy_logger.debug(
-                    "No search tools found in database, keeping config-loaded search tools (if any)"
+                    "Router not initialized yet, search tools will be added when router is created"
                 )
 
         except Exception as e:
@@ -6419,6 +6421,21 @@ async def _init_search_tools_in_db(self, prisma_client: PrismaClient):
                 "litellm.proxy.proxy_server.py::ProxyConfig:_init_search_tools_in_db - {}".format(str(e))
             )
 
+    @staticmethod
+    def _merge_config_and_db_search_tools(
+        config_search_tools: list[SearchToolTypedDict],
+        db_search_tools: list[dict[str, Any]],
+    ) -> list[dict[str, Any]]:
+        db_tool_names = {tool.get("search_tool_name") for tool in db_search_tools}
+        return [
+            *[
+                dict(config_search_tool)
+                for config_search_tool in config_search_tools
+                if config_search_tool.get("search_tool_name") not in db_tool_names
+            ],
+            *db_search_tools,
+        ]
+
     async def _init_pass_through_endpoints_in_db(self):
         from litellm.proxy.pass_through_endpoints.pass_through_endpoints import (
             initialize_pass_through_endpoints_in_db,
diff --git a/tests/test_litellm/integrations/websearch_interception/test_websearch_interception_handler.py b/tests/test_litellm/integrations/websearch_interception/test_websearch_interception_handler.py
index ea117380edf..b6ff3b70a4d 100644
--- a/tests/test_litellm/integrations/websearch_interception/test_websearch_interception_handler.py
+++ b/tests/test_litellm/integrations/websearch_interception/test_websearch_interception_handler.py
@@ -12,6 +12,8 @@
 from litellm.integrations.websearch_interception.handler import (
     WebSearchInterceptionLogger,
 )
+from litellm.llms.base_llm.search.transformation import SearchResponse
+from litellm.proxy._types import LiteLLM_ObjectPermissionTable, LiteLLM_TeamTable, ProxyException, UserAPIKeyAuth
 from litellm.types.utils import LlmProviders
 
 
@@ -56,9 +58,7 @@ def test_initialize_from_proxy_config_honors_dict_callback_specific_params():
     """A valid dict under callback_settings.websearch_interception is applied."""
     logger = WebSearchInterceptionLogger.initialize_from_proxy_config(
         litellm_settings={},
-        callback_specific_params={
-            "websearch_interception": {"search_tool_name": "ws-tool"}
-        },
+        callback_specific_params={"websearch_interception": {"search_tool_name": "ws-tool"}},
     )
 
     assert logger.search_tool_name == "ws-tool"
@@ -119,9 +119,7 @@ async def test_async_build_agentic_loop_plan_returns_request_patch():
         "response_format": "anthropic",
     }
     logging_obj = MagicMock()
-    logging_obj.model_call_details = {
-        "agentic_loop_params": {"model": "bedrock/invoke/claude-3-5-sonnet"}
-    }
+    logging_obj.model_call_details = {"agentic_loop_params": {"model": "bedrock/invoke/claude-3-5-sonnet"}}
     kwargs = {
         "temperature": 0.2,
         "_websearch_interception_converted_stream": True,
@@ -162,8 +160,6 @@ async def test_internal_flags_filtered_from_followup_kwargs():
     to the follow-up LLM request, causing "Extra inputs are not permitted" errors
     from providers like Bedrock that use strict parameter validation.
     """
-    logger = WebSearchInterceptionLogger(enabled_providers=["bedrock"])
-
     # Simulate kwargs that would be passed during agentic loop execution
     kwargs_with_internal_flags = {
         "_websearch_interception_converted_stream": True,
@@ -174,9 +170,7 @@ async def test_internal_flags_filtered_from_followup_kwargs():
 
     # Apply the same filtering logic used in _execute_agentic_loop
     kwargs_for_followup = {
-        k: v
-        for k, v in kwargs_with_internal_flags.items()
-        if not k.startswith("_websearch_interception")
+        k: v for k, v in kwargs_with_internal_flags.items() if not k.startswith("_websearch_interception")
     }
 
     # Verify internal flags are filtered out
@@ -188,6 +182,138 @@ async def test_internal_flags_filtered_from_followup_kwargs():
     assert kwargs_for_followup["max_tokens"] == 1024
 
 
+@pytest.mark.asyncio
+async def test_execute_search_passes_selected_search_tool_litellm_params(monkeypatch):
+    import litellm
+    from litellm.proxy import proxy_server
+
+    logger = WebSearchInterceptionLogger(
+        enabled_providers=["bedrock"],
+        search_tool_name="ui-tavily",
+    )
+    router = MagicMock()
+    router.search_tools = [
+        {
+            "search_tool_name": "ui-tavily",
+            "litellm_params": {
+                "search_provider": "tavily",
+                "api_key": "fake-ui-key",
+                "api_base": "https://api.tavily.com",
+                "timeout": 10.0,
+                "max_retries": 2,
+                "country": None,
+            },
+        }
+    ]
+    mock_asearch = AsyncMock(return_value=SearchResponse(object="search", results=[]))
+    user_api_key_auth = UserAPIKeyAuth(
+        object_permission=LiteLLM_ObjectPermissionTable(
+            object_permission_id="op-allowed-search",
+            search_tools=["ui-tavily"],
+        )
+    )
+
+    monkeypatch.setattr(proxy_server, "llm_router", router)
+    monkeypatch.setattr(litellm, "asearch", mock_asearch)
+
+    await logger._execute_search(
+        "what is litellm",
+        kwargs={"litellm_params": {"metadata": {"user_api_key_auth": user_api_key_auth}}},
+    )
+
+    mock_asearch.assert_awaited_once_with(
+        query="what is litellm",
+        search_provider="tavily",
+        api_key="fake-ui-key",
+        api_base="https://api.tavily.com",
+        timeout=10.0,
+        max_retries=2,
+    )
+
+
+@pytest.mark.asyncio
+async def test_execute_search_enforces_key_search_tool_permission(monkeypatch):
+    import litellm
+    from litellm.proxy import proxy_server
+
+    logger = WebSearchInterceptionLogger(
+        enabled_providers=["bedrock"],
+        search_tool_name="blocked-search",
+    )
+    router = MagicMock()
+    router.search_tools = [
+        {
+            "search_tool_name": "blocked-search",
+            "litellm_params": {
+                "search_provider": "tavily",
+                "api_key": "fake-ui-key",
+            },
+        }
+    ]
+    mock_asearch = AsyncMock(return_value=SearchResponse(object="search", results=[]))
+    user_api_key_auth = UserAPIKeyAuth(
+        object_permission=LiteLLM_ObjectPermissionTable(
+            object_permission_id="op-key-search",
+            search_tools=["allowed-search"],
+        )
+    )
+
+    monkeypatch.setattr(proxy_server, "llm_router", router)
+    monkeypatch.setattr(litellm, "asearch", mock_asearch)
+
+    with pytest.raises(ProxyException):
+        await logger._execute_search(
+            "what is litellm",
+            kwargs={"metadata": {"user_api_key_auth": user_api_key_auth}},
+        )
+
+    mock_asearch.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_execute_search_enforces_team_search_tool_permission(monkeypatch):
+    import litellm
+    from litellm.proxy import proxy_server
+
+    logger = WebSearchInterceptionLogger(
+        enabled_providers=["bedrock"],
+        search_tool_name="blocked-search",
+    )
+    router = MagicMock()
+    router.search_tools = [
+        {
+            "search_tool_name": "blocked-search",
+            "litellm_params": {
+                "search_provider": "tavily",
+                "api_key": "fake-ui-key",
+            },
+        }
+    ]
+    mock_asearch = AsyncMock(return_value=SearchResponse(object="search", results=[]))
+    team_key_auth = UserAPIKeyAuth(team_id="team-1")
+    team_object = LiteLLM_TeamTable(
+        team_id="team-1",
+        object_permission=LiteLLM_ObjectPermissionTable(
+            object_permission_id="op-team-search",
+            search_tools=["allowed-search"],
+        ),
+    )
+    mock_get_team_object = AsyncMock(return_value=team_object)
+
+    monkeypatch.setattr(proxy_server, "llm_router", router)
+    monkeypatch.setattr(litellm, "asearch", mock_asearch)
+    monkeypatch.setattr("litellm.proxy.auth.auth_checks.get_team_object", mock_get_team_object)
+
+    with pytest.raises(ProxyException):
+        await logger._execute_search(
+            "what is litellm",
+            kwargs={"metadata": {"user_api_key_auth": team_key_auth}},
+        )
+
+    mock_get_team_object.assert_awaited_once()
+    mock_asearch.assert_not_awaited()
+
+
 @pytest.mark.asyncio
 async def test_async_pre_call_deployment_hook_provider_from_top_level_kwargs():
     """Test that async_pre_call_deployment_hook finds custom_llm_provider at top-level kwargs.
@@ -216,15 +342,12 @@ async def test_async_pre_call_deployment_hook_provider_from_top_level_kwargs():
     assert result is not None
     # The web_search tool should be converted to litellm_web_search (OpenAI format)
     assert any(
-        t.get("type") == "function"
-        and t.get("function", {}).get("name") == "litellm_web_search"
+        t.get("type") == "function" and t.get("function", {}).get("name") == "litellm_web_search"
         for t in result["tools"]
     )
     # The non-web-search tool should be preserved
     assert any(
-        t.get("type") == "function"
-        and t.get("function", {}).get("name") == "other_tool"
-        for t in result["tools"]
+        t.get("type") == "function" and t.get("function", {}).get("name") == "other_tool" for t in result["tools"]
     )
 
 
@@ -261,8 +384,7 @@ async def test_async_pre_call_deployment_hook_returns_full_kwargs():
     assert result["custom_llm_provider"] == "openai"
     # Tools should be converted
     assert any(
-        t.get("type") == "function"
-        and t.get("function", {}).get("name") == "litellm_web_search"
+        t.get("type") == "function" and t.get("function", {}).get("name") == "litellm_web_search"
         for t in result["tools"]
     )
 
@@ -323,8 +445,7 @@ async def test_async_pre_call_deployment_hook_nested_litellm_params_fallback():
 
     assert result is not None
     assert any(
-        t.get("type") == "function"
-        and t.get("function", {}).get("name") == "litellm_web_search"
+        t.get("type") == "function" and t.get("function", {}).get("name") == "litellm_web_search"
         for t in result["tools"]
     )
     # Full kwargs preserved
@@ -357,8 +478,7 @@ async def test_async_pre_call_deployment_hook_provider_derived_from_model_name()
     # Should NOT be None — the hook should derive "openai" from "openai/gpt-4o-mini"
     assert result is not None
     assert any(
-        t.get("type") == "function"
-        and t.get("function", {}).get("name") == "litellm_web_search"
+        t.get("type") == "function" and t.get("function", {}).get("name") == "litellm_web_search"
         for t in result["tools"]
     )
     # Full kwargs preserved
@@ -478,9 +598,7 @@ def test_sync_forced_tool_choice_leaves_non_forced_untouched(tool_choice):
     and None pass through unchanged."""
     converted_tools = [{"name": LITELLM_WEB_SEARCH_TOOL_NAME}]
 
-    result = WebSearchInterceptionLogger._sync_forced_tool_choice(
-        tool_choice, converted_tools
-    )
+    result = WebSearchInterceptionLogger._sync_forced_tool_choice(tool_choice, converted_tools)
 
     assert result == tool_choice
 
diff --git a/tests/test_litellm/proxy/proxy_server/test_proxy_config.py b/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
index e7c036dd039..7550432fcc0 100644
--- a/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
+++ b/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
@@ -189,9 +189,7 @@ def test_ProxyConfig__load_yaml_file_raises_on_missing_file():
 @pytest.mark.asyncio
 async def test_ProxyConfig__get_config_from_file_loads_yaml(tmp_path):
     f = tmp_path / "c.yaml"
-    f.write_text(
-        "model_list: []\ngeneral_settings: {}\nlitellm_settings:\n  drop_params: true\n"
-    )
+    f.write_text("model_list: []\ngeneral_settings: {}\nlitellm_settings:\n  drop_params: true\n")
     pc = ProxyConfig()
     result = await pc._get_config_from_file(config_file_path=str(f))
     assert result == {
@@ -534,6 +532,139 @@ def test_ProxyConfig_parse_search_tools_missing_returns_none():
     assert pc.parse_search_tools({}) is None
 
 
+def test_ProxyConfig_merge_config_and_db_search_tools_returns_superset():
+    config_tools = [
+        {
+            "search_tool_name": "config-search",
+            "litellm_params": {"search_provider": "tavily"},
+        }
+    ]
+    db_tools = [
+        {
+            "search_tool_name": "db-search",
+            "litellm_params": {
+                "search_provider": "exa_ai",
+                "api_key": "fake-db-key",
+            },
+        }
+    ]
+
+    merged = ProxyConfig._merge_config_and_db_search_tools(
+        config_search_tools=config_tools,
+        db_search_tools=db_tools,
+    )
+
+    assert [tool["search_tool_name"] for tool in merged] == ["config-search", "db-search"]
+    assert merged[1]["litellm_params"]["api_key"] == "fake-db-key"
+
+
+def test_ProxyConfig_merge_config_and_db_search_tools_prefers_db_duplicate():
+    config_tools = [
+        {
+            "search_tool_name": "shared-search",
+            "litellm_params": {"search_provider": "tavily"},
+        },
+        {
+            "search_tool_name": "config-only",
+            "litellm_params": {"search_provider": "perplexity"},
+        },
+    ]
+    db_tools = [
+        {
+            "search_tool_name": "shared-search",
+            "litellm_params": {
+                "search_provider": "exa_ai",
+                "api_key": "fake-db-key",
+            },
+        }
+    ]
+
+    merged = ProxyConfig._merge_config_and_db_search_tools(
+        config_search_tools=config_tools,
+        db_search_tools=db_tools,
+    )
+
+    assert [tool["search_tool_name"] for tool in merged] == ["config-only", "shared-search"]
+    assert merged[1]["litellm_params"]["search_provider"] == "exa_ai"
+    assert merged[1]["litellm_params"]["api_key"] == "fake-db-key"
+
+
+@pytest.mark.asyncio
+async def test_ProxyConfig__init_search_tools_in_db_loads_merged_tools(monkeypatch):
+    from litellm.proxy import proxy_server
+    from litellm.router_utils.search_api_router import SearchAPIRouter
+
+    pc = ProxyConfig()
+    pc.update_config_state(
+        {
+            "search_tools": [
+                {
+                    "search_tool_name": "shared-search",
+                    "litellm_params": {"search_provider": "tavily"},
+                },
+                {
+                    "search_tool_name": "config-only",
+                    "litellm_params": {"search_provider": "perplexity"},
+                },
+            ]
+        }
+    )
+    db_tools = [
+        {
+            "search_tool_name": "shared-search",
+            "litellm_params": {
+                "search_provider": "exa_ai",
+                "api_key": "fake-db-key",
+            },
+        }
+    ]
+    fake_router = MagicMock()
+    mock_get_db_tools = AsyncMock(return_value=db_tools)
+    mock_update_router = AsyncMock()
+
+    monkeypatch.setattr(proxy_server, "llm_router", fake_router)
+    monkeypatch.setattr(
+        "litellm.proxy.search_endpoints.search_tool_registry.SearchToolRegistry.get_all_search_tools_from_db",
+        mock_get_db_tools,
+    )
+    monkeypatch.setattr(SearchAPIRouter, "update_router_search_tools", mock_update_router)
+
+    await pc._init_search_tools_in_db(prisma_client=MagicMock())
+
+    mock_get_db_tools.assert_awaited_once()
+    mock_update_router.assert_awaited_once()
+    update_kwargs = mock_update_router.await_args.kwargs
+    assert update_kwargs["router_instance"] is fake_router
+    assert [tool["search_tool_name"] for tool in update_kwargs["search_tools"]] == [
+        "config-only",
+        "shared-search",
+    ]
+    assert update_kwargs["search_tools"][1]["litellm_params"]["api_key"] == "fake-db-key"
+
+
+@pytest.mark.asyncio
+async def test_ProxyConfig__init_search_tools_in_db_skips_empty_router_update(monkeypatch):
+    from litellm.proxy import proxy_server
+    from litellm.router_utils.search_api_router import SearchAPIRouter
+
+    pc = ProxyConfig()
+    pc.update_config_state({})
+    mock_get_db_tools = AsyncMock(return_value=[])
+    mock_update_router = AsyncMock()
+
+    monkeypatch.setattr(proxy_server, "llm_router", MagicMock())
+    monkeypatch.setattr(
+        "litellm.proxy.search_endpoints.search_tool_registry.SearchToolRegistry.get_all_search_tools_from_db",
+        mock_get_db_tools,
+    )
+    monkeypatch.setattr(SearchAPIRouter, "update_router_search_tools", mock_update_router)
+
+    await pc._init_search_tools_in_db(prisma_client=MagicMock())
+
+    mock_get_db_tools.assert_awaited_once()
+    mock_update_router.assert_not_awaited()
+
+
 # ---------------------------------------------------------------------------
 # ProxyConfig._load_environment_variables
 # ---------------------------------------------------------------------------
@@ -542,9 +673,7 @@ def test_ProxyConfig_parse_search_tools_missing_returns_none():
 def test_ProxyConfig__load_environment_variables_sets_env(monkeypatch):
     monkeypatch.delenv("TEST_LOAD_ENV_X", raising=False)
     pc = ProxyConfig()
-    pc._load_environment_variables(
-        {"environment_variables": {"TEST_LOAD_ENV_X": "hello"}}
-    )
+    pc._load_environment_variables({"environment_variables": {"TEST_LOAD_ENV_X": "hello"}})
     result = {
         "TEST_LOAD_ENV_X": os.environ.get("TEST_LOAD_ENV_X"),
         "set": True,
@@ -602,9 +731,7 @@ async def test_ProxyConfig_load_config_missing_file_raises(monkeypatch):
 
 
 @pytest.mark.asyncio
-async def test_ProxyConfig_load_config_forwards_callback_specific_params(
-    tmp_path, monkeypatch
-):
+async def test_ProxyConfig_load_config_forwards_callback_specific_params(tmp_path, monkeypatch):
     """Regression: callback_settings from config must be forwarded to
     initialize_callbacks_on_proxy as callback_specific_params.
 
@@ -645,16 +772,12 @@ def _fake_initialize_callbacks_on_proxy(**kwargs):
 
     # The callbacks branch must forward the loaded callback_settings.
     assert captured.get("callback_specific_params") == {
-        "datadog_cost_management": {
-            "cost_tag_keys": ["capability", "platform", "ai_product"]
-        }
+        "datadog_cost_management": {"cost_tag_keys": ["capability", "platform", "ai_product"]}
     }
 
 
 @pytest.mark.asyncio
-async def test_ProxyConfig_load_config_blank_callback_settings_does_not_crash(
-    tmp_path, monkeypatch
-):
+async def test_ProxyConfig_load_config_blank_callback_settings_does_not_crash(tmp_path, monkeypatch):
     """Regression: `callback_settings:` with no body loads as None because
     dict.get() only falls back to the default when the key is absent. The None
     was forwarded verbatim to initialize_callbacks_on_proxy, where the first
@@ -678,17 +801,13 @@ async def test_ProxyConfig_load_config_blank_callback_settings_does_not_crash(
         CompressionInterceptionLogger,
     )
 
-    original_callbacks = (
-        list(litellm.callbacks) if isinstance(litellm.callbacks, list) else []
-    )
+    original_callbacks = list(litellm.callbacks) if isinstance(litellm.callbacks, list) else []
     litellm.callbacks = []
     try:
         pc = ProxyConfig()
         await pc.load_config(router=None, config_file_path=str(f))
 
-        assert any(
-            isinstance(c, CompressionInterceptionLogger) for c in litellm.callbacks
-        )
+        assert any(isinstance(c, CompressionInterceptionLogger) for c in litellm.callbacks)
     finally:
         litellm.callbacks = original_callbacks
 
@@ -1071,7 +1190,9 @@ def test_ProxyConfig_decrypt_model_list_from_db_resolves_env_refs_after_db_decry
         lambda value, key, return_original_value: (
             "os.environ/LITELLM_DB_MODEL_API_KEY"
             if key == "api_key"
-            else "os.environ/LITELLM_MASTER_KEY" if key == "api_base" else value
+            else "os.environ/LITELLM_MASTER_KEY"
+            if key == "api_base"
+            else value
         ),
     )
     pc = ProxyConfig()
@@ -1102,9 +1223,7 @@ def fail_on_call(secret_name, *args, **kwargs):
     monkeypatch.setenv("LITELLM_MASTER_KEY", "master-secret")
     monkeypatch.setattr(
         "litellm.proxy.proxy_server.decrypt_value_helper",
-        lambda value, key, return_original_value: (
-            "os.environ/LITELLM_MASTER_KEY" if key == "api_key" else value
-        ),
+        lambda value, key, return_original_value: "os.environ/LITELLM_MASTER_KEY" if key == "api_key" else value,
     )
     monkeypatch.setattr("litellm.proxy.proxy_server.get_secret", fail_on_call)
     pc = ProxyConfig()
@@ -1128,9 +1247,7 @@ def fail_on_call(secret_name, *args, **kwargs):
 
 def test_ProxyConfig_decrypt_model_list_from_db_invalid_params_skips():
     pc = ProxyConfig()
-    bad = SimpleNamespace(
-        model_id="m-1", model_name="x", model_info={}, litellm_params="not-a-dict"
-    )
+    bad = SimpleNamespace(model_id="m-1", model_name="x", model_info={}, litellm_params="not-a-dict")
     out = pc.decrypt_model_list_from_db(new_models=[bad])
     # Invalid entries skipped — empty list returned.
     assert out == []
@@ -1180,9 +1297,7 @@ async def fake_get_config():
     monkeypatch.setattr("litellm.proxy.proxy_server.llm_router", fake_router)
     monkeypatch.setattr("litellm.proxy.proxy_server.master_key", "sk-x")
     monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", None)
-    monkeypatch.setattr(
-        "litellm.proxy.proxy_server.general_settings", {"alerting": ["email"]}
-    )
+    monkeypatch.setattr("litellm.proxy.proxy_server.general_settings", {"alerting": ["email"]})
     monkeypatch.setattr("litellm.proxy.proxy_server.proxy_config", pc)
     # Passing None for proxy_logging_obj triggers AttributeError in _add_general_settings_from_db_config
     # when it calls proxy_logging_obj.update_values.
@@ -1433,9 +1548,7 @@ async def test_ProxyConfig__add_router_settings_from_db_config_updates_router():
     fake_router.update_settings = MagicMock()
     fake_prisma = MagicMock()
     fake_prisma.db.litellm_config.find_first = AsyncMock(
-        return_value=SimpleNamespace(
-            param_value={"timeout": 30, "retries": 2, "fallbacks": []}
-        )
+        return_value=SimpleNamespace(param_value={"timeout": 30, "retries": 2, "fallbacks": []})
     )
     config_data = {"router_settings": {"timeout": 10}}
     await pc._add_router_settings_from_db_config(
@@ -1446,9 +1559,7 @@ async def test_ProxyConfig__add_router_settings_from_db_config_updates_router():
     snapshot = {
         "called": fake_router.update_settings.called,
         "call_count": fake_router.update_settings.call_count,
-        "kwargs_keys": sorted(
-            list(fake_router.update_settings.call_args.kwargs.keys())
-        ),
+        "kwargs_keys": sorted(list(fake_router.update_settings.call_args.kwargs.keys())),
     }
     assert snapshot == {
         "called": True,
@@ -1461,9 +1572,7 @@ async def test_ProxyConfig__add_router_settings_from_db_config_updates_router():
 async def test_ProxyConfig__add_router_settings_from_db_config_none_router_noop():
     pc = ProxyConfig()
     # No router and no prisma — should silently return.
-    await pc._add_router_settings_from_db_config(
-        config_data={}, llm_router=None, prisma_client=None
-    )
+    await pc._add_router_settings_from_db_config(config_data={}, llm_router=None, prisma_client=None)
     # Error-style: bad call signature raises.
     with pytest.raises(TypeError):
         await pc._add_router_settings_from_db_config()  # type: ignore[call-arg]
@@ -1568,9 +1677,7 @@ async def test_ProxyConfig__update_general_settings_updates_max_parallel(monkeyp
 
     snapshot = {
         "max_parallel_requests": ps.general_settings.get("max_parallel_requests"),
-        "global_max_parallel_requests": ps.general_settings.get(
-            "global_max_parallel_requests"
-        ),
+        "global_max_parallel_requests": ps.general_settings.get("global_max_parallel_requests"),
         "ui_access_mode": ps.general_settings.get("ui_access_mode"),
     }
     assert snapshot == {
@@ -1712,9 +1819,7 @@ def emit(self, record: logging.LogRecord) -> None:
 
 
 @pytest.mark.asyncio
-async def test_ProxyConfig_load_config_redacts_secret_litellm_setting_keeps_plain(
-    tmp_path, monkeypatch
-):
+async def test_ProxyConfig_load_config_redacts_secret_litellm_setting_keeps_plain(tmp_path, monkeypatch):
     """Regression for LIT-4152 on the ``litellm_settings`` apply loop.
 
     ``load_config`` logged ``setting litellm.<key>=<value>`` verbatim at DEBUG,
@@ -1735,11 +1840,7 @@ async def test_ProxyConfig_load_config_redacts_secret_litellm_setting_keeps_plai
     api_key_secret = "sk-lit4152-litellm-settings-secret-abcdef1234567890"
     f = tmp_path / "c.yaml"
     f.write_text(
-        "model_list: []\n"
-        "general_settings: {}\n"
-        "litellm_settings:\n"
-        f"  api_key: {api_key_secret}\n"
-        "  num_retries: 7\n"
+        f"model_list: []\ngeneral_settings: {{}}\nlitellm_settings:\n  api_key: {api_key_secret}\n  num_retries: 7\n"
     )
     monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", None)
     monkeypatch.setattr("litellm.proxy.proxy_server.store_model_in_db", False)

From 4432590d31c6a2837d484aef210b65e2c5ee8c7f Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 4 Jul 2026 19:52:01 -0700
Subject: [PATCH 019/370] fix(spend): filter /global/spend/report by team_id
 when group_by=team

The group_by=team branch queried spend for every team in the date range
regardless of team_id; team_id was only honored in the separate branch that
also required a customer_id. Route the team report through a new
get_spend_by_team helper (sibling of get_spend_by_team_and_customer) that binds
team_id as an optional $3 predicate, so a provided team_id narrows the result
to that team and a null team_id still returns every team.
---
 .../spend_management_endpoints.py             |  64 +--------
 .../spend_tracking/spend_tracking_utils.py    |  68 +++++++++
 .../test_spend_query_optimization.py          | 135 +++++++++++++-----
 3 files changed, 167 insertions(+), 100 deletions(-)

diff --git a/litellm/proxy/spend_tracking/spend_management_endpoints.py b/litellm/proxy/spend_tracking/spend_management_endpoints.py
index 9c152e30c52..29a970c3cfb 100644
--- a/litellm/proxy/spend_tracking/spend_management_endpoints.py
+++ b/litellm/proxy/spend_tracking/spend_management_endpoints.py
@@ -27,6 +27,7 @@
 # module while common_utils may pull proxy_server during init, which can leave
 # those names undefined. Import the helpers locally where they are used.
 from litellm.proxy.spend_tracking.spend_tracking_utils import (
+    get_spend_by_team,
     get_spend_by_team_and_customer,
 )
 from litellm.proxy.utils import handle_exception_on_proxy
@@ -1131,68 +1132,7 @@ async def get_global_spend_report(
                 start_date_obj, end_date_obj, team_id, customer_id, prisma_client
             )
         if group_by == "team":
-            # first get data from spend logs -> SpendByModelApiKey
-            # then read data from "SpendByModelApiKey" to format the response obj
-            sql_query = """
-
-            WITH SpendByModelApiKey AS (
-                SELECT
-                    date_trunc('day', sl."startTime") AS group_by_day,
-                    COALESCE(tt.team_alias, 'Unassigned Team') AS team_name,
-                    sl.model,
-                    sl.api_key,
-                    SUM(sl.spend) AS model_api_spend,
-                    SUM(sl.total_tokens) AS model_api_tokens
-                FROM 
-                    "LiteLLM_SpendLogs" sl
-                LEFT JOIN 
-                    "LiteLLM_TeamTable" tt 
-                ON 
-                    sl.team_id = tt.team_id
-                WHERE
-                    sl."startTime" >= ($1::timestamptz AT TIME ZONE 'UTC')
-                    AND sl."startTime" <  (($2::timestamptz + INTERVAL '1 day') AT TIME ZONE 'UTC')
-                GROUP BY
-                    date_trunc('day', sl."startTime"),
-                    tt.team_alias,
-                    sl.model,
-                    sl.api_key
-            )
-                SELECT
-                    group_by_day,
-                    jsonb_agg(jsonb_build_object(
-                        'team_name', team_name,
-                        'total_spend', total_spend,
-                        'metadata', metadata
-                    )) AS teams
-                FROM (
-                    SELECT
-                        group_by_day,
-                        team_name,
-                        SUM(model_api_spend) AS total_spend,
-                        jsonb_agg(jsonb_build_object(
-                            'model', model,
-                            'api_key', api_key,
-                            'spend', model_api_spend,
-                            'total_tokens', model_api_tokens
-                        )) AS metadata
-                    FROM 
-                        SpendByModelApiKey
-                    GROUP BY
-                        group_by_day,
-                        team_name
-                ) AS aggregated
-                GROUP BY
-                    group_by_day
-                ORDER BY
-                    group_by_day;
-                """
-
-            db_response = await prisma_client.db.query_raw(sql_query, start_date_obj, end_date_obj)
-            if db_response is None:
-                return []
-
-            return db_response
+            return await get_spend_by_team(start_date_obj, end_date_obj, team_id, prisma_client)
 
         elif group_by == "customer":
             sql_query = """
diff --git a/litellm/proxy/spend_tracking/spend_tracking_utils.py b/litellm/proxy/spend_tracking/spend_tracking_utils.py
index 22f97feecd9..4dd897eba54 100644
--- a/litellm/proxy/spend_tracking/spend_tracking_utils.py
+++ b/litellm/proxy/spend_tracking/spend_tracking_utils.py
@@ -485,6 +485,74 @@ def _ensure_datetime_utc(timestamp: datetime) -> datetime:
     return timestamp
 
 
+async def get_spend_by_team(
+    start_date: dt,
+    end_date: dt,
+    team_id: Optional[str],
+    prisma_client: PrismaClient,
+):
+    sql_query = """
+    WITH SpendByModelApiKey AS (
+        SELECT
+            date_trunc('day', sl."startTime") AS group_by_day,
+            COALESCE(tt.team_alias, 'Unassigned Team') AS team_name,
+            sl.model,
+            sl.api_key,
+            SUM(sl.spend) AS model_api_spend,
+            SUM(sl.total_tokens) AS model_api_tokens
+        FROM
+            "LiteLLM_SpendLogs" sl
+        LEFT JOIN
+            "LiteLLM_TeamTable" tt
+        ON
+            sl.team_id = tt.team_id
+        WHERE
+            sl."startTime" >= ($1::timestamptz AT TIME ZONE 'UTC')
+            AND sl."startTime" <  (($2::timestamptz + INTERVAL '1 day') AT TIME ZONE 'UTC')
+            AND ($3::text IS NULL OR sl.team_id = $3)
+        GROUP BY
+            date_trunc('day', sl."startTime"),
+            tt.team_alias,
+            sl.model,
+            sl.api_key
+    )
+        SELECT
+            group_by_day,
+            jsonb_agg(jsonb_build_object(
+                'team_name', team_name,
+                'total_spend', total_spend,
+                'metadata', metadata
+            )) AS teams
+        FROM (
+            SELECT
+                group_by_day,
+                team_name,
+                SUM(model_api_spend) AS total_spend,
+                jsonb_agg(jsonb_build_object(
+                    'model', model,
+                    'api_key', api_key,
+                    'spend', model_api_spend,
+                    'total_tokens', model_api_tokens
+                )) AS metadata
+            FROM
+                SpendByModelApiKey
+            GROUP BY
+                group_by_day,
+                team_name
+        ) AS aggregated
+        GROUP BY
+            group_by_day
+        ORDER BY
+            group_by_day;
+    """
+
+    db_response = await prisma_client.db.query_raw(sql_query, start_date, end_date, team_id)
+    if db_response is None:
+        return []
+
+    return db_response
+
+
 async def get_spend_by_team_and_customer(
     start_date: dt,
     end_date: dt,
diff --git a/tests/test_litellm/proxy/spend_tracking/test_spend_query_optimization.py b/tests/test_litellm/proxy/spend_tracking/test_spend_query_optimization.py
index 5b793adbbb4..e8950e84f55 100644
--- a/tests/test_litellm/proxy/spend_tracking/test_spend_query_optimization.py
+++ b/tests/test_litellm/proxy/spend_tracking/test_spend_query_optimization.py
@@ -16,6 +16,7 @@
 sys.path.insert(0, os.path.abspath("../../../.."))
 
 from litellm.proxy.spend_tracking.spend_tracking_utils import (
+    get_spend_by_team,
     get_spend_by_team_and_customer,
 )
 
@@ -60,31 +61,17 @@ async def test_spend_query_uses_timestamp_filtering():
     params = call_args[1:]
 
     # 1) SQL should NOT cast the startTime column to DATE (prevents index usage)
-    assert (
-        "::date" not in sql.lower()
-    ), "SQL should not use '::date' casting which prevents index usage"
-    assert (
-        "date(" not in sql.lower()
-    ), "SQL should not use DATE() function which prevents index usage"
+    assert "::date" not in sql.lower(), "SQL should not use '::date' casting which prevents index usage"
+    assert "date(" not in sql.lower(), "SQL should not use DATE() function which prevents index usage"
 
     # 2) SQL should use timestamp-range filtering pattern for index optimization
-    assert (
-        '"startTime" >=' in sql or '"startTime">=' in sql
-    ), "SQL should use >= operator for lower bound"
-    assert (
-        '"startTime" <' in sql or '"startTime"<' in sql
-    ), "SQL should use < operator for upper bound"
-    assert (
-        "interval '1 day'" in sql.lower()
-    ), "SQL should use INTERVAL for date arithmetic"
+    assert '"startTime" >=' in sql or '"startTime">=' in sql, "SQL should use >= operator for lower bound"
+    assert '"startTime" <' in sql or '"startTime"<' in sql, "SQL should use < operator for upper bound"
+    assert "interval '1 day'" in sql.lower(), "SQL should use INTERVAL for date arithmetic"
 
     # 3) Parameters should be datetime objects (not date objects)
-    assert isinstance(
-        params[0], datetime.datetime
-    ), "First parameter (start_date) should be datetime object"
-    assert isinstance(
-        params[1], datetime.datetime
-    ), "Second parameter (end_date) should be datetime object"
+    assert isinstance(params[0], datetime.datetime), "First parameter (start_date) should be datetime object"
+    assert isinstance(params[1], datetime.datetime), "Second parameter (end_date) should be datetime object"
     assert params[0].tzinfo is not None, "start_date should be timezone-aware"
     assert params[1].tzinfo is not None, "end_date should be timezone-aware"
 
@@ -130,12 +117,8 @@ async def test_global_activity_wraps_params_in_at_time_zone_utc(monkeypatch):
     # 2) Params must still be tz-aware UTC datetimes (preserves existing contract).
     assert isinstance(params[0], datetime.datetime)
     assert isinstance(params[1], datetime.datetime)
-    assert params[0].tzinfo is not None and params[0].utcoffset() == datetime.timedelta(
-        0
-    )
-    assert params[1].tzinfo is not None and params[1].utcoffset() == datetime.timedelta(
-        0
-    )
+    assert params[0].tzinfo is not None and params[0].utcoffset() == datetime.timedelta(0)
+    assert params[1].tzinfo is not None and params[1].utcoffset() == datetime.timedelta(0)
 
 
 @pytest.mark.asyncio
@@ -158,9 +141,7 @@ async def test_global_activity_internal_user_wraps_params_in_at_time_zone_utc(
 
     monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
 
-    auth = UserAPIKeyAuth(
-        user_role=LitellmUserRoles.INTERNAL_USER, user_id="internal_user_1"
-    )
+    auth = UserAPIKeyAuth(user_role=LitellmUserRoles.INTERNAL_USER, user_id="internal_user_1")
 
     await get_global_activity(
         start_date="2026-02-16",
@@ -171,8 +152,7 @@ async def test_global_activity_internal_user_wraps_params_in_at_time_zone_utc(
     assert mock_prisma.db.query_raw.called
     sql = mock_prisma.db.query_raw.call_args[0][0]
     assert sql.count("AT TIME ZONE 'UTC'") >= 2, (
-        "Internal-user branch must also wrap date bounds with "
-        f"`AT TIME ZONE 'UTC'`. SQL was:\n{sql}"
+        f"Internal-user branch must also wrap date bounds with `AT TIME ZONE 'UTC'`. SQL was:\n{sql}"
     )
 
 
@@ -219,8 +199,7 @@ async def test_spend_logs_ui_wraps_params_in_at_time_zone_utc(monkeypatch):
     assert mock_prisma.db.query_raw.called, "query_raw should have been called"
     sql = mock_prisma.db.query_raw.call_args[0][0]
     assert sql.count("AT TIME ZONE 'UTC'") >= 2, (
-        "/spend/logs/ui must wrap both `startTime` bounds with "
-        f"`AT TIME ZONE 'UTC'`. SQL was:\n{sql}"
+        f"/spend/logs/ui must wrap both `startTime` bounds with `AT TIME ZONE 'UTC'`. SQL was:\n{sql}"
     )
 
 
@@ -281,10 +260,7 @@ async def test_spend_logs_ui_folds_count_into_window_function(monkeypatch):
     assert response["total_pages"] == (137 + 50 - 1) // 50
 
     for row in response["data"]:
-        assert "total_count" not in row, (
-            "the window-function helper column must be stripped before "
-            "serialising rows"
-        )
+        assert "total_count" not in row, "the window-function helper column must be stripped before serialising rows"
 
 
 @pytest.mark.asyncio
@@ -373,3 +349,86 @@ async def test_spend_logs_ui_out_of_range_page_falls_back_to_count(monkeypatch):
     mock_prisma.db.litellm_spendlogs.count.assert_called_once()
     assert response["total"] == 7
     assert response["total_pages"] == (7 + 2 - 1) // 2
+
+
+@pytest.mark.asyncio
+async def test_get_spend_by_team_binds_optional_team_filter():
+    """
+    get_spend_by_team must bind team_id as query parameter $3 behind an
+    `IS NULL OR` predicate: a provided team_id narrows the result to that team,
+    a None team_id short-circuits the filter and returns every team. Regression
+    guard for LIT-4125 (the team query previously carried no team_id predicate).
+    """
+    mock_prisma = MagicMock()
+    mock_prisma.db = MagicMock()
+    mock_query_raw = AsyncMock(return_value=[])
+    mock_prisma.db.query_raw = mock_query_raw
+
+    start_date = datetime.datetime(2024, 1, 1, tzinfo=timezone.utc)
+    end_date = datetime.datetime(2024, 1, 31, tzinfo=timezone.utc)
+
+    await get_spend_by_team(
+        start_date=start_date,
+        end_date=end_date,
+        team_id="test_team",
+        prisma_client=mock_prisma,
+    )
+
+    assert mock_query_raw.called, "query_raw should have been called"
+    sql = mock_query_raw.call_args[0][0]
+    params = mock_query_raw.call_args[0][1:]
+
+    # team_id is bound as parameter $3 (not string-interpolated) and referenced in WHERE
+    assert "sl.team_id = $3" in sql, f"WHERE must filter on team_id. SQL was:\n{sql}"
+    assert "$3::text IS NULL OR" in sql, (
+        f"the team filter must be optional via an IS NULL short-circuit. SQL was:\n{sql}"
+    )
+    assert params[2] == "test_team", "team_id must be forwarded as the third query param"
+
+    # None team_id still forwards param $3 (as None) so the predicate no-ops
+    mock_query_raw.reset_mock()
+    await get_spend_by_team(
+        start_date=start_date,
+        end_date=end_date,
+        team_id=None,
+        prisma_client=mock_prisma,
+    )
+    assert mock_query_raw.call_args[0][1:][2] is None
+
+
+@pytest.mark.asyncio
+async def test_global_spend_report_team_group_forwards_team_id(monkeypatch):
+    """
+    GET /global/spend/report?group_by=team&team_id=X must filter to team X.
+
+    Before LIT-4125 the group_by=team branch ran a query with no team_id
+    predicate, so spend for every team in the range was returned regardless of
+    team_id (team_id was only honored when a customer_id was also supplied).
+    This asserts the endpoint forwards team_id into the DB query.
+    """
+    from litellm.proxy.spend_tracking.spend_management_endpoints import (
+        get_global_spend_report,
+    )
+
+    mock_prisma = MagicMock()
+    mock_prisma.db = MagicMock()
+    mock_prisma.db.query_raw = AsyncMock(return_value=[])
+
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
+    monkeypatch.setattr("litellm.proxy.proxy_server.premium_user", True)
+
+    await get_global_spend_report(
+        start_date="2026-07-01",
+        end_date="2026-07-03",
+        group_by="team",
+        api_key=None,
+        internal_user_id=None,
+        team_id="team_x",
+        customer_id=None,
+    )
+
+    assert mock_prisma.db.query_raw.called, "query_raw should have been called"
+    sql = mock_prisma.db.query_raw.call_args[0][0]
+    params = mock_prisma.db.query_raw.call_args[0][1:]
+    assert "team_x" in params, "team_id must be forwarded into the DB query params"
+    assert "sl.team_id = $3" in sql, f"team query must filter on team_id. SQL was:\n{sql}"

From 5b93ba0ada124ea2e9b6fbdbfc4496ada447fa6e Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Sun, 5 Jul 2026 21:58:35 +0530
Subject: [PATCH 020/370] feat(router): add separate ITPM/OTPM deployment rate
 limits (#31952)

* feat(router): add separate ITPM/OTPM deployment rate limits

Support input/output tokens per minute on deployments via enforce_model_rate_limits, with reservation, reconciliation, refund on failure, and rate-limit headers.

Co-authored-by: Cursor <cursoragent@cursor.com>

* chore(router): keep ITPM/OTPM diff minimal in router.py

Drop unrelated Black reformatting from router.py and types/router.py so the PR only contains functional ITPM/OTPM changes.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(router): make ITPM/OTPM limits separate and atomic

Address Greptile review on separate ITPM/OTPM deployment rate limits.

- OTPM is now reserved atomically pre-call with rollback, matching the ITPM
  path, so concurrent requests can no longer overshoot the configured output
  limit before reconciliation
- ITPM counts input tokens only; it no longer accumulates completion tokens,
  so the input-token limit and x-ratelimit-limit-input-tokens header describe
  input usage as their names imply
- _read_reservation_from_kwargs only falls back to litellm_params.metadata when
  the top-level metadata channel is absent, so production requests carrying a
  litellm_params.metadata dict still reconcile and refund their reservation

Adds regression tests for OTPM atomicity under concurrency, input-only ITPM
enforcement, and reservation lookup when litellm_params.metadata is present.

* fix(router): subtract input tokens only from remaining-input-tokens header

The in-flight replay for x-ratelimit-remaining-input-tokens subtracted total
tokens (input + output) instead of input tokens only, so clients saw remaining
input quota understated by the completion token count on every response. Now
consistent with the input-only ITPM counter.

* fix(router): make itpm/otpm vs tpm/rpm precedence explicit

When a deployment configures itpm/otpm alongside tpm/rpm, the io-token path
takes over and the tpm/rpm limits are not enforced. Log a warning the first
time such a conflicting deployment is seen so the supersession is not silent,
and document the mutual exclusivity.

Post-call reconciliation now only trues up a counter that was actually
reserved against, so the itpm/otpm keys are no longer incremented for
deployments that never configured that limit.

* fix(router): track actual io-token usage on the reservation-minute key

Post-call reconciliation now keys off the exact cache key stashed at pre-call
time rather than one recomputed from the response-time minute. This fixes two
issues: a request whose pre-call estimate was 0 now still writes its actual
billable input to the ITPM counter (previously it was skipped, leaving the
limit unenforceable for that request), and a call that finishes in a later
minute reconciles against the minute it reserved against instead of pushing a
negative delta into the next minute. Counters are only touched when their
limit is configured.

* fix(router): run io-token reconciliation before the model_id guard

async_log_success_event gated IO reconciliation behind the model_id guard that
only the TPM tracking path needs. Since reconciliation works entirely from the
cache keys stashed in kwargs, a success event whose standard_logging_object
lacks model_id would skip reconciliation and leave the reservation on the
counter until the TTL expired, wasting quota. Route the IO path first.

* fix(router): don't replay in-flight delta for itpm/otpm headers

For ITPM/OTPM model groups the counter is incremented at reservation time
(pre-call), so the remaining values returned by get_remaining_model_group_usage
already account for the current request. Replaying the in-flight delta on top
double-counted it and understated x-ratelimit-remaining-input/output-tokens by
up to max_tokens on every response. Skip the delta for io-token groups; the
legacy TPM/RPM replay path is unchanged.

* fix(router): clear io-token reservation after reconcile/refund

async_io_token_refund_failure and async_io_token_reconcile_success now clear
the stashed reservation keys from the request metadata once done. Otherwise, on
a model group mixing IO-limited and non-IO deployments, a failed IO call that
retries on a non-IO fallback left the stale sentinel in the shared request
metadata; the fallback's success handler would divert into IO reconciliation
against the already-refunded key, driving the ITPM counter negative and
skipping the non-IO deployment's TPM tracking.

* fix(router): tidy reservation channel lookup and header guard

Consolidate the reservation channel lookup into a single ordered helper shared
by read and clear, so top-level metadata always wins over litellm_params
metadata without the tangled per-iteration fallback.

Also stop gating the router rate-limit header block on the presence of
x-ratelimit-remaining-input/output-tokens. That block only emits those headers
for ITPM/OTPM groups; for a non-IO group backed by a provider that natively
returns input/output token headers, the extra conditions suppressed the
router's own remaining-tokens/requests headers.

* fix(router): strip client-supplied io-token reservation keys

The reservation sentinels (_litellm_itpm_reserved, _litellm_itpm_cache_key,
and the otpm equivalents) are server-only, but metadata is caller-controlled on
proxy requests. An authenticated caller could forge these fields with an
arbitrary cache key so the post-call reconcile/refund path would decrement any
deployment's ITPM/OTPM counter and let it exceed the configured limit. Strip
the reserved keys from the request metadata in set_io_token_rate_limit_request_kwargs,
which runs before the router stashes its own reservation, so only a genuine
server-side reservation is ever read post-call.

* fix(router): track TPM routing load for io-limited deployments

deployment_callback_on_success early-returned for any deployment with itpm/otpm
set, so its total-token usage never landed in the router's TPM routing counter.
TPM-aware routing strategies then saw 0 load for IO deployments and over-routed
to them in mixed model groups. Only skip tracking when neither tpm/rpm nor
itpm/otpm are configured; itpm/otpm enforcement still runs separately in
ModelRateLimitingCheck, so the routing counter and the enforcement counters
stay independent.

* fix(router): expose standard tpm/rpm headers for io-limited groups

get_remaining_model_group_usage returned early for ITPM/OTPM groups, so a group
that also set tpm/rpm never emitted x-ratelimit-remaining-tokens / -requests;
clients and prometheus gauges reading those saw no data. Build both header sets
instead of returning early.

Also simplify the in-flight header replay: only the tpm/rpm counters are
incremented post-response, so the delta now adjusts just those. The itpm/otpm
counters are incremented at reservation time (pre-call), so the input/output
token headers already reflect the request and are left untouched - which
removes the need for the separate io-group special case.

* fix(router): roll back ITPM on any OTPM reservation error; dedup warning per instance

Two follow-ups from review. The pre-call OTPM reservation only rolled back the
ITPM reservation on a RateLimitError, so a transient cache error while reserving
OTPM left the ITPM counter inflated until the TTL expired; catch any exception,
release the ITPM reservation, then re-raise.

Replace the module-level lru_cache warn-once (caching a logging side effect,
which never re-warns in a long-lived process) with an instance-scoped set of
already-warned deployment ids on ModelRateLimitingCheck.

* fix(router): always clear reservation stash on reconcile; don't collapse id-less warning dedup

Clear the reservation in a finally block so a mid-reconciliation cache error
still removes the stash and a duplicate success event can't re-process it.

Dedup the itpm/otpm-vs-tpm/rpm conflict warning per real deployment id; a
deployment with no id no longer collapses every id-less deployment onto the
str(None) key (which would suppress all but the first warning).

* fix(router): skip io reservation when deployment can't be keyed

_get_cache_keys returned a shared 'global_router:None:None:...' key when a
deployment was missing model_info.id or litellm_params.model, so misconfigured
deployments could share one rate-limit bucket. Return None in that case and
skip io reservation for the request.

* fix(router): honor explicit max_tokens=0 in io reservation

_resolve_max_tokens used 'max_tokens or max_completion_tokens', so an explicit
max_tokens=0 fell through to the model default. Only fall back to
max_completion_tokens when max_tokens is absent.

* fix(ci): satisfy lint budget, router coverage, and dashboard schema sync

- Modernize the new itpm/otpm module's type hints to PEP 585 lowercase
  generics (Dict/Tuple/List -> dict/tuple/list) to clear the added UP006
  violations; ratchet ruff-strict-budget.json's UP006 ceiling down to match.
- Replace three try/except Exception blocks that must stay broad by design
  (token_counter and litellm.get_model_info raise untyped exceptions, and an
  io-token refund failure must never break the logging pipeline) with
  contextlib.suppress(Exception), matching the codebase's existing resolution
  for this exact BLE001 pattern.
- Add direct unit tests for get_model_group_io_token_usage (multi-deployment
  aggregation and the empty-model-list case) in test_router_helper_utils.py,
  satisfying the router function-coverage check.
- Regenerate the dashboard's schema.d.ts so the new itpm/otpm fields on
  GenericLiteLLMParams and ModelGroupInfo are reflected in the OpenAPI types.

* fix: enforce io token rate limits consistently

* fix: honor zero max tokens in otpm reservation

* fix(lint): fix UP007 violation and resync ruff-strict-budget.json to base

Convert Union[_Span, Any] to _Span | Any (safe on this repo's Python >=3.10
floor) to clear the new UP007 violation from the TYPE_CHECKING-gated Span
alias.

The previously committed ruff-strict-budget.json ratcheted UP006 down from a
stale base; litellm_internal_staging has since tightened that same ceiling
further on its own. Reset the file to the current base's committed values and
re-ratchet from there so the budget only ever moves down relative to the
actual merge-base, never against a stale snapshot.

* fix(router): attach ITPM/OTPM headers on dict responses and harden reservation

Strip itpm/otpm from provider kwargs, ensure messages are available for ITPM
estimation, honor max_output_tokens on /v1/responses, and propagate rate-limit
headers through /v1/messages dict responses via _hidden_params.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(router): attach ITPM/OTPM headers to streaming /v1/messages responses

Wrap bare async iterators in HiddenParamsAsyncIteratorWrapper so
set_response_headers can attach rate-limit headers to streaming Anthropic
messages responses that lack a _hidden_params slot.

Co-authored-by: Cursor <cursoragent@cursor.com>

* style: ruff format add_retry_fallback_headers.py

Fix CI ruff format check failure on get_hidden_params_dict call site.

Co-authored-by: Cursor <cursoragent@cursor.com>

* refactor(router): extract set_response_headers helpers to fix C901 budget

Move header-attachment logic into add_retry_fallback_headers helpers so
set_response_headers stays under the strict complexity ceiling.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix: keep IO token reservation when response usage is missing

Missing usage was reconciled as zero and fully refunded the pre-call
reservation, allowing limit bypass on repeated successful calls. Only
adjust counters when usage is resolved from the response or standard
logging fields; otherwise keep the reservation until TTL expires.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix: enforce RPM/TPM alongside IO-token limits on mixed deployments

Deployments with both itpm/otpm and tpm/rpm previously returned after the
IO reservation and skipped RPM/TPM checks. Run both paths and refund the
IO reservation only when RPM/TPM rejects after a successful reservation.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix: track TPM usage on success for mixed IO+TPM deployments

The early return after IO-token reconciliation in log_success_event and
async_log_success_event skipped the TPM counter increment, so the tpm_key
the pre-call check reads was never written and tpm_limit was never
actually enforced on deployments that also configure itpm/otpm.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix: treat total-only usage as unresolved in IO-token reconcile

usage/standard_logging_object entries carrying only total_tokens (no
prompt/completion or input/output breakdown) were treated as resolved
usage, resolving to (0, 0) and refunding the full reservation. Both
_usage_is_present and the standard_logging_object fallback now require an
actual input/output breakdown before reconciling, keeping the reservation
otherwise.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix: reserve minimal token when input/output estimation fails

_reservation_value(0, limit) reserved the entire limit whenever token
estimation failed (empty/unsupported input, tokenizer error), letting one
such request claim the whole bucket and 429 every concurrent request to
the deployment until it completed. Reserve 1 token instead so estimation
failures no longer serialize traffic.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix: refund IO reservation synchronously before retry deployment pick

On retry, set_io_token_rate_limit_request_kwargs clears reservation
sentinels from the shared kwargs dict before a background failure handler
can refund them, stranding the counter until TTL. Refund and clear any
stale reservation in _update_kwargs_with_deployment before stripping
sentinels for the next attempt.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(io_token_rate_limit_check): use model-specific tokenizer for ITPM estimate; document sync-refund Redis ceiling

Pass the deployment litellm_params.model to token_counter so it uses the
model's native tokenizer instead of the generic fallback, narrowing the
reservation over/under-estimate window between pre-call and post-call
reconcile.

Add a ponytail: comment to refund_stale_reservation_before_retry explaining
the known ceiling: the synchronous DualCache.increment_cache issues a
blocking Redis INCR when a Redis backend is configured. This only fires on
streaming mid-stream retries (non-streaming failures await their failure
handler before the retry picks a new deployment, leaving no sentinels to
refund). Upgrade path: make _update_kwargs_with_deployment async.

Co-authored-by: Cursor <cursoragent@cursor.com>

---------

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 .../litellm_core_utils/get_litellm_params.py  |   2 +
 litellm/proxy/common_request_processing.py    |  12 +-
 litellm/router.py                             | 221 ++--
 .../add_retry_fallback_headers.py             | 133 ++-
 .../io_token_rate_limit_check.py              | 711 +++++++++++++
 .../pre_call_checks/model_rate_limit_check.py | 146 ++-
 litellm/types/router.py                       |   8 +
 litellm/types/utils.py                        |   2 +
 ruff-strict-budget.json                       |   2 +-
 .../test_router_helper_utils.py               | 336 ++++++
 .../proxy/test_common_request_processing.py   |  49 +-
 .../test_add_retry_fallback_headers.py        |  22 +
 .../test_router/test_io_token_rate_limits.py  | 979 ++++++++++++++++++
 ui/litellm-dashboard/src/lib/http/schema.d.ts |  12 +
 14 files changed, 2534 insertions(+), 101 deletions(-)
 create mode 100644 litellm/router_utils/pre_call_checks/io_token_rate_limit_check.py
 create mode 100644 tests/test_litellm/test_router/test_io_token_rate_limits.py

diff --git a/litellm/litellm_core_utils/get_litellm_params.py b/litellm/litellm_core_utils/get_litellm_params.py
index fbed9594a0b..d505cbaf1e0 100644
--- a/litellm/litellm_core_utils/get_litellm_params.py
+++ b/litellm/litellm_core_utils/get_litellm_params.py
@@ -36,6 +36,8 @@
         "aws_bedrock_project_id",
         "tpm",
         "rpm",
+        "itpm",
+        "otpm",
         "use_xai_oauth",
     }
 )
diff --git a/litellm/proxy/common_request_processing.py b/litellm/proxy/common_request_processing.py
index 97f7d51970c..c4be2187292 100644
--- a/litellm/proxy/common_request_processing.py
+++ b/litellm/proxy/common_request_processing.py
@@ -52,6 +52,7 @@
 from litellm.proxy.route_llm_request import route_request
 from litellm.proxy.utils import ProxyLogging
 from litellm.router import Router
+from litellm.router_utils.add_retry_fallback_headers import get_hidden_params_dict
 from litellm.types.guardrails import GuardrailEventHooks
 from litellm.types.router import RouterRateLimitError
 from litellm.types.utils import ServerToolUse
@@ -600,7 +601,7 @@ def _override_openai_response_model(
     if not requested_model:
         return
 
-    hidden_params = getattr(response_obj, "_hidden_params", {}) or {}
+    hidden_params = get_hidden_params_dict(response_obj)
     if isinstance(hidden_params, dict):
         # Check if a fallback occurred - if so, preserve the actual model used
         fallback_headers = hidden_params.get("additional_headers", {}) or {}
@@ -896,7 +897,7 @@ async def build_litellm_proxy_success_headers_from_llm_response(
         (e.g. Google native :generateContent) instead of base_process_llm_request.
         """
         if isinstance(response, dict):
-            hidden_params = response.get("_hidden_params") or {}
+            hidden_params = get_hidden_params_dict(response)
         else:
             hidden_params = getattr(response, "_hidden_params", None) or {}
         if not isinstance(hidden_params, dict):
@@ -1429,7 +1430,7 @@ async def base_process_llm_request(
 
         _exception_raised = False
         try:
-            hidden_params = getattr(response, "_hidden_params", {}) or {}
+            hidden_params = get_hidden_params_dict(response)
             model_id = self._get_model_id_from_response(hidden_params, self.data)
 
             cache_key, api_base, response_cost = (
@@ -1704,7 +1705,7 @@ async def _on_deferred_stream_complete(assembled_response, cache_hit):
                 log_context=f"litellm_call_id={logging_obj.litellm_call_id}",
             )
 
-        hidden_params = getattr(response, "_hidden_params", {}) or {}  # get any updated response headers
+        hidden_params = get_hidden_params_dict(response)  # get any updated response headers
         additional_headers = hidden_params.get("additional_headers", {}) or {}
 
         recover_response_cost = not response_cost and hidden_params.get("response_cost") is None
@@ -1732,6 +1733,9 @@ async def _on_deferred_stream_complete(assembled_response, cache_hit):
             )
         )
 
+        if isinstance(response, dict):
+            response.pop("_hidden_params", None)
+
         # Call response headers hook for non-streaming success
         callback_headers = await proxy_logging_obj.post_call_response_headers_hook(
             data=self.data,
diff --git a/litellm/router.py b/litellm/router.py
index 9f333e471f3..64b90172c04 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -90,7 +90,12 @@
     _HiddenParamsHost,
     add_fallback_headers_to_response,
     add_retry_headers_to_response,
+    apply_quality_router_decision_headers,
+    apply_remaining_usage_headers,
+    ensure_response_additional_headers,
     get_hidden_params_dict,
+    prepare_response_for_header_attachment,
+    response_in_flight_token_count,
 )
 from litellm.router_utils.batch_utils import (
     _get_router_metadata_variable_name,
@@ -133,6 +138,12 @@
 from litellm.router_utils.pre_call_checks.model_rate_limit_check import (
     ModelRateLimitingCheck,
 )
+from litellm.router_utils.pre_call_checks.io_token_rate_limit_check import (
+    build_io_token_rate_limit_headers,
+    deployment_has_io_token_limits,
+    refund_stale_reservation_before_retry,
+    set_io_token_rate_limit_request_kwargs,
+)
 from litellm.router_utils.pre_call_checks.prompt_caching_deployment_check import (
     PromptCachingDeploymentCheck,
 )
@@ -1649,6 +1660,7 @@ def _completion(
                 )
                 thread.start()
 
+            kwargs.setdefault("messages", messages)
             self._update_kwargs_with_deployment(deployment=deployment, kwargs=kwargs)
             kwargs.pop("silent_model", None)  # Ensure it's not in kwargs either
             model_name = litellm_params["model"]
@@ -2672,6 +2684,7 @@ async def _acompletion(
                     )
                 )
 
+            kwargs.setdefault("messages", messages)
             self._update_kwargs_with_deployment(deployment=deployment, kwargs=kwargs)
             kwargs.pop("silent_model", None)  # Ensure it's not in kwargs either
 
@@ -2946,6 +2959,13 @@ def _update_kwargs_with_deployment(
             }
         )
 
+        # A retry/fallback reuses this same kwargs dict for the next deployment.
+        # Refund and clear any reservation the previous deployment attempt left
+        # here before it's wiped below, instead of relying on that attempt's
+        # (possibly still-pending) failure event to do it.
+        refund_stale_reservation_before_retry(self.cache, kwargs)
+        set_io_token_rate_limit_request_kwargs(kwargs)
+
         ## DEPLOYMENT-LEVEL TAGS
         deployment_tags = deployment.get("litellm_params", {}).get("tags")
         if deployment_tags:
@@ -6753,7 +6773,13 @@ async def deployment_callback_on_success(
                     deployment_id=id,
                 )
 
-                ## if all are none, return - no need to track current tpm/rpm usage for models with no tpm/rpm set
+                deployment_dict = deployment_info if isinstance(deployment_info, dict) else deployment_info.model_dump()
+                has_io_token_limits = deployment_has_io_token_limits(deployment_dict)
+
+                ## Nothing to track only when neither tpm/rpm nor itpm/otpm limits are
+                ## set. IO deployments still record TPM/RPM usage here so TPM-aware
+                ## routing strategies see their real load in mixed model groups; their
+                ## itpm/otpm enforcement runs separately in ModelRateLimitingCheck.
                 if (
                     tpm is None
                     and rpm is None
@@ -6761,6 +6787,7 @@ async def deployment_callback_on_success(
                     and rpm_litellm_params is None
                     and tpm_model_info is None
                     and rpm_model_info is None
+                    and not has_io_token_limits
                 ):
                     return
 
@@ -8597,6 +8624,8 @@ def _set_model_group_info(self, model_group: str, user_facing_model_group_name:
 
         total_tpm: Optional[int] = None
         total_rpm: Optional[int] = None
+        total_itpm: Optional[int] = None
+        total_otpm: Optional[int] = None
         configurable_clientside_auth_params: CONFIGURABLE_CLIENTSIDE_AUTH_PARAMS = None
         model_list = self.get_model_list(model_name=model_group)
         if model_list is None:
@@ -8637,6 +8666,18 @@ def _set_model_group_info(self, model_group: str, user_facing_model_group_name:
             if _deployment_rpm is None:
                 _deployment_rpm = model_info_dict.get("rpm", None)  # type: ignore
 
+            _deployment_itpm: Optional[int] = model.get("itpm")  # type: ignore
+            if _deployment_itpm is None:
+                _deployment_itpm = model_litellm_params.get("itpm", None)  # type: ignore
+            if _deployment_itpm is None:
+                _deployment_itpm = model_info_dict.get("itpm", None)  # type: ignore
+
+            _deployment_otpm: Optional[int] = model.get("otpm")  # type: ignore
+            if _deployment_otpm is None:
+                _deployment_otpm = model_litellm_params.get("otpm", None)  # type: ignore
+            if _deployment_otpm is None:
+                _deployment_otpm = model_info_dict.get("otpm", None)  # type: ignore
+
             # get model info
             try:
                 model_id = model_info_dict.get("id", None)
@@ -8777,6 +8818,16 @@ def _set_model_group_info(self, model_group: str, user_facing_model_group_name:
                 if total_rpm is None:
                     total_rpm = 0
                 total_rpm += _deployment_rpm  # type: ignore
+
+            if _deployment_itpm is not None:
+                if total_itpm is None:
+                    total_itpm = 0
+                total_itpm += _deployment_itpm  # type: ignore
+
+            if _deployment_otpm is not None:
+                if total_otpm is None:
+                    total_otpm = 0
+                total_otpm += _deployment_otpm  # type: ignore
         if model_group_info is not None:
             ## UPDATE WITH TOTAL TPM/RPM FOR MODEL GROUP
             if total_tpm is not None:
@@ -8785,6 +8836,12 @@ def _set_model_group_info(self, model_group: str, user_facing_model_group_name:
             if total_rpm is not None:
                 model_group_info.rpm = total_rpm
 
+            if total_itpm is not None:
+                model_group_info.itpm = total_itpm
+
+            if total_otpm is not None:
+                model_group_info.otpm = total_otpm
+
             ## UPDATE WITH CONFIGURABLE CLIENTSIDE AUTH PARAMS FOR MODEL GROUP
             if configurable_clientside_auth_params is not None:
                 model_group_info.configurable_clientside_auth_params = configurable_clientside_auth_params
@@ -8887,6 +8944,58 @@ async def get_model_group_usage(self, model_group: str) -> Tuple[Optional[int],
                     rpm_usage += t
         return tpm_usage, rpm_usage
 
+    async def get_model_group_io_token_usage(self, model_group: str) -> tuple[Optional[int], Optional[int]]:
+        """
+        Returns current ITPM/OTPM usage for a model group (sum across deployments).
+        """
+        dt = get_utc_datetime()
+        current_minute = dt.strftime("%H-%M")
+        itpm_keys: list[str] = []
+        otpm_keys: list[str] = []
+
+        model_list = self.get_model_list(model_name=model_group)
+        if model_list is None:
+            return None, None
+
+        for model in model_list:
+            model_id: Optional[str] = model.get("model_info", {}).get("id")  # type: ignore
+            litellm_model: Optional[str] = model["litellm_params"].get("model")
+            if model_id is None or litellm_model is None:
+                continue
+            itpm_keys.append(
+                RouterCacheEnum.ITPM.value.format(
+                    id=model_id,
+                    model=litellm_model,
+                    current_minute=current_minute,
+                )
+            )
+            otpm_keys.append(
+                RouterCacheEnum.OTPM.value.format(
+                    id=model_id,
+                    model=litellm_model,
+                    current_minute=current_minute,
+                )
+            )
+
+        combined_values = await self.cache.async_batch_get_cache(keys=itpm_keys + otpm_keys)
+        if combined_values is None:
+            return None, None
+
+        itpm_values = combined_values[: len(itpm_keys)]
+        otpm_values = combined_values[len(itpm_keys) :]
+
+        total_itpm: Optional[int] = None
+        for value in itpm_values:
+            if isinstance(value, int):
+                total_itpm = (total_itpm or 0) + value
+
+        total_otpm: Optional[int] = None
+        for value in otpm_values:
+            if isinstance(value, int):
+                total_otpm = (total_otpm or 0) + value
+
+        return total_itpm, total_otpm
+
     @lru_cache(maxsize=DEFAULT_MAX_LRU_CACHE_SIZE)
     def _cached_get_model_group_info(self, model_group: str) -> Optional[ModelGroupInfo]:
         """
@@ -8896,25 +9005,33 @@ def _cached_get_model_group_info(self, model_group: str) -> Optional[ModelGroupI
         """
         return self.get_model_group_info(model_group)
 
-    async def get_remaining_model_group_usage(self, model_group: str) -> Dict[str, int]:
+    async def get_remaining_model_group_usage(self, model_group: str) -> dict[str, int]:
         model_group_info = self._cached_get_model_group_info(model_group)
 
-        if model_group_info is not None and model_group_info.tpm is not None:
-            tpm_limit = model_group_info.tpm
-        else:
-            tpm_limit = None
+        returned_dict: dict[str, int] = {}
 
-        if model_group_info is not None and model_group_info.rpm is not None:
-            rpm_limit = model_group_info.rpm
-        else:
-            rpm_limit = None
+        # ITPM/OTPM groups emit input/output token headers, but they may also set
+        # tpm/rpm, so build both sets rather than returning early - clients and
+        # prometheus gauges that read the standard headers still get data.
+        if model_group_info is not None and (model_group_info.itpm is not None or model_group_info.otpm is not None):
+            current_itpm, current_otpm = await self.get_model_group_io_token_usage(model_group)
+            returned_dict.update(
+                build_io_token_rate_limit_headers(
+                    itpm_limit=model_group_info.itpm,
+                    otpm_limit=model_group_info.otpm,
+                    current_itpm=current_itpm,
+                    current_otpm=current_otpm,
+                )
+            )
+
+        tpm_limit = model_group_info.tpm if model_group_info is not None else None
+        rpm_limit = model_group_info.rpm if model_group_info is not None else None
 
         if tpm_limit is None and rpm_limit is None:
-            return {}
+            return returned_dict
 
         current_tpm, current_rpm = await self.get_model_group_usage(model_group)
 
-        returned_dict = {}
         if tpm_limit is not None:
             returned_dict["x-ratelimit-remaining-tokens"] = tpm_limit - (current_tpm or 0)
             returned_dict["x-ratelimit-limit-tokens"] = tpm_limit
@@ -8937,69 +9054,25 @@ async def set_response_headers(
         # - if healthy_deployments > 1, return model group rate limit headers
         # - else return the model's rate limit headers
         """
-        if response is not None and hasattr(response, "_hidden_params"):
-            hidden_params = getattr(response, "_hidden_params", {}) or {}
-            if hasattr(hidden_params, "model_dump"):
-                hidden_params = hidden_params.model_dump()
-            if not isinstance(hidden_params, dict):
-                return response
-            response._hidden_params = hidden_params
-
-            additional_headers = hidden_params.get("additional_headers")
-            if not isinstance(additional_headers, dict):
-                additional_headers = {}
-                hidden_params["additional_headers"] = additional_headers
-            additional_headers["x-litellm-model-group"] = model_group
-
-            # Lift QualityRouter routing decision into response headers for
-            # transparency. The decision is stashed in request_kwargs.metadata
-            # by QualityRouter.async_pre_routing_hook.
-            metadata = (request_kwargs.get("metadata") or {}) if isinstance(request_kwargs, dict) else {}
-            decision = metadata.get("quality_router_decision") if isinstance(metadata, dict) else None
-            if isinstance(decision, dict):
-                # Only emit headers for fields that have a meaningful value.
-                # `complexity_tier` and `matched_keyword` are mutually exclusive
-                # (the keyword path short-circuits classification), so each
-                # request emits one or the other but not both.
-                if decision.get("routed_model") is not None:
-                    additional_headers["x-litellm-quality-router-model"] = str(decision["routed_model"])
-                if decision.get("quality_tier") is not None:
-                    additional_headers["x-litellm-quality-router-tier"] = str(decision["quality_tier"])
-                if decision.get("routed_via") is not None:
-                    additional_headers["x-litellm-quality-router-via"] = str(decision["routed_via"])
-                if decision.get("matched_keyword") is not None:
-                    additional_headers["x-litellm-quality-router-keyword"] = str(decision["matched_keyword"])
-                if decision.get("complexity_tier") is not None:
-                    additional_headers["x-litellm-quality-router-complexity"] = str(decision["complexity_tier"])
-
-            if (
-                "x-ratelimit-remaining-tokens" not in additional_headers
-                and "x-ratelimit-remaining-requests" not in additional_headers
-                and model_group is not None
-            ):
-                remaining_usage = await self.get_remaining_model_group_usage(model_group)
-
-                # get_remaining_model_group_usage reads the router's TPM/RPM
-                # counter, which is incremented post-response by
-                # deployment_callback_on_success. So the values returned here
-                # are pre-decrement for the current request, while vendor
-                # headers (OpenAI/Anthropic/Azure) are post-decrement. Replay
-                # the in-flight increment so router-derived headers match
-                # vendor-derived semantics — for both the HTTP response sent
-                # to the client and the prometheus gauges that read these
-                # headers downstream (LIT-2719).
-                in_flight_tokens = 0
-                usage = getattr(response, "usage", None)
-                if usage is not None:
-                    in_flight_tokens = getattr(usage, "total_tokens", 0) or 0
-                in_flight_delta = {
-                    "x-ratelimit-remaining-tokens": in_flight_tokens,
-                    "x-ratelimit-remaining-requests": 1,
-                }
+        response = prepare_response_for_header_attachment(response)
+        if response is None:
+            return response
 
-                for header, value in remaining_usage.items():
-                    if value is not None:
-                        additional_headers[header] = value - in_flight_delta.get(header, 0)
+        additional_headers = ensure_response_additional_headers(response)
+        additional_headers["x-litellm-model-group"] = model_group
+        apply_quality_router_decision_headers(additional_headers, request_kwargs)
+
+        if model_group is not None:
+            remaining_usage = await self.get_remaining_model_group_usage(model_group)
+            # get_remaining_model_group_usage reads the router's TPM/RPM counter,
+            # which is incremented post-response by deployment_callback_on_success.
+            # Replay the in-flight increment for TPM/RPM only (LIT-2719); ITPM/OTPM
+            # counters are incremented at reservation time and must not be adjusted.
+            apply_remaining_usage_headers(
+                additional_headers,
+                remaining_usage,
+                response_in_flight_token_count(response),
+            )
         return response
 
     def _build_model_name_index(self, model_list: list) -> None:
diff --git a/litellm/router_utils/add_retry_fallback_headers.py b/litellm/router_utils/add_retry_fallback_headers.py
index 0b927714ca9..e2204e18a3c 100644
--- a/litellm/router_utils/add_retry_fallback_headers.py
+++ b/litellm/router_utils/add_retry_fallback_headers.py
@@ -1,5 +1,5 @@
 import json
-from typing import Protocol, TypedDict, cast
+from typing import Any, Protocol, TypedDict, cast
 
 from pydantic import BaseModel
 
@@ -15,8 +15,98 @@ class _HiddenParamsHost(Protocol):
     _hidden_params: dict[str, object]
 
 
-def get_hidden_params_dict(response: object) -> dict[str, object]:
-    hidden_params: object = cast(object, getattr(response, "_hidden_params", None))
+class HiddenParamsAsyncIteratorWrapper:
+    """
+    Wraps a bare async generator/iterator (e.g. a provider's raw SSE
+    streaming response) that cannot itself hold a ``_hidden_params``
+    attribute, so router-derived headers (ITPM/OTPM, model-group, retry,
+    fallback) can attach to a streaming response the same way they attach
+    to object-based responses (e.g. ``CustomStreamWrapper``).
+    """
+
+    def __init__(self, inner: object) -> None:
+        self._inner = inner
+        self._hidden_params: dict[str, object] = {}
+
+    def __aiter__(self) -> "HiddenParamsAsyncIteratorWrapper":
+        return self
+
+    async def __anext__(self) -> object:
+        return await cast(Any, self._inner).__anext__()
+
+    async def aclose(self) -> None:
+        aclose = getattr(self._inner, "aclose", None)
+        if callable(aclose):
+            await aclose()
+
+
+def prepare_response_for_header_attachment(response: object) -> object | None:
+    if response is None:
+        return None
+    if isinstance(response, dict) or hasattr(response, "_hidden_params"):
+        return response
+    if hasattr(response, "__anext__"):
+        return HiddenParamsAsyncIteratorWrapper(response)
+    return response
+
+
+def ensure_response_additional_headers(response: object) -> dict[str, object]:
+    hidden_params = get_hidden_params_dict(response, create=isinstance(response, dict))
+    _write_hidden_params(response, hidden_params)
+    additional_headers = hidden_params.get("additional_headers")
+    if not isinstance(additional_headers, dict):
+        additional_headers = {}
+        hidden_params["additional_headers"] = additional_headers
+    return additional_headers
+
+
+def apply_quality_router_decision_headers(
+    additional_headers: dict[str, object],
+    request_kwargs: object,
+) -> None:
+    metadata = (request_kwargs.get("metadata") or {}) if isinstance(request_kwargs, dict) else {}
+    decision = metadata.get("quality_router_decision") if isinstance(metadata, dict) else None
+    if not isinstance(decision, dict):
+        return
+    quality_header_fields = (
+        ("routed_model", "x-litellm-quality-router-model"),
+        ("quality_tier", "x-litellm-quality-router-tier"),
+        ("routed_via", "x-litellm-quality-router-via"),
+        ("matched_keyword", "x-litellm-quality-router-keyword"),
+        ("complexity_tier", "x-litellm-quality-router-complexity"),
+    )
+    for field, header in quality_header_fields:
+        if decision.get(field) is not None:
+            additional_headers[header] = str(decision[field])
+
+
+def response_in_flight_token_count(response: object) -> int:
+    usage = response.get("usage") if isinstance(response, dict) else getattr(response, "usage", None)
+    if usage is None:
+        return 0
+    if isinstance(usage, dict):
+        total = int(usage.get("total_tokens") or 0)
+        if total:
+            return total
+        return int(usage.get("input_tokens") or 0) + int(usage.get("output_tokens") or 0)
+    return int(getattr(usage, "total_tokens", 0) or 0)
+
+
+def apply_remaining_usage_headers(
+    additional_headers: dict[str, object],
+    remaining_usage: dict[str, int],
+    in_flight_tokens: int,
+) -> None:
+    in_flight_delta = {
+        "x-ratelimit-remaining-tokens": in_flight_tokens,
+        "x-ratelimit-remaining-requests": 1,
+    }
+    for header, value in remaining_usage.items():
+        if value is not None and header not in additional_headers:
+            additional_headers[header] = value - in_flight_delta.get(header, 0)
+
+
+def _normalize_hidden_params(hidden_params: object) -> dict[str, object]:
     if isinstance(hidden_params, BaseModel):
         return cast("dict[str, object]", hidden_params.model_dump())
     if isinstance(hidden_params, dict):
@@ -24,6 +114,29 @@ def get_hidden_params_dict(response: object) -> dict[str, object]:
     return {}
 
 
+def get_hidden_params_dict(
+    response: object,
+    *,
+    create: bool = False,
+) -> dict[str, object]:
+    if isinstance(response, dict):
+        hidden_params = _normalize_hidden_params(response.get("_hidden_params"))
+        if not hidden_params and create:
+            hidden_params = {}
+            response["_hidden_params"] = hidden_params
+        return hidden_params
+
+    hidden_params = _normalize_hidden_params(cast(object, getattr(response, "_hidden_params", None)))
+    return hidden_params
+
+
+def _write_hidden_params(response: object, hidden_params: dict[str, object]) -> None:
+    if isinstance(response, dict):
+        response["_hidden_params"] = hidden_params
+    elif hasattr(response, "_hidden_params"):
+        cast(_HiddenParamsHost, response)._hidden_params = hidden_params
+
+
 def _ensure_additional_headers_dict(
     hidden_params: dict[str, object],
 ) -> dict[str, object]:
@@ -73,15 +186,19 @@ def _add_headers_to_response(response: object, headers: dict[str, object]) -> ob
     if response is None:
         return response
 
-    if not isinstance(response, BaseModel) and not hasattr(response, "_hidden_params"):
+    if (
+        not isinstance(response, BaseModel)
+        and not isinstance(response, dict)
+        and not hasattr(response, "_hidden_params")
+    ):
         return response
 
-    hidden_params = get_hidden_params_dict(response)
+    hidden_params = get_hidden_params_dict(response, create=isinstance(response, dict))
     additional_headers = _ensure_additional_headers_dict(hidden_params)
     additional_headers.update(headers)
     hidden_params["additional_headers"] = additional_headers
 
-    cast(_HiddenParamsHost, response)._hidden_params = hidden_params
+    _write_hidden_params(response, hidden_params)
     return response
 
 
@@ -127,12 +244,12 @@ def add_fallback_headers_to_response(
     if fallback_errors is None or response is None:
         return response
 
-    hidden_params = get_hidden_params_dict(response)
+    hidden_params = get_hidden_params_dict(response, create=isinstance(response, dict))
     additional_headers = _ensure_additional_headers_dict(hidden_params)
     merged_errors = get_fallback_errors_from_headers(additional_headers) + [
         cast("dict[str, object]", error) for error in fallback_errors
     ]
     additional_headers["x-litellm-fallback-errors"] = json.dumps(merged_errors)
     hidden_params["additional_headers"] = additional_headers
-    cast(_HiddenParamsHost, response)._hidden_params = hidden_params
+    _write_hidden_params(response, hidden_params)
     return response
diff --git a/litellm/router_utils/pre_call_checks/io_token_rate_limit_check.py b/litellm/router_utils/pre_call_checks/io_token_rate_limit_check.py
new file mode 100644
index 00000000000..62c99a1c9f6
--- /dev/null
+++ b/litellm/router_utils/pre_call_checks/io_token_rate_limit_check.py
@@ -0,0 +1,711 @@
+"""
+Separate ITPM/OTPM (input/output tokens per minute) deployment rate limits.
+
+- Pre-call: atomically reserve estimated_input against ITPM and max_tokens against OTPM
+- Post-call: reconcile ITPM to actual input tokens and OTPM to actual output tokens
+- Cached prompt-read tokens are excluded from ITPM post-call accounting
+
+Used by ModelRateLimitingCheck when a deployment sets itpm/otpm.
+"""
+
+from __future__ import annotations
+
+import contextlib
+import contextvars
+from typing import TYPE_CHECKING, Any, Optional
+
+import httpx
+
+import litellm
+from litellm import token_counter
+from litellm._logging import verbose_router_logger
+from litellm.caching.dual_cache import DualCache
+from litellm.types.router import RouterCacheEnum, RouterErrors
+from litellm.utils import get_utc_datetime
+
+if TYPE_CHECKING:
+    from opentelemetry.trace import Span as _Span
+
+    Span = _Span | Any
+else:
+    Span = Any
+
+RoutingArgsTTL = 60
+
+_io_token_rate_limit_request_kwargs: contextvars.ContextVar[Optional[dict[str, Any]]] = contextvars.ContextVar(
+    "io_token_rate_limit_request_kwargs",
+    default=None,
+)
+
+ITPM_RESERVED_KEY = "_litellm_itpm_reserved"
+OTPM_RESERVED_KEY = "_litellm_otpm_reserved"
+ITPM_CACHE_KEY = "_litellm_itpm_cache_key"
+OTPM_CACHE_KEY = "_litellm_otpm_cache_key"
+
+
+def set_io_token_rate_limit_request_kwargs(kwargs: Optional[dict[str, Any]]) -> None:
+    # The reservation sentinels are server-only, but `metadata` is caller
+    # controlled on proxy requests. Strip any client-supplied copies here (this
+    # runs before the router stashes its own reservation) so a forged
+    # reservation can't drive the post-call reconcile/refund against an
+    # arbitrary counter and bypass the configured limits.
+    _clear_reservation_from_kwargs(kwargs)
+    _io_token_rate_limit_request_kwargs.set(kwargs)
+
+
+def get_io_token_rate_limit_request_kwargs() -> Optional[dict[str, Any]]:
+    return _io_token_rate_limit_request_kwargs.get()
+
+
+def seconds_until_minute_reset() -> int:
+    dt = get_utc_datetime()
+    return max(1, 60 - dt.second)
+
+
+def get_deployment_io_token_limits(
+    deployment: dict,
+) -> tuple[Optional[int], Optional[int]]:
+    itpm = deployment.get("itpm")
+    otpm = deployment.get("otpm")
+    litellm_params = deployment.get("litellm_params") or {}
+    model_info = deployment.get("model_info") or {}
+    if itpm is None:
+        itpm = litellm_params.get("itpm")
+    if otpm is None:
+        otpm = litellm_params.get("otpm")
+    if itpm is None:
+        itpm = model_info.get("itpm")
+    if otpm is None:
+        otpm = model_info.get("otpm")
+    return itpm, otpm
+
+
+def deployment_has_io_token_limits(deployment: dict) -> bool:
+    itpm, otpm = get_deployment_io_token_limits(deployment)
+    return itpm is not None or otpm is not None
+
+
+def _get_cache_keys(deployment: dict, current_minute: str) -> Optional[tuple[str, str]]:
+    model_id = deployment.get("model_info", {}).get("id")
+    deployment_name = deployment.get("litellm_params", {}).get("model")
+    # Without both a deployment id and model name the key would collapse to a
+    # shared "None:None" bucket across misconfigured deployments, so bail out.
+    if model_id is None or deployment_name is None:
+        return None
+    itpm_key = RouterCacheEnum.ITPM.value.format(id=model_id, model=deployment_name, current_minute=current_minute)
+    otpm_key = RouterCacheEnum.OTPM.value.format(id=model_id, model=deployment_name, current_minute=current_minute)
+    return itpm_key, otpm_key
+
+
+def _estimate_input_tokens(request_kwargs: Optional[dict[str, Any]], model: str = "") -> int:
+    if not request_kwargs:
+        return 0
+    messages = request_kwargs.get("messages")
+    prompt = request_kwargs.get("prompt")
+    input_text = request_kwargs.get("input")
+    # token_counter can raise from any of its tokenizer backends; this is a
+    # best-effort estimate for the ITPM reservation and must never fail the
+    # underlying request. Passing the deployment model name uses a model-specific
+    # tokenizer when available, reducing the reservation over/under-estimate window
+    # between pre-call and post-call reconcile.
+    with contextlib.suppress(Exception):
+        return max(0, int(token_counter(model=model, messages=messages, text=prompt or input_text)))
+    return 0
+
+
+def _model_max_output_tokens(model_name: str) -> Optional[int]:
+    # litellm.get_model_info raises a bare Exception for an unrecognized model;
+    # this lookup is a fallback default and must never fail the request.
+    with contextlib.suppress(Exception):
+        info = litellm.get_model_info(model=model_name)
+        model_max = info.get("max_output_tokens") or info.get("max_tokens")
+        if model_max is not None:
+            return max(0, int(model_max))
+    return None
+
+
+def _resolve_max_tokens(request_kwargs: Optional[dict[str, Any]], deployment: dict) -> int:
+    if request_kwargs:
+        # An explicit max_tokens=0 must be honored, not treated as absent and
+        # replaced by the model default.
+        explicit = request_kwargs.get("max_tokens")
+        if explicit is None:
+            explicit = request_kwargs.get("max_completion_tokens")
+        if explicit is None:
+            explicit = request_kwargs.get("max_output_tokens")
+        if explicit is not None:
+            return max(0, int(explicit))
+
+    model_name = (deployment.get("litellm_params") or {}).get("model")
+    if model_name:
+        model_max = _model_max_output_tokens(model_name)
+        if model_max is not None:
+            return model_max
+    return 4096
+
+
+def _get_usage_tokens(usage: Any) -> tuple[int, int, int]:
+    if usage is None:
+        return 0, 0, 0
+    if hasattr(usage, "prompt_tokens") or hasattr(usage, "input_tokens"):
+        prompt = int(getattr(usage, "prompt_tokens", None) or getattr(usage, "input_tokens", 0) or 0)
+        completion = int(getattr(usage, "completion_tokens", None) or getattr(usage, "output_tokens", 0) or 0)
+        cached = 0
+        details = getattr(usage, "prompt_tokens_details", None)
+        if details is not None:
+            cached = int(getattr(details, "cached_tokens", 0) or 0)
+        if not cached:
+            cached = int(getattr(usage, "cache_read_input_tokens", 0) or 0)
+        return prompt, completion, cached
+    if isinstance(usage, dict):
+        prompt = int(usage.get("prompt_tokens") or usage.get("input_tokens") or 0)
+        completion = int(usage.get("completion_tokens") or usage.get("output_tokens") or 0)
+        details = usage.get("prompt_tokens_details") or {}
+        cached = int(details.get("cached_tokens", 0) or 0) if isinstance(details, dict) else 0
+        if not cached:
+            cached = int(usage.get("cache_read_input_tokens") or 0)
+        return prompt, completion, cached
+    return 0, 0, 0
+
+
+def _extract_response_usage(response_obj: Any) -> Any:
+    if isinstance(response_obj, dict):
+        return response_obj.get("usage")
+    return getattr(response_obj, "usage", None)
+
+
+def _usage_is_present(usage: Any) -> bool:
+    """
+    True only if usage carries an actual input/output breakdown.
+
+    ``total_tokens`` alone is deliberately excluded: ``_get_usage_tokens`` has
+    no way to split a bare total into input vs. output, so treating it as
+    "present" would resolve to (0, 0) and refund the full reservation as if
+    zero tokens were used.
+    """
+    if usage is None:
+        return False
+    fields = ("prompt_tokens", "completion_tokens", "input_tokens", "output_tokens")
+    if isinstance(usage, dict):
+        return any(key in usage for key in fields)
+    return any(hasattr(usage, key) for key in fields)
+
+
+def _resolve_reconcile_usage_tokens(
+    kwargs: Any,
+    response_obj: Any,
+) -> tuple[int, int, bool]:
+    """
+    Resolve billable input and output tokens for post-call reconcile.
+
+    Prefer the response usage object; fall back to standard_logging_object token
+    fields. When usage cannot be resolved, return ``usage_resolved=False`` so
+    callers keep the pre-call reservation instead of refunding it as zero usage.
+    """
+    usage = _extract_response_usage(response_obj)
+    if _usage_is_present(usage):
+        prompt_tokens, completion_tokens, cached_tokens = _get_usage_tokens(usage)
+        return max(0, prompt_tokens - cached_tokens), completion_tokens, True
+
+    if isinstance(kwargs, dict):
+        standard_logging_object = kwargs.get("standard_logging_object")
+        if isinstance(standard_logging_object, dict):
+            prompt_tokens = int(standard_logging_object.get("prompt_tokens") or 0)
+            completion_tokens = int(standard_logging_object.get("completion_tokens") or 0)
+            cached_tokens = 0
+            metadata = standard_logging_object.get("metadata")
+            if isinstance(metadata, dict):
+                cached_tokens = int(metadata.get("cache_read_input_tokens") or 0)
+            # Same rationale as _usage_is_present: a bare total_tokens with no
+            # prompt/completion breakdown can't be split, so it isn't treated
+            # as resolved usage - the reservation is kept instead of refunded.
+            if prompt_tokens or completion_tokens:
+                return max(0, prompt_tokens - cached_tokens), completion_tokens, True
+
+    return 0, 0, False
+
+
+def _stash_reservation_in_metadata(
+    request_kwargs: Optional[dict[str, Any]],
+    *,
+    itpm_reserved: int,
+    otpm_reserved: int,
+    itpm_cache_key: Optional[str],
+    otpm_cache_key: Optional[str],
+) -> None:
+    if not request_kwargs:
+        return
+    reservation = {
+        ITPM_RESERVED_KEY: itpm_reserved,
+        OTPM_RESERVED_KEY: otpm_reserved,
+        ITPM_CACHE_KEY: itpm_cache_key,
+        OTPM_CACHE_KEY: otpm_cache_key,
+    }
+    for channel in ("metadata", "litellm_metadata"):
+        existing = request_kwargs.get(channel)
+        if isinstance(existing, dict):
+            existing.update(reservation)
+        elif channel == "metadata":
+            request_kwargs[channel] = dict(reservation)
+
+
+def _extract_reservation(reservation: dict[str, Any]) -> tuple[int, int, Optional[str], Optional[str]]:
+    itpm_cache_key = reservation.get(ITPM_CACHE_KEY)
+    otpm_cache_key = reservation.get(OTPM_CACHE_KEY)
+    return (
+        int(reservation.get(ITPM_RESERVED_KEY, 0) or 0),
+        int(reservation.get(OTPM_RESERVED_KEY, 0) or 0),
+        itpm_cache_key if isinstance(itpm_cache_key, str) else None,
+        otpm_cache_key if isinstance(otpm_cache_key, str) else None,
+    )
+
+
+def _reservation_channels(kwargs: Any) -> tuple[Any, ...]:
+    """
+    Places a reservation may live, in priority order: the top-level metadata
+    channels win over litellm_params.metadata (so a top-level stash is never
+    shadowed), which win over the standard_logging_object copy.
+    """
+    if not isinstance(kwargs, dict):
+        return ()
+    channels = [kwargs.get("metadata"), kwargs.get("litellm_metadata")]
+    litellm_params = kwargs.get("litellm_params")
+    if isinstance(litellm_params, dict):
+        channels.append(litellm_params.get("metadata"))
+    standard_logging_object = kwargs.get("standard_logging_object")
+    if isinstance(standard_logging_object, dict):
+        channels.append(standard_logging_object.get("metadata"))
+    return tuple(channels)
+
+
+def _read_reservation_from_kwargs(kwargs: Any) -> tuple[int, int, Optional[str], Optional[str]]:
+    for channel_dict in _reservation_channels(kwargs):
+        if isinstance(channel_dict, dict) and ITPM_RESERVED_KEY in channel_dict:
+            return _extract_reservation(channel_dict)
+    return 0, 0, None, None
+
+
+def _clear_reservation_from_kwargs(kwargs: Any) -> None:
+    """
+    Remove the stashed reservation so a retry on a different (e.g. non-IO)
+    deployment does not re-process the already-reconciled/refunded reservation.
+    """
+    for channel_dict in _reservation_channels(kwargs):
+        if isinstance(channel_dict, dict):
+            for key in (ITPM_RESERVED_KEY, OTPM_RESERVED_KEY, ITPM_CACHE_KEY, OTPM_CACHE_KEY):
+                channel_dict.pop(key, None)
+
+
+def _reservation_value(value: int, limit: Optional[int]) -> int:
+    if limit is None:
+        return 0
+    if value > 0:
+        return value
+    # Estimation failed (empty messages, unsupported model, tokenizer error).
+    # Reserve a minimal 1-token slot rather than the full limit: the latter
+    # would let one request whose estimate failed fill the entire bucket,
+    # serializing every concurrent request to the deployment until it
+    # completes and reconciles against actual usage.
+    return 1
+
+
+def _rate_limit_error(limit_label: str, limit: int, current: float) -> litellm.RateLimitError:
+    return litellm.RateLimitError(
+        message=f"Model rate limit exceeded. {limit_label} limit={limit}, current usage={current}",
+        llm_provider="",
+        model="",
+        response=httpx.Response(
+            status_code=429,
+            content=(
+                f"{RouterErrors.user_defined_ratelimit_error.value} "
+                f"{limit_label} limit={limit}. current usage={current}."
+            ),
+            headers={"retry-after": str(RoutingArgsTTL)},
+            request=httpx.Request(
+                method="io_token_rate_limit_check",
+                url="https://github.com/BerriAI/litellm",
+            ),
+        ),
+        num_retries=0,
+    )
+
+
+def _sync_increment_with_rollback(
+    dual_cache: DualCache,
+    key: str,
+    value: int,
+    limit: Optional[int],
+    *,
+    limit_label: str,
+) -> None:
+    if value <= 0 or limit is None:
+        return
+    current = dual_cache.increment_cache(
+        key=key,
+        value=value,
+        ttl=RoutingArgsTTL,
+    )
+    if current is not None and current > limit:
+        dual_cache.increment_cache(
+            key=key,
+            value=-value,
+            ttl=RoutingArgsTTL,
+        )
+        raise _rate_limit_error(limit_label, limit, current)
+
+
+async def _increment_with_rollback(
+    dual_cache: DualCache,
+    key: str,
+    value: int,
+    limit: Optional[int],
+    *,
+    parent_otel_span: Optional[Span] = None,
+    limit_label: str,
+) -> None:
+    if value <= 0 or limit is None:
+        return
+    current = await dual_cache.async_increment_cache(
+        key=key,
+        value=value,
+        ttl=RoutingArgsTTL,
+        parent_otel_span=parent_otel_span,
+    )
+    if current is not None and current > limit:
+        await dual_cache.async_increment_cache(
+            key=key,
+            value=-value,
+            ttl=RoutingArgsTTL,
+            parent_otel_span=parent_otel_span,
+        )
+        raise _rate_limit_error(limit_label, limit, current)
+
+
+def io_token_pre_call_check(
+    dual_cache: DualCache,
+    deployment: dict,
+) -> Optional[dict]:
+    itpm_limit, otpm_limit = get_deployment_io_token_limits(deployment)
+    if itpm_limit is None and otpm_limit is None:
+        return deployment
+
+    request_kwargs = get_io_token_rate_limit_request_kwargs()
+    _model = (deployment.get("litellm_params") or {}).get("model") or ""
+    estimated_input = _estimate_input_tokens(request_kwargs, model=_model)
+    max_tokens = _resolve_max_tokens(request_kwargs, deployment)
+
+    dt = get_utc_datetime()
+    current_minute = dt.strftime("%H-%M")
+    cache_keys = _get_cache_keys(deployment, current_minute)
+    if cache_keys is None:
+        return deployment
+    itpm_key, otpm_key = cache_keys
+
+    itpm_reserved = 0
+    otpm_reserved = 0
+
+    if itpm_limit is not None:
+        itpm_reserved = _reservation_value(estimated_input, itpm_limit)
+        _sync_increment_with_rollback(
+            dual_cache,
+            itpm_key,
+            itpm_reserved,
+            itpm_limit,
+            limit_label="ITPM",
+        )
+
+    if otpm_limit is not None:
+        otpm_reserved = 0 if max_tokens == 0 else _reservation_value(max_tokens, otpm_limit)
+        try:
+            _sync_increment_with_rollback(
+                dual_cache,
+                otpm_key,
+                otpm_reserved,
+                otpm_limit,
+                limit_label="OTPM",
+            )
+        except Exception:
+            if itpm_reserved > 0:
+                dual_cache.increment_cache(
+                    key=itpm_key,
+                    value=-itpm_reserved,
+                    ttl=RoutingArgsTTL,
+                )
+            raise
+
+    _stash_reservation_in_metadata(
+        request_kwargs,
+        itpm_reserved=itpm_reserved,
+        otpm_reserved=otpm_reserved,
+        itpm_cache_key=itpm_key if itpm_limit is not None else None,
+        otpm_cache_key=otpm_key if otpm_limit is not None else None,
+    )
+    return deployment
+
+
+async def async_io_token_pre_call_check(
+    dual_cache: DualCache,
+    deployment: dict,
+    parent_otel_span: Optional[Span] = None,
+) -> Optional[dict]:
+    itpm_limit, otpm_limit = get_deployment_io_token_limits(deployment)
+    if itpm_limit is None and otpm_limit is None:
+        return deployment
+
+    request_kwargs = get_io_token_rate_limit_request_kwargs()
+    _model = (deployment.get("litellm_params") or {}).get("model") or ""
+    estimated_input = _estimate_input_tokens(request_kwargs, model=_model)
+    max_tokens = _resolve_max_tokens(request_kwargs, deployment)
+
+    dt = get_utc_datetime()
+    current_minute = dt.strftime("%H-%M")
+    cache_keys = _get_cache_keys(deployment, current_minute)
+    if cache_keys is None:
+        return deployment
+    itpm_key, otpm_key = cache_keys
+
+    itpm_reserved = 0
+    otpm_reserved = 0
+
+    if itpm_limit is not None:
+        itpm_reserved = _reservation_value(estimated_input, itpm_limit)
+        await _increment_with_rollback(
+            dual_cache,
+            itpm_key,
+            itpm_reserved,
+            itpm_limit,
+            parent_otel_span=parent_otel_span,
+            limit_label="ITPM",
+        )
+
+    if otpm_limit is not None:
+        otpm_reserved = 0 if max_tokens == 0 else _reservation_value(max_tokens, otpm_limit)
+        try:
+            await _increment_with_rollback(
+                dual_cache,
+                otpm_key,
+                otpm_reserved,
+                otpm_limit,
+                parent_otel_span=parent_otel_span,
+                limit_label="OTPM",
+            )
+        except Exception:
+            # Any failure reserving OTPM (a 429 or a transient cache error) must
+            # release the ITPM reservation already made, or it stays inflated
+            # until the TTL expires.
+            if itpm_reserved > 0:
+                await dual_cache.async_increment_cache(
+                    key=itpm_key,
+                    value=-itpm_reserved,
+                    ttl=RoutingArgsTTL,
+                    parent_otel_span=parent_otel_span,
+                )
+            raise
+
+    _stash_reservation_in_metadata(
+        request_kwargs,
+        itpm_reserved=itpm_reserved,
+        otpm_reserved=otpm_reserved,
+        itpm_cache_key=itpm_key if itpm_limit is not None else None,
+        otpm_cache_key=otpm_key if otpm_limit is not None else None,
+    )
+    return deployment
+
+
+def io_token_reconcile_success(
+    dual_cache: DualCache,
+    kwargs: Any,
+    response_obj: Any,
+) -> None:
+    itpm_reserved, otpm_reserved, itpm_key, otpm_key = _read_reservation_from_kwargs(kwargs)
+    if itpm_key is None and otpm_key is None:
+        return
+
+    billable_input, completion_tokens, usage_resolved = _resolve_reconcile_usage_tokens(kwargs, response_obj)
+
+    try:
+        if usage_resolved:
+            if itpm_key is not None:
+                itpm_delta = billable_input - itpm_reserved
+                if itpm_delta != 0:
+                    dual_cache.increment_cache(
+                        key=itpm_key,
+                        value=itpm_delta,
+                        ttl=RoutingArgsTTL,
+                    )
+
+            if otpm_key is not None:
+                otpm_delta = completion_tokens - otpm_reserved
+                if otpm_delta != 0:
+                    dual_cache.increment_cache(
+                        key=otpm_key,
+                        value=otpm_delta,
+                        ttl=RoutingArgsTTL,
+                    )
+        else:
+            verbose_router_logger.debug(
+                "[IO TOKEN LIMIT] usage missing; keeping reservation "
+                f"(itpm_reserved={itpm_reserved}, otpm_reserved={otpm_reserved})"
+            )
+    finally:
+        _clear_reservation_from_kwargs(kwargs)
+
+    verbose_router_logger.debug(
+        f"[IO TOKEN LIMIT] reconciled "
+        f"(usage_resolved={usage_resolved}, itpm_reserved={itpm_reserved}, "
+        f"billable_input={billable_input}, otpm_reserved={otpm_reserved}, output={completion_tokens})"
+    )
+
+
+async def async_io_token_reconcile_success(
+    dual_cache: DualCache,
+    kwargs: Any,
+    response_obj: Any,
+    *,
+    parent_otel_span: Optional[Span] = None,
+) -> None:
+    itpm_reserved, otpm_reserved, itpm_key, otpm_key = _read_reservation_from_kwargs(kwargs)
+    if itpm_key is None and otpm_key is None:
+        return
+
+    billable_input, completion_tokens, usage_resolved = _resolve_reconcile_usage_tokens(kwargs, response_obj)
+
+    # Reconcile against the exact key that held the reservation (which encodes
+    # the reservation's minute), not a key recomputed at response time. This
+    # tracks actual usage even when the pre-call estimate was 0, and avoids a
+    # minute-boundary mismatch for calls that span into the next minute. Always
+    # clear the stash afterwards (even if an increment throws) so a retry or a
+    # duplicate success event can't re-process it.
+    try:
+        if usage_resolved:
+            if itpm_key is not None:
+                itpm_delta = billable_input - itpm_reserved
+                if itpm_delta != 0:
+                    await dual_cache.async_increment_cache(
+                        key=itpm_key,
+                        value=itpm_delta,
+                        ttl=RoutingArgsTTL,
+                        parent_otel_span=parent_otel_span,
+                    )
+
+            if otpm_key is not None:
+                otpm_delta = completion_tokens - otpm_reserved
+                if otpm_delta != 0:
+                    await dual_cache.async_increment_cache(
+                        key=otpm_key,
+                        value=otpm_delta,
+                        ttl=RoutingArgsTTL,
+                        parent_otel_span=parent_otel_span,
+                    )
+        else:
+            verbose_router_logger.debug(
+                "[IO TOKEN LIMIT] usage missing; keeping reservation "
+                f"(itpm_reserved={itpm_reserved}, otpm_reserved={otpm_reserved})"
+            )
+    finally:
+        _clear_reservation_from_kwargs(kwargs)
+
+    verbose_router_logger.debug(
+        f"[IO TOKEN LIMIT] reconciled "
+        f"(usage_resolved={usage_resolved}, itpm_reserved={itpm_reserved}, "
+        f"billable_input={billable_input}, otpm_reserved={otpm_reserved}, output={completion_tokens})"
+    )
+
+
+def io_token_refund_failure(
+    dual_cache: DualCache,
+    kwargs: Any,
+) -> None:
+    itpm_reserved, otpm_reserved, itpm_key, otpm_key = _read_reservation_from_kwargs(kwargs)
+    if itpm_key is None and otpm_key is None:
+        return
+    if itpm_key is not None and itpm_reserved > 0:
+        dual_cache.increment_cache(
+            key=itpm_key,
+            value=-itpm_reserved,
+            ttl=RoutingArgsTTL,
+        )
+    if otpm_key is not None and otpm_reserved > 0:
+        dual_cache.increment_cache(
+            key=otpm_key,
+            value=-otpm_reserved,
+            ttl=RoutingArgsTTL,
+        )
+    _clear_reservation_from_kwargs(kwargs)
+    verbose_router_logger.debug(f"[IO TOKEN LIMIT] refunded ITPM={itpm_reserved} OTPM={otpm_reserved}")
+
+
+def refund_stale_reservation_before_retry(dual_cache: DualCache, kwargs: Optional[dict[str, Any]]) -> None:
+    """
+    Synchronously refund and clear any reservation a previous deployment
+    attempt stashed in ``kwargs``, before it's overwritten for the next
+    attempt (retry/fallback).
+
+    ``set_io_token_rate_limit_request_kwargs`` strips reservation sentinels
+    from ``kwargs`` on every deployment pick (a security measure so a
+    caller-forged reservation can't be replayed). Without this refund, a
+    retry after a non-RateLimitError failure (e.g. an upstream 500) would
+    wipe deployment A's still-unreconciled reservation before its failure
+    event - which may be scheduled as a background task - gets a chance to
+    refund it, permanently stranding the reservation until its TTL expires
+    and causing false rate-limit errors for subsequent requests.
+
+    ponytail: uses sync ``DualCache.increment_cache`` which issues a blocking
+    Redis INCR when a Redis backend is configured. This only triggers on
+    streaming mid-stream retries (non-streaming failures await their failure
+    handler before retrying, so the sentinels are already cleared). Upgrade
+    path: make ``_update_kwargs_with_deployment`` async and switch to
+    ``async_io_token_refund_failure`` — requires touching all callers.
+    """
+    if not kwargs:
+        return
+    io_token_refund_failure(dual_cache, kwargs)
+
+
+async def async_io_token_refund_failure(
+    dual_cache: DualCache,
+    kwargs: Any,
+    *,
+    parent_otel_span: Optional[Span] = None,
+) -> None:
+    itpm_reserved, otpm_reserved, itpm_key, otpm_key = _read_reservation_from_kwargs(kwargs)
+    if itpm_key is None and otpm_key is None:
+        return
+    if itpm_key is not None and itpm_reserved > 0:
+        await dual_cache.async_increment_cache(
+            key=itpm_key,
+            value=-itpm_reserved,
+            ttl=RoutingArgsTTL,
+            parent_otel_span=parent_otel_span,
+        )
+    if otpm_key is not None and otpm_reserved > 0:
+        await dual_cache.async_increment_cache(
+            key=otpm_key,
+            value=-otpm_reserved,
+            ttl=RoutingArgsTTL,
+            parent_otel_span=parent_otel_span,
+        )
+    _clear_reservation_from_kwargs(kwargs)
+    verbose_router_logger.debug(f"[IO TOKEN LIMIT] refunded ITPM={itpm_reserved} OTPM={otpm_reserved}")
+
+
+def build_io_token_rate_limit_headers(
+    *,
+    itpm_limit: Optional[int],
+    otpm_limit: Optional[int],
+    current_itpm: Optional[int],
+    current_otpm: Optional[int],
+) -> dict[str, int]:
+    headers: dict[str, int] = {}
+    reset = seconds_until_minute_reset()
+    if itpm_limit is not None:
+        usage = current_itpm or 0
+        headers["x-ratelimit-limit-input-tokens"] = itpm_limit
+        headers["x-ratelimit-remaining-input-tokens"] = max(0, itpm_limit - usage)
+        headers["x-ratelimit-reset-input-tokens"] = reset
+    if otpm_limit is not None:
+        usage = current_otpm or 0
+        headers["x-ratelimit-limit-output-tokens"] = otpm_limit
+        headers["x-ratelimit-remaining-output-tokens"] = max(0, otpm_limit - usage)
+        headers["x-ratelimit-reset-output-tokens"] = reset
+    return headers
diff --git a/litellm/router_utils/pre_call_checks/model_rate_limit_check.py b/litellm/router_utils/pre_call_checks/model_rate_limit_check.py
index 0c6450b191f..373563ca442 100644
--- a/litellm/router_utils/pre_call_checks/model_rate_limit_check.py
+++ b/litellm/router_utils/pre_call_checks/model_rate_limit_check.py
@@ -1,13 +1,16 @@
 """
-Enforce TPM/RPM rate limits set on model deployments.
+Enforce TPM/RPM or separate ITPM/OTPM rate limits set on model deployments.
 
-This pre-call check ensures that model-level TPM/RPM limits are enforced
-across all requests, regardless of routing strategy.
+When enabled via router_settings.optional_pre_call_checks: ["enforce_model_rate_limits"]
 
-When enabled via `enforce_model_rate_limits: true` in litellm_settings,
-requests that exceed the configured TPM/RPM limits will receive a 429 error.
+- tpm/rpm: combined TPM + optional RPM (legacy)
+- itpm/otpm: separate input/output tokens per minute
+
+When a deployment sets both itpm/otpm and tpm/rpm, both are enforced. A warning
+is logged the first time such a deployment is seen.
 """
 
+import contextlib
 from typing import TYPE_CHECKING, Any, Dict, Optional, Union
 
 import httpx
@@ -16,6 +19,17 @@
 from litellm._logging import verbose_router_logger
 from litellm.caching.dual_cache import DualCache
 from litellm.integrations.custom_logger import CustomLogger
+from litellm.router_utils.pre_call_checks.io_token_rate_limit_check import (
+    async_io_token_pre_call_check,
+    async_io_token_reconcile_success,
+    async_io_token_refund_failure,
+    deployment_has_io_token_limits,
+    get_io_token_rate_limit_request_kwargs,
+    io_token_pre_call_check,
+    io_token_reconcile_success,
+    io_token_refund_failure,
+    ITPM_RESERVED_KEY,
+)
 from litellm.types.router import RouterErrors
 from litellm.types.utils import StandardLoggingPayload
 from litellm.utils import get_utc_datetime
@@ -34,7 +48,7 @@ class RoutingArgs:
 
 class ModelRateLimitingCheck(CustomLogger):
     """
-    Pre-call check that enforces TPM/RPM limits on model deployments.
+    Pre-call check that enforces TPM/RPM or ITPM/OTPM limits on model deployments.
 
     This check runs before each request and raises a RateLimitError
     if the deployment has exceeded its configured TPM or RPM limits.
@@ -45,6 +59,42 @@ class ModelRateLimitingCheck(CustomLogger):
 
     def __init__(self, dual_cache: DualCache):
         self.dual_cache = dual_cache
+        # model_ids already warned about itpm/otpm + tpm/rpm on the same deployment,
+        # so the warning is logged once per deployment rather than per request.
+        self._io_token_conflict_warned_ids: set[str] = set()
+
+    def _warn_io_token_and_tpm_rpm_coexist_once(self, deployment: dict) -> None:
+        tpm_limit, rpm_limit = self._get_deployment_limits(deployment)
+        if tpm_limit is None and rpm_limit is None:
+            return
+        model_id = deployment.get("model_info", {}).get("id")
+        # Dedup per deployment id; if there is no id (degenerate config) don't
+        # collapse every such deployment onto one key - warn each time instead.
+        if model_id is not None:
+            if model_id in self._io_token_conflict_warned_ids:
+                return
+            self._io_token_conflict_warned_ids.add(str(model_id))
+        verbose_router_logger.warning(
+            f"Deployment '{model_id}' configures itpm/otpm alongside tpm/rpm; "
+            "both limit types are enforced on this deployment"
+        )
+
+    def _refund_io_token_reservation_if_any(self) -> None:
+        request_kwargs = get_io_token_rate_limit_request_kwargs()
+        if request_kwargs is not None:
+            io_token_refund_failure(self.dual_cache, request_kwargs)
+
+    async def _async_refund_io_token_reservation_if_any(
+        self,
+        parent_otel_span: Optional[Span] = None,
+    ) -> None:
+        request_kwargs = get_io_token_rate_limit_request_kwargs()
+        if request_kwargs is not None:
+            await async_io_token_refund_failure(
+                self.dual_cache,
+                request_kwargs,
+                parent_otel_span=parent_otel_span,
+            )
 
     def _get_deployment_limits(self, deployment: Dict) -> tuple[Optional[int], Optional[int]]:
         """
@@ -93,6 +143,15 @@ def pre_call_check(self, deployment: Dict) -> Optional[Dict]:
         Raises RateLimitError if deployment exceeds TPM/RPM limits.
         """
         try:
+            io_reservation_made = False
+            if deployment_has_io_token_limits(deployment):
+                self._warn_io_token_and_tpm_rpm_coexist_once(deployment)
+                io_token_pre_call_check(
+                    self.dual_cache,
+                    deployment,
+                )
+                io_reservation_made = True
+
             tpm_limit, rpm_limit = self._get_deployment_limits(deployment)
 
             # If no limits are set, allow the request
@@ -149,6 +208,8 @@ def pre_call_check(self, deployment: Dict) -> Optional[Dict]:
             return deployment
 
         except litellm.RateLimitError:
+            if io_reservation_made:
+                self._refund_io_token_reservation_if_any()
             raise
         except Exception as e:
             verbose_router_logger.debug(f"Error in ModelRateLimitingCheck.pre_call_check: {str(e)}")
@@ -159,9 +220,19 @@ async def async_pre_call_check(self, deployment: Dict, parent_otel_span: Optiona
         """
         Async pre-call check for model rate limits.
 
-        Raises RateLimitError if deployment exceeds TPM/RPM limits.
+        Raises RateLimitError if deployment exceeds TPM/RPM or ITPM/OTPM limits.
         """
         try:
+            io_reservation_made = False
+            if deployment_has_io_token_limits(deployment):
+                self._warn_io_token_and_tpm_rpm_coexist_once(deployment)
+                await async_io_token_pre_call_check(
+                    self.dual_cache,
+                    deployment,
+                    parent_otel_span=parent_otel_span,
+                )
+                io_reservation_made = True
+
             tpm_limit, rpm_limit = self._get_deployment_limits(deployment)
 
             # If no limits are set, allow the request
@@ -225,6 +296,8 @@ async def async_pre_call_check(self, deployment: Dict, parent_otel_span: Optiona
             return deployment
 
         except litellm.RateLimitError:
+            if io_reservation_made:
+                await self._async_refund_io_token_reservation_if_any(parent_otel_span=parent_otel_span)
             raise
         except Exception as e:
             verbose_router_logger.debug(f"Error in ModelRateLimitingCheck.async_pre_call_check: {str(e)}")
@@ -232,14 +305,31 @@ async def async_pre_call_check(self, deployment: Dict, parent_otel_span: Optiona
             return deployment
 
     async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
-        """
-        Track TPM usage after successful request.
+        from litellm.litellm_core_utils.core_helpers import (
+            _get_parent_otel_span_from_kwargs,
+        )
 
-        This updates the TPM counter with the actual tokens used.
-        Always tracks tokens - the pre-call check handles enforcement.
-        """
         try:
             standard_logging_object: Optional[StandardLoggingPayload] = kwargs.get("standard_logging_object")
+
+            # IO token reconciliation works purely from the cache keys stashed in
+            # kwargs/metadata, so it must run before the model_id guard below
+            # (which only the TPM-tracking path needs). Otherwise a request whose
+            # standard_logging_object lacks model_id would never return its
+            # reservation, leaving the counter elevated until the TTL expires.
+            slo_metadata = (standard_logging_object.get("metadata") or {}) if standard_logging_object else {}
+            kwargs_metadata = kwargs.get("metadata") or {}
+            if ITPM_RESERVED_KEY in slo_metadata or ITPM_RESERVED_KEY in kwargs_metadata:
+                await async_io_token_reconcile_success(
+                    self.dual_cache,
+                    kwargs,
+                    response_obj,
+                    parent_otel_span=_get_parent_otel_span_from_kwargs(kwargs),
+                )
+                # Fall through: a deployment can also configure tpm/rpm alongside
+                # itpm/otpm, and that path's pre-call check reads the tpm_key
+                # counter tracked below, so it must still be incremented here.
+
             if standard_logging_object is None:
                 return
 
@@ -272,6 +362,19 @@ async def async_log_success_event(self, kwargs, response_obj, start_time, end_ti
         except Exception as e:
             verbose_router_logger.debug(f"Error in ModelRateLimitingCheck.async_log_success_event: {str(e)}")
 
+    async def async_log_failure_event(self, kwargs, response_obj, start_time, end_time):
+        from litellm.litellm_core_utils.core_helpers import (
+            _get_parent_otel_span_from_kwargs,
+        )
+
+        # Never fail the primary logging pipeline over an io-token refund error.
+        with contextlib.suppress(Exception):
+            await async_io_token_refund_failure(
+                self.dual_cache,
+                kwargs,
+                parent_otel_span=_get_parent_otel_span_from_kwargs(kwargs),
+            )
+
     def log_success_event(self, kwargs, response_obj, start_time, end_time):
         """
         Sync version of tracking TPM usage after successful request.
@@ -279,6 +382,18 @@ def log_success_event(self, kwargs, response_obj, start_time, end_time):
         """
         try:
             standard_logging_object: Optional[StandardLoggingPayload] = kwargs.get("standard_logging_object")
+            slo_metadata = (standard_logging_object.get("metadata") or {}) if standard_logging_object else {}
+            kwargs_metadata = kwargs.get("metadata") or {}
+            if ITPM_RESERVED_KEY in slo_metadata or ITPM_RESERVED_KEY in kwargs_metadata:
+                io_token_reconcile_success(
+                    self.dual_cache,
+                    kwargs,
+                    response_obj,
+                )
+                # Fall through: a deployment can also configure tpm/rpm alongside
+                # itpm/otpm, and that path's pre-call check reads the tpm_key
+                # counter tracked below, so it must still be incremented here.
+
             if standard_logging_object is None:
                 return
 
@@ -304,3 +419,10 @@ def log_success_event(self, kwargs, response_obj, start_time, end_time):
 
         except Exception as e:
             verbose_router_logger.debug(f"Error in ModelRateLimitingCheck.log_success_event: {str(e)}")
+
+    def log_failure_event(self, kwargs, response_obj, start_time, end_time):
+        with contextlib.suppress(Exception):
+            io_token_refund_failure(
+                self.dual_cache,
+                kwargs,
+            )
diff --git a/litellm/types/router.py b/litellm/types/router.py
index 0c3485deae7..4bac9358392 100644
--- a/litellm/types/router.py
+++ b/litellm/types/router.py
@@ -214,6 +214,8 @@ class GenericLiteLLMParams(CredentialLiteLLMParams, CustomPricingLiteLLMParams):
     custom_llm_provider: Optional[str] = None
     tpm: Optional[int] = None
     rpm: Optional[int] = None
+    itpm: Optional[int] = None
+    otpm: Optional[int] = None
     timeout: Optional[Union[float, str, httpx.Timeout]] = None  # if str, pass in as os.environ/
     stream_timeout: Optional[Union[float, str]] = (
         None  # timeout when making stream=True calls, if str, pass in as os.environ/
@@ -359,6 +361,8 @@ class LiteLLMParamsTypedDict(TypedDict, total=False):
     custom_llm_provider: Optional[str]
     tpm: Optional[int]
     rpm: Optional[int]
+    itpm: Optional[int]
+    otpm: Optional[int]
     order: Optional[int]
     weight: Optional[int]
     max_parallel_requests: Optional[int]
@@ -552,6 +556,8 @@ class ModelGroupInfo(BaseModel):
     ] = Field(default="chat")
     tpm: Optional[int] = None
     rpm: Optional[int] = None
+    itpm: Optional[int] = None
+    otpm: Optional[int] = None
     supports_parallel_function_calling: bool = Field(default=False)
     supports_vision: bool = Field(default=False)
     supports_web_search: bool = Field(default=False)
@@ -749,6 +755,8 @@ class RoutingStrategy(enum.Enum):
 class RouterCacheEnum(enum.Enum):
     TPM = "global_router:{id}:{model}:tpm:{current_minute}"
     RPM = "global_router:{id}:{model}:rpm:{current_minute}"
+    ITPM = "global_router:{id}:{model}:itpm:{current_minute}"
+    OTPM = "global_router:{id}:{model}:otpm:{current_minute}"
 
 
 class GenericBudgetWindowDetails(BaseModel):
diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index 2e0eceaddd9..380621f88a8 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -3120,6 +3120,8 @@ class CustomPricingLiteLLMParams(BaseModel):
         "client",
         "rpm",
         "tpm",
+        "itpm",
+        "otpm",
         "max_parallel_requests",
         "input_cost_per_token",
         "output_cost_per_token",
diff --git a/ruff-strict-budget.json b/ruff-strict-budget.json
index a66b80d6400..7750ac6628a 100644
--- a/ruff-strict-budget.json
+++ b/ruff-strict-budget.json
@@ -324,7 +324,7 @@
     "limit": 883
   },
   "UP006": {
-    "limit": 12870
+    "limit": 12869
   },
   "UP007": {
     "limit": 2570
diff --git a/tests/router_unit_tests/test_router_helper_utils.py b/tests/router_unit_tests/test_router_helper_utils.py
index 83d6d56df4f..848a6c28a57 100644
--- a/tests/router_unit_tests/test_router_helper_utils.py
+++ b/tests/router_unit_tests/test_router_helper_utils.py
@@ -523,6 +523,55 @@ async def test_deployment_callback_on_success(sync_mode):
     assert tpm_key is not None
 
 
+@pytest.mark.asyncio
+async def test_deployment_callback_on_success_tracks_tpm_for_io_deployment():
+    """
+    An IO-limited deployment (itpm/otpm, no tpm/rpm) must still record TPM usage
+    in the router's routing counter so TPM-aware routing strategies see its real
+    load in mixed model groups; its itpm/otpm enforcement runs separately.
+    """
+    import time
+
+    model_list = [
+        {
+            "model_name": "opus",
+            "litellm_params": {
+                "model": "openai/gpt-4o-mini",
+                "api_key": "sk-fake",
+                "itpm": 1000,
+            },
+            "model_info": {"id": "io-100"},
+        }
+    ]
+    router = Router(model_list=model_list)
+
+    standard_logging_payload = create_standard_logging_payload()
+    standard_logging_payload["total_tokens"] = 100
+    standard_logging_payload["model_id"] = "io-100"
+    kwargs = {
+        "litellm_params": {
+            "metadata": {
+                "deployment": "openai/gpt-4o-mini",
+                "model_group": "opus",
+            },
+            "model_info": {"id": "io-100"},
+        },
+        "standard_logging_object": standard_logging_payload,
+    }
+    response = litellm.ModelResponse(model="openai/gpt-4o-mini", usage={"total_tokens": 100})
+
+    tpm_key = await router.deployment_callback_on_success(
+        kwargs=kwargs,
+        completion_response=response,
+        start_time=time.time(),
+        end_time=time.time(),
+    )
+
+    # The IO deployment is no longer skipped: its TPM routing counter is tracked.
+    assert tpm_key is not None
+    assert await router.cache.async_get_cache(key=tpm_key) == 100
+
+
 @pytest.mark.asyncio
 async def test_deployment_callback_on_failure(model_list):
     """Test if the '_deployment_callback_on_failure' function is working correctly"""
@@ -923,6 +972,227 @@ class _Resp(BaseModel):
     assert headers["x-ratelimit-limit-requests"] == 100
 
 
+@pytest.mark.asyncio
+async def test_set_response_headers_in_flight_delta_only_adjusts_tpm_rpm(model_list):
+    """
+    The in-flight replay applies only to the post-incremented TPM/RPM counters
+    (`x-ratelimit-remaining-tokens` / `-requests`). The ITPM/OTPM counters are
+    incremented at reservation time (pre-call), so the input/output token
+    headers already reflect this request and must pass through untouched.
+    """
+    from pydantic import BaseModel
+
+    class _Usage(BaseModel):
+        total_tokens: int = 30
+        prompt_tokens: int = 20
+        completion_tokens: int = 10
+
+    class _Resp(BaseModel):
+        usage: _Usage = _Usage()
+        _hidden_params: dict = {}
+
+    router = Router(model_list=model_list)
+    router.get_remaining_model_group_usage = AsyncMock(
+        return_value={
+            "x-ratelimit-remaining-tokens": 1000,
+            "x-ratelimit-remaining-requests": 100,
+            "x-ratelimit-remaining-input-tokens": 1000,
+            "x-ratelimit-remaining-output-tokens": 500,
+        }
+    )
+
+    resp = _Resp()
+    resp._hidden_params = {}
+    await router.set_response_headers(response=resp, model_group="gpt-3.5-turbo")
+
+    headers = resp._hidden_params["additional_headers"]
+    # TPM/RPM headers replay the in-flight increment...
+    assert headers["x-ratelimit-remaining-tokens"] == 970
+    assert headers["x-ratelimit-remaining-requests"] == 99
+    # ...but the reservation-based input/output headers pass through unchanged.
+    assert headers["x-ratelimit-remaining-input-tokens"] == 1000
+    assert headers["x-ratelimit-remaining-output-tokens"] == 500
+
+
+@pytest.mark.asyncio
+async def test_get_model_group_io_token_usage_sums_across_deployments():
+    """
+    get_model_group_io_token_usage must sum ITPM/OTPM across every deployment
+    in the model group (not just the first), reading the same per-deployment
+    cache keys the pre-call reservation writes to.
+    """
+    from litellm.types.router import RouterCacheEnum
+    from litellm.utils import get_utc_datetime
+
+    router = Router(
+        model_list=[
+            {
+                "model_name": "opus",
+                "litellm_params": {
+                    "model": "openai/gpt-4o-mini",
+                    "itpm": 1000,
+                    "otpm": 500,
+                },
+                "model_info": {"id": "io-usage-dep-1"},
+            },
+            {
+                "model_name": "opus",
+                "litellm_params": {
+                    "model": "openai/gpt-4o",
+                    "itpm": 1000,
+                    "otpm": 500,
+                },
+                "model_info": {"id": "io-usage-dep-2"},
+            },
+        ]
+    )
+
+    minute = get_utc_datetime().strftime("%H-%M")
+    keys_and_values = [
+        (
+            RouterCacheEnum.ITPM.value.format(
+                id="io-usage-dep-1", model="openai/gpt-4o-mini", current_minute=minute
+            ),
+            30,
+        ),
+        (
+            RouterCacheEnum.OTPM.value.format(
+                id="io-usage-dep-1", model="openai/gpt-4o-mini", current_minute=minute
+            ),
+            10,
+        ),
+        (
+            RouterCacheEnum.ITPM.value.format(
+                id="io-usage-dep-2", model="openai/gpt-4o", current_minute=minute
+            ),
+            70,
+        ),
+        (
+            RouterCacheEnum.OTPM.value.format(
+                id="io-usage-dep-2", model="openai/gpt-4o", current_minute=minute
+            ),
+            20,
+        ),
+    ]
+    for key, value in keys_and_values:
+        await router.cache.async_increment_cache(key=key, value=value, ttl=60)
+
+    current_itpm, current_otpm = await router.get_model_group_io_token_usage("opus")
+
+    assert current_itpm == 100
+    assert current_otpm == 30
+
+
+@pytest.mark.asyncio
+async def test_get_model_group_io_token_usage_no_deployments_returns_none():
+    router = Router(model_list=[])
+    current_itpm, current_otpm = await router.get_model_group_io_token_usage(
+        "nonexistent-group"
+    )
+    assert current_itpm is None
+    assert current_otpm is None
+
+
+@pytest.mark.asyncio
+async def test_get_remaining_model_group_usage_merges_io_and_tpm_headers(model_list):
+    """
+    A model group with both itpm/otpm and tpm/rpm limits must expose the
+    standard remaining-tokens/requests headers alongside the input/output token
+    headers, so clients and prometheus gauges relying on either still get data.
+    """
+    from unittest.mock import Mock
+
+    from litellm.types.router import ModelGroupInfo
+
+    router = Router(model_list=model_list)
+    router._cached_get_model_group_info = Mock(
+        return_value=ModelGroupInfo(
+            model_group="gpt-3.5-turbo",
+            providers=["openai"],
+            itpm=2000,
+            otpm=1000,
+            tpm=5000,
+            rpm=50,
+        )
+    )
+    router.get_model_group_io_token_usage = AsyncMock(return_value=(100, 40))
+    router.get_model_group_usage = AsyncMock(return_value=(500, 5))
+
+    headers = await router.get_remaining_model_group_usage("gpt-3.5-turbo")
+
+    assert headers["x-ratelimit-remaining-input-tokens"] == 1900
+    assert headers["x-ratelimit-remaining-output-tokens"] == 960
+    assert headers["x-ratelimit-remaining-tokens"] == 4500
+    assert headers["x-ratelimit-remaining-requests"] == 45
+
+
+@pytest.mark.asyncio
+async def test_set_response_headers_native_input_token_header_does_not_suppress_router_headers(model_list):
+    """
+    A provider that natively returns `x-ratelimit-remaining-input-tokens` must
+    not suppress the router's own remaining-tokens/requests headers for a
+    non-IO model group.
+    """
+    from pydantic import BaseModel
+
+    class _Usage(BaseModel):
+        total_tokens: int = 42
+
+    class _Resp(BaseModel):
+        usage: _Usage = _Usage()
+        _hidden_params: dict = {}
+
+    router = Router(model_list=model_list)
+    router.get_remaining_model_group_usage = AsyncMock(
+        return_value={
+            "x-ratelimit-remaining-tokens": 1000,
+            "x-ratelimit-remaining-requests": 100,
+        }
+    )
+
+    resp = _Resp()
+    resp._hidden_params = {"additional_headers": {"x-ratelimit-remaining-input-tokens": 5}}
+    await router.set_response_headers(response=resp, model_group="gpt-3.5-turbo")
+
+    headers = resp._hidden_params["additional_headers"]
+    assert headers["x-ratelimit-remaining-tokens"] == 958
+    assert headers["x-ratelimit-remaining-requests"] == 99
+    # the provider's native header is left untouched
+    assert headers["x-ratelimit-remaining-input-tokens"] == 5
+
+
+@pytest.mark.asyncio
+async def test_set_response_headers_native_token_header_does_not_suppress_io_headers(model_list):
+    from pydantic import BaseModel
+
+    class _Usage(BaseModel):
+        total_tokens: int = 42
+
+    class _Resp(BaseModel):
+        usage: _Usage = _Usage()
+        _hidden_params: dict = {}
+
+    router = Router(model_list=model_list)
+    router.get_remaining_model_group_usage = AsyncMock(
+        return_value={
+            "x-ratelimit-remaining-tokens": 1000,
+            "x-ratelimit-remaining-requests": 100,
+            "x-ratelimit-remaining-input-tokens": 900,
+            "x-ratelimit-remaining-output-tokens": 450,
+        }
+    )
+
+    resp = _Resp()
+    resp._hidden_params = {"additional_headers": {"x-ratelimit-remaining-tokens": 5}}
+    await router.set_response_headers(response=resp, model_group="gpt-3.5-turbo")
+
+    headers = resp._hidden_params["additional_headers"]
+    assert headers["x-ratelimit-remaining-tokens"] == 5
+    assert headers["x-ratelimit-remaining-requests"] == 99
+    assert headers["x-ratelimit-remaining-input-tokens"] == 900
+    assert headers["x-ratelimit-remaining-output-tokens"] == 450
+
+
 @pytest.mark.asyncio
 async def test_set_response_headers_handles_missing_usage(model_list):
     """
@@ -952,6 +1222,72 @@ class _Resp(BaseModel):
     assert headers["x-ratelimit-remaining-requests"] == 99
 
 
+@pytest.mark.asyncio
+async def test_set_response_headers_dict_anthropic_messages_response(model_list):
+    """Anthropic /v1/messages returns a dict; IO rate-limit headers must attach."""
+    router = Router(model_list=model_list)
+    router.get_remaining_model_group_usage = AsyncMock(
+        return_value={
+            "x-ratelimit-limit-input-tokens": 25,
+            "x-ratelimit-remaining-input-tokens": 20,
+            "x-ratelimit-limit-output-tokens": 100,
+            "x-ratelimit-remaining-output-tokens": 95,
+        }
+    )
+
+    resp = {
+        "id": "msg_123",
+        "type": "message",
+        "role": "assistant",
+        "content": [{"type": "text", "text": "hi"}],
+        "usage": {"input_tokens": 5, "output_tokens": 1},
+    }
+    await router.set_response_headers(response=resp, model_group="io-itpm-strict")
+
+    assert "_hidden_params" in resp
+    headers = resp["_hidden_params"]["additional_headers"]
+    assert headers["x-litellm-model-group"] == "io-itpm-strict"
+    assert headers["x-ratelimit-limit-input-tokens"] == 25
+    assert headers["x-ratelimit-remaining-input-tokens"] == 20
+    assert headers["x-ratelimit-remaining-output-tokens"] == 95
+
+
+@pytest.mark.asyncio
+async def test_set_response_headers_wraps_bare_async_generator(model_list):
+    """
+    Streaming responses that never go through Router.make_call's usual
+    object-based wrappers (e.g. the Anthropic /v1/messages -> Responses API
+    bridge, which yields a raw async generator with no `_hidden_params` slot)
+    must still get IO rate-limit headers attached via a thin wrapper.
+    """
+
+    async def _raw_generator():
+        yield {"type": "message_start"}
+        yield {"type": "message_stop"}
+
+    router = Router(model_list=model_list)
+    router.get_remaining_model_group_usage = AsyncMock(
+        return_value={
+            "x-ratelimit-limit-input-tokens": 25,
+            "x-ratelimit-remaining-input-tokens": 20,
+        }
+    )
+
+    wrapped = await router.set_response_headers(response=_raw_generator(), model_group="io-itpm-strict")
+
+    assert hasattr(wrapped, "_hidden_params")
+    headers = wrapped._hidden_params["additional_headers"]
+    assert headers["x-litellm-model-group"] == "io-itpm-strict"
+    assert headers["x-ratelimit-limit-input-tokens"] == 25
+    assert headers["x-ratelimit-remaining-input-tokens"] == 20
+
+    from collections.abc import AsyncIterator
+
+    assert isinstance(wrapped, AsyncIterator)
+    chunks = [chunk async for chunk in wrapped]
+    assert chunks == [{"type": "message_start"}, {"type": "message_stop"}]
+
+
 def test_get_all_deployments(model_list):
     """Test if the 'get_all_deployments' function is working correctly"""
     router = Router(model_list=model_list)
diff --git a/tests/test_litellm/proxy/test_common_request_processing.py b/tests/test_litellm/proxy/test_common_request_processing.py
index 1d0dafed171..c185b694e68 100644
--- a/tests/test_litellm/proxy/test_common_request_processing.py
+++ b/tests/test_litellm/proxy/test_common_request_processing.py
@@ -4090,7 +4090,7 @@ def _build_logging_obj(self, *, model_call_details, response_cost_calculator):
         logging_obj._on_deferred_stream_complete = None
         return logging_obj
 
-    async def _drive_non_streaming(self, *, monkeypatch, response, logging_obj, route_type):
+    async def _drive_non_streaming(self, *, monkeypatch, response, logging_obj, route_type, return_result=False):
         import litellm.proxy.common_request_processing as crp
         from litellm.proxy._types import UserAPIKeyAuth as RealUserAPIKeyAuth
 
@@ -4119,7 +4119,7 @@ async def fake_post_call_success_hook(data, user_api_key_dict, response):
             "_has_post_call_guardrails",
             return_value=False,
         ):
-            await processing_obj.base_process_llm_request(
+            result = await processing_obj.base_process_llm_request(
                 request=MagicMock(spec=Request, headers={}),
                 fastapi_response=fastapi_response,
                 user_api_key_dict=RealUserAPIKeyAuth(api_key="sk-test"),
@@ -4131,6 +4131,8 @@ async def fake_post_call_success_hook(data, user_api_key_dict, response):
                 llm_router=None,
                 skip_pre_call_logic=True,
             )
+        if return_result:
+            return fastapi_response, result
         return fastapi_response
 
     @pytest.mark.asyncio
@@ -4352,3 +4354,46 @@ async def test_object_response_zero_cost_drops_header_like_chat_completions(self
 
         assert "x-litellm-response-cost" not in fastapi_response.headers
         recompute.assert_not_called()
+
+    @pytest.mark.asyncio
+    async def test_messages_typeddict_does_not_leak_hidden_params_into_response_body(self, monkeypatch):
+        """
+        Router.set_response_headers now writes rate-limit headers onto dict-shaped
+        responses (e.g. Anthropic /v1/messages, whose AnthropicMessagesResponse is a
+        TypedDict) via response["_hidden_params"] = ... . Unlike a pydantic model's
+        private attribute, that key is indistinguishable from any other dict key and
+        would otherwise serialize verbatim into the client-facing JSON body, leaking
+        response_cost/model_id/api_base/fallback errors. base_process_llm_request
+        must strip it before returning the response to the endpoint layer.
+        """
+        from litellm.types.utils import AnthropicMessagesResponse
+
+        response = AnthropicMessagesResponse(
+            id="msg_1",
+            type="message",
+            role="assistant",
+            content=[{"type": "text", "text": "hi"}],
+            model="claude-haiku-4-5",
+            usage={"input_tokens": 10, "output_tokens": 5},
+        )
+        response["_hidden_params"] = {
+            "additional_headers": {"x-ratelimit-limit-input-tokens": "25"},
+            "response_cost": 0.00123,
+            "model_id": "internal-deployment-id",
+        }
+        logging_obj = self._build_logging_obj(
+            model_call_details={"response_cost": 0.00123},
+            response_cost_calculator=MagicMock(return_value=999.0),
+        )
+
+        fastapi_response, result = await self._drive_non_streaming(
+            monkeypatch=monkeypatch,
+            response=response,
+            logging_obj=logging_obj,
+            route_type="anthropic_messages",
+            return_result=True,
+        )
+
+        assert "_hidden_params" not in result
+        assert fastapi_response.headers["x-ratelimit-limit-input-tokens"] == "25"
+        assert fastapi_response.headers["x-litellm-response-cost"] == "0.00123"
diff --git a/tests/test_litellm/router_utils/test_add_retry_fallback_headers.py b/tests/test_litellm/router_utils/test_add_retry_fallback_headers.py
index 2aee0f0a4ef..3a0deeb13d8 100644
--- a/tests/test_litellm/router_utils/test_add_retry_fallback_headers.py
+++ b/tests/test_litellm/router_utils/test_add_retry_fallback_headers.py
@@ -140,3 +140,25 @@ def test_get_fallback_errors_from_headers_invalid_json_returns_empty():
 def test_get_fallback_errors_from_headers_missing_key_returns_empty():
     result = get_fallback_errors_from_headers({})
     assert result == []
+
+
+def test_get_hidden_params_dict_with_dict_response():
+    response = {"id": "msg_1", "usage": {"input_tokens": 1, "output_tokens": 2}}
+    assert get_hidden_params_dict(response) == {}
+
+    hidden_params = get_hidden_params_dict(response, create=True)
+    assert hidden_params == {}
+    assert response["_hidden_params"] == {}
+
+    response["_hidden_params"] = {"additional_headers": {"x-test": "1"}}
+    assert get_hidden_params_dict(response) == {
+        "additional_headers": {"x-test": "1"},
+    }
+
+
+def test_add_fallback_headers_to_dict_response():
+    response = {"id": "msg_1"}
+    result = add_fallback_headers_to_response(response=response, attempted_fallbacks=1)
+
+    assert result is response
+    assert response["_hidden_params"]["additional_headers"]["x-litellm-attempted-fallbacks"] == 1
diff --git a/tests/test_litellm/test_router/test_io_token_rate_limits.py b/tests/test_litellm/test_router/test_io_token_rate_limits.py
new file mode 100644
index 00000000000..939e3189596
--- /dev/null
+++ b/tests/test_litellm/test_router/test_io_token_rate_limits.py
@@ -0,0 +1,979 @@
+"""
+Tests for separate ITPM/OTPM deployment rate limits (enforce_model_rate_limits).
+"""
+
+import asyncio
+
+import pytest
+
+import litellm
+from litellm import Router
+from litellm.caching.dual_cache import DualCache
+from litellm.router_utils.pre_call_checks.io_token_rate_limit_check import (
+    ITPM_CACHE_KEY,
+    ITPM_RESERVED_KEY,
+    OTPM_CACHE_KEY,
+    OTPM_RESERVED_KEY,
+    _reservation_value,
+    _resolve_max_tokens,
+    async_io_token_pre_call_check,
+    async_io_token_reconcile_success,
+    build_io_token_rate_limit_headers,
+    deployment_has_io_token_limits,
+    get_io_token_rate_limit_request_kwargs,
+    io_token_reconcile_success,
+    io_token_refund_failure,
+    refund_stale_reservation_before_retry,
+    set_io_token_rate_limit_request_kwargs,
+)
+from litellm.router_utils.pre_call_checks.model_rate_limit_check import (
+    ModelRateLimitingCheck,
+)
+from litellm.types.utils import ModelResponse, Usage
+
+
+class TestIOTokenRateLimitHelpers:
+    def test_deployment_has_io_token_limits(self):
+        assert deployment_has_io_token_limits({"litellm_params": {"itpm": 100, "otpm": 50}})
+        assert not deployment_has_io_token_limits({"litellm_params": {"model": "x"}})
+
+    def test_reservation_value_minimal_when_estimate_fails(self):
+        # A failed/empty estimate (0) must reserve a minimal slot, not the
+        # entire limit - otherwise one request whose estimate failed fills
+        # the whole bucket and blocks every concurrent request until it
+        # completes and reconciles.
+        assert _reservation_value(0, 100) == 1
+        assert _reservation_value(0, 1) == 1
+        # A real non-zero estimate is reserved as-is.
+        assert _reservation_value(42, 100) == 42
+
+    def test_resolve_max_tokens_respects_explicit_zero(self):
+        deployment = {"litellm_params": {"model": "openai/gpt-4o-mini"}}
+        # An explicit max_tokens=0 is honored, not replaced by the model default.
+        assert _resolve_max_tokens({"max_tokens": 0}, deployment) == 0
+        # max_completion_tokens is the fallback only when max_tokens is absent.
+        assert _resolve_max_tokens({"max_completion_tokens": 12}, deployment) == 12
+        assert _resolve_max_tokens({"max_output_tokens": 9}, deployment) == 9
+
+    def test_build_io_token_rate_limit_headers(self):
+        headers = build_io_token_rate_limit_headers(
+            itpm_limit=200,
+            otpm_limit=40,
+            current_itpm=15,
+            current_otpm=4,
+        )
+        assert headers["x-ratelimit-limit-input-tokens"] == 200
+        assert headers["x-ratelimit-remaining-input-tokens"] == 185
+        assert headers["x-ratelimit-limit-output-tokens"] == 40
+        assert headers["x-ratelimit-remaining-output-tokens"] == 36
+
+
+class TestModelRateLimitingCheckIOTokens:
+    @pytest.mark.asyncio
+    async def test_itpm_reservation_and_reconcile(self):
+        from litellm.utils import get_utc_datetime
+
+        dual_cache = DualCache()
+        check = ModelRateLimitingCheck(dual_cache=dual_cache)
+        deployment = {
+            "litellm_params": {
+                "model": "bedrock_mantle/anthropic.claude-opus-4-7",
+                "itpm": 100,
+                "otpm": 50,
+            },
+            "model_info": {"id": "io-test-id"},
+            "model_name": "opus",
+        }
+
+        request_kwargs = {
+            "messages": [{"role": "user", "content": "hello"}],
+            "max_tokens": 10,
+            "metadata": {},
+        }
+        set_io_token_rate_limit_request_kwargs(request_kwargs)
+        await check.async_pre_call_check(deployment)
+
+        minute = get_utc_datetime().strftime("%H-%M")
+        itpm_key = f"global_router:io-test-id:bedrock_mantle/anthropic.claude-opus-4-7:itpm:{minute}"
+        otpm_key = f"global_router:io-test-id:bedrock_mantle/anthropic.claude-opus-4-7:otpm:{minute}"
+
+        kwargs = {
+            "standard_logging_object": {
+                "model_id": "io-test-id",
+                "hidden_params": {"litellm_model_name": "bedrock_mantle/anthropic.claude-opus-4-7"},
+                "metadata": dict(request_kwargs["metadata"]),
+            },
+            "metadata": request_kwargs["metadata"],
+        }
+        response = ModelResponse(
+            choices=[
+                {
+                    "message": {"role": "assistant", "content": "hi"},
+                    "index": 0,
+                    "finish_reason": "stop",
+                }
+            ],
+            usage=Usage(prompt_tokens=5, completion_tokens=3, total_tokens=8),
+        )
+        await check.async_log_success_event(kwargs, response, None, None)
+
+        current_itpm = await dual_cache.async_get_cache(key=itpm_key)
+        current_otpm = await dual_cache.async_get_cache(key=otpm_key)
+        # ITPM tracks input tokens only (billable prompt tokens), not output.
+        assert current_itpm == 5
+        assert current_otpm == 3
+
+    @pytest.mark.asyncio
+    async def test_itpm_limit_raises_429(self):
+        dual_cache = DualCache()
+        check = ModelRateLimitingCheck(dual_cache=dual_cache)
+        deployment = {
+            "litellm_params": {
+                "model": "bedrock_mantle/anthropic.claude-opus-4-7",
+                "itpm": 5,
+            },
+            "model_info": {"id": "io-limit-id"},
+            "model_name": "opus",
+        }
+
+        # ITPM enforces input tokens only; the prompt alone must exceed the limit,
+        # a large max_tokens must not contribute to the ITPM reservation.
+        set_io_token_rate_limit_request_kwargs(
+            {
+                "messages": [
+                    {
+                        "role": "user",
+                        "content": "hello world this is a longer prompt that exceeds the tiny itpm limit",
+                    }
+                ],
+                "max_tokens": 10,
+                "metadata": {},
+            }
+        )
+
+        with pytest.raises(litellm.RateLimitError) as exc_info:
+            await check.async_pre_call_check(deployment)
+
+        assert "ITPM limit=5" in str(exc_info.value)
+
+    @pytest.mark.asyncio
+    async def test_otpm_atomic_reservation_no_overshoot_under_concurrency(self):
+        from litellm.utils import get_utc_datetime
+
+        dual_cache = DualCache()
+        check = ModelRateLimitingCheck(dual_cache=dual_cache)
+        otpm_limit = 10
+        max_tokens = 4
+        deployment = {
+            "litellm_params": {
+                "model": "bedrock_mantle/anthropic.claude-opus-4-7",
+                "otpm": otpm_limit,
+            },
+            "model_info": {"id": "io-otpm-race-id"},
+            "model_name": "opus",
+        }
+
+        set_io_token_rate_limit_request_kwargs(
+            {
+                "messages": [{"role": "user", "content": "hi"}],
+                "max_tokens": max_tokens,
+                "metadata": {},
+            }
+        )
+
+        async def _attempt():
+            try:
+                await check.async_pre_call_check(deployment)
+                return True
+            except litellm.RateLimitError:
+                return False
+
+        results = await asyncio.gather(*[_attempt() for _ in range(8)])
+        successes = sum(1 for r in results if r)
+
+        minute = get_utc_datetime().strftime("%H-%M")
+        otpm_key = f"global_router:io-otpm-race-id:bedrock_mantle/anthropic.claude-opus-4-7:otpm:{minute}"
+        current_otpm = await dual_cache.async_get_cache(key=otpm_key)
+
+        # Atomic reservation must never let concurrent requests overshoot the limit.
+        assert current_otpm is not None
+        assert current_otpm <= otpm_limit
+        assert successes == otpm_limit // max_tokens
+        assert current_otpm == successes * max_tokens
+
+    @pytest.mark.asyncio
+    async def test_itpm_estimate_failure_reserves_minimal_not_full_limit(self):
+        """
+        When input-token estimation yields 0 (no messages/prompt/input field,
+        unsupported model, tokenizer error), the reservation must be a
+        minimal 1 token, not the entire itpm limit. Otherwise the first
+        request whose estimate fails fills the whole bucket and every
+        concurrent request is rejected until it completes - effectively
+        serializing traffic to the deployment.
+        """
+        from litellm.utils import get_utc_datetime
+
+        dual_cache = DualCache()
+        check = ModelRateLimitingCheck(dual_cache=dual_cache)
+        itpm_limit = 5
+        deployment = {
+            "litellm_params": {
+                "model": "bedrock_mantle/anthropic.claude-opus-4-7",
+                "itpm": itpm_limit,
+            },
+            "model_info": {"id": "io-itpm-estimate-fail-id"},
+            "model_name": "opus",
+        }
+
+        # No messages/prompt/input field -> _estimate_input_tokens returns 0.
+        set_io_token_rate_limit_request_kwargs(
+            {
+                "max_tokens": 5,
+                "metadata": {},
+            }
+        )
+
+        async def _attempt():
+            try:
+                await check.async_pre_call_check(deployment)
+                return True
+            except litellm.RateLimitError:
+                return False
+
+        results = await asyncio.gather(*[_attempt() for _ in range(8)])
+        successes = sum(1 for r in results if r)
+
+        minute = get_utc_datetime().strftime("%H-%M")
+        itpm_key = f"global_router:io-itpm-estimate-fail-id:bedrock_mantle/anthropic.claude-opus-4-7:itpm:{minute}"
+        current_itpm = await dual_cache.async_get_cache(key=itpm_key)
+
+        # A minimal 1-token reservation per request lets itpm_limit concurrent
+        # requests through, instead of a single request starving the rest.
+        assert current_itpm is not None
+        assert current_itpm <= itpm_limit
+        assert successes == itpm_limit
+
+    @pytest.mark.asyncio
+    async def test_reservation_read_prefers_top_level_metadata_over_litellm_params(self):
+        from litellm.utils import get_utc_datetime
+
+        dual_cache = DualCache()
+        check = ModelRateLimitingCheck(dual_cache=dual_cache)
+        minute = get_utc_datetime().strftime("%H-%M")
+        itpm_key = f"global_router:io-lp-id:bedrock_mantle/test:itpm:{minute}"
+        await dual_cache.async_increment_cache(key=itpm_key, value=20, ttl=60)
+
+        # Production kwargs commonly carry litellm_params.metadata; the stashed
+        # reservation lives in the top-level metadata and must still be found.
+        kwargs = {
+            "standard_logging_object": {
+                "model_id": "io-lp-id",
+                "hidden_params": {"litellm_model_name": "bedrock_mantle/test"},
+                "metadata": {},
+            },
+            "metadata": {ITPM_RESERVED_KEY: 20, ITPM_CACHE_KEY: itpm_key},
+            "litellm_params": {"metadata": {"user_api_key_hash": "abc123"}},
+        }
+        await check.async_log_failure_event(kwargs, None, None, None)
+
+        current = await dual_cache.async_get_cache(key=itpm_key)
+        assert current == 0
+
+    @pytest.mark.asyncio
+    async def test_reconcile_tracks_actual_usage_when_estimate_zero(self):
+        from litellm.utils import get_utc_datetime
+
+        dual_cache = DualCache()
+        check = ModelRateLimitingCheck(dual_cache=dual_cache)
+        deployment = {
+            "litellm_params": {
+                "model": "bedrock_mantle/anthropic.claude-opus-4-7",
+                "itpm": 100,
+            },
+            "model_info": {"id": "io-zero-est-id"},
+            "model_name": "opus",
+        }
+
+        request_kwargs = {"max_tokens": 5, "metadata": {}}
+        set_io_token_rate_limit_request_kwargs(request_kwargs)
+        await check.async_pre_call_check(deployment)
+
+        minute = get_utc_datetime().strftime("%H-%M")
+        itpm_key = f"global_router:io-zero-est-id:bedrock_mantle/anthropic.claude-opus-4-7:itpm:{minute}"
+        # A failed/zero estimate reserves a minimal 1 token, not the full
+        # itpm limit, so it doesn't starve concurrent requests.
+        assert await dual_cache.async_get_cache(key=itpm_key) == 1
+
+        kwargs = {
+            "standard_logging_object": {
+                "model_id": "io-zero-est-id",
+                "hidden_params": {"litellm_model_name": "bedrock_mantle/anthropic.claude-opus-4-7"},
+                "metadata": dict(request_kwargs["metadata"]),
+            },
+            "metadata": request_kwargs["metadata"],
+        }
+        response = ModelResponse(
+            choices=[{"message": {"role": "assistant", "content": "hi"}, "index": 0, "finish_reason": "stop"}],
+            usage=Usage(prompt_tokens=7, completion_tokens=0, total_tokens=7),
+        )
+        await check.async_log_success_event(kwargs, response, None, None)
+
+        assert await dual_cache.async_get_cache(key=itpm_key) == 7
+
+    @pytest.mark.asyncio
+    async def test_zero_estimate_reserves_minimal_capacity_before_reconcile(self):
+        """
+        A zero/failed estimate reserves a minimal 1 token rather than the
+        full itpm limit, so up to itpm_limit such calls are allowed
+        concurrently instead of the first one claiming the entire bucket.
+        """
+        dual_cache = DualCache()
+        check = ModelRateLimitingCheck(dual_cache=dual_cache)
+        deployment = {
+            "litellm_params": {
+                "model": "bedrock_mantle/anthropic.claude-opus-4-7",
+                "itpm": 2,
+            },
+            "model_info": {"id": "io-zero-cap-id"},
+            "model_name": "opus",
+        }
+        request_kwargs = {"max_tokens": 5, "metadata": {}}
+        set_io_token_rate_limit_request_kwargs(request_kwargs)
+        await check.async_pre_call_check(deployment)
+
+        # Second zero-estimate call still fits within the itpm=2 limit.
+        set_io_token_rate_limit_request_kwargs({"max_tokens": 5, "metadata": {}})
+        await check.async_pre_call_check(deployment)
+
+        # A third exceeds the limit and is rejected.
+        set_io_token_rate_limit_request_kwargs({"max_tokens": 5, "metadata": {}})
+        with pytest.raises(litellm.RateLimitError):
+            await check.async_pre_call_check(deployment)
+
+    @pytest.mark.asyncio
+    async def test_explicit_zero_max_tokens_does_not_reserve_otpm(self):
+        dual_cache = DualCache()
+        check = ModelRateLimitingCheck(dual_cache=dual_cache)
+        deployment = {
+            "litellm_params": {
+                "model": "bedrock_mantle/anthropic.claude-opus-4-7",
+                "otpm": 5,
+            },
+            "model_info": {"id": "io-zero-output-id"},
+            "model_name": "opus",
+        }
+        zero_output_kwargs = {
+            "messages": [{"role": "user", "content": "hello"}],
+            "max_tokens": 0,
+            "metadata": {},
+        }
+        set_io_token_rate_limit_request_kwargs(zero_output_kwargs)
+        await check.async_pre_call_check(deployment)
+
+        zero_output_otpm_key = zero_output_kwargs["metadata"][OTPM_CACHE_KEY]
+        assert zero_output_kwargs["metadata"][OTPM_RESERVED_KEY] == 0
+        assert (await dual_cache.async_get_cache(key=zero_output_otpm_key) or 0) == 0
+
+        normal_output_kwargs = {
+            "messages": [{"role": "user", "content": "hello"}],
+            "max_tokens": 5,
+            "metadata": {},
+        }
+        set_io_token_rate_limit_request_kwargs(normal_output_kwargs)
+        await check.async_pre_call_check(deployment)
+
+        normal_output_otpm_key = normal_output_kwargs["metadata"][OTPM_CACHE_KEY]
+        assert await dual_cache.async_get_cache(key=normal_output_otpm_key) == 5
+
+    def test_sync_io_pre_call_reserves_and_reconciles(self):
+        from litellm.utils import get_utc_datetime
+
+        dual_cache = DualCache()
+        check = ModelRateLimitingCheck(dual_cache=dual_cache)
+        deployment = {
+            "litellm_params": {
+                "model": "bedrock_mantle/anthropic.claude-opus-4-7",
+                "itpm": 100,
+                "otpm": 50,
+            },
+            "model_info": {"id": "io-sync-id"},
+            "model_name": "opus",
+        }
+        request_kwargs = {
+            "messages": [{"role": "user", "content": "hello"}],
+            "max_tokens": 10,
+            "metadata": {},
+        }
+        set_io_token_rate_limit_request_kwargs(request_kwargs)
+        check.pre_call_check(deployment)
+
+        minute = get_utc_datetime().strftime("%H-%M")
+        itpm_key = f"global_router:io-sync-id:bedrock_mantle/anthropic.claude-opus-4-7:itpm:{minute}"
+        otpm_key = f"global_router:io-sync-id:bedrock_mantle/anthropic.claude-opus-4-7:otpm:{minute}"
+        kwargs = {
+            "standard_logging_object": {
+                "model_id": "io-sync-id",
+                "hidden_params": {"litellm_model_name": "bedrock_mantle/anthropic.claude-opus-4-7"},
+                "metadata": dict(request_kwargs["metadata"]),
+            },
+            "metadata": request_kwargs["metadata"],
+        }
+        response = ModelResponse(
+            choices=[{"message": {"role": "assistant", "content": "hi"}, "index": 0, "finish_reason": "stop"}],
+            usage=Usage(prompt_tokens=5, completion_tokens=3, total_tokens=8),
+        )
+        check.log_success_event(kwargs, response, None, None)
+
+        assert dual_cache.get_cache(key=itpm_key) == 5
+        assert dual_cache.get_cache(key=otpm_key) == 3
+
+    @pytest.mark.asyncio
+    async def test_reconcile_runs_via_success_event_without_model_id(self):
+        dual_cache = DualCache()
+        check = ModelRateLimitingCheck(dual_cache=dual_cache)
+        itpm_key = "global_router:io-noid:bedrock_mantle/test:itpm:12-34"
+        await dual_cache.async_increment_cache(key=itpm_key, value=10, ttl=60)
+
+        # standard_logging_object has no model_id (only the TPM path needs it);
+        # IO reconciliation must still run off the stashed cache key.
+        kwargs = {
+            "standard_logging_object": {
+                "hidden_params": {"litellm_model_name": "bedrock_mantle/test"},
+                "metadata": {},
+            },
+            "metadata": {ITPM_RESERVED_KEY: 10, ITPM_CACHE_KEY: itpm_key},
+        }
+        response = ModelResponse(
+            choices=[{"message": {"role": "assistant", "content": "hi"}, "index": 0, "finish_reason": "stop"}],
+            usage=Usage(prompt_tokens=3, completion_tokens=0, total_tokens=3),
+        )
+        await check.async_log_success_event(kwargs, response, None, None)
+
+        assert await dual_cache.async_get_cache(key=itpm_key) == 3
+
+    @pytest.mark.asyncio
+    async def test_failure_clears_reservation_so_retry_is_not_poisoned(self):
+        from litellm.utils import get_utc_datetime
+
+        dual_cache = DualCache()
+        check = ModelRateLimitingCheck(dual_cache=dual_cache)
+        minute = get_utc_datetime().strftime("%H-%M")
+        itpm_key = f"global_router:io-first:bedrock_mantle/test:itpm:{minute}"
+        await dual_cache.async_increment_cache(key=itpm_key, value=8, ttl=60)
+
+        # Shared request metadata carrying the first (IO) deployment's reservation.
+        metadata = {ITPM_RESERVED_KEY: 8, ITPM_CACHE_KEY: itpm_key}
+        fail_kwargs = {
+            "metadata": metadata,
+            "standard_logging_object": {
+                "model_id": "io-first",
+                "hidden_params": {"litellm_model_name": "bedrock_mantle/test"},
+                "metadata": {},
+            },
+        }
+        await check.async_log_failure_event(fail_kwargs, None, None, None)
+
+        assert await dual_cache.async_get_cache(key=itpm_key) == 0
+        assert ITPM_RESERVED_KEY not in metadata
+        assert ITPM_CACHE_KEY not in metadata
+
+        # Retry succeeds on a non-IO fallback deployment reusing the same metadata.
+        retry_kwargs = {
+            "metadata": metadata,
+            "standard_logging_object": {
+                "model_id": "non-io-second",
+                "hidden_params": {"litellm_model_name": "openai/gpt-4o-mini"},
+                "metadata": {},
+                "total_tokens": 12,
+            },
+        }
+        response = ModelResponse(
+            choices=[{"message": {"role": "assistant", "content": "ok"}, "index": 0, "finish_reason": "stop"}],
+            usage=Usage(prompt_tokens=6, completion_tokens=6, total_tokens=12),
+        )
+        await check.async_log_success_event(retry_kwargs, response, None, None)
+
+        # The first deployment's ITPM counter is not driven negative...
+        assert await dual_cache.async_get_cache(key=itpm_key) == 0
+        # ...and the non-IO deployment's TPM usage is tracked normally.
+        tpm_key = f"non-io-second:openai/gpt-4o-mini:tpm:{minute}"
+        assert await dual_cache.async_get_cache(key=tpm_key) == 12
+
+    @pytest.mark.asyncio
+    async def test_stale_reservation_refunded_before_retry_overwrites_it(self):
+        """
+        A retry reuses the same mutable kwargs dict for the next deployment.
+        If deployment A's failure event hasn't run yet (e.g. it was scheduled
+        as a background task) when the retry calls
+        set_io_token_rate_limit_request_kwargs for deployment B, the router
+        must first synchronously refund + clear A's reservation via
+        refund_stale_reservation_before_retry - otherwise A's counter stays
+        elevated by the reservation until its TTL expires, and the
+        now-orphaned sentinels must not leak into B's accounting either.
+        """
+        from litellm.utils import get_utc_datetime
+
+        dual_cache = DualCache()
+        minute = get_utc_datetime().strftime("%H-%M")
+        itpm_key_a = f"global_router:io-retry-a:bedrock_mantle/test-a:itpm:{minute}"
+        await dual_cache.async_increment_cache(key=itpm_key_a, value=9, ttl=60)
+
+        # Deployment A's still-unreconciled reservation, stashed on the shared
+        # kwargs dict the retry loop reuses.
+        shared_kwargs = {"metadata": {ITPM_RESERVED_KEY: 9, ITPM_CACHE_KEY: itpm_key_a}}
+
+        # Router calls this before overwriting kwargs for deployment B's attempt -
+        # simulating the fix landing ahead of set_io_token_rate_limit_request_kwargs.
+        refund_stale_reservation_before_retry(dual_cache, shared_kwargs)
+
+        # A's reservation is refunded immediately, not left stranded for a
+        # background failure task that may run arbitrarily later (or never,
+        # if the sentinels get cleared out from under it first).
+        assert await dual_cache.async_get_cache(key=itpm_key_a) == 0
+        assert ITPM_RESERVED_KEY not in shared_kwargs["metadata"]
+        assert ITPM_CACHE_KEY not in shared_kwargs["metadata"]
+
+        # A's own (now-late) failure event finds nothing left to refund and
+        # is a safe no-op, since the sentinels were already cleared above.
+        io_token_refund_failure(dual_cache, shared_kwargs)
+        assert await dual_cache.async_get_cache(key=itpm_key_a) == 0
+
+        # The retry proceeds to stash deployment B's own reservation on the
+        # same dict; it starts clean, unaffected by A's cleared sentinels.
+        set_io_token_rate_limit_request_kwargs(shared_kwargs)
+        itpm_key_b = f"global_router:io-retry-b:bedrock_mantle/test-b:itpm:{minute}"
+        shared_kwargs["metadata"][ITPM_RESERVED_KEY] = 4
+        shared_kwargs["metadata"][ITPM_CACHE_KEY] = itpm_key_b
+        await dual_cache.async_increment_cache(key=itpm_key_b, value=4, ttl=60)
+        assert await dual_cache.async_get_cache(key=itpm_key_b) == 4
+
+    @pytest.mark.asyncio
+    async def test_client_supplied_reservation_keys_are_stripped(self):
+        # metadata is caller-controlled; the server-only reservation sentinels
+        # must be removed before the router captures the request kwargs.
+        forged = {
+            "metadata": {ITPM_RESERVED_KEY: 999999, ITPM_CACHE_KEY: "attacker:key:itpm:00-00"},
+            "litellm_metadata": {OTPM_RESERVED_KEY: 7},
+            "litellm_params": {"metadata": {OTPM_CACHE_KEY: "attacker:key:otpm:00-00"}},
+        }
+        set_io_token_rate_limit_request_kwargs(forged)
+        stored = get_io_token_rate_limit_request_kwargs()
+
+        assert ITPM_RESERVED_KEY not in stored["metadata"]
+        assert ITPM_CACHE_KEY not in stored["metadata"]
+        assert OTPM_RESERVED_KEY not in stored["litellm_metadata"]
+        assert OTPM_CACHE_KEY not in stored["litellm_params"]["metadata"]
+
+    @pytest.mark.asyncio
+    async def test_forged_reservation_cannot_decrement_counter(self):
+        dual_cache = DualCache()
+        check = ModelRateLimitingCheck(dual_cache=dual_cache)
+        victim_key = "global_router:victim:model:itpm:00-00"
+        await dual_cache.async_increment_cache(key=victim_key, value=100, ttl=60)
+
+        # A caller forges a reservation pointing at another deployment's counter.
+        kwargs = {
+            "metadata": {ITPM_RESERVED_KEY: 100, ITPM_CACHE_KEY: victim_key},
+            "standard_logging_object": {
+                "model_id": "m",
+                "hidden_params": {"litellm_model_name": "model"},
+                "metadata": {},
+                "total_tokens": 2,
+            },
+        }
+        # The router sanitizes the request kwargs before the call runs.
+        set_io_token_rate_limit_request_kwargs(kwargs)
+        response = ModelResponse(
+            choices=[{"message": {"role": "assistant", "content": "ok"}, "index": 0, "finish_reason": "stop"}],
+            usage=Usage(prompt_tokens=1, completion_tokens=1, total_tokens=2),
+        )
+        await check.async_log_success_event(kwargs, response, None, None)
+
+        # The forged reservation was stripped, so the victim counter is untouched.
+        assert await dual_cache.async_get_cache(key=victim_key) == 100
+
+    @pytest.mark.asyncio
+    async def test_otpm_reservation_error_rolls_back_itpm(self):
+        from litellm.utils import get_utc_datetime
+
+        class _OtpmFailCache(DualCache):
+            async def async_increment_cache(self, key, **kwargs):
+                if ":otpm:" in key:
+                    raise RuntimeError("transient cache error")
+                return await super().async_increment_cache(key=key, **kwargs)
+
+        dual_cache = _OtpmFailCache()
+        deployment = {
+            "litellm_params": {
+                "model": "bedrock_mantle/anthropic.claude-opus-4-7",
+                "itpm": 1000,
+                "otpm": 1000,
+            },
+            "model_info": {"id": "io-rollback-id"},
+            "model_name": "opus",
+        }
+        set_io_token_rate_limit_request_kwargs(
+            {
+                "messages": [{"role": "user", "content": "hello world"}],
+                "max_tokens": 5,
+                "metadata": {},
+            }
+        )
+
+        with pytest.raises(RuntimeError):
+            await async_io_token_pre_call_check(dual_cache, deployment)
+
+        minute = get_utc_datetime().strftime("%H-%M")
+        itpm_key = f"global_router:io-rollback-id:bedrock_mantle/anthropic.claude-opus-4-7:itpm:{minute}"
+        # A transient OTPM error must release the ITPM reservation, not leak it.
+        assert (await dual_cache.async_get_cache(key=itpm_key) or 0) == 0
+
+    @pytest.mark.asyncio
+    async def test_reconcile_clears_stash_even_when_increment_errors(self):
+        class _ItpmFailCache(DualCache):
+            async def async_increment_cache(self, key, **kwargs):
+                if ":itpm:" in key:
+                    raise RuntimeError("transient cache error")
+                return await super().async_increment_cache(key=key, **kwargs)
+
+        dual_cache = _ItpmFailCache()
+        metadata = {ITPM_RESERVED_KEY: 5, ITPM_CACHE_KEY: "global_router:x:model:itpm:00-00"}
+        kwargs = {"metadata": metadata}
+        response = ModelResponse(
+            choices=[{"message": {"role": "assistant", "content": "ok"}, "index": 0, "finish_reason": "stop"}],
+            usage=Usage(prompt_tokens=3, completion_tokens=0, total_tokens=3),
+        )
+
+        with pytest.raises(RuntimeError):
+            await async_io_token_reconcile_success(dual_cache, kwargs, response)
+
+        # The stash is cleared even though reconciliation raised, so a duplicate
+        # success event can't re-process it.
+        assert ITPM_RESERVED_KEY not in metadata
+        assert ITPM_CACHE_KEY not in metadata
+
+    @pytest.mark.asyncio
+    async def test_io_conflict_warning_not_collapsed_for_missing_model_id(self, caplog):
+        import logging
+
+        check = ModelRateLimitingCheck(dual_cache=DualCache())
+        deployment = {
+            "litellm_params": {"model": "openai/gpt-4o-mini", "itpm": 100, "tpm": 1000},
+            "model_info": {},
+        }
+        with caplog.at_level(logging.WARNING, logger="LiteLLM Router"):
+            check._warn_io_token_and_tpm_rpm_coexist_once(deployment)
+            check._warn_io_token_and_tpm_rpm_coexist_once(deployment)
+
+        warnings = [r for r in caplog.records if "both limit types are enforced" in r.message]
+        # id-less deployments are not collapsed onto a single dedup key.
+        assert len(warnings) == 2
+
+    @pytest.mark.asyncio
+    async def test_missing_deployment_id_skips_io_reservation(self):
+        dual_cache = DualCache()
+        deployment = {
+            "litellm_params": {"model": "openai/gpt-4o-mini", "itpm": 100},
+            "model_info": {},  # no id -> cannot build a per-deployment cache key
+            "model_name": "opus",
+        }
+        request_kwargs = {
+            "messages": [{"role": "user", "content": "hello world"}],
+            "max_tokens": 5,
+            "metadata": {},
+        }
+        set_io_token_rate_limit_request_kwargs(request_kwargs)
+
+        result = await async_io_token_pre_call_check(dual_cache, deployment)
+
+        assert result is deployment
+        # No reservation is stashed, so nothing lands in a shared None:None bucket.
+        assert ITPM_RESERVED_KEY not in request_kwargs["metadata"]
+
+    @pytest.mark.asyncio
+    async def test_reconcile_uses_reservation_minute_key(self):
+        dual_cache = DualCache()
+        # Reservation was made on a fixed minute key; a call that finishes in a
+        # later minute must reconcile against that same key, never a key built
+        # from the response-time minute.
+        itpm_key = "global_router:io-min-id:bedrock_mantle/test:itpm:99-99"
+        await dual_cache.async_increment_cache(key=itpm_key, value=10, ttl=60)
+
+        kwargs = {"metadata": {ITPM_RESERVED_KEY: 10, ITPM_CACHE_KEY: itpm_key}}
+        response = ModelResponse(
+            choices=[{"message": {"role": "assistant", "content": "hi"}, "index": 0, "finish_reason": "stop"}],
+            usage=Usage(prompt_tokens=4, completion_tokens=0, total_tokens=4),
+        )
+        await async_io_token_reconcile_success(dual_cache, kwargs, response)
+
+        assert await dual_cache.async_get_cache(key=itpm_key) == 4
+
+    @pytest.mark.asyncio
+    async def test_reconcile_missing_usage_keeps_reservation(self):
+        dual_cache = DualCache()
+        itpm_key = "global_router:io-missing-usage:bedrock_mantle/test:itpm:00-00"
+        otpm_key = "global_router:io-missing-usage:bedrock_mantle/test:otpm:00-00"
+        await dual_cache.async_increment_cache(key=itpm_key, value=8, ttl=60)
+        await dual_cache.async_increment_cache(key=otpm_key, value=5, ttl=60)
+
+        kwargs = {
+            "metadata": {
+                ITPM_RESERVED_KEY: 8,
+                OTPM_RESERVED_KEY: 5,
+                ITPM_CACHE_KEY: itpm_key,
+                OTPM_CACHE_KEY: otpm_key,
+            }
+        }
+        response = ModelResponse(
+            choices=[{"message": {"role": "assistant", "content": "ok"}, "index": 0, "finish_reason": "stop"}],
+        )
+
+        await async_io_token_reconcile_success(dual_cache, kwargs, response)
+
+        assert await dual_cache.async_get_cache(key=itpm_key) == 8
+        assert await dual_cache.async_get_cache(key=otpm_key) == 5
+        assert ITPM_RESERVED_KEY not in kwargs["metadata"]
+
+    @pytest.mark.asyncio
+    async def test_reconcile_total_tokens_only_keeps_reservation(self):
+        """
+        A response usage object with only total_tokens (no prompt/completion
+        breakdown) can't be split into input/output, so it must be treated the
+        same as missing usage: keep the reservation instead of resolving to
+        (0, 0) and refunding it in full.
+        """
+        dual_cache = DualCache()
+        itpm_key = "global_router:io-total-only:bedrock_mantle/test:itpm:00-00"
+        otpm_key = "global_router:io-total-only:bedrock_mantle/test:otpm:00-00"
+        await dual_cache.async_increment_cache(key=itpm_key, value=8, ttl=60)
+        await dual_cache.async_increment_cache(key=otpm_key, value=5, ttl=60)
+
+        kwargs = {
+            "metadata": {
+                ITPM_RESERVED_KEY: 8,
+                OTPM_RESERVED_KEY: 5,
+                ITPM_CACHE_KEY: itpm_key,
+                OTPM_CACHE_KEY: otpm_key,
+            }
+        }
+        response = {"type": "message", "usage": {"total_tokens": 13}}
+
+        await async_io_token_reconcile_success(dual_cache, kwargs, response)
+
+        assert await dual_cache.async_get_cache(key=itpm_key) == 8
+        assert await dual_cache.async_get_cache(key=otpm_key) == 5
+
+    def test_reconcile_standard_logging_total_tokens_only_keeps_reservation(self):
+        dual_cache = DualCache()
+        itpm_key = "global_router:io-slo-total-only:bedrock_mantle/test:itpm:00-00"
+        dual_cache.set_cache(key=itpm_key, value=10, ttl=60)
+
+        kwargs = {
+            "metadata": {ITPM_RESERVED_KEY: 10, ITPM_CACHE_KEY: itpm_key},
+            "standard_logging_object": {"total_tokens": 4},
+        }
+        response = {"type": "message", "role": "assistant", "content": []}
+
+        io_token_reconcile_success(dual_cache, kwargs, response)
+
+        assert dual_cache.get_cache(key=itpm_key) == 10
+
+    @pytest.mark.asyncio
+    async def test_reconcile_falls_back_to_standard_logging_object(self):
+        dual_cache = DualCache()
+        itpm_key = "global_router:io-slo-fallback:bedrock_mantle/test:itpm:00-00"
+        await dual_cache.async_increment_cache(key=itpm_key, value=10, ttl=60)
+
+        kwargs = {
+            "metadata": {ITPM_RESERVED_KEY: 10, ITPM_CACHE_KEY: itpm_key},
+            "standard_logging_object": {
+                "prompt_tokens": 4,
+                "completion_tokens": 0,
+                "total_tokens": 4,
+            },
+        }
+        response = {"type": "message", "role": "assistant", "content": []}
+
+        await async_io_token_reconcile_success(dual_cache, kwargs, response)
+
+        assert await dual_cache.async_get_cache(key=itpm_key) == 4
+
+    def test_sync_reconcile_anthropic_dict_usage(self):
+        dual_cache = DualCache()
+        itpm_key = "global_router:io-anthropic:bedrock_mantle/test:itpm:00-00"
+        otpm_key = "global_router:io-anthropic:bedrock_mantle/test:otpm:00-00"
+        dual_cache.set_cache(key=itpm_key, value=6, ttl=60)
+        dual_cache.set_cache(key=otpm_key, value=4, ttl=60)
+
+        kwargs = {
+            "metadata": {
+                ITPM_RESERVED_KEY: 6,
+                OTPM_RESERVED_KEY: 4,
+                ITPM_CACHE_KEY: itpm_key,
+                OTPM_CACHE_KEY: otpm_key,
+            }
+        }
+        response = {
+            "type": "message",
+            "usage": {"input_tokens": 3, "output_tokens": 2, "cache_read_input_tokens": 1},
+        }
+
+        io_token_reconcile_success(dual_cache, kwargs, response)
+
+        assert dual_cache.get_cache(key=itpm_key) == 2
+        assert dual_cache.get_cache(key=otpm_key) == 2
+
+    @pytest.mark.asyncio
+    async def test_io_and_tpm_rpm_limits_both_enforced_with_warning(self, caplog):
+        import logging
+
+        from litellm.utils import get_utc_datetime
+
+        dual_cache = DualCache()
+        check = ModelRateLimitingCheck(dual_cache=dual_cache)
+        model_id = "io-mixed-id"
+        deployment_name = "bedrock_mantle/anthropic.claude-opus-4-7"
+        deployment = {
+            "litellm_params": {
+                "model": deployment_name,
+                "itpm": 100,
+                "rpm": 1,
+            },
+            "model_info": {"id": model_id},
+            "model_name": "opus",
+        }
+
+        minute = get_utc_datetime().strftime("%H-%M")
+        rpm_key = f"{model_id}:{deployment_name}:rpm:{minute}"
+        itpm_key = f"global_router:{model_id}:{deployment_name}:itpm:{minute}"
+        await dual_cache.async_increment_cache(key=rpm_key, value=5, ttl=60)
+
+        request_kwargs = {
+            "messages": [{"role": "user", "content": "hi"}],
+            "max_tokens": 5,
+            "metadata": {},
+        }
+        set_io_token_rate_limit_request_kwargs(request_kwargs)
+
+        with caplog.at_level(logging.WARNING, logger="LiteLLM Router"):
+            with pytest.raises(litellm.RateLimitError):
+                await check.async_pre_call_check(deployment)
+
+        assert await dual_cache.async_get_cache(key=rpm_key) == 6
+        assert (await dual_cache.async_get_cache(key=itpm_key) or 0) == 0
+        assert ITPM_RESERVED_KEY not in request_kwargs["metadata"]
+        assert any("both limit types are enforced" in record.message for record in caplog.records)
+
+    @pytest.mark.asyncio
+    async def test_io_success_still_tracks_tpm_for_mixed_deployment(self):
+        """
+        A deployment with itpm/otpm AND tpm/rpm must have BOTH counters updated on
+        success, otherwise the tpm_key the pre-call check reads is never written
+        and the tpm_limit can never be enforced.
+        """
+        from litellm.utils import get_utc_datetime
+
+        dual_cache = DualCache()
+        check = ModelRateLimitingCheck(dual_cache=dual_cache)
+        model_id = "io-tpm-mixed-id"
+        deployment_name = "bedrock_mantle/anthropic.claude-opus-4-7"
+        minute = get_utc_datetime().strftime("%H-%M")
+        itpm_key = f"global_router:{model_id}:{deployment_name}:itpm:{minute}"
+        tpm_key = f"{model_id}:{deployment_name}:tpm:{minute}"
+        await dual_cache.async_increment_cache(key=itpm_key, value=5, ttl=60)
+
+        kwargs = {
+            "metadata": {ITPM_RESERVED_KEY: 5, ITPM_CACHE_KEY: itpm_key},
+            "standard_logging_object": {
+                "model_id": model_id,
+                "total_tokens": 7,
+                "hidden_params": {"litellm_model_name": deployment_name},
+            },
+        }
+        response = ModelResponse(
+            choices=[{"message": {"role": "assistant", "content": "hi"}, "index": 0, "finish_reason": "stop"}],
+            usage=Usage(prompt_tokens=3, completion_tokens=0, total_tokens=3),
+        )
+
+        await check.async_log_success_event(kwargs, response, None, None)
+
+        # ITPM reconciled down from the 5-token reservation to actual usage (3).
+        assert await dual_cache.async_get_cache(key=itpm_key) == 3
+        # TPM tracking must still run so the tpm/rpm pre-call path can enforce it.
+        assert await dual_cache.async_get_cache(key=tpm_key) == 7
+
+    def test_io_success_still_tracks_tpm_for_mixed_deployment_sync(self):
+        from litellm.utils import get_utc_datetime
+
+        dual_cache = DualCache()
+        check = ModelRateLimitingCheck(dual_cache=dual_cache)
+        model_id = "io-tpm-mixed-sync-id"
+        deployment_name = "bedrock_mantle/anthropic.claude-opus-4-7"
+        minute = get_utc_datetime().strftime("%H-%M")
+        itpm_key = f"global_router:{model_id}:{deployment_name}:itpm:{minute}"
+        tpm_key = f"{model_id}:{deployment_name}:tpm:{minute}"
+        dual_cache.set_cache(key=itpm_key, value=5, ttl=60)
+
+        kwargs = {
+            "metadata": {ITPM_RESERVED_KEY: 5, ITPM_CACHE_KEY: itpm_key},
+            "standard_logging_object": {
+                "model_id": model_id,
+                "total_tokens": 7,
+                "hidden_params": {"litellm_model_name": deployment_name},
+            },
+        }
+        response = ModelResponse(
+            choices=[{"message": {"role": "assistant", "content": "hi"}, "index": 0, "finish_reason": "stop"}],
+            usage=Usage(prompt_tokens=3, completion_tokens=0, total_tokens=3),
+        )
+
+        check.log_success_event(kwargs, response, None, None)
+
+        assert dual_cache.get_cache(key=itpm_key) == 3
+        assert dual_cache.get_cache(key=tpm_key) == 7
+
+    @pytest.mark.asyncio
+    async def test_failure_refunds_itpm_reservation(self):
+        from litellm.utils import get_utc_datetime
+
+        dual_cache = DualCache()
+        check = ModelRateLimitingCheck(dual_cache=dual_cache)
+        minute = get_utc_datetime().strftime("%H-%M")
+        itpm_key = f"global_router:io-refund-id:bedrock_mantle/test:itpm:{minute}"
+        await dual_cache.async_increment_cache(key=itpm_key, value=20, ttl=60)
+
+        reservation = {ITPM_RESERVED_KEY: 20, ITPM_CACHE_KEY: itpm_key}
+        kwargs = {
+            "standard_logging_object": {
+                "model_id": "io-refund-id",
+                "hidden_params": {"litellm_model_name": "bedrock_mantle/test"},
+                "metadata": dict(reservation),
+            },
+            "metadata": dict(reservation),
+        }
+        await check.async_log_failure_event(kwargs, None, None, None)
+
+        current = await dual_cache.async_get_cache(key=itpm_key)
+        assert current == 0
+
+
+class TestRouterIOTokenIntegration:
+    @pytest.mark.asyncio
+    async def test_model_group_info_aggregates_io_limits(self):
+        router = Router(
+            model_list=[
+                {
+                    "model_name": "opus",
+                    "litellm_params": {
+                        "model": "bedrock_mantle/anthropic.claude-opus-4-7",
+                        "itpm": 100,
+                        "otpm": 20,
+                    },
+                }
+            ],
+            optional_pre_call_checks=["enforce_model_rate_limits"],
+        )
+        info = router.get_model_group_info("opus")
+        assert info is not None
+        assert info.itpm == 100
+        assert info.otpm == 20
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index bfd1efc99f3..496a0462ebe 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -25430,6 +25430,8 @@ export interface components {
             input_cost_per_video_per_second_above_15s_interval?: number | null;
             /** Input Cost Per Video Per Second Above 8S Interval */
             input_cost_per_video_per_second_above_8s_interval?: number | null;
+            /** Itpm */
+            itpm?: number | null;
             /** Litellm Credential Name */
             litellm_credential_name?: string | null;
             /** Litellm Trace Id */
@@ -25465,6 +25467,8 @@ export interface components {
             ocr_cost_per_page?: number | null;
             /** Organization */
             organization?: string | null;
+            /** Otpm */
+            otpm?: number | null;
             /** Output Cost Per Audio Per Second */
             output_cost_per_audio_per_second?: number | null;
             /** Output Cost Per Audio Token */
@@ -27261,6 +27265,8 @@ export interface components {
              * @default false
              */
             is_public_model_group: boolean;
+            /** Itpm */
+            itpm?: number | null;
             /** Max Input Tokens */
             max_input_tokens?: number | null;
             /** Max Output Tokens */
@@ -27272,6 +27278,8 @@ export interface components {
             mode: string | ("chat" | "embedding" | "completion" | "image_generation" | "audio_transcription" | "rerank" | "moderations") | null;
             /** Model Group */
             model_group: string;
+            /** Otpm */
+            otpm?: number | null;
             /** Output Cost Per Token */
             output_cost_per_token?: number | null;
             /** Providers */
@@ -33216,6 +33224,8 @@ export interface components {
             input_cost_per_video_per_second_above_15s_interval?: number | null;
             /** Input Cost Per Video Per Second Above 8S Interval */
             input_cost_per_video_per_second_above_8s_interval?: number | null;
+            /** Itpm */
+            itpm?: number | null;
             /** Litellm Credential Name */
             litellm_credential_name?: string | null;
             /** Litellm Trace Id */
@@ -33251,6 +33261,8 @@ export interface components {
             ocr_cost_per_page?: number | null;
             /** Organization */
             organization?: string | null;
+            /** Otpm */
+            otpm?: number | null;
             /** Output Cost Per Audio Per Second */
             output_cost_per_audio_per_second?: number | null;
             /** Output Cost Per Audio Token */

From cb3a7accdd4d607357c7314508fc8b1b6bc571ec Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Mon, 6 Jul 2026 18:13:25 +0300
Subject: [PATCH 021/370] fix(streaming): surface in-body error payloads on
 OpenAI-compatible streams (#32237)

* fix(streaming): surface in-body error payloads on OpenAI-compatible streams

vLLM and sglang return HTTP 200 streams whose SSE body carries the error,
e.g. data: {"error": {"message": "...", "code": 400}}. The OpenAI-compatible
chunk parser had no detection for this shape: since #23931 the payload parsed
into an empty chunk (choices=[]) and the stream ended silently with 200,
losing the provider's error and never attempting configured fallbacks.

Detect the payload in OpenAIChatCompletionStreamingHandler.chunk_parser and
raise OpenAIError with the upstream message and status code. The existing
mid-stream gate then applies: 4xx surface directly to the client, 5xx wrap
into MidStreamFallbackError so the router can run configured fallbacks.

Fixes #25492

* fix(streaming): serialize messageless error payloads as JSON

Address review feedback: an error dict without a message field now
serializes via json.dumps instead of Python dict repr
---
 .../llms/openai/chat/gpt_transformation.py    | 23 ++++++
 .../test_streaming_handler.py                 | 80 +++++++++++++++++++
 .../chat/test_openai_gpt_transformation.py    | 78 ++++++++++++++++++
 3 files changed, 181 insertions(+)

diff --git a/litellm/llms/openai/chat/gpt_transformation.py b/litellm/llms/openai/chat/gpt_transformation.py
index 396ad5b105e..f2498c0a7e2 100644
--- a/litellm/llms/openai/chat/gpt_transformation.py
+++ b/litellm/llms/openai/chat/gpt_transformation.py
@@ -2,6 +2,7 @@
 Support for gpt model family
 """
 
+import json
 from typing import (
     TYPE_CHECKING,
     Any,
@@ -782,8 +783,30 @@ def _map_reasoning_to_reasoning_content(self, choices: list) -> list:
                 delta["reasoning_content"] = delta.pop("reasoning")
         return choices
 
+    @staticmethod
+    def _extract_error_from_chunk(chunk: dict) -> Optional[tuple[str, int]]:
+        """OpenAI-compatible backends (vLLM, sglang) can return an HTTP 200
+        stream whose body carries an error payload, e.g.
+        ``data: {"error": {"message": "...", "code": 400}}``."""
+        error = chunk.get("error")
+        if not error:
+            return None
+        if not isinstance(error, dict):
+            return str(error), 500
+        message = error.get("message")
+        code = error.get("code")
+        status_code = code if isinstance(code, int) and 400 <= code < 600 else 500
+        return (message if isinstance(message, str) else json.dumps(error)), status_code
+
     def chunk_parser(self, chunk: dict) -> ModelResponseStream:
         try:
+            error_details = self._extract_error_from_chunk(chunk)
+            if error_details is not None:
+                error_message, error_status_code = error_details
+                raise OpenAIError(
+                    status_code=error_status_code,
+                    message=error_message,
+                )
             choices = chunk.get("choices", [])
             choices = self._map_reasoning_to_reasoning_content(choices)
 
diff --git a/tests/test_litellm/litellm_core_utils/test_streaming_handler.py b/tests/test_litellm/litellm_core_utils/test_streaming_handler.py
index 81af0ad3e6f..e430ce3b084 100644
--- a/tests/test_litellm/litellm_core_utils/test_streaming_handler.py
+++ b/tests/test_litellm/litellm_core_utils/test_streaming_handler.py
@@ -986,6 +986,86 @@ async def _raise_400(**kwargs):
     assert getattr(excinfo.value, "status_code", None) == 400
 
 
+def _hosted_vllm_stream_wrapper(logging_obj: Logging, error_payload: dict) -> CustomStreamWrapper:
+    """A CustomStreamWrapper over the real OpenAI-compatible line iterator,
+    fed an HTTP 200 SSE body that carries an in-body error payload the way
+    vLLM/sglang emit it."""
+    from litellm.llms.openai.chat.gpt_transformation import (
+        OpenAIChatCompletionStreamingHandler,
+    )
+
+    async def _stream():
+        yield f"data: {json.dumps(error_payload)}"
+        yield "data: [DONE]"
+
+    completion_stream = OpenAIChatCompletionStreamingHandler(
+        streaming_response=_stream(), sync_stream=False
+    )
+    return CustomStreamWrapper(
+        completion_stream=completion_stream,
+        model="qwen-vl",
+        logging_obj=logging_obj,
+        custom_llm_provider="hosted_vllm",
+    )
+
+
+@pytest.mark.asyncio
+async def test_in_body_stream_error_400_raises_bad_request(logging_obj: Logging):
+    """Regression for https://github.com/BerriAI/litellm/issues/25492: a 400
+    error returned inside a 200 SSE body must surface as BadRequestError with
+    the provider's message, not be parsed as an empty chunk that silently
+    ends the stream (and never as an internal MidStreamFallbackError)."""
+    from litellm.exceptions import MidStreamFallbackError
+
+    response = _hosted_vllm_stream_wrapper(
+        logging_obj,
+        {
+            "error": {
+                "object": "error",
+                "message": "The model is not multimodal. Please remove image inputs.",
+                "type": "BadRequestError",
+                "param": None,
+                "code": 400,
+            }
+        },
+    )
+
+    with pytest.raises(litellm.BadRequestError) as excinfo:
+        await response.__anext__()
+
+    assert not isinstance(excinfo.value, MidStreamFallbackError)
+    assert excinfo.value.status_code == 400
+    assert "not multimodal" in str(excinfo.value)
+
+
+@pytest.mark.asyncio
+async def test_in_body_stream_error_500_wraps_for_midstream_fallback(
+    logging_obj: Logging,
+):
+    """An in-body 5xx error wraps into MidStreamFallbackError so the Router's
+    FallbackStreamWrapper can switch to a configured fallback deployment."""
+    from litellm.exceptions import MidStreamFallbackError
+
+    response = _hosted_vllm_stream_wrapper(
+        logging_obj,
+        {
+            "error": {
+                "object": "error",
+                "message": "internal engine crash",
+                "type": "InternalServerError",
+                "param": None,
+                "code": 500,
+            }
+        },
+    )
+
+    with pytest.raises(MidStreamFallbackError) as excinfo:
+        await response.__anext__()
+
+    assert excinfo.value.is_pre_first_chunk is True
+    assert "internal engine crash" in str(excinfo.value)
+
+
 @pytest.mark.asyncio
 async def test_async_streaming_read_timeout_triggers_midstream_fallback(
     logging_obj: Logging,
diff --git a/tests/test_litellm/llms/openai/chat/test_openai_gpt_transformation.py b/tests/test_litellm/llms/openai/chat/test_openai_gpt_transformation.py
index 20a1bf85751..1894294ea55 100644
--- a/tests/test_litellm/llms/openai/chat/test_openai_gpt_transformation.py
+++ b/tests/test_litellm/llms/openai/chat/test_openai_gpt_transformation.py
@@ -187,6 +187,84 @@ def test_chunk_parser_preserves_usage(self):
         assert result.usage.completion_tokens == 350
         assert result.usage.total_tokens == 14147
 
+    def test_chunk_parser_raises_on_in_body_error_payload(self):
+        """vLLM/sglang return HTTP 200 streams whose body carries the error,
+        e.g. data: {"error": {..., "code": 400}}. chunk_parser must surface it
+        as a provider error instead of parsing an empty chunk that silently
+        ends the stream (https://github.com/BerriAI/litellm/issues/25492)."""
+        from litellm.llms.openai.common_utils import OpenAIError
+
+        handler = OpenAIChatCompletionStreamingHandler(
+            streaming_response=None, sync_stream=True
+        )
+
+        error_chunk = {
+            "error": {
+                "object": "error",
+                "message": "The model is not multimodal. Please remove image inputs.",
+                "type": "BadRequestError",
+                "param": None,
+                "code": 400,
+            }
+        }
+
+        with pytest.raises(OpenAIError) as excinfo:
+            handler.chunk_parser(error_chunk)
+
+        assert excinfo.value.status_code == 400
+        assert "not multimodal" in excinfo.value.message
+
+    def test_chunk_parser_error_payload_without_usable_code_maps_to_500(self):
+        """OpenAI-style error payloads may carry a string code (e.g.
+        "invalid_api_key") or none at all; those must map to 500, not crash."""
+        from litellm.llms.openai.common_utils import OpenAIError
+
+        handler = OpenAIChatCompletionStreamingHandler(
+            streaming_response=None, sync_stream=True
+        )
+
+        with pytest.raises(OpenAIError) as excinfo:
+            handler.chunk_parser(
+                {"error": {"message": "engine crashed", "code": "server_error"}}
+            )
+        assert excinfo.value.status_code == 500
+        assert "engine crashed" in excinfo.value.message
+
+        with pytest.raises(OpenAIError) as excinfo:
+            handler.chunk_parser({"error": "plain string error"})
+        assert excinfo.value.status_code == 500
+        assert "plain string error" in excinfo.value.message
+
+        with pytest.raises(OpenAIError) as excinfo:
+            handler.chunk_parser({"error": {"type": "overloaded", "code": 503}})
+        assert excinfo.value.status_code == 503
+        assert excinfo.value.message == '{"type": "overloaded", "code": 503}'
+
+    def test_chunk_parser_tolerates_null_error_field(self):
+        """A chunk that carries "error": null alongside real data must parse
+        normally, not raise."""
+        handler = OpenAIChatCompletionStreamingHandler(
+            streaming_response=None, sync_stream=True
+        )
+
+        chunk = {
+            "id": "gen-123",
+            "created": 1234567890,
+            "model": "openai/gpt-4o-mini",
+            "object": "chat.completion.chunk",
+            "error": None,
+            "choices": [
+                {
+                    "index": 0,
+                    "delta": {"role": "assistant", "content": "Hello"},
+                    "finish_reason": None,
+                }
+            ],
+        }
+
+        result = handler.chunk_parser(chunk)
+        assert result.choices[0].delta.content == "Hello"
+
     def test_chunk_parser_without_usage(self):
         """Test that chunk_parser works normally for chunks without usage."""
         handler = OpenAIChatCompletionStreamingHandler(

From 9a659b8962577c1cbc27e66319b3f311a6bd408d Mon Sep 17 00:00:00 2001
From: "devin-ai-integration[bot]"
 <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Mon, 6 Jul 2026 09:09:07 -0700
Subject: [PATCH 022/370] fix(ui): reflect persisted "Store Prompts in Spend
 Logs" toggle on load (#32145)

* fix(ui): reflect persisted store_prompts_in_spend_logs toggle on load

Co-Authored-By: bot_apk <apk@cognition.ai>

* test(ui): avoid new no-explicit-any in logging settings regression test

Co-Authored-By: bot_apk <apk@cognition.ai>

---------

Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: bot_apk <apk@cognition.ai>
---
 ui/litellm-dashboard/eslint-metrics.json      |  2 +-
 .../LoggingSettings/LoggingSettings.test.tsx  | 56 ++++++++++----
 .../LoggingSettings/LoggingSettings.tsx       | 77 ++++++++-----------
 3 files changed, 76 insertions(+), 59 deletions(-)

diff --git a/ui/litellm-dashboard/eslint-metrics.json b/ui/litellm-dashboard/eslint-metrics.json
index 6d18a36f754..219cb0580e7 100644
--- a/ui/litellm-dashboard/eslint-metrics.json
+++ b/ui/litellm-dashboard/eslint-metrics.json
@@ -1,5 +1,5 @@
 {
-  "@typescript-eslint/no-explicit-any": 1991,
+  "@typescript-eslint/no-explicit-any": 1990,
   "complexity": 128,
   "max-depth": 59,
   "no-console": 15
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/LoggingSettings/LoggingSettings.test.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/LoggingSettings/LoggingSettings.test.tsx
index 1adf8039e6b..d90720df3c2 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/LoggingSettings/LoggingSettings.test.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/LoggingSettings/LoggingSettings.test.tsx
@@ -215,19 +215,6 @@ describe("LoggingSettings", () => {
     expect(saveButton.className).toContain("ant-btn-loading");
   });
 
-  it("should disable save button while config is loading", () => {
-    mockUseProxyConfig.mockReturnValue({
-      data: undefined,
-      isLoading: true,
-      refetch: mockRefetch,
-    } as any);
-
-    renderWithProviders(<LoggingSettings />);
-
-    const saveButton = screen.getByRole("button", { name: "Save Settings" });
-    expect(saveButton).toBeDisabled();
-  });
-
   it("should render form with initial values from config data", () => {
     mockUseProxyConfig.mockReturnValue({
       data: [
@@ -261,6 +248,48 @@ describe("LoggingSettings", () => {
     expect(retentionInput).toHaveValue("30d");
   });
 
+  it("should reflect persisted values that arrive after the initial loading render", async () => {
+    mockUseProxyConfig.mockReturnValue({
+      data: undefined,
+      isLoading: true,
+      refetch: mockRefetch,
+    } as unknown as ReturnType<typeof useProxyConfig>);
+
+    const { rerender } = renderWithProviders(<LoggingSettings />);
+
+    expect(screen.queryByRole("switch")).not.toBeInTheDocument();
+
+    mockUseProxyConfig.mockReturnValue({
+      data: [
+        {
+          field_name: "store_prompts_in_spend_logs",
+          field_type: "bool",
+          field_description: "Store prompts in spend logs",
+          field_value: true,
+          stored_in_db: true,
+          field_default_value: false,
+        },
+        {
+          field_name: "maximum_spend_logs_retention_period",
+          field_type: "string",
+          field_description: "Maximum retention period",
+          field_value: "30d",
+          stored_in_db: true,
+          field_default_value: undefined,
+        },
+      ],
+      isLoading: false,
+      refetch: mockRefetch,
+    } as unknown as ReturnType<typeof useProxyConfig>);
+
+    rerender(<LoggingSettings />);
+
+    await waitFor(() => {
+      expect(screen.getByRole("switch")).toBeChecked();
+    });
+    expect(screen.getByPlaceholderText("e.g., 7d, 30d")).toHaveValue("30d");
+  });
+
   it("should show skeleton loaders when config is loading", () => {
     mockUseProxyConfig.mockReturnValue({
       data: undefined,
@@ -272,6 +301,7 @@ describe("LoggingSettings", () => {
 
     expect(screen.queryByRole("switch")).not.toBeInTheDocument();
     expect(screen.queryByPlaceholderText("e.g., 7d, 30d")).not.toBeInTheDocument();
+    expect(screen.queryByRole("button", { name: "Save Settings" })).not.toBeInTheDocument();
 
     const skeletons = document.querySelectorAll(".ant-skeleton");
     expect(skeletons.length).toBeGreaterThan(0);
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/LoggingSettings/LoggingSettings.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/LoggingSettings/LoggingSettings.tsx
index 1c49035d36b..0d156a8dc10 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/LoggingSettings/LoggingSettings.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/LoggingSettings/LoggingSettings.tsx
@@ -21,7 +21,6 @@ const LoggingSettings: React.FC = () => {
   const { mutate, isPending } = useStoreRequestInSpendLogs();
   const { mutate: deleteField, isPending: isDeletingField } = useDeleteProxyConfigField();
   const { data: proxyConfigData, isLoading: isLoadingConfig } = useProxyConfig(ConfigType.GENERAL_SETTINGS);
-  const storePromptsValue = Form.useWatch("store_prompts_in_spend_logs", form);
 
   const initialValues = useMemo(() => {
     if (!proxyConfigData) {
@@ -82,53 +81,41 @@ const LoggingSettings: React.FC = () => {
           Proxy-wide settings that control how request and response data are written to spend logs.
         </Typography.Paragraph>
 
-        <Form
-          key={proxyConfigData ? JSON.stringify(initialValues) : "loading"}
-          form={form}
-          layout="vertical"
-          onFinish={handleFormSubmit}
-          initialValues={initialValues}
-        >
-          <Form.Item
-            label="Store Prompts in Spend Logs"
-            name="store_prompts_in_spend_logs"
-            tooltip={
-              proxyConfigData?.find((f) => f.field_name === "store_prompts_in_spend_logs")?.field_description ||
-              "When enabled, prompts will be stored in spend logs for tracking and analysis purposes."
-            }
-            valuePropName="checked"
-          >
-            {isLoadingConfig ? (
-              <Skeleton.Input active block />
-            ) : (
-              <Switch
-                checked={storePromptsValue ?? false}
-                onChange={(checked) => form.setFieldValue("store_prompts_in_spend_logs", checked)}
-              />
-            )}
-          </Form.Item>
+        {isLoadingConfig ? (
+          <Skeleton active paragraph={{ rows: 4 }} />
+        ) : (
+          <Form form={form} layout="vertical" onFinish={handleFormSubmit} initialValues={initialValues}>
+            <Form.Item
+              label="Store Prompts in Spend Logs"
+              name="store_prompts_in_spend_logs"
+              tooltip={
+                proxyConfigData?.find((f) => f.field_name === "store_prompts_in_spend_logs")?.field_description ||
+                "When enabled, prompts will be stored in spend logs for tracking and analysis purposes."
+              }
+              valuePropName="checked"
+            >
+              <Switch />
+            </Form.Item>
 
-          <Form.Item
-            label="Maximum Spend Logs Retention Period (Optional)"
-            name="maximum_spend_logs_retention_period"
-            tooltip={
-              proxyConfigData?.find((f) => f.field_name === "maximum_spend_logs_retention_period")?.field_description ||
-              "Set the maximum retention period for spend logs (e.g., '7d' for 7 days, '30d' for 30 days). Leave empty for no limit."
-            }
-          >
-            {isLoadingConfig ? (
-              <Skeleton.Input active block />
-            ) : (
+            <Form.Item
+              label="Maximum Spend Logs Retention Period (Optional)"
+              name="maximum_spend_logs_retention_period"
+              tooltip={
+                proxyConfigData?.find((f) => f.field_name === "maximum_spend_logs_retention_period")
+                  ?.field_description ||
+                "Set the maximum retention period for spend logs (e.g., '7d' for 7 days, '30d' for 30 days). Leave empty for no limit."
+              }
+            >
               <Input placeholder="e.g., 7d, 30d" prefix={<ClockCircleOutlined />} />
-            )}
-          </Form.Item>
+            </Form.Item>
 
-          <Form.Item>
-            <Button type="primary" htmlType="submit" loading={isPending || isDeletingField} disabled={isLoadingConfig}>
-              {isPending || isDeletingField ? "Saving..." : "Save Settings"}
-            </Button>
-          </Form.Item>
-        </Form>
+            <Form.Item>
+              <Button type="primary" htmlType="submit" loading={isPending || isDeletingField}>
+                {isPending || isDeletingField ? "Saving..." : "Save Settings"}
+              </Button>
+            </Form.Item>
+          </Form>
+        )}
       </Space>
     </Card>
   );

From 6cecb6e9756df19d8ab41475b59b1c4a21a871c1 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrish+github@berri.ai>
Date: Mon, 6 Jul 2026 09:10:17 -0700
Subject: [PATCH 023/370] feat(ui): add cost optimization feedback banner to
 models page (#32174)

* feat(ui): add cost optimization feedback banner to models page

Surfaces a dismissible banner on Models + Endpoints prompting users to
share cost optimization feedback (routing, budgets, etc) via a GitHub
discussion.

* test(ui): add regression test for cost optimization feedback banner

* test(ui): update Models+Endpoints banner tests for cost optimization banner

Missing Provider banner tests are replaced since that banner was removed
in favor of the new always-on cost optimization feedback banner.
---
 .../ModelsAndEndpointsView.test.tsx           | 23 +++---
 .../ModelsAndEndpointsView.tsx                | 77 +------------------
 ...cost_optimization_feedback_banner.test.tsx | 33 ++++++++
 .../cost_optimization_feedback_banner.tsx     | 76 ++++++++++++++++++
 4 files changed, 121 insertions(+), 88 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/molecules/cost_optimization_feedback_banner.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/molecules/cost_optimization_feedback_banner.tsx

diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/ModelsAndEndpointsView.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/ModelsAndEndpointsView.test.tsx
index b4f95efade7..ce6dd0879fa 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/ModelsAndEndpointsView.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/ModelsAndEndpointsView.test.tsx
@@ -126,7 +126,7 @@ describe("ModelsAndEndpointsView", () => {
     expect(await findByText("Model Management", {}, { timeout: 10000 })).toBeInTheDocument();
   });
 
-  it("should show Missing provider banner by default", async () => {
+  it("should show Cost Optimization feedback banner by default", async () => {
     localStorageMock.clear();
     const queryClient = createQueryClient();
     const { findByText } = render(
@@ -134,10 +134,10 @@ describe("ModelsAndEndpointsView", () => {
         <ModelsAndEndpointsView premiumUser={false} teams={[]} />
       </QueryClientProvider>,
     );
-    expect(await findByText("Missing a provider?", {}, { timeout: 10000 })).toBeInTheDocument();
+    expect(await findByText("Help shape cost optimization", {}, { timeout: 10000 })).toBeInTheDocument();
   });
 
-  it("should hide Missing provider banner when dismiss button is clicked and persist to localStorage", async () => {
+  it("should hide Cost Optimization feedback banner when dismiss button is clicked and persist to localStorage", async () => {
     localStorageMock.clear();
     const queryClient = createQueryClient();
     const { findByText, queryByText, container } = render(
@@ -147,7 +147,7 @@ describe("ModelsAndEndpointsView", () => {
     );
 
     // Wait for banner to appear
-    expect(await findByText("Missing a provider?", {}, { timeout: 10000 })).toBeInTheDocument();
+    expect(await findByText("Help shape cost optimization", {}, { timeout: 10000 })).toBeInTheDocument();
 
     // Find and click dismiss button (X button)
     const dismissButton = container.querySelector('button[aria-label="Dismiss banner"]');
@@ -155,15 +155,15 @@ describe("ModelsAndEndpointsView", () => {
     fireEvent.click(dismissButton!);
 
     // Banner should be hidden
-    expect(queryByText("Missing a provider?")).not.toBeInTheDocument();
+    expect(queryByText("Help shape cost optimization")).not.toBeInTheDocument();
 
     // LocalStorage should be updated
-    expect(localStorageMock.getItem("hideMissingProviderBanner")).toBe("true");
+    expect(localStorageMock.getItem("hideCostOptimizationFeedbackBanner")).toBe("true");
   });
 
-  it("should show compact Request Provider button when banner is dismissed", async () => {
+  it("should keep Cost Optimization feedback banner hidden across remounts once dismissed", async () => {
     // Set localStorage to hide banner
-    localStorageMock.setItem("hideMissingProviderBanner", "true");
+    localStorageMock.setItem("hideCostOptimizationFeedbackBanner", "true");
     const queryClient = createQueryClient();
     const { findByText, queryByText } = render(
       <QueryClientProvider client={queryClient}>
@@ -175,12 +175,7 @@ describe("ModelsAndEndpointsView", () => {
     await findByText("Model Management", {}, { timeout: 10000 });
 
     // Banner should not be visible
-    expect(queryByText("Missing a provider?")).not.toBeInTheDocument();
-
-    // Compact Request Provider button should be visible in header
-    const requestProviderLinks = document.querySelectorAll('a[href="https://models.litellm.ai/?request=true"]');
-    // There should be a compact button when banner is hidden
-    expect(requestProviderLinks.length).toBeGreaterThan(0);
+    expect(queryByText("Help shape cost optimization")).not.toBeInTheDocument();
   });
 
   it("should pass model IDs (not model names) to HealthCheckComponent as all_models_on_proxy", async () => {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/ModelsAndEndpointsView.tsx b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/ModelsAndEndpointsView.tsx
index b24c376c9e0..560a4ec15d0 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/ModelsAndEndpointsView.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/ModelsAndEndpointsView.tsx
@@ -4,6 +4,7 @@ import { useModelsInfo } from "@/app/(dashboard)/hooks/models/useModels";
 import { useUISettings } from "@/app/(dashboard)/hooks/uiSettings/useUISettings";
 import { useUpdateRetryPolicy } from "@/app/(dashboard)/hooks/routerSettings/useUpdateRetryPolicy";
 import AllModelsTab from "@/app/(dashboard)/models-and-endpoints/components/AllModelsTab";
+import CostOptimizationFeedbackBanner from "@/components/molecules/cost_optimization_feedback_banner";
 import ModelRetrySettingsTab from "@/app/(dashboard)/models-and-endpoints/components/ModelRetrySettingsTab";
 import PriceDataManagementTab from "@/app/(dashboard)/models-and-endpoints/components/PriceDataManagementTab";
 import { handleAddModelSubmit } from "@/components/add_model/handle_add_model_submit";
@@ -19,7 +20,6 @@ import { useQueryClient } from "@tanstack/react-query";
 import { Col, Grid, Icon, Tab, TabGroup, TabList, TabPanel, TabPanels } from "@tremor/react";
 import type { UploadProps } from "antd";
 import { Form } from "antd";
-import { PlusCircleOutlined } from "@ant-design/icons";
 import React, { useCallback, useEffect, useMemo, useState } from "react";
 import AddModelTab from "../../../components/add_model/add_model_tab";
 import HealthCheckComponent from "../../../components/model_dashboard/HealthCheckComponent";
@@ -70,12 +70,6 @@ const ModelsAndEndpointsView: React.FC<ModelDashboardProps> = ({ premiumUser, te
   const [selectedTeamId, setSelectedTeamId] = useState<string | null>(null);
   const [selectedTabIndex, setSelectedTabIndex] = useState(0);
   const [healthCurrentPage, setHealthCurrentPage] = useState(1);
-  const [showMissingProviderBanner, setShowMissingProviderBanner] = useState(() => {
-    if (typeof window !== "undefined") {
-      return localStorage.getItem("hideMissingProviderBanner") !== "true";
-    }
-    return true;
-  });
 
   const queryClient = useQueryClient();
   const { data: modelDataResponse, isLoading: isLoadingModels, refetch: refetchModels } = useModelsInfo();
@@ -315,75 +309,10 @@ const ModelsAndEndpointsView: React.FC<ModelDashboardProps> = ({ premiumUser, te
                 <p className="text-sm text-gray-600">Add and manage models for the proxy</p>
               )}
             </div>
-            {!showMissingProviderBanner && (
-              <a
-                href="https://models.litellm.ai/?request=true"
-                target="_blank"
-                rel="noopener noreferrer"
-                className="inline-flex items-center gap-1.5 px-3 py-1.5 text-xs font-medium text-[#6366f1] hover:text-[#5558e3] border border-[#6366f1] hover:border-[#5558e3] rounded-lg transition-colors"
-              >
-                <PlusCircleOutlined style={{ fontSize: "12px" }} />
-                Request Provider
-              </a>
-            )}
           </div>
 
-          {/* Missing Provider Banner */}
-          {showMissingProviderBanner && (
-            <div className="mb-4 px-4 py-3 bg-blue-50 rounded-lg border border-blue-100 flex items-center gap-4">
-              <div className="shrink-0 w-10 h-10 bg-white rounded-full flex items-center justify-center border border-blue-200">
-                <PlusCircleOutlined style={{ fontSize: "18px", color: "#6366f1" }} />
-              </div>
-              <div className="flex-1 min-w-0">
-                <h4 className="text-gray-900 font-semibold text-sm m-0">Missing a provider?</h4>
-                <p className="text-gray-500 text-xs m-0 mt-0.5">
-                  The LiteLLM engineering team is constantly adding support for new LLM models, providers, endpoints. If
-                  you don&apos;t see the one you need, let us know and we&apos;ll prioritize it.
-                </p>
-              </div>
-              <a
-                href="https://models.litellm.ai/?request=true"
-                target="_blank"
-                rel="noopener noreferrer"
-                className="shrink-0 inline-flex items-center gap-2 px-4 py-2 bg-[#6366f1] hover:bg-[#5558e3] text-white text-sm font-medium rounded-lg transition-colors"
-              >
-                Request Provider
-                <svg
-                  xmlns="http://www.w3.org/2000/svg"
-                  className="h-4 w-4"
-                  fill="none"
-                  viewBox="0 0 24 24"
-                  stroke="currentColor"
-                  strokeWidth={2}
-                >
-                  <path
-                    strokeLinecap="round"
-                    strokeLinejoin="round"
-                    d="M10 6H6a2 2 0 00-2 2v10a2 2 0 002 2h10a2 2 0 002-2v-4M14 4h6m0 0v6m0-6L10 14"
-                  />
-                </svg>
-              </a>
-              <button
-                onClick={() => {
-                  setShowMissingProviderBanner(false);
-                  localStorage.setItem("hideMissingProviderBanner", "true");
-                }}
-                className="shrink-0 p-1 text-gray-400 hover:text-gray-600 hover:bg-gray-100 rounded-full transition-colors"
-                aria-label="Dismiss banner"
-              >
-                <svg
-                  xmlns="http://www.w3.org/2000/svg"
-                  className="h-5 w-5"
-                  fill="none"
-                  viewBox="0 0 24 24"
-                  stroke="currentColor"
-                  strokeWidth={2}
-                >
-                  <path strokeLinecap="round" strokeLinejoin="round" d="M6 18L18 6M6 6l12 12" />
-                </svg>
-              </button>
-            </div>
-          )}
+          {/* Cost Optimization Feedback Banner */}
+          <CostOptimizationFeedbackBanner />
           {selectedModelId && !isLoading ? (
             <ModelInfoView
               modelId={selectedModelId}
diff --git a/ui/litellm-dashboard/src/components/molecules/cost_optimization_feedback_banner.test.tsx b/ui/litellm-dashboard/src/components/molecules/cost_optimization_feedback_banner.test.tsx
new file mode 100644
index 00000000000..328c1441fbc
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/molecules/cost_optimization_feedback_banner.test.tsx
@@ -0,0 +1,33 @@
+import { fireEvent, render } from "@testing-library/react";
+import { beforeEach, describe, expect, it } from "vitest";
+import CostOptimizationFeedbackBanner from "./cost_optimization_feedback_banner";
+
+const STORAGE_KEY = "hideCostOptimizationFeedbackBanner";
+
+describe("CostOptimizationFeedbackBanner", () => {
+  beforeEach(() => {
+    localStorage.removeItem(STORAGE_KEY);
+  });
+
+  it("renders with a link to the feedback discussion", () => {
+    const { getByText } = render(<CostOptimizationFeedbackBanner />);
+    const link = getByText("Share Feedback").closest("a");
+    expect(link).toHaveAttribute("href", "https://github.com/BerriAI/litellm/discussions/32172");
+  });
+
+  it("hides itself and persists the dismissal when the dismiss button is clicked", () => {
+    const { queryByText, getByLabelText } = render(<CostOptimizationFeedbackBanner />);
+    expect(queryByText("Help shape cost optimization")).toBeInTheDocument();
+
+    fireEvent.click(getByLabelText("Dismiss banner"));
+
+    expect(queryByText("Help shape cost optimization")).not.toBeInTheDocument();
+    expect(localStorage.getItem(STORAGE_KEY)).toBe("true");
+  });
+
+  it("stays dismissed on remount once persisted", () => {
+    localStorage.setItem(STORAGE_KEY, "true");
+    const { queryByText } = render(<CostOptimizationFeedbackBanner />);
+    expect(queryByText("Help shape cost optimization")).not.toBeInTheDocument();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/molecules/cost_optimization_feedback_banner.tsx b/ui/litellm-dashboard/src/components/molecules/cost_optimization_feedback_banner.tsx
new file mode 100644
index 00000000000..9c8a561844e
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/molecules/cost_optimization_feedback_banner.tsx
@@ -0,0 +1,76 @@
+import React, { useState } from "react";
+import { CommentOutlined } from "@ant-design/icons";
+
+const STORAGE_KEY = "hideCostOptimizationFeedbackBanner";
+const DISCUSSION_URL = "https://github.com/BerriAI/litellm/discussions/32172";
+
+const CostOptimizationFeedbackBanner: React.FC = () => {
+  const [dismissed, setDismissed] = useState(() => {
+    if (typeof window !== "undefined") {
+      return localStorage.getItem(STORAGE_KEY) === "true";
+    }
+    return false;
+  });
+
+  if (dismissed) {
+    return null;
+  }
+
+  return (
+    <div className="mb-4 px-4 py-3 bg-blue-50 rounded-lg border border-blue-100 flex items-center gap-4">
+      <div className="shrink-0 w-10 h-10 bg-white rounded-full flex items-center justify-center border border-blue-200">
+        <CommentOutlined style={{ fontSize: "18px", color: "#6366f1" }} />
+      </div>
+      <div className="flex-1 min-w-0">
+        <h4 className="text-gray-900 font-semibold text-sm m-0">Help shape cost optimization</h4>
+        <p className="text-gray-500 text-xs m-0 mt-0.5">
+          We&apos;re collecting suggestions for cost optimization improvements across routing, budgets, and more. Let us
+          know what you&apos;d like to see.
+        </p>
+      </div>
+      <a
+        href={DISCUSSION_URL}
+        target="_blank"
+        rel="noopener noreferrer"
+        className="shrink-0 inline-flex items-center gap-2 px-4 py-2 bg-[#6366f1] hover:bg-[#5558e3] text-white text-sm font-medium rounded-lg transition-colors"
+      >
+        Share Feedback
+        <svg
+          xmlns="http://www.w3.org/2000/svg"
+          className="h-4 w-4"
+          fill="none"
+          viewBox="0 0 24 24"
+          stroke="currentColor"
+          strokeWidth={2}
+        >
+          <path
+            strokeLinecap="round"
+            strokeLinejoin="round"
+            d="M10 6H6a2 2 0 00-2 2v10a2 2 0 002 2h10a2 2 0 002-2v-4M14 4h6m0 0v6m0-6L10 14"
+          />
+        </svg>
+      </a>
+      <button
+        onClick={() => {
+          setDismissed(true);
+          localStorage.setItem(STORAGE_KEY, "true");
+        }}
+        className="shrink-0 p-1 text-gray-400 hover:text-gray-600 hover:bg-gray-100 rounded-full transition-colors"
+        aria-label="Dismiss banner"
+      >
+        <svg
+          xmlns="http://www.w3.org/2000/svg"
+          className="h-5 w-5"
+          fill="none"
+          viewBox="0 0 24 24"
+          stroke="currentColor"
+          strokeWidth={2}
+        >
+          <path strokeLinecap="round" strokeLinejoin="round" d="M6 18L18 6M6 6l12 12" />
+        </svg>
+      </button>
+    </div>
+  );
+};
+
+export default CostOptimizationFeedbackBanner;

From 4428c1b681a07d126dbda95407e1c0cb4cea57ce Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Mon, 6 Jul 2026 09:47:00 -0700
Subject: [PATCH 024/370] fix(guardrails): send only new messages since last
 assistant turn to CrowdStrike AIDR (#31974)

Previously, every guardrail request forwarded the full conversation
history to CrowdStrike AIDR. In a multi-turn conversation this means
every prior message gets re-scanned on every new call, even though those
messages were already evaluated in earlier turns.

CrowdStrike AIDR internally has a conversation boundary optimization in
place for just this scenario (ref. <https://aidr-docs.crowdstrike.com/docs/aidr/apis#messages-array-optional---array-of-message-objects-containing-a-conversation-segment-with-the-ai-system>).
However, it is nevertheless wasteful to send so much data to the API
when only a subset of it will be processed. It also risks hitting the
documented 1 MiB request size limit.

So now we filter down to system messages plus either the messages after
the last assistant turn, or the last assistant message itself when that
is what is being guarded. We also preserve the original, full message
history within the guardrail in order to stitch back any
transformations.

Co-authored-by: Kenan Yildirim <kenan@kenany.me>
---
 .../crowdstrike_aidr/crowdstrike_aidr.py      | 251 ++++--
 .../guardrail_hooks/test_crowdstrike_aidr.py  | 811 ++++++++++++++++--
 2 files changed, 925 insertions(+), 137 deletions(-)

diff --git a/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py b/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py
index 84b0a3b8eba..eeb3623977e 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py
@@ -1,17 +1,29 @@
-from collections.abc import Mapping, Sequence
 import json
 import os
-from typing import TYPE_CHECKING, Annotated, Literal, Optional, Type, Union, cast
-from pydantic import BaseModel, ConfigDict, Field
-from typing_extensions import Any, override
+from collections.abc import Mapping, Sequence
+from typing import (
+    TYPE_CHECKING,
+    Annotated,
+    Literal,
+    NamedTuple,
+    Optional,
+    Union,
+    cast,
+)
 
 from fastapi import HTTPException
+from pydantic import BaseModel, ConfigDict, Field
+from typing_extensions import Any, override
 
 from litellm._logging import verbose_proxy_logger
 from litellm.integrations.custom_guardrail import (
     CustomGuardrail,
     log_guardrail_information,
 )
+from litellm.llms.base_llm.guardrail_translation.utils import (
+    effective_skip_system_message_for_guardrail,
+    effective_skip_tool_message_for_guardrail,
+)
 from litellm.llms.custom_httpx.http_handler import (
     get_async_httpx_client,
     httpxSpecialProvider,
@@ -19,7 +31,7 @@
 from litellm.proxy.common_utils.callback_utils import (
     add_guardrail_to_applied_guardrails_header,
 )
-from litellm.types.llms.openai import OpenAIChatCompletionToolParam
+from litellm.types.llms.openai import AllMessageValues, OpenAIChatCompletionToolParam
 from litellm.types.utils import GenericGuardrailAPIInputs
 
 if TYPE_CHECKING:
@@ -64,6 +76,37 @@ class _GuardInput(BaseModel):
     tools: Optional[Sequence[OpenAIChatCompletionToolParam]] = None
 
 
+class _GuardChatCompletionsResult(BaseModel):
+    guard_output: Optional[_GuardInput] = None
+    """Updated structured prompt."""
+    blocked: Optional[bool] = None
+    """Whether or not the prompt triggered a block detection."""
+    transformed: Optional[bool] = None
+    """Whether or not the original input was transformed."""
+    detectors: Optional[dict[str, Any]] = None
+    """Result of the policy analyzing and input prompt."""
+
+
+class _GuardChatCompletionsResponse(BaseModel):
+    result: Optional[_GuardChatCompletionsResult] = None
+
+
+class _FilteredMessages(NamedTuple):
+    """Subset of a conversation selected for guardrail analysis."""
+
+    messages: list[AllMessageValues]
+    """Messages subset."""
+    indices: tuple[int, ...]
+    """Positions of the subset's messages in the original list."""
+
+
+class _GuardInputWithIndices(NamedTuple):
+    guard_input: _GuardInput
+    """Guard API payload."""
+    sent_indices: tuple[int, ...]
+    """Positions of the guard input's messages in the original list."""
+
+
 def _normalize_content(raw: object) -> str | list[_ContentPart] | None:
     if raw is None:
         return None
@@ -99,7 +142,16 @@ def _extract_text_from_content(content: object) -> str:
     return ""
 
 
-def _merge_metadata_bags(request_data: Mapping[str, Any]) -> Optional[dict[str, Any]]:
+def _extract_text_from_message(message: _Message) -> str:
+    content = message.content
+    if isinstance(content, str):
+        return content
+    if content is None:
+        return ""
+    return "\n".join(part.text for part in content if isinstance(part, _TextContentPart))
+
+
+def _merge_metadata_bags(request_data: Mapping[str, Any]) -> dict[str, Any] | None:
     merged: dict[str, Any] = {}
     present = False
     for bag in (request_data.get("metadata"), request_data.get("litellm_metadata")):
@@ -109,6 +161,75 @@ def _merge_metadata_bags(request_data: Mapping[str, Any]) -> Optional[dict[str,
     return merged if present else None
 
 
+def _messages_since_last_assistant(
+    messages: list[AllMessageValues],
+) -> _FilteredMessages:
+    if not messages:
+        return _FilteredMessages([], ())
+
+    if messages[-1]["role"] == "assistant":
+        indices = tuple(i for i, m in enumerate(messages) if m["role"] == "system") + (len(messages) - 1,)
+        return _FilteredMessages([messages[i] for i in indices], indices)
+
+    last_assistant_idx = -1
+    for i in range(len(messages) - 1, -1, -1):
+        if messages[i]["role"] == "assistant":
+            last_assistant_idx = i
+            break
+
+    system_indices = tuple(i for i in range(last_assistant_idx + 1) if messages[i]["role"] == "system")
+    tail_indices = tuple(range(last_assistant_idx + 1, len(messages)))
+    indices = system_indices + tail_indices
+    return _FilteredMessages([messages[i] for i in indices], indices)
+
+
+def _merge_request_transforms(
+    guard_output: _GuardInput,
+    structured_messages: list[AllMessageValues] | None,
+    texts: list[str],
+    sent_indices: tuple[int, ...],
+) -> list[str]:
+    returned_texts = [_extract_text_from_message(msg) for msg in guard_output.messages]
+    original_texts = (
+        [_extract_text_from_content(m.get("content")) for m in structured_messages] if structured_messages else texts
+    )
+    replacements = {
+        idx: returned_texts[pos]
+        for pos, idx in enumerate(sent_indices)
+        if pos < len(returned_texts) and idx < len(original_texts)
+    }
+    return [replacements.get(idx, original) for idx, original in enumerate(original_texts)]
+
+
+def _apply_message_redaction(original: AllMessageValues, redacted: _Message) -> AllMessageValues:
+    content = original.get("content")
+    if isinstance(content, str):
+        return cast(AllMessageValues, {**original, "content": _extract_text_from_message(redacted)})
+    if isinstance(content, list) and _extract_text_from_content(content):
+        redacted_content = redacted.content
+        new_content = (
+            [part.model_dump() for part in redacted_content] if isinstance(redacted_content, list) else redacted_content
+        )
+        return cast(AllMessageValues, {**original, "content": new_content})
+    return original
+
+
+def _redacted_messages(
+    processed_messages: list[AllMessageValues],
+    guard_output: _GuardInput,
+    sent_indices: tuple[int, ...],
+    full_messages: list[AllMessageValues],
+) -> list[AllMessageValues] | None:
+    redactions = {
+        id(processed_messages[idx]): _apply_message_redaction(processed_messages[idx], guard_output.messages[pos])
+        for pos, idx in enumerate(sent_indices)
+        if pos < len(guard_output.messages) and idx < len(processed_messages)
+    }
+    if not redactions.keys() <= {id(message) for message in full_messages}:
+        return None
+    return [redactions.get(id(message), message) for message in full_messages]
+
+
 class CrowdStrikeAIDRHandler(CustomGuardrail):
     """
     CrowdStrike AIDR AI Guardrail handler to interact with the CrowdStrike AIDR
@@ -118,17 +239,17 @@ class CrowdStrikeAIDRHandler(CustomGuardrail):
     def __init__(
         self,
         guardrail_name: str,
-        api_key: Optional[str] = None,
-        api_base: Optional[str] = None,
+        api_key: str | None = None,
+        api_base: str | None = None,
         **kwargs,
-    ):
+    ) -> None:
         """
         Initializes the CrowdStrikeAIDRHandler.
 
         Args:
             guardrail_name (str): The name of the guardrail instance.
-            api_key (Optional[str]): The CrowdStrike AIDR API key. Reads from CS_AIDR_TOKEN env var if None.
-            api_base (Optional[str]): The CrowdStrike AIDR API base URL. Reads from CS_AIDR_BASE_URL env var if None.
+            api_key (str | None): The CrowdStrike AIDR API key. Reads from CS_AIDR_TOKEN env var if None.
+            api_base (str | None): The CrowdStrike AIDR API base URL. Reads from CS_AIDR_BASE_URL env var if None.
             **kwargs: Additional arguments passed to the CustomGuardrail base class.
         """
         self.async_handler = get_async_httpx_client(llm_provider=httpxSpecialProvider.GuardrailCallback)
@@ -151,7 +272,9 @@ def __init__(
             f"Initialized CrowdStrike AIDR Guardrail: name={guardrail_name}, api_base={self.api_base}"
         )
 
-    async def _call_crowdstrike_aidr_guard(self, payload: dict[str, Any], hook_name: str) -> dict[str, Any]:
+    async def _call_crowdstrike_aidr_guard(
+        self, payload: dict[str, Any], hook_name: str
+    ) -> _GuardChatCompletionsResult:
         """
         Makes the API call to the CrowdStrike AIDR AI Guard endpoint.
         The function itself will raise an error if a response should be blocked,
@@ -167,7 +290,7 @@ async def _call_crowdstrike_aidr_guard(self, payload: dict[str, Any], hook_name:
             Exception: For other API call failures.
 
         Returns:
-            dict: The API response body
+            The parsed `result` body of the API response.
         """
         endpoint = f"{self.api_base}/v1/guard_chat_completions"
 
@@ -181,11 +304,12 @@ async def _call_crowdstrike_aidr_guard(self, payload: dict[str, Any], hook_name:
         )
 
         response = await self.async_handler.post(url=endpoint, json=payload, headers=headers)
+        assert response is not None
         response.raise_for_status()
 
-        result: dict[str, Any] = response.json()
+        result = _GuardChatCompletionsResponse.model_validate(response.json()).result or _GuardChatCompletionsResult()
 
-        if result.get("result", {}).get("blocked"):
+        if result.blocked:
             verbose_proxy_logger.warning(
                 f"CrowdStrike AIDR Guardrail ({hook_name}): Request blocked. Response: {result}"
             )
@@ -197,25 +321,28 @@ async def _call_crowdstrike_aidr_guard(self, payload: dict[str, Any], hook_name:
                 },
             )
         verbose_proxy_logger.debug(
-            f"CrowdStrike AIDR Guardrail ({hook_name}): Request passed. Response: {result.get('result', {}).get('detectors')}"
+            f"CrowdStrike AIDR Guardrail ({hook_name}): Request passed. Response: {result.detectors}"
         )
 
         return result
 
-    def _build_guard_input_for_request(self, inputs: GenericGuardrailAPIInputs) -> Optional[_GuardInput]:
+    def _build_guard_input_for_request(self, inputs: GenericGuardrailAPIInputs) -> _GuardInputWithIndices | None:
         guard_input = _GuardInput(messages=[], tools=[])
         structured_messages = inputs.get("structured_messages")
         texts = inputs.get("texts", [])
         tools = inputs.get("tools")
 
         if structured_messages:
-            for message in structured_messages:
+            filtered = _messages_since_last_assistant(structured_messages)
+            for message in filtered.messages:
                 content = _normalize_content(message.get("content"))
                 if content is None or len(content) == 0:
                     content = ""
                 guard_input.messages.append(_Message(role=message["role"], content=content))
+            indices = filtered.indices
         elif texts:
             guard_input.messages = [_Message(role="user", content=text) for text in texts]
+            indices = tuple(range(len(texts)))
         else:
             verbose_proxy_logger.warning("CrowdStrike AIDR Guardrail: No messages or texts provided for input request")
             return None
@@ -223,37 +350,36 @@ def _build_guard_input_for_request(self, inputs: GenericGuardrailAPIInputs) -> O
         if tools:
             guard_input.tools = tools
 
-        return guard_input
+        return _GuardInputWithIndices(guard_input, indices)
 
-    def _build_guard_input_for_response(
-        self, inputs: GenericGuardrailAPIInputs, request_data: Mapping[str, Any]
-    ) -> Optional[_GuardInput]:
+    def _build_guard_input_for_response(self, inputs: GenericGuardrailAPIInputs) -> _GuardInput:
         output_texts: list[str] = inputs.get("texts", [])
-        if len(output_texts) == 0:
-            verbose_proxy_logger.warning("CrowdStrike AIDR Guardrail: No text in output response.")
-            return None
-
-        input_messages = request_data.get("messages", [])
-
         return _GuardInput(
-            messages=[
-                _Message(role=role, content=content)
-                for (role, content) in (
-                    (message["role"], _normalize_content(message.get("content"))) for message in input_messages
-                )
-                if content is not None and len(content) > 0
-            ]
-            + [_Message(role="assistant", content=text) for text in output_texts]
+            messages=[_Message(role="assistant", content=text) for text in output_texts],
+            tools=inputs.get("tools", []),
         )
 
-    def _extract_transformed_texts(
+    def _extract_transformed_texts(self, guard_output: _GuardInput, num_assistant_messages: int) -> list[str]:
+        tail = guard_output.messages[-num_assistant_messages:] if num_assistant_messages > 0 else []
+        return [_extract_text_from_message(msg) for msg in tail]
+
+    def _writeback_messages(
         self,
-        guard_output: Mapping[str, Any],
-        num_assistant_messages: int,
-    ) -> list[str]:
-        transformed_messages = guard_output.get("messages", [])
-        tail = transformed_messages[-num_assistant_messages:] if num_assistant_messages > 0 else []
-        return [(_extract_text_from_content(msg.get("content")) if isinstance(msg, dict) else "") for msg in tail]
+        structured_messages: list[AllMessageValues],
+        guard_output: _GuardInput,
+        sent_indices: tuple[int, ...],
+        request_data: dict,
+    ) -> list[AllMessageValues] | None:
+        if effective_skip_system_message_for_guardrail(self) or effective_skip_tool_message_for_guardrail(self):
+            request_messages = request_data.get("messages")
+            full_messages = (
+                cast("list[AllMessageValues]", request_messages)
+                if isinstance(request_messages, list)
+                else structured_messages
+            )
+        else:
+            full_messages = structured_messages
+        return _redacted_messages(structured_messages, guard_output, sent_indices, full_messages)
 
     @log_guardrail_information
     @override
@@ -273,15 +399,18 @@ async def apply_guardrail(
         tool_calls = inputs.get("tool_calls")
 
         # Build guard_input based on input_type
+        sent_indices: tuple[int, ...] = ()
         if input_type == "request":
-            guard_input = self._build_guard_input_for_request(inputs)
-            if guard_input is None:
+            request_result = self._build_guard_input_for_request(inputs)
+            if request_result is None:
                 return inputs
+            guard_input = request_result.guard_input
+            sent_indices = request_result.sent_indices
             event_type = "input"
             hook_name = "apply_guardrail (request)"
         else:
-            guard_input = self._build_guard_input_for_response(inputs, request_data)
-            if guard_input is None:
+            guard_input = self._build_guard_input_for_response(inputs)
+            if len(guard_input.messages) == 0:
                 return inputs
             event_type = "output"
             hook_name = "apply_guardrail (response)"
@@ -307,29 +436,20 @@ async def apply_guardrail(
                 extra_info["user_name"] = user_email
             ai_guard_payload["extra_info"] = extra_info
 
-        ai_guard_response = await self._call_crowdstrike_aidr_guard(ai_guard_payload, hook_name)
+        result = await self._call_crowdstrike_aidr_guard(ai_guard_payload, hook_name)
 
         if "body" in request_data or "messages" in request_data:
             add_guardrail_to_applied_guardrails_header(request_data=request_data, guardrail_name=self.guardrail_name)
 
-        result = ai_guard_response.get("result", {})
-        if not result.get("transformed"):
+        if not result.transformed or result.guard_output is None:
             return inputs
 
-        guard_output = result.get("guard_output", {})
+        guard_output = result.guard_output
 
         if input_type == "request":
-            # For requests, all messages were in the guard_input. Extract texts
-            # for every message in guard_output.
-            all_messages = guard_output.get("messages", [])
-            transformed_texts = [
-                _extract_text_from_content(msg.get("content") if isinstance(msg, dict) else "") for msg in all_messages
-            ]
+            transformed_texts = _merge_request_transforms(guard_output, structured_messages, texts, sent_indices)
         else:
-            # For responses, guard_input contained history + assistant messages
-            # appended at the end. Extract only the assistant tail.
-            num_assistant = len(texts)
-            transformed_texts = self._extract_transformed_texts(guard_output, num_assistant)
+            transformed_texts = self._extract_transformed_texts(guard_output, len(texts))
 
         result_inputs: GenericGuardrailAPIInputs = {"texts": transformed_texts}
         if tools:
@@ -337,13 +457,18 @@ async def apply_guardrail(
         if tool_calls:
             result_inputs["tool_calls"] = tool_calls
         if structured_messages:
-            result_inputs["structured_messages"] = structured_messages
+            rebuilt = (
+                self._writeback_messages(structured_messages, guard_output, sent_indices, request_data)
+                if input_type == "request"
+                else None
+            )
+            result_inputs["structured_messages"] = rebuilt if rebuilt is not None else structured_messages
 
         return result_inputs
 
     @override
     @staticmethod
-    def get_config_model() -> Optional[Type["GuardrailConfigModel"]]:
+    def get_config_model() -> type["GuardrailConfigModel"] | None:
         from litellm.types.proxy.guardrails.guardrail_hooks.crowdstrike_aidr import (
             CrowdStrikeAIDRGuardrailConfigModel,
         )
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_crowdstrike_aidr.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_crowdstrike_aidr.py
index f8fd9a0a185..a1c3186e0b9 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_crowdstrike_aidr.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_crowdstrike_aidr.py
@@ -93,9 +93,7 @@ async def test_apply_guardrail_request_blocked(
         ],
     }
     request_data = {"messages": inputs["structured_messages"]}
-    guardrail_endpoint = (
-        f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
-    )
+    guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
 
     with patch(
         "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
@@ -108,9 +106,7 @@ async def test_apply_guardrail_request_blocked(
             ),
         ),
     ) as mock_method:
-        with pytest.raises(
-            HTTPException, match="Violated CrowdStrike AIDR guardrail policy"
-        ):
+        with pytest.raises(HTTPException, match="Violated CrowdStrike AIDR guardrail policy"):
             await crowdstrike_aidr_guardrail.apply_guardrail(
                 inputs=inputs,
                 request_data=request_data,
@@ -121,10 +117,7 @@ async def test_apply_guardrail_request_blocked(
         called_kwargs = mock_method.call_args.kwargs
         assert called_kwargs["json"]["event_type"] == "input"
         # Should include messages
-        assert (
-            called_kwargs["json"]["guard_input"]["messages"]
-            == inputs["structured_messages"]
-        )
+        assert called_kwargs["json"]["guard_input"]["messages"] == inputs["structured_messages"]
 
 
 @pytest.mark.asyncio
@@ -141,9 +134,7 @@ async def test_apply_guardrail_request_transformed(
         ],
     }
     request_data = {"messages": inputs["structured_messages"]}
-    guardrail_endpoint = (
-        f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
-    )
+    guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
 
     with patch(
         "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
@@ -179,10 +170,7 @@ async def test_apply_guardrail_request_transformed(
     called_kwargs = mock_method.call_args.kwargs
     assert called_kwargs["json"]["event_type"] == "input"
     # Should include messages
-    assert (
-        called_kwargs["json"]["guard_input"]["messages"]
-        == inputs["structured_messages"]
-    )
+    assert called_kwargs["json"]["guard_input"]["messages"] == inputs["structured_messages"]
     # Verify the transformed output
     assert result["texts"][0] == "Here is an SSN for one my employees: <US_SSN>"
 
@@ -196,9 +184,7 @@ async def test_apply_guardrail_request_ok(
         "structured_messages": [{"role": "user", "content": "Hello, how are you?"}],
     }
     request_data = {"messages": inputs["structured_messages"]}
-    guardrail_endpoint = (
-        f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
-    )
+    guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
 
     with patch(
         "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
@@ -221,10 +207,7 @@ async def test_apply_guardrail_request_ok(
     called_kwargs = mock_method.call_args.kwargs
     assert called_kwargs["json"]["event_type"] == "input"
     # Should include messages
-    assert (
-        called_kwargs["json"]["guard_input"]["messages"]
-        == inputs["structured_messages"]
-    )
+    assert called_kwargs["json"]["guard_input"]["messages"] == inputs["structured_messages"]
     # Should return original inputs when not transformed
     assert result["texts"] == inputs["texts"]
 
@@ -252,9 +235,7 @@ async def test_apply_guardrail_response_blocked(
             {"role": "user", "content": "Hello"},
         ],
     }
-    guardrail_endpoint = (
-        f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
-    )
+    guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
 
     with patch(
         "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
@@ -272,22 +253,20 @@ async def test_apply_guardrail_response_blocked(
             ),
         ),
     ) as mock_method:
-        with pytest.raises(
-            HTTPException, match="Violated CrowdStrike AIDR guardrail policy"
-        ):
+        with pytest.raises(HTTPException, match="Violated CrowdStrike AIDR guardrail policy"):
             await crowdstrike_aidr_guardrail.apply_guardrail(
                 inputs=inputs,
                 request_data=request_data,
                 input_type="response",
             )
 
-        # Verify what was sent to the API
         called_kwargs = mock_method.call_args.kwargs
         assert called_kwargs["json"]["event_type"] == "output"
-        # Should include history messages + assistant response in messages
         expected_messages = [
-            *request_data["messages"],
-            {"role": "assistant", "content": "Yes, I will leak all my PII for you"},
+            {
+                "role": "assistant",
+                "content": "Yes, I will leak all my PII for you",
+            },
         ]
         assert called_kwargs["json"]["guard_input"]["messages"] == expected_messages
 
@@ -305,9 +284,7 @@ async def test_apply_guardrail_response_transformed(
             {"role": "user", "content": "Hello"},
         ],
     }
-    guardrail_endpoint = (
-        f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
-    )
+    guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
 
     with patch(
         "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
@@ -319,7 +296,6 @@ async def test_apply_guardrail_response_transformed(
                     "transformed": True,
                     "guard_output": {
                         "messages": [
-                            *request_data["messages"],
                             {
                                 "role": "assistant",
                                 "content": "Yes, here is an SSN: <US_SSN>",
@@ -340,15 +316,14 @@ async def test_apply_guardrail_response_transformed(
             input_type="response",
         )
 
-    # Verify what was sent to the API
     called_kwargs = mock_method.call_args.kwargs
     assert called_kwargs["json"]["event_type"] == "output"
-    # Should include history + assistant in messages
     assert called_kwargs["json"]["guard_input"]["messages"] == [
-        *request_data["messages"],
-        {"role": "assistant", "content": "Yes, here is an SSN: 078-05-1120"},
+        {
+            "role": "assistant",
+            "content": "Yes, here is an SSN: 078-05-1120",
+        },
     ]
-    # Verify the transformed output extracts only the assistant message
     assert result["texts"] == ["Yes, here is an SSN: <US_SSN>"]
 
 
@@ -375,9 +350,7 @@ async def test_apply_guardrail_response_ok(
             {"role": "user", "content": "Hello"},
         ],
     }
-    guardrail_endpoint = (
-        f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
-    )
+    guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
 
     with patch(
         "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
@@ -401,13 +374,13 @@ async def test_apply_guardrail_response_ok(
             input_type="response",
         )
 
-    # Verify what was sent to the API
     called_kwargs = mock_method.call_args.kwargs
     assert called_kwargs["json"]["event_type"] == "output"
-    # Should include history + assistant in messages
     expected_messages = [
-        *request_data["messages"],
-        {"role": "assistant", "content": "Hello! How can I help you today?"},
+        {
+            "role": "assistant",
+            "content": "Hello! How can I help you today?",
+        },
     ]
     assert called_kwargs["json"]["guard_input"]["messages"] == expected_messages
     # Should return original inputs when not transformed
@@ -431,9 +404,7 @@ async def test_apply_guardrail_sends_user_id_model_and_extra_info(
             "user_api_key_user_email": "alice@example.com",
         },
     }
-    guardrail_endpoint = (
-        f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
-    )
+    guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
 
     with patch(
         "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
@@ -472,9 +443,7 @@ async def test_apply_guardrail_empty_extra_info_when_no_email(
             "user_api_key_user_email": None,
         },
     }
-    guardrail_endpoint = (
-        f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
-    )
+    guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
 
     with patch(
         "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
@@ -505,9 +474,7 @@ async def test_apply_guardrail_no_metadata_skips_user_fields(
         "structured_messages": [{"role": "user", "content": "Hello"}],
     }
     request_data = {"messages": inputs["structured_messages"]}
-    guardrail_endpoint = (
-        f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
-    )
+    guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
 
     with patch(
         "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
@@ -533,12 +500,41 @@ async def test_apply_guardrail_no_metadata_skips_user_fields(
 @pytest.mark.parametrize(
     "litellm_metadata, metadata",
     [
-        (None, {"user_api_key_user_id": "uid-abc", "user_api_key_user_email": "alice@example.com"}),
-        ({"trace_id": "t1"}, {"user_api_key_user_id": "uid-abc", "user_api_key_user_email": "alice@example.com"}),
-        (["unexpected"], {"user_api_key_user_id": "uid-abc", "user_api_key_user_email": "alice@example.com"}),
-        ({"user_api_key_user_id": "uid-abc", "user_api_key_user_email": "alice@example.com"}, {"trace_id": "t1"}),
+        (
+            None,
+            {
+                "user_api_key_user_id": "uid-abc",
+                "user_api_key_user_email": "alice@example.com",
+            },
+        ),
+        (
+            {"trace_id": "t1"},
+            {
+                "user_api_key_user_id": "uid-abc",
+                "user_api_key_user_email": "alice@example.com",
+            },
+        ),
+        (
+            ["unexpected"],
+            {
+                "user_api_key_user_id": "uid-abc",
+                "user_api_key_user_email": "alice@example.com",
+            },
+        ),
+        (
+            {
+                "user_api_key_user_id": "uid-abc",
+                "user_api_key_user_email": "alice@example.com",
+            },
+            {"trace_id": "t1"},
+        ),
+    ],
+    ids=[
+        "identity_in_metadata_llm_none",
+        "identity_in_metadata_llm_user_dict",
+        "identity_in_metadata_llm_non_mapping",
+        "identity_in_litellm_metadata",
     ],
-    ids=["identity_in_metadata_llm_none", "identity_in_metadata_llm_user_dict", "identity_in_metadata_llm_non_mapping", "identity_in_litellm_metadata"],
 )
 async def test_apply_guardrail_reads_identity_from_either_metadata_bag(
     crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler,
@@ -556,9 +552,7 @@ async def test_apply_guardrail_reads_identity_from_either_metadata_bag(
         "litellm_metadata": litellm_metadata,
         "metadata": metadata,
     }
-    guardrail_endpoint = (
-        f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
-    )
+    guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
 
     with patch(
         "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
@@ -593,17 +587,13 @@ async def test_apply_guardrail_request_skipped_messages_stay_aligned(
             {"role": "user", "content": "Hello, help me with my task"},
             {
                 "role": "tool",
-                "content": [
-                    {"type": "tool_result", "tool_use_id": "t1", "content": "ok"}
-                ],
+                "content": [{"type": "tool_result", "tool_use_id": "t1", "content": "ok"}],
             },
             {"role": "user", "content": "Here is my SSN: 078-05-1120"},
         ],
     }
     request_data = {"messages": inputs["structured_messages"]}
-    guardrail_endpoint = (
-        f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
-    )
+    guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
 
     with patch(
         "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
@@ -644,4 +634,677 @@ async def test_apply_guardrail_request_skipped_messages_stay_aligned(
     assert result["texts"][0] == "Hello, help me with my task"
     assert result["texts"][1] == ""
     assert result["texts"][2] == "Here is my SSN: <US_SSN>"
-    assert result["structured_messages"] == inputs["structured_messages"]
+    assert result["structured_messages"] == [
+        {"role": "user", "content": "Hello, help me with my task"},
+        {"role": "tool", "content": [{"type": "tool_result", "tool_use_id": "t1", "content": "ok"}]},
+        {"role": "user", "content": "Here is my SSN: <US_SSN>"},
+    ]
+
+
+class TestMessageFiltering:
+    """Verify that only new messages since the last assistant response are sent to CrowdStrike."""
+
+    @pytest.mark.asyncio
+    async def test_last_message_is_assistant_sends_system_plus_that_message(
+        self, crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler
+    ) -> None:
+        structured_messages = [
+            {"role": "system", "content": "You are helpful"},
+            {"role": "user", "content": "Hi"},
+            {"role": "assistant", "content": "Hello!"},
+            {"role": "user", "content": "Tell me a joke"},
+            {"role": "assistant", "content": "Why did the chicken cross the road?"},
+        ]
+        inputs: GenericGuardrailAPIInputs = {
+            "texts": ["Why did the chicken cross the road?"],
+            "structured_messages": structured_messages,
+        }
+        guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
+
+        with patch(
+            "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+            return_value=httpx.Response(
+                status_code=200,
+                json={"result": {"blocked": False, "transformed": False}},
+                request=httpx.Request(method="POST", url=guardrail_endpoint),
+            ),
+        ) as mock_method:
+            await crowdstrike_aidr_guardrail.apply_guardrail(
+                inputs=inputs,
+                request_data={"messages": structured_messages},
+                input_type="request",
+            )
+
+        sent = mock_method.call_args.kwargs["json"]["guard_input"]["messages"]
+        assert sent == [
+            {"role": "system", "content": "You are helpful"},
+            {"role": "assistant", "content": "Why did the chicken cross the road?"},
+        ]
+
+    @pytest.mark.asyncio
+    async def test_last_message_is_user_sends_system_plus_messages_after_assistant(
+        self, crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler
+    ) -> None:
+        structured_messages = [
+            {"role": "system", "content": "You are helpful"},
+            {"role": "user", "content": "Hi"},
+            {"role": "assistant", "content": "Hello!"},
+            {"role": "user", "content": "Tell me a joke"},
+        ]
+        inputs: GenericGuardrailAPIInputs = {
+            "texts": ["Tell me a joke"],
+            "structured_messages": structured_messages,
+        }
+        guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
+
+        with patch(
+            "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+            return_value=httpx.Response(
+                status_code=200,
+                json={"result": {"blocked": False, "transformed": False}},
+                request=httpx.Request(method="POST", url=guardrail_endpoint),
+            ),
+        ) as mock_method:
+            await crowdstrike_aidr_guardrail.apply_guardrail(
+                inputs=inputs,
+                request_data={"messages": structured_messages},
+                input_type="request",
+            )
+
+        sent = mock_method.call_args.kwargs["json"]["guard_input"]["messages"]
+        assert sent == [
+            {"role": "system", "content": "You are helpful"},
+            {"role": "user", "content": "Tell me a joke"},
+        ]
+
+    @pytest.mark.asyncio
+    async def test_no_prior_assistant_sends_all_messages(
+        self, crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler
+    ) -> None:
+        structured_messages = [
+            {"role": "system", "content": "You are helpful"},
+            {"role": "user", "content": "Hi"},
+        ]
+        inputs: GenericGuardrailAPIInputs = {
+            "texts": ["Hi"],
+            "structured_messages": structured_messages,
+        }
+        guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
+
+        with patch(
+            "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+            return_value=httpx.Response(
+                status_code=200,
+                json={"result": {"blocked": False, "transformed": False}},
+                request=httpx.Request(method="POST", url=guardrail_endpoint),
+            ),
+        ) as mock_method:
+            await crowdstrike_aidr_guardrail.apply_guardrail(
+                inputs=inputs,
+                request_data={"messages": structured_messages},
+                input_type="request",
+            )
+
+        sent = mock_method.call_args.kwargs["json"]["guard_input"]["messages"]
+        assert sent == [
+            {"role": "system", "content": "You are helpful"},
+            {"role": "user", "content": "Hi"},
+        ]
+
+    @pytest.mark.asyncio
+    async def test_multiple_user_messages_after_assistant(
+        self, crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler
+    ) -> None:
+        structured_messages = [
+            {"role": "system", "content": "You are helpful"},
+            {"role": "user", "content": "Hi"},
+            {"role": "assistant", "content": "Hello!"},
+            {"role": "user", "content": "First question"},
+            {"role": "user", "content": "Second question"},
+        ]
+        inputs: GenericGuardrailAPIInputs = {
+            "texts": ["First question", "Second question"],
+            "structured_messages": structured_messages,
+        }
+        guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
+
+        with patch(
+            "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+            return_value=httpx.Response(
+                status_code=200,
+                json={"result": {"blocked": False, "transformed": False}},
+                request=httpx.Request(method="POST", url=guardrail_endpoint),
+            ),
+        ) as mock_method:
+            await crowdstrike_aidr_guardrail.apply_guardrail(
+                inputs=inputs,
+                request_data={"messages": structured_messages},
+                input_type="request",
+            )
+
+        sent = mock_method.call_args.kwargs["json"]["guard_input"]["messages"]
+        assert sent == [
+            {"role": "system", "content": "You are helpful"},
+            {"role": "user", "content": "First question"},
+            {"role": "user", "content": "Second question"},
+        ]
+
+    @pytest.mark.asyncio
+    async def test_system_message_after_assistant_included(
+        self, crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler
+    ) -> None:
+        structured_messages = [
+            {"role": "system", "content": "You are helpful"},
+            {"role": "user", "content": "Hi"},
+            {"role": "assistant", "content": "Hello!"},
+            {"role": "system", "content": "New instructions"},
+            {"role": "user", "content": "Do something"},
+        ]
+        inputs: GenericGuardrailAPIInputs = {
+            "texts": ["Do something"],
+            "structured_messages": structured_messages,
+        }
+        guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
+
+        with patch(
+            "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+            return_value=httpx.Response(
+                status_code=200,
+                json={"result": {"blocked": False, "transformed": False}},
+                request=httpx.Request(method="POST", url=guardrail_endpoint),
+            ),
+        ) as mock_method:
+            await crowdstrike_aidr_guardrail.apply_guardrail(
+                inputs=inputs,
+                request_data={"messages": structured_messages},
+                input_type="request",
+            )
+
+        sent = mock_method.call_args.kwargs["json"]["guard_input"]["messages"]
+        assert sent == [
+            {"role": "system", "content": "You are helpful"},
+            {"role": "system", "content": "New instructions"},
+            {"role": "user", "content": "Do something"},
+        ]
+
+    @pytest.mark.asyncio
+    async def test_no_system_messages(self, crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler) -> None:
+        structured_messages = [
+            {"role": "user", "content": "Hi"},
+            {"role": "assistant", "content": "Hello!"},
+            {"role": "user", "content": "Bye"},
+        ]
+        inputs: GenericGuardrailAPIInputs = {
+            "texts": ["Bye"],
+            "structured_messages": structured_messages,
+        }
+        guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
+
+        with patch(
+            "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+            return_value=httpx.Response(
+                status_code=200,
+                json={"result": {"blocked": False, "transformed": False}},
+                request=httpx.Request(method="POST", url=guardrail_endpoint),
+            ),
+        ) as mock_method:
+            await crowdstrike_aidr_guardrail.apply_guardrail(
+                inputs=inputs,
+                request_data={"messages": structured_messages},
+                input_type="request",
+            )
+
+        sent = mock_method.call_args.kwargs["json"]["guard_input"]["messages"]
+        assert sent == [
+            {"role": "user", "content": "Bye"},
+        ]
+
+
+@pytest.mark.asyncio
+async def test_apply_guardrail_request_sends_only_new_messages(
+    crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler,
+) -> None:
+    structured_messages = [
+        {"role": "system", "content": "You are a helpful assistant"},
+        {"role": "user", "content": "What is 2+2?"},
+        {"role": "assistant", "content": "4"},
+        {"role": "user", "content": "Here is my SSN: 078-05-1120"},
+    ]
+    inputs: GenericGuardrailAPIInputs = {
+        "texts": ["Here is my SSN: 078-05-1120"],
+        "structured_messages": structured_messages,
+    }
+    request_data = {"messages": structured_messages}
+    guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        return_value=httpx.Response(
+            status_code=200,
+            json={"result": {"blocked": False, "transformed": False}},
+            request=httpx.Request(method="POST", url=guardrail_endpoint),
+        ),
+    ) as mock_method:
+        await crowdstrike_aidr_guardrail.apply_guardrail(
+            inputs=inputs,
+            request_data=request_data,
+            input_type="request",
+        )
+
+    payload = mock_method.call_args.kwargs["json"]
+    assert payload["guard_input"]["messages"] == [
+        {"role": "system", "content": "You are a helpful assistant"},
+        {"role": "user", "content": "Here is my SSN: 078-05-1120"},
+    ]
+
+
+@pytest.mark.asyncio
+async def test_apply_guardrail_request_last_is_assistant_sends_only_that(
+    crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler,
+) -> None:
+    structured_messages = [
+        {"role": "system", "content": "You are a helpful assistant"},
+        {"role": "user", "content": "What is 2+2?"},
+        {"role": "assistant", "content": "The answer is 4"},
+    ]
+    inputs: GenericGuardrailAPIInputs = {
+        "texts": ["The answer is 4"],
+        "structured_messages": structured_messages,
+    }
+    request_data = {"messages": structured_messages}
+    guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        return_value=httpx.Response(
+            status_code=200,
+            json={"result": {"blocked": False, "transformed": False}},
+            request=httpx.Request(method="POST", url=guardrail_endpoint),
+        ),
+    ) as mock_method:
+        await crowdstrike_aidr_guardrail.apply_guardrail(
+            inputs=inputs,
+            request_data=request_data,
+            input_type="request",
+        )
+
+    payload = mock_method.call_args.kwargs["json"]
+    assert payload["guard_input"]["messages"] == [
+        {"role": "system", "content": "You are a helpful assistant"},
+        {"role": "assistant", "content": "The answer is 4"},
+    ]
+
+
+@pytest.mark.asyncio
+async def test_apply_guardrail_request_stitches_transformed_texts(
+    crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler,
+) -> None:
+    structured_messages = [
+        {"role": "system", "content": "You are a helpful assistant"},
+        {"role": "user", "content": "What is 2+2?"},
+        {"role": "assistant", "content": "4"},
+        {"role": "user", "content": "Here is my SSN: 078-05-1120"},
+    ]
+    inputs: GenericGuardrailAPIInputs = {
+        "texts": ["Here is my SSN: 078-05-1120"],
+        "structured_messages": structured_messages,
+    }
+    request_data = {"messages": structured_messages}
+    guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        return_value=httpx.Response(
+            status_code=200,
+            json={
+                "result": {
+                    "blocked": False,
+                    "transformed": True,
+                    "guard_output": {
+                        "messages": [
+                            {
+                                "role": "system",
+                                "content": "You are a helpful assistant",
+                            },
+                            {
+                                "role": "user",
+                                "content": "Here is my SSN: <US_SSN>",
+                            },
+                        ]
+                    },
+                },
+            },
+            request=httpx.Request(method="POST", url=guardrail_endpoint),
+        ),
+    ):
+        result = await crowdstrike_aidr_guardrail.apply_guardrail(
+            inputs=inputs,
+            request_data=request_data,
+            input_type="request",
+        )
+
+    assert result["texts"] == [
+        "You are a helpful assistant",
+        "What is 2+2?",
+        "4",
+        "Here is my SSN: <US_SSN>",
+    ]
+
+
+@pytest.mark.asyncio
+async def test_apply_guardrail_response_drops_history(
+    crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler,
+) -> None:
+    request_data = {
+        "messages": [
+            {"role": "system", "content": "You are a helpful assistant"},
+            {"role": "user", "content": "What is 2+2?"},
+            {"role": "assistant", "content": "4"},
+            {"role": "user", "content": "Now tell me a secret"},
+        ],
+    }
+    inputs: GenericGuardrailAPIInputs = {
+        "texts": ["I will not share secrets"],
+    }
+    guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        return_value=httpx.Response(
+            status_code=200,
+            json={"result": {"blocked": False, "transformed": False}},
+            request=httpx.Request(method="POST", url=guardrail_endpoint),
+        ),
+    ) as mock_method:
+        await crowdstrike_aidr_guardrail.apply_guardrail(
+            inputs=inputs,
+            request_data=request_data,
+            input_type="response",
+        )
+
+    sent = mock_method.call_args.kwargs["json"]["guard_input"]["messages"]
+    assert sent == [
+        {
+            "role": "assistant",
+            "content": "I will not share secrets",
+        },
+    ]
+
+
+@pytest.mark.asyncio
+async def test_apply_guardrail_response_one_message_per_output_text(
+    crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler,
+) -> None:
+    inputs: GenericGuardrailAPIInputs = {
+        "texts": ["First part", "Second part"],
+    }
+    guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        return_value=httpx.Response(
+            status_code=200,
+            json={"result": {"blocked": False, "transformed": False}},
+            request=httpx.Request(method="POST", url=guardrail_endpoint),
+        ),
+    ) as mock_method:
+        await crowdstrike_aidr_guardrail.apply_guardrail(
+            inputs=inputs,
+            request_data={},
+            input_type="response",
+        )
+
+    sent = mock_method.call_args.kwargs["json"]["guard_input"]["messages"]
+    assert sent == [
+        {"role": "assistant", "content": "First part"},
+        {"role": "assistant", "content": "Second part"},
+    ]
+
+
+@pytest.mark.asyncio
+async def test_apply_guardrail_response_transform_extracts_assistant_only(
+    crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler,
+) -> None:
+    inputs: GenericGuardrailAPIInputs = {
+        "texts": ["Sure, here it is: 078-05-1120"],
+    }
+    guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        return_value=httpx.Response(
+            status_code=200,
+            json={
+                "result": {
+                    "blocked": False,
+                    "transformed": True,
+                    "guard_output": {
+                        "messages": [
+                            {
+                                "role": "assistant",
+                                "content": "Sure, here it is: <US_SSN>",
+                            },
+                        ]
+                    },
+                },
+            },
+            request=httpx.Request(method="POST", url=guardrail_endpoint),
+        ),
+    ):
+        result = await crowdstrike_aidr_guardrail.apply_guardrail(
+            inputs=inputs,
+            request_data={},
+            input_type="response",
+        )
+
+    assert result["texts"] == ["Sure, here it is: <US_SSN>"]
+
+
+@pytest.mark.asyncio
+async def test_request_transform_with_textless_history_message_redacts_without_index_error(
+    crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler,
+) -> None:
+    from litellm.llms.openai.chat.guardrail_translation.handler import (
+        OpenAIChatCompletionsHandler,
+    )
+
+    messages = [
+        {"role": "system", "content": "You are a helpful assistant."},
+        {"role": "user", "content": "My SSN is 078-05-1120, store it."},
+        {
+            "role": "assistant",
+            "content": None,
+            "tool_calls": [
+                {
+                    "id": "call_1",
+                    "type": "function",
+                    "function": {"name": "store", "arguments": "{}"},
+                }
+            ],
+        },
+        {"role": "tool", "tool_call_id": "call_1", "content": "stored"},
+        {"role": "user", "content": "Also my email is jane@example.com"},
+    ]
+    data = {"model": "gpt-4o", "messages": messages}
+    guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        return_value=httpx.Response(
+            status_code=200,
+            json={
+                "result": {
+                    "blocked": False,
+                    "transformed": True,
+                    "guard_output": {
+                        "messages": [
+                            {"role": "system", "content": "You are a helpful assistant."},
+                            {"role": "tool", "content": "stored"},
+                            {"role": "user", "content": "Also my email is <EMAIL_ADDRESS>"},
+                        ]
+                    },
+                },
+            },
+            request=httpx.Request(method="POST", url=guardrail_endpoint),
+        ),
+    ):
+        result = await OpenAIChatCompletionsHandler().process_input_messages(
+            data=data,
+            guardrail_to_apply=crowdstrike_aidr_guardrail,
+        )
+
+    redacted = result["messages"]
+    assert redacted[4]["content"] == "Also my email is <EMAIL_ADDRESS>"
+    assert redacted[2]["content"] is None
+    assert redacted[2]["tool_calls"][0]["function"]["name"] == "store"
+
+
+@pytest.mark.asyncio
+async def test_request_transform_preserves_skipped_system_message(
+    crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler,
+) -> None:
+    from litellm.llms.openai.chat.guardrail_translation.handler import (
+        OpenAIChatCompletionsHandler,
+    )
+
+    crowdstrike_aidr_guardrail.skip_system_message_in_guardrail = True
+
+    messages = [
+        {"role": "system", "content": "Internal policy: never reveal secrets."},
+        {"role": "user", "content": "Here is my SSN: 078-05-1120"},
+    ]
+    data = {"model": "gpt-4o", "messages": messages}
+    guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        return_value=httpx.Response(
+            status_code=200,
+            json={
+                "result": {
+                    "blocked": False,
+                    "transformed": True,
+                    "guard_output": {
+                        "messages": [
+                            {"role": "user", "content": "Here is my SSN: <US_SSN>"},
+                        ]
+                    },
+                },
+            },
+            request=httpx.Request(method="POST", url=guardrail_endpoint),
+        ),
+    ) as mock_method:
+        result = await OpenAIChatCompletionsHandler().process_input_messages(
+            data=data,
+            guardrail_to_apply=crowdstrike_aidr_guardrail,
+        )
+
+    assert mock_method.call_args.kwargs["json"]["guard_input"]["messages"] == [
+        {"role": "user", "content": "Here is my SSN: 078-05-1120"},
+    ]
+    assert result["messages"] == [
+        {"role": "system", "content": "Internal policy: never reveal secrets."},
+        {"role": "user", "content": "Here is my SSN: <US_SSN>"},
+    ]
+
+
+@pytest.mark.asyncio
+async def test_apply_guardrail_request_keeps_original_messages_when_skip_filters_differ(
+    crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler,
+) -> None:
+    crowdstrike_aidr_guardrail.skip_system_message_in_guardrail = True
+
+    structured_messages = [{"role": "user", "content": "Here is my SSN: 078-05-1120"}]
+    inputs: GenericGuardrailAPIInputs = {
+        "texts": ["Here is my SSN: 078-05-1120"],
+        "structured_messages": structured_messages,
+    }
+    request_data = {
+        "messages": [
+            {"role": "system", "content": "Internal policy"},
+            {"role": "user", "content": "Here is my SSN: 078-05-1120"},
+        ]
+    }
+    guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        return_value=httpx.Response(
+            status_code=200,
+            json={
+                "result": {
+                    "blocked": False,
+                    "transformed": True,
+                    "guard_output": {
+                        "messages": [
+                            {"role": "user", "content": "Here is my SSN: <US_SSN>"},
+                        ]
+                    },
+                },
+            },
+            request=httpx.Request(method="POST", url=guardrail_endpoint),
+        ),
+    ):
+        result = await crowdstrike_aidr_guardrail.apply_guardrail(
+            inputs=inputs,
+            request_data=request_data,
+            input_type="request",
+        )
+
+    assert result["structured_messages"] is structured_messages
+    assert result["texts"] == ["Here is my SSN: <US_SSN>"]
+
+
+@pytest.mark.asyncio
+async def test_anthropic_tool_calling_transform_redacts_without_index_error(
+    crowdstrike_aidr_guardrail: CrowdStrikeAIDRHandler,
+) -> None:
+    import json
+
+    from litellm.llms.anthropic.chat.guardrail_translation.handler import (
+        AnthropicMessagesHandler,
+    )
+
+    data = {
+        "model": "claude-3-5-sonnet-20241022",
+        "max_tokens": 128,
+        "messages": [
+            {"role": "user", "content": "My SSN is 078-05-1120. Look it up."},
+            {
+                "role": "assistant",
+                "content": [{"type": "tool_use", "id": "tu1", "name": "lookup", "input": {"q": "ssn"}}],
+            },
+            {"role": "user", "content": [{"type": "tool_result", "tool_use_id": "tu1", "content": "stored"}]},
+            {"role": "user", "content": "Also my email is jane.doe@example.com"},
+        ],
+    }
+    guardrail_endpoint = f"{crowdstrike_aidr_guardrail.api_base}/v1/guard_chat_completions"
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        return_value=httpx.Response(
+            status_code=200,
+            json={
+                "result": {
+                    "blocked": False,
+                    "transformed": True,
+                    "guard_output": {
+                        "messages": [
+                            {"role": "tool", "content": "stored"},
+                            {"role": "user", "content": "Also my email is <EMAIL_ADDRESS>"},
+                        ]
+                    },
+                },
+            },
+            request=httpx.Request(method="POST", url=guardrail_endpoint),
+        ),
+    ):
+        result = await AnthropicMessagesHandler().process_input_messages(
+            data=data,
+            guardrail_to_apply=crowdstrike_aidr_guardrail,
+        )
+
+    serialized = json.dumps(result["messages"])
+    assert "<EMAIL_ADDRESS>" in serialized
+    assert "jane.doe@example.com" not in serialized
+    assert "tu1" in serialized

From 6a9c242f660a3e433298fef5f0035780c4e252e7 Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Mon, 6 Jul 2026 19:53:47 +0300
Subject: [PATCH 025/370] feat(helm): support user-defined volumes and
 volumeMounts in microservices chart (#32233)

The componentized chart at helm/litellm had no way to mount extra
volumes into its deployments, so custom callback or SSO handler code
could not be mounted the way the docs describe for the monolithic
chart. Adds per-component volumes and volumeMounts values for gateway,
backend, and ui, merged with the existing gateway-config volume, plus
a helm-unittest suite for the chart wired into the helm unit test
workflow

Resolves LIT-4209
---
 .github/workflows/helm_unit_test.yml          |   4 +-
 .../litellm/templates/backend/deployment.yaml |  14 +-
 .../litellm/templates/gateway/deployment.yaml |  14 +-
 helm/litellm/templates/ui/deployment.yaml     |   8 +
 .../tests/deployment_volumes_tests.yaml       | 172 ++++++++++++++++++
 helm/litellm/tests/values/required.yaml       |   4 +
 helm/litellm/values.yaml                      |  13 ++
 7 files changed, 224 insertions(+), 5 deletions(-)
 create mode 100644 helm/litellm/tests/deployment_volumes_tests.yaml
 create mode 100644 helm/litellm/tests/values/required.yaml

diff --git a/.github/workflows/helm_unit_test.yml b/.github/workflows/helm_unit_test.yml
index 06836b1d1cd..a280e5557bb 100644
--- a/.github/workflows/helm_unit_test.yml
+++ b/.github/workflows/helm_unit_test.yml
@@ -38,4 +38,6 @@ jobs:
           echo "Helm unittest plugin integrity verified: $ACTUAL_SHA"
 
       - name: Run unit tests
-        run: helm unittest -f 'tests/*.yaml' deploy/charts/litellm-helm
+        run: |
+          helm unittest -f 'tests/*.yaml' deploy/charts/litellm-helm
+          helm unittest -f 'tests/*.yaml' helm/litellm
diff --git a/helm/litellm/templates/backend/deployment.yaml b/helm/litellm/templates/backend/deployment.yaml
index b355db43540..8b4552bf302 100644
--- a/helm/litellm/templates/backend/deployment.yaml
+++ b/helm/litellm/templates/backend/deployment.yaml
@@ -45,11 +45,16 @@ spec:
               value: /app/config/config.yaml
             {{- end }}
           {{- include "litellm.envFrom" .Values.backend | nindent 10 }}
-          {{- if .Values.gateway.config.create }}
+          {{- if or .Values.gateway.config.create .Values.backend.volumeMounts }}
           volumeMounts:
+            {{- if .Values.gateway.config.create }}
             - name: gateway-config
               mountPath: /app/config/config.yaml
               subPath: config.yaml
+            {{- end }}
+            {{- with .Values.backend.volumeMounts }}
+            {{- toYaml . | nindent 12 }}
+            {{- end }}
           {{- end }}
           {{- with .Values.backend.livenessProbe }}
           livenessProbe:
@@ -61,11 +66,16 @@ spec:
           {{- end }}
           resources:
             {{- toYaml .Values.backend.resources | nindent 12 }}
-      {{- if .Values.gateway.config.create }}
+      {{- if or .Values.gateway.config.create .Values.backend.volumes }}
       volumes:
+        {{- if .Values.gateway.config.create }}
         - name: gateway-config
           configMap:
             name: {{ include "litellm.gateway.fullname" . }}-config
+        {{- end }}
+        {{- with .Values.backend.volumes }}
+        {{- toYaml . | nindent 8 }}
+        {{- end }}
       {{- end }}
       {{- with .Values.backend.nodeSelector }}
       nodeSelector:
diff --git a/helm/litellm/templates/gateway/deployment.yaml b/helm/litellm/templates/gateway/deployment.yaml
index 05ea4052159..bd491b69e0f 100644
--- a/helm/litellm/templates/gateway/deployment.yaml
+++ b/helm/litellm/templates/gateway/deployment.yaml
@@ -47,11 +47,16 @@ spec:
               value: {{ .Values.gateway.numWorkers | quote }}
             {{- end }}
           {{- include "litellm.envFrom" .Values.gateway | nindent 10 }}
-          {{- if .Values.gateway.config.create }}
+          {{- if or .Values.gateway.config.create .Values.gateway.volumeMounts }}
           volumeMounts:
+            {{- if .Values.gateway.config.create }}
             - name: gateway-config
               mountPath: /app/config/config.yaml
               subPath: config.yaml
+            {{- end }}
+            {{- with .Values.gateway.volumeMounts }}
+            {{- toYaml . | nindent 12 }}
+            {{- end }}
           {{- end }}
           {{- with .Values.gateway.livenessProbe }}
           livenessProbe:
@@ -63,11 +68,16 @@ spec:
           {{- end }}
           resources:
             {{- toYaml .Values.gateway.resources | nindent 12 }}
-      {{- if .Values.gateway.config.create }}
+      {{- if or .Values.gateway.config.create .Values.gateway.volumes }}
       volumes:
+        {{- if .Values.gateway.config.create }}
         - name: gateway-config
           configMap:
             name: {{ include "litellm.gateway.fullname" . }}-config
+        {{- end }}
+        {{- with .Values.gateway.volumes }}
+        {{- toYaml . | nindent 8 }}
+        {{- end }}
       {{- end }}
       {{- with .Values.gateway.nodeSelector }}
       nodeSelector:
diff --git a/helm/litellm/templates/ui/deployment.yaml b/helm/litellm/templates/ui/deployment.yaml
index b40b44cca53..79e9a3e43bb 100644
--- a/helm/litellm/templates/ui/deployment.yaml
+++ b/helm/litellm/templates/ui/deployment.yaml
@@ -46,6 +46,10 @@ spec:
             {{- toYaml . | nindent 12 }}
             {{- end }}
           {{- include "litellm.envFrom" .Values.ui | nindent 10 }}
+          {{- with .Values.ui.volumeMounts }}
+          volumeMounts:
+            {{- toYaml . | nindent 12 }}
+          {{- end }}
           {{- with .Values.ui.livenessProbe }}
           livenessProbe:
             {{- toYaml . | nindent 12 }}
@@ -56,6 +60,10 @@ spec:
           {{- end }}
           resources:
             {{- toYaml .Values.ui.resources | nindent 12 }}
+      {{- with .Values.ui.volumes }}
+      volumes:
+        {{- toYaml . | nindent 8 }}
+      {{- end }}
       {{- with .Values.ui.nodeSelector }}
       nodeSelector:
         {{- toYaml . | nindent 8 }}
diff --git a/helm/litellm/tests/deployment_volumes_tests.yaml b/helm/litellm/tests/deployment_volumes_tests.yaml
new file mode 100644
index 00000000000..3a64300b86c
--- /dev/null
+++ b/helm/litellm/tests/deployment_volumes_tests.yaml
@@ -0,0 +1,172 @@
+suite: test deployment volumes and volumeMounts
+templates:
+  - gateway/deployment.yaml
+  - gateway/configmap.yaml
+  - backend/deployment.yaml
+  - ui/deployment.yaml
+values:
+  - ./values/required.yaml
+tests:
+  - it: gateway renders only the config volume by default
+    template: gateway/deployment.yaml
+    asserts:
+      - equal:
+          path: spec.template.spec.volumes
+          value:
+            - name: gateway-config
+              configMap:
+                name: RELEASE-NAME-litellm-gateway-config
+      - equal:
+          path: spec.template.spec.containers[0].volumeMounts
+          value:
+            - name: gateway-config
+              mountPath: /app/config/config.yaml
+              subPath: config.yaml
+
+  - it: gateway merges user volumes and volumeMounts with the config volume
+    template: gateway/deployment.yaml
+    set:
+      gateway.volumes:
+        - name: custom-callbacks
+          configMap:
+            name: custom-callbacks
+      gateway.volumeMounts:
+        - name: custom-callbacks
+          mountPath: /app/custom_callbacks.py
+          subPath: custom_callbacks.py
+    asserts:
+      - equal:
+          path: spec.template.spec.volumes[0].name
+          value: gateway-config
+      - equal:
+          path: spec.template.spec.volumes[1]
+          value:
+            name: custom-callbacks
+            configMap:
+              name: custom-callbacks
+      - equal:
+          path: spec.template.spec.containers[0].volumeMounts[0].name
+          value: gateway-config
+      - equal:
+          path: spec.template.spec.containers[0].volumeMounts[1]
+          value:
+            name: custom-callbacks
+            mountPath: /app/custom_callbacks.py
+            subPath: custom_callbacks.py
+
+  - it: gateway renders user volumes even when config creation is disabled
+    template: gateway/deployment.yaml
+    set:
+      gateway.config.create: false
+      gateway.volumes:
+        - name: certs
+          secret:
+            secretName: tls-certs
+      gateway.volumeMounts:
+        - name: certs
+          mountPath: /etc/certs
+          readOnly: true
+    asserts:
+      - equal:
+          path: spec.template.spec.volumes
+          value:
+            - name: certs
+              secret:
+                secretName: tls-certs
+      - equal:
+          path: spec.template.spec.containers[0].volumeMounts
+          value:
+            - name: certs
+              mountPath: /etc/certs
+              readOnly: true
+
+  - it: gateway omits volumes when config creation is disabled and no user volumes are set
+    template: gateway/deployment.yaml
+    set:
+      gateway.config.create: false
+    asserts:
+      - isNull:
+          path: spec.template.spec.volumes
+      - isNull:
+          path: spec.template.spec.containers[0].volumeMounts
+
+  - it: backend merges user volumes and volumeMounts with the shared config volume
+    template: backend/deployment.yaml
+    set:
+      backend.volumes:
+        - name: sso-handler
+          configMap:
+            name: sso-handler
+      backend.volumeMounts:
+        - name: sso-handler
+          mountPath: /app/custom_sso.py
+          subPath: custom_sso.py
+    asserts:
+      - equal:
+          path: spec.template.spec.volumes[0].name
+          value: gateway-config
+      - equal:
+          path: spec.template.spec.volumes[1]
+          value:
+            name: sso-handler
+            configMap:
+              name: sso-handler
+      - equal:
+          path: spec.template.spec.containers[0].volumeMounts[1]
+          value:
+            name: sso-handler
+            mountPath: /app/custom_sso.py
+            subPath: custom_sso.py
+
+  - it: backend renders user volumes even when config creation is disabled
+    template: backend/deployment.yaml
+    set:
+      gateway.config.create: false
+      backend.volumes:
+        - name: data
+          emptyDir: {}
+      backend.volumeMounts:
+        - name: data
+          mountPath: /data
+    asserts:
+      - equal:
+          path: spec.template.spec.volumes
+          value:
+            - name: data
+              emptyDir: {}
+      - equal:
+          path: spec.template.spec.containers[0].volumeMounts
+          value:
+            - name: data
+              mountPath: /data
+
+  - it: ui renders no volumes by default
+    template: ui/deployment.yaml
+    asserts:
+      - isNull:
+          path: spec.template.spec.volumes
+      - isNull:
+          path: spec.template.spec.containers[0].volumeMounts
+
+  - it: ui renders user volumes and volumeMounts
+    template: ui/deployment.yaml
+    set:
+      ui.volumes:
+        - name: nginx-config
+          configMap:
+            name: custom-nginx
+      ui.volumeMounts:
+        - name: nginx-config
+          mountPath: /etc/nginx/conf.d
+    asserts:
+      - equal:
+          path: spec.template.spec.volumes
+          value:
+            - name: nginx-config
+              configMap:
+                name: custom-nginx
+      - equal:
+          path: spec.template.spec.containers[0].volumeMounts
+          value:
+            - name: nginx-config
+              mountPath: /etc/nginx/conf.d
diff --git a/helm/litellm/tests/values/required.yaml b/helm/litellm/tests/values/required.yaml
new file mode 100644
index 00000000000..21d3f7a5a6a
--- /dev/null
+++ b/helm/litellm/tests/values/required.yaml
@@ -0,0 +1,4 @@
+database:
+  writer:
+    host: postgres.example.com
+    dbname: litellm
diff --git a/helm/litellm/values.yaml b/helm/litellm/values.yaml
index 934661643bd..6aa5dd39cd0 100644
--- a/helm/litellm/values.yaml
+++ b/helm/litellm/values.yaml
@@ -124,6 +124,11 @@ gateway:
   extraEnv: [] # Add extra environment variables to the gateway
   envConfigMaps: [] # Add extra environment variables to the gateway from config maps
   envSecrets: [] # Add extra environment variables to the gateway from secrets
+  # Additional volumes on the gateway Deployment (e.g. a ConfigMap holding
+  # custom callback / SSO handler code, mounted next to the proxy config).
+  volumes: []
+  # Additional volumeMounts on the gateway container.
+  volumeMounts: []
   config:
     create: true
     proxy_config: {}
@@ -167,6 +172,10 @@ backend:
   extraEnv: []
   envConfigMaps: []
   envSecrets: []
+  # Additional volumes on the backend Deployment.
+  volumes: []
+  # Additional volumeMounts on the backend container.
+  volumeMounts: []
   image:
     repository: ghcr.io/berriai/litellm-backend
     tag: ""
@@ -206,6 +215,10 @@ ui:
   extraEnv: []
   envConfigMaps: []
   envSecrets: []
+  # Additional volumes on the ui Deployment.
+  volumes: []
+  # Additional volumeMounts on the ui container.
+  volumeMounts: []
   image:
     repository: ghcr.io/berriai/litellm-ui
     tag: ""

From 59285e67204ce993ab224560c1826d9cf4917d28 Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@yuchengs-MBP.localdomain>
Date: Mon, 6 Jul 2026 09:56:15 -0700
Subject: [PATCH 026/370] fix(proxy): resolve os.environ/ refs for all AWS auth
 params in DB-sourced models

PR #30867 removed request-time os.environ/ expansion in
BaseAWSLLM.get_credentials to close LIT-3831. That relies on config-load
paths pre-resolving os.environ/ refs, but the DB-load path
(_resolve_db_litellm_param) only re-expands keys in
_DB_LITELLM_PARAM_ENV_REF_KEYS, which covered api_key,
aws_access_key_id, and aws_secret_access_key but not the other AWS auth
fields. A model stored in Postgres with e.g.
    aws_role_name: os.environ/BEDROCK_ASSUME_ROLE_ARN
lands on the router with the literal string, get_credentials no longer
expands it, and STS returns
    ValidationError: os.environ/BEDROCK_ASSUME_ROLE_ARN is invalid

Add the remaining AWS auth params to the allowlist so DB-sourced values
resolve at model-load time (trusted, server-side), matching the
YAML-config path. Team-scoped DB rows still get resolve_env_refs=False,
so the LIT-3831 defense-in-depth path is unchanged and request-body
injection is still blocked by _BANNED_REQUEST_BODY_PARAMS.

Regression tests pin every added field as an os.environ/ DB value and
assert it resolves on the router, plus a team-scoped pin that asserts
env refs remain literal.
---
 litellm/proxy/proxy_server.py                 |  9 ++
 .../proxy/proxy_server/test_proxy_config.py   | 93 +++++++++++++++++++
 2 files changed, 102 insertions(+)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index f6e5c118085..b0fff2b63c3 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -1125,6 +1125,15 @@ def _generate_stable_operation_id(route: Any) -> str:
         "vertex_ai_credentials",
         "aws_access_key_id",
         "aws_secret_access_key",
+        "aws_session_token",
+        "aws_region_name",
+        "aws_session_name",
+        "aws_profile_name",
+        "aws_role_name",
+        "aws_web_identity_token",
+        "aws_sts_endpoint",
+        "aws_external_id",
+        "aws_bedrock_runtime_endpoint",
     }
 )
 
diff --git a/tests/test_litellm/proxy/proxy_server/test_proxy_config.py b/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
index 7550432fcc0..36c98815d52 100644
--- a/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
+++ b/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
@@ -1148,6 +1148,99 @@ def fail_on_call(value, key, return_original_value):
     assert pc._resolve_db_litellm_param(key="tpm", value=100) == 100
 
 
+def test_ProxyConfig__add_deployment_resolves_env_refs_for_aws_bedrock_auth_params(
+    monkeypatch,
+):
+    """Regression: DB-stored Bedrock/SageMaker auth params like
+    ``aws_role_name: os.environ/BEDROCK_ASSUME_ROLE_ARN`` must resolve at
+    DB-load time. PR #30867 removed request-time expansion in
+    ``BaseAWSLLM.get_credentials``; without DB-load resolution the literal
+    string reaches STS and fails with ``ValidationError: ... is invalid``."""
+    aws_env = {
+        "aws_session_token": ("BEDROCK_SESSION_TOKEN", "resolved-session-token"),
+        "aws_region_name": ("BEDROCK_REGION", "us-east-1"),
+        "aws_session_name": ("BEDROCK_SESSION_NAME", "resolved-session"),
+        "aws_profile_name": ("BEDROCK_PROFILE", "resolved-profile"),
+        "aws_role_name": (
+            "BEDROCK_ASSUME_ROLE_ARN",
+            "arn:aws:iam::123456789012:role/resolved",
+        ),
+        "aws_web_identity_token": ("BEDROCK_WEB_IDENTITY_TOKEN", "resolved-token"),
+        "aws_sts_endpoint": (
+            "BEDROCK_STS_ENDPOINT",
+            "https://sts.us-east-1.amazonaws.com",
+        ),
+        "aws_external_id": ("BEDROCK_EXTERNAL_ID", "resolved-external-id"),
+        "aws_bedrock_runtime_endpoint": (
+            "BEDROCK_RUNTIME_ENDPOINT",
+            "https://bedrock-runtime.us-east-1.amazonaws.com",
+        ),
+    }
+    for _, (env_name, env_value) in aws_env.items():
+        monkeypatch.setenv(env_name, env_value)
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server.decrypt_value_helper",
+        lambda value, key, return_original_value: value,
+    )
+    fake_router = MagicMock()
+    fake_router.upsert_deployment = MagicMock(return_value=True)
+    monkeypatch.setattr("litellm.proxy.proxy_server.llm_router", fake_router)
+    pc = ProxyConfig()
+    litellm_params: Dict[str, Any] = {"model": "bedrock/anthropic.claude-v2"}
+    for key, (env_name, _) in aws_env.items():
+        litellm_params[key] = f"os.environ/{env_name}"
+    db_model = SimpleNamespace(
+        model_id="model-1",
+        model_name="bedrock-model",
+        model_info={"id": "model-1"},
+        litellm_params=litellm_params,
+        blocked=False,
+    )
+
+    added = pc._add_deployment(db_models=[db_model])
+    deployment = fake_router.upsert_deployment.call_args.kwargs["deployment"]
+
+    assert added == 1
+    for key, (_, expected) in aws_env.items():
+        assert getattr(deployment.litellm_params, key) == expected, key
+
+
+def test_ProxyConfig__add_deployment_keeps_team_aws_env_refs_literal(monkeypatch):
+    """Team-scoped DB models must NOT resolve env refs even for AWS auth
+    params: this is the LIT-3831 defense-in-depth path where a team admin
+    could otherwise craft a DB entry that reads the process environment."""
+
+    def fail_on_call(secret_name, *args, **kwargs):
+        raise AssertionError("team DB models should not resolve env refs")
+
+    monkeypatch.setenv("BEDROCK_ASSUME_ROLE_ARN", "arn:aws:iam::123:role/should-not-leak")
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server.decrypt_value_helper",
+        lambda value, key, return_original_value: value,
+    )
+    monkeypatch.setattr("litellm.proxy.proxy_server.get_secret", fail_on_call)
+    fake_router = MagicMock()
+    fake_router.upsert_deployment = MagicMock(return_value=True)
+    monkeypatch.setattr("litellm.proxy.proxy_server.llm_router", fake_router)
+    pc = ProxyConfig()
+    db_model = SimpleNamespace(
+        model_id="model-1",
+        model_name="model_name_team-1_bedrock",
+        model_info={"id": "model-1", "team_id": "team-1"},
+        litellm_params={
+            "model": "bedrock/anthropic.claude-v2",
+            "aws_role_name": "os.environ/BEDROCK_ASSUME_ROLE_ARN",
+        },
+        blocked=False,
+    )
+
+    added = pc._add_deployment(db_models=[db_model])
+    deployment = fake_router.upsert_deployment.call_args.kwargs["deployment"]
+
+    assert added == 1
+    assert deployment.litellm_params.aws_role_name == "os.environ/BEDROCK_ASSUME_ROLE_ARN"
+
+
 # ---------------------------------------------------------------------------
 # ProxyConfig.decrypt_model_list_from_db
 # ---------------------------------------------------------------------------

From 29f0b02a83f8d36cfcc508b5de9d9105b3930afd Mon Sep 17 00:00:00 2001
From: yucheng <yucheng@yuchengs-MBP.localdomain>
Date: Mon, 6 Jul 2026 10:06:42 -0700
Subject: [PATCH 027/370] fix(proxy): also allow os.environ/ resolution for
 aws_bedrock_project_id, aws_batch_role_arn, aws_workspace_id

Round out the AWS auth-field coverage of _DB_LITELLM_PARAM_ENV_REF_KEYS
so every stringy aws_* field a deployment can pin in the DB resolves
os.environ/ refs at load time:

- aws_bedrock_project_id: Bedrock project/workspace association, banned
  from request bodies via _BANNED_REQUEST_BODY_PARAMS
- aws_batch_role_arn: Bedrock batches role ARN (analog of aws_role_name)
- aws_workspace_id: Claude Platform workspace ID

Verified against three independent sources:
- BaseAWSLLM.aws_authentication_params (all 11)
- LiteLLM_Params-declared AWS fields (all 5)
- every aws_* string read from litellm_params/kwargs/optional_params
  across litellm/ (all 14, excluding aws_bedrock_client which is a
  boto3 client object, not a string, and aws_polly which is a provider
  name)

The regression test now pins all 12 newly-allowlisted fields.
---
 litellm/proxy/proxy_server.py                              | 3 +++
 tests/test_litellm/proxy/proxy_server/test_proxy_config.py | 6 ++++++
 2 files changed, 9 insertions(+)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index b0fff2b63c3..1474c15e778 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -1134,6 +1134,9 @@ def _generate_stable_operation_id(route: Any) -> str:
         "aws_sts_endpoint",
         "aws_external_id",
         "aws_bedrock_runtime_endpoint",
+        "aws_bedrock_project_id",
+        "aws_batch_role_arn",
+        "aws_workspace_id",
     }
 )
 
diff --git a/tests/test_litellm/proxy/proxy_server/test_proxy_config.py b/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
index 36c98815d52..9a687addbdd 100644
--- a/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
+++ b/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
@@ -1175,6 +1175,12 @@ def test_ProxyConfig__add_deployment_resolves_env_refs_for_aws_bedrock_auth_para
             "BEDROCK_RUNTIME_ENDPOINT",
             "https://bedrock-runtime.us-east-1.amazonaws.com",
         ),
+        "aws_bedrock_project_id": ("BEDROCK_PROJECT_ID", "resolved-project-id"),
+        "aws_batch_role_arn": (
+            "BEDROCK_BATCH_ROLE_ARN",
+            "arn:aws:iam::123456789012:role/batch",
+        ),
+        "aws_workspace_id": ("BEDROCK_WORKSPACE_ID", "resolved-workspace-id"),
     }
     for _, (env_name, env_value) in aws_env.items():
         monkeypatch.setenv(env_name, env_value)

From 46a8025dd69c527d6a2a33bc84cb6484ce1a8ca0 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Mon, 6 Jul 2026 10:41:49 -0700
Subject: [PATCH 028/370] fix(main): forward verbosity param to chat completion
 providers (#32254)

---
 litellm/main.py                 |  2 +
 tests/test_litellm/test_main.py | 87 +++++++++++++++++++++++++++++++++
 2 files changed, 89 insertions(+)

diff --git a/litellm/main.py b/litellm/main.py
index b3c176a1347..2ace46a16fb 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -582,6 +582,7 @@ async def acompletion(
         "api_key": api_key,
         "model_list": model_list,
         "reasoning_effort": reasoning_effort,
+        "verbosity": verbosity,
         "safety_identifier": safety_identifier,
         "service_tier": service_tier,
         "extra_headers": extra_headers,
@@ -5193,6 +5194,7 @@ def completion(  # type: ignore
             "parallel_tool_calls": parallel_tool_calls,
             "messages": messages,
             "reasoning_effort": reasoning_effort,
+            "verbosity": verbosity,
             "thinking": thinking,
             "web_search_options": web_search_options,
             "include_server_side_tool_invocations": (
diff --git a/tests/test_litellm/test_main.py b/tests/test_litellm/test_main.py
index f24df599505..28cf4fa0744 100644
--- a/tests/test_litellm/test_main.py
+++ b/tests/test_litellm/test_main.py
@@ -638,6 +638,93 @@ def test_bedrock_llama():
     )
 
 
+def _mocked_openai_chat_response(model: str) -> httpx.Response:
+    return httpx.Response(
+        status_code=200,
+        json={
+            "id": "chatcmpl-123",
+            "object": "chat.completion",
+            "created": 1677652288,
+            "model": model,
+            "choices": [
+                {
+                    "index": 0,
+                    "message": {
+                        "role": "assistant",
+                        "content": "Hello from mocked response!",
+                    },
+                    "finish_reason": "stop",
+                }
+            ],
+            "usage": {
+                "prompt_tokens": 9,
+                "completion_tokens": 12,
+                "total_tokens": 21,
+            },
+        },
+    )
+
+
+def test_completion_forwards_verbosity_in_raw_request(respx_mock: respx.MockRouter):
+    """Regression test: completion() must forward the verbosity param to the provider request body."""
+    from litellm.types.utils import CallTypes
+    from litellm.utils import return_raw_request
+
+    model = "gpt-5.2"
+    messages = [{"role": "user", "content": "hi"}]
+    respx_mock.post("https://api.openai.com/v1/chat/completions").mock(
+        return_value=_mocked_openai_chat_response(model)
+    )
+
+    request = return_raw_request(
+        endpoint=CallTypes.completion,
+        kwargs={
+            "model": model,
+            "messages": messages,
+            "verbosity": "high",
+        },
+    )
+
+    assert request["raw_request_body"]["verbosity"] == "high"
+    assert request["raw_request_body"]["model"] == model
+    assert request["raw_request_body"]["messages"] == messages
+
+
+@pytest.mark.asyncio
+async def test_acompletion_forwards_verbosity_to_provider_request(
+    respx_mock: respx.MockRouter, monkeypatch
+):
+    """Regression test: acompletion() must forward the verbosity param to the provider request body."""
+    original_disable_aiohttp = litellm.disable_aiohttp_transport
+    try:
+        litellm.disable_aiohttp_transport = True
+        monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+        litellm.in_memory_llm_clients_cache.flush_cache()
+
+        model = "gpt-5.2"
+        messages = [{"role": "user", "content": "hi"}]
+        mock_route = respx_mock.post("https://api.openai.com/v1/chat/completions").mock(
+            return_value=_mocked_openai_chat_response(model)
+        )
+
+        response = await litellm.acompletion(
+            model=model,
+            messages=messages,
+            verbosity="low",
+            api_key="fake-openai-api-key",
+        )
+
+        assert response.choices[0].message.content == "Hello from mocked response!"
+        assert mock_route.called
+        request_body = json.loads(respx_mock.calls[0].request.read())
+        assert request_body["verbosity"] == "low"
+        assert request_body["model"] == model
+        assert request_body["messages"] == messages
+    finally:
+        litellm.disable_aiohttp_transport = original_disable_aiohttp
+        litellm.in_memory_llm_clients_cache.flush_cache()
+
+
 def test_responses_api_bridge_check_strips_responses_prefix():
     """Test that responses_api_bridge_check strips 'responses/' prefix and sets mode."""
     from litellm.main import responses_api_bridge_check

From 29035c4a99d595321035def4ca5029786d29838e Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Mon, 6 Jul 2026 10:57:13 -0700
Subject: [PATCH 029/370] feat(ui): flag experimental dashboard pages on the
 draft deprecation list (#32132)

* feat(ui): flag experimental dashboard pages on the draft deprecation list

Add a subtle, dismissible info banner to each dashboard surface named in
the draft deprecation discussion (Workflows, Memory, Prompt Management, the
old Usage page, the API Reference tab, the Playground Agent Builder tab, and
MCP Network Settings). The banner links to discussion #32090 and states the
list is a draft and not final.

* Update ui/litellm-dashboard/src/components/DeprecationBanner.tsx

Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>

* Update ui/litellm-dashboard/src/components/DeprecationBanner.tsx

Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>

* fix(ui): use next/link and drop trailing blank line in DeprecationBanner

Switch the discussion link from a raw <a> to next/link's <Link>, and wire the
DEPRECATION_TARGET_DATE constant into the copy so it is no longer unused. Also
removes the trailing blank line that was failing the frontend prettier check.

* fix(ui): render DeprecationBanner intro as one string to preserve spacing

Interpolating featureName and the target date directly in JSX let prettier wrap
an expression onto its own line, which drops the adjacent space in the rendered
output. Build the intro as a single template literal so spacing is stable.

---------

Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>
---
 .../app/(dashboard)/api-reference/page.tsx    |  8 ++++-
 .../src/app/(dashboard)/memory/page.tsx       |  8 ++++-
 .../src/app/(dashboard)/old-usage/page.tsx    | 20 +++++++-----
 .../src/app/(dashboard)/playground/page.tsx   |  2 ++
 .../src/app/(dashboard)/prompts/page.tsx      |  8 ++++-
 .../src/app/(dashboard)/workflows/page.tsx    |  8 ++++-
 .../src/components/DeprecationBanner.tsx      | 31 +++++++++++++++++++
 .../mcp_tools/MCPNetworkSettings.tsx          |  2 ++
 8 files changed, 75 insertions(+), 12 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/DeprecationBanner.tsx

diff --git a/ui/litellm-dashboard/src/app/(dashboard)/api-reference/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/api-reference/page.tsx
index a4a4d3d0f43..42cf094f0bb 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/api-reference/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/api-reference/page.tsx
@@ -1,6 +1,7 @@
 "use client";
 
 import APIReferenceView from "@/app/(dashboard)/api-reference/APIReferenceView";
+import { DeprecationBanner } from "@/components/DeprecationBanner";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 import useProxySettings from "@/app/(dashboard)/hooks/proxySettings/useProxySettings";
 
@@ -8,7 +9,12 @@ const APIReferencePage = () => {
   const { accessToken } = useAuthorized();
   const proxySettings = useProxySettings(accessToken);
 
-  return <APIReferenceView proxySettings={proxySettings} />;
+  return (
+    <>
+      <DeprecationBanner featureName="The API Reference tab" />
+      <APIReferenceView proxySettings={proxySettings} />
+    </>
+  );
 };
 
 export default APIReferencePage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/memory/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/memory/page.tsx
index 6eb0fb57143..031a027d518 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/memory/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/memory/page.tsx
@@ -1,9 +1,15 @@
 "use client";
 
 import { MemoryView } from "./components/MemoryView";
+import { DeprecationBanner } from "@/components/DeprecationBanner";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 export default function Memory() {
   const { accessToken, userRole, userId } = useAuthorized();
-  return <MemoryView accessToken={accessToken} userID={userId} userRole={userRole} />;
+  return (
+    <>
+      <DeprecationBanner featureName="Memory" />
+      <MemoryView accessToken={accessToken} userID={userId} userRole={userRole} />
+    </>
+  );
 }
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/old-usage/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/old-usage/page.tsx
index c417bf1ca95..cc1f2c35e44 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/old-usage/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/old-usage/page.tsx
@@ -1,18 +1,22 @@
 "use client";
 
 import Usage from "@/components/usage";
+import { DeprecationBanner } from "@/components/DeprecationBanner";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 export default function OldUsagePage() {
   const { accessToken, token, userRole, userId: userID, premiumUser } = useAuthorized();
   return (
-    <Usage
-      accessToken={accessToken}
-      token={token}
-      userRole={userRole}
-      userID={userID}
-      keys={null}
-      premiumUser={premiumUser}
-    />
+    <>
+      <DeprecationBanner featureName="The old Usage page" />
+      <Usage
+        accessToken={accessToken}
+        token={token}
+        userRole={userRole}
+        userID={userID}
+        keys={null}
+        premiumUser={premiumUser}
+      />
+    </>
   );
 }
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/playground/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/playground/page.tsx
index c9bca86dc23..bd3c0e31456 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/playground/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/playground/page.tsx
@@ -6,6 +6,7 @@ import ChatUI from "@/app/(dashboard)/playground/components/chat_ui/ChatUI";
 import CompareUI from "@/app/(dashboard)/playground/components/compareUI/CompareUI";
 import ComplianceUI from "@/app/(dashboard)/playground/components/complianceUI/ComplianceUI";
 import { TabGroup, TabList, Tab, TabPanels, TabPanel } from "@tremor/react";
+import { DeprecationBanner } from "@/components/DeprecationBanner";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 import { fetchProxySettings } from "@/utils/proxyUtils";
 
@@ -61,6 +62,7 @@ export default function PlaygroundPage() {
             <ComplianceUI accessToken={accessToken} disabledPersonalKeyCreation={disabledPersonalKeyCreation} />
           </TabPanel>
           <TabPanel className="h-full">
+            <DeprecationBanner featureName="The Playground's Agent Builder" />
             <AgentBuilderView
               accessToken={accessToken}
               token={token}
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/page.tsx
index 59c194b0855..db0c511d083 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/page.tsx
@@ -1,9 +1,15 @@
 "use client";
 
 import PromptsPanel from "./components";
+import { DeprecationBanner } from "@/components/DeprecationBanner";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 export default function Prompts() {
   const { accessToken, userRole } = useAuthorized();
-  return <PromptsPanel accessToken={accessToken} userRole={userRole} />;
+  return (
+    <>
+      <DeprecationBanner featureName="Prompt Management" />
+      <PromptsPanel accessToken={accessToken} userRole={userRole} />
+    </>
+  );
 }
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/workflows/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/workflows/page.tsx
index 4b3d88f44fd..89dd30f7392 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/workflows/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/workflows/page.tsx
@@ -1,9 +1,15 @@
 "use client";
 
 import WorkflowRuns from "./WorkflowRuns";
+import { DeprecationBanner } from "@/components/DeprecationBanner";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 export default function Workflows() {
   const { accessToken } = useAuthorized();
-  return <WorkflowRuns accessToken={accessToken} />;
+  return (
+    <>
+      <DeprecationBanner featureName="Workflows" />
+      <WorkflowRuns accessToken={accessToken} />
+    </>
+  );
 }
diff --git a/ui/litellm-dashboard/src/components/DeprecationBanner.tsx b/ui/litellm-dashboard/src/components/DeprecationBanner.tsx
new file mode 100644
index 00000000000..33c75ec22e3
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/DeprecationBanner.tsx
@@ -0,0 +1,31 @@
+"use client";
+
+import React from "react";
+import Link from "next/link";
+import { Alert } from "antd";
+
+const DEPRECATION_DISCUSSION_URL = "https://github.com/BerriAI/litellm/discussions/32090";
+const DEPRECATION_TARGET_DATE = "September 1, 2026";
+
+interface DeprecationBannerProps {
+  featureName: string;
+}
+
+export const DeprecationBanner: React.FC<DeprecationBannerProps> = ({ featureName }) => (
+  <Alert
+    message={`${featureName} is on a draft deprecation list`}
+    description={
+      <>
+        {`${featureName} is one of several experimental features we're considering removing, potentially as early as ${DEPRECATION_TARGET_DATE}. This list is a draft and is not final. If you rely on this feature, please share feedback on the `}
+        <Link href={DEPRECATION_DISCUSSION_URL} target="_blank" rel="noopener noreferrer">
+          deprecation discussion
+        </Link>
+        .
+      </>
+    }
+    type="info"
+    showIcon
+    closable
+    style={{ marginBottom: 16 }}
+  />
+);
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/MCPNetworkSettings.tsx b/ui/litellm-dashboard/src/components/mcp_tools/MCPNetworkSettings.tsx
index 2fc9e91e0c1..00323465731 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/MCPNetworkSettings.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/MCPNetworkSettings.tsx
@@ -1,6 +1,7 @@
 import React, { useState, useEffect } from "react";
 import { Select, Button, Card, Typography, Spin, Tag } from "antd";
 import { SaveOutlined, PlusOutlined } from "@ant-design/icons";
+import { DeprecationBanner } from "../DeprecationBanner";
 import {
   getGeneralSettingsCall,
   updateConfigFieldSetting,
@@ -93,6 +94,7 @@ const MCPNetworkSettings: React.FC<MCPNetworkSettingsProps> = ({ accessToken })
 
   return (
     <div className="space-y-6 p-4">
+      <DeprecationBanner featureName="MCP Network Settings and the internal-network-only flag" />
       <div>
         <Text className="text-lg font-semibold">Private IP Ranges</Text>
         <p className="text-sm text-gray-500 mt-1">

From 7148c7c53d5cdd57178df3e2d616d987f7119e10 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Mon, 6 Jul 2026 12:53:00 -0700
Subject: [PATCH 030/370] fix(proxy): stop CacheCodec dropping null fields on
 cache round-trip (#32207)

CacheCodec.serialize dumped cached Pydantic models with model_dump(exclude_none=True), which drops any None-valued key, while deserialize does a strict model_validate. For a model with a required-but-nullable field (Optional[X] with no default), a None value is dropped on write and then fails model_validate on read with "Field required", so the entry can never be read back; that is a permanent cache miss, and in readers that rebuild the model from the raw cached dict an uncaught ValidationError that surfaces to the client as a 401

Removing exclude_none makes serialize and deserialize a lossless pair, so None fields are written as null and survive the round trip. LiteLLM_ManagedVectorStoresTable, the one cached model still carrying required-nullable fields and mis-caching on every read today, also gets the None defaults its peers already have
---
 litellm/models/managed_files.py               | 18 +++----
 .../common_utils/cache_pydantic_utils.py      |  8 +--
 .../proxy/common_utils/test_cache_codec.py    | 52 +++++++++++++++++--
 3 files changed, 60 insertions(+), 18 deletions(-)

diff --git a/litellm/models/managed_files.py b/litellm/models/managed_files.py
index 24154768860..99ba764dd98 100644
--- a/litellm/models/managed_files.py
+++ b/litellm/models/managed_files.py
@@ -51,12 +51,12 @@ class LiteLLM_ManagedVectorStoreTable(LiteLLMPydanticObjectBase):
 class LiteLLM_ManagedVectorStoresTable(LiteLLMPydanticObjectBase):
     vector_store_id: str
     custom_llm_provider: str
-    vector_store_name: Optional[str]
-    vector_store_description: Optional[str]
-    vector_store_metadata: Optional[Dict[str, Any]]
-    created_at: Optional[datetime]
-    updated_at: Optional[datetime]
-    litellm_credential_name: Optional[str]
-    litellm_params: Optional[Dict[str, Any]]
-    team_id: Optional[str]
-    user_id: Optional[str]
+    vector_store_name: Optional[str] = None
+    vector_store_description: Optional[str] = None
+    vector_store_metadata: Optional[Dict[str, Any]] = None
+    created_at: Optional[datetime] = None
+    updated_at: Optional[datetime] = None
+    litellm_credential_name: Optional[str] = None
+    litellm_params: Optional[Dict[str, Any]] = None
+    team_id: Optional[str] = None
+    user_id: Optional[str] = None
diff --git a/litellm/proxy/common_utils/cache_pydantic_utils.py b/litellm/proxy/common_utils/cache_pydantic_utils.py
index 25d33a0aa52..f57f6a299ae 100644
--- a/litellm/proxy/common_utils/cache_pydantic_utils.py
+++ b/litellm/proxy/common_utils/cache_pydantic_utils.py
@@ -42,7 +42,7 @@ def serialize(value: Any, model_type: Optional[Type[T]] = None) -> Any:
         Encode a value for DualCache / Redis (``json.dumps``-safe).
 
         If ``model_type`` is set, the payload is validated with that model, then
-        ``model_dump(mode="json", exclude_none=True)`` — symmetric with ``deserialize``.
+        ``model_dump(mode="json")`` — symmetric with ``deserialize``.
 
         If the value is already an instance of ``model_type`` (or a subclass),
         ``model_validate`` is skipped to avoid an unnecessary Pydantic copy — the
@@ -54,12 +54,12 @@ def serialize(value: Any, model_type: Optional[Type[T]] = None) -> Any:
         if model_type is not None:
             if isinstance(value, model_type):
                 # Already the right type: dump directly, skip re-validation copy.
-                return value.model_dump(mode="json", exclude_none=True)
+                return value.model_dump(mode="json")
             if isinstance(value, (dict, BaseModel)):
-                return model_type.model_validate(value).model_dump(mode="json", exclude_none=True)
+                return model_type.model_validate(value).model_dump(mode="json")
             return value
         if isinstance(value, BaseModel):
-            return value.model_dump(mode="json", exclude_none=True)
+            return value.model_dump(mode="json")
         return value
 
     @staticmethod
diff --git a/tests/test_litellm/proxy/common_utils/test_cache_codec.py b/tests/test_litellm/proxy/common_utils/test_cache_codec.py
index 044d4c2d1a7..ded35227971 100644
--- a/tests/test_litellm/proxy/common_utils/test_cache_codec.py
+++ b/tests/test_litellm/proxy/common_utils/test_cache_codec.py
@@ -1,10 +1,11 @@
 import logging
-from typing import Optional
+from typing import Any, Dict, Optional
 from unittest.mock import patch
 
 import pytest
 from pydantic import BaseModel, ValidationError
 
+from litellm.models.managed_files import LiteLLM_ManagedVectorStoresTable
 from litellm.proxy.common_utils.cache_pydantic_utils import CacheCodec
 
 
@@ -17,6 +18,11 @@ class _SampleSubModel(_SampleModel):
     pass
 
 
+class _RequiredNullableModel(BaseModel):
+    id: str
+    budget_table: Optional[Dict[str, Any]]
+
+
 class TestCacheCodecSerialize:
     def test_without_model_type_base_model_dumped_json_safe(self):
         m = _SampleModel(name="a", count=1)
@@ -37,12 +43,12 @@ def test_with_model_type_dict_validated_and_dumped(self):
     def test_with_model_type_base_model_validated_and_dumped(self):
         m = _SampleModel(name="c", count=None)
         out = CacheCodec.serialize(m, model_type=_SampleModel)
-        assert out == {"name": "c"}
+        assert out == {"name": "c", "count": None}
 
-    def test_with_model_type_exclude_none_on_dump(self):
+    def test_with_model_type_none_field_preserved_on_dump(self):
         out = CacheCodec.serialize({"name": "d"}, model_type=_SampleModel)
-        assert out == {"name": "d"}
-        assert "count" not in out
+        assert out == {"name": "d", "count": None}
+        assert "count" in out
 
     def test_with_model_type_non_dict_non_model_passthrough(self):
         assert CacheCodec.serialize("raw", model_type=_SampleModel) == "raw"
@@ -124,3 +130,39 @@ def test_invalid_dict_returns_none_and_logs_warning(self, caplog):
             for r in caplog.records
             if r.levelno >= logging.WARNING
         ), f"Expected deserialize validation warning. Records: {[r.message for r in caplog.records]}"
+
+
+class TestCacheCodecRoundTripPreservesNoneFields:
+    def test_none_value_kept_as_null_not_dropped(self):
+        out = CacheCodec.serialize(
+            _RequiredNullableModel(id="x", budget_table=None),
+            model_type=_RequiredNullableModel,
+        )
+        assert out == {"id": "x", "budget_table": None}
+        assert "budget_table" in out
+
+    def test_required_nullable_none_field_survives_round_trip(self):
+        original = _RequiredNullableModel(id="x", budget_table=None)
+        wire = CacheCodec.serialize(original, model_type=_RequiredNullableModel)
+        restored = CacheCodec.deserialize(wire, model_type=_RequiredNullableModel)
+        assert restored == original
+
+    def test_managed_vector_store_row_round_trips_with_optional_fields_none(self):
+        vs = LiteLLM_ManagedVectorStoresTable(
+            vector_store_id="vs_1",
+            custom_llm_provider="openai",
+            vector_store_name=None,
+            vector_store_description=None,
+            vector_store_metadata=None,
+            created_at=None,
+            updated_at=None,
+            litellm_credential_name=None,
+            litellm_params=None,
+            team_id=None,
+            user_id=None,
+        )
+        wire = CacheCodec.serialize(vs, model_type=LiteLLM_ManagedVectorStoresTable)
+        assert wire.get("vector_store_name", "MISSING") is None
+        assert wire.get("team_id", "MISSING") is None
+        restored = CacheCodec.deserialize(wire, model_type=LiteLLM_ManagedVectorStoresTable)
+        assert restored == vs

From f628b41400f3fd35f127cba7b102ab622e3b010e Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Mon, 6 Jul 2026 13:00:30 -0700
Subject: [PATCH 031/370] feat(complexity_router): add
 custom_technical_keywords config (#32262)

---
 .../complexity_router/complexity_router.py    | 13 ++-
 .../complexity_router/config.py               |  9 ++
 .../router_strategy/test_complexity_router.py | 84 +++++++++++++++++++
 .../add_model/ComplexityRouterConfig.test.tsx | 40 ++++++++-
 .../add_model/ComplexityRouterConfig.tsx      | 37 +++++++-
 .../add_model/add_auto_router_tab.tsx         |  5 ++
 6 files changed, 185 insertions(+), 3 deletions(-)

diff --git a/litellm/router_strategy/complexity_router/complexity_router.py b/litellm/router_strategy/complexity_router/complexity_router.py
index 9a1d845dd65..4f9135ad9ed 100644
--- a/litellm/router_strategy/complexity_router/complexity_router.py
+++ b/litellm/router_strategy/complexity_router/complexity_router.py
@@ -32,6 +32,14 @@
     PreRoutingHookResponse = Any
 
 
+def _append_custom_keywords(base_keywords: list[str], custom_keywords: Optional[list[str]]) -> list[str]:
+    if not custom_keywords:
+        return base_keywords
+    base_lowered = frozenset(keyword.lower() for keyword in base_keywords)
+    deduped_custom = {keyword.lower(): keyword for keyword in custom_keywords if keyword.lower() not in base_lowered}
+    return [*base_keywords, *deduped_custom.values()]
+
+
 class DimensionScore:
     """Represents a score for a single dimension with optional signal."""
 
@@ -90,7 +98,10 @@ def __init__(
         # Build effective keyword lists (use config overrides or defaults)
         self.code_keywords = self.config.code_keywords or DEFAULT_CODE_KEYWORDS
         self.reasoning_keywords = self.config.reasoning_keywords or DEFAULT_REASONING_KEYWORDS
-        self.technical_keywords = self.config.technical_keywords or DEFAULT_TECHNICAL_KEYWORDS
+        self.technical_keywords = _append_custom_keywords(
+            self.config.technical_keywords or DEFAULT_TECHNICAL_KEYWORDS,
+            self.config.custom_technical_keywords,
+        )
         self.simple_keywords = self.config.simple_keywords or DEFAULT_SIMPLE_KEYWORDS
 
         # Pre-compile regex patterns for efficiency
diff --git a/litellm/router_strategy/complexity_router/config.py b/litellm/router_strategy/complexity_router/config.py
index a8a21e3f30b..ae04d5fc5d4 100644
--- a/litellm/router_strategy/complexity_router/config.py
+++ b/litellm/router_strategy/complexity_router/config.py
@@ -237,6 +237,15 @@ class ComplexityRouterConfig(BaseModel):
         default=None,
         description="Keywords indicating technical content",
     )
+    custom_technical_keywords: Optional[list[str]] = Field(
+        default=None,
+        description=(
+            "Domain-specific technical keywords appended to the effective base list "
+            "(technical_keywords if set, otherwise DEFAULT_TECHNICAL_KEYWORDS). "
+            "Order is preserved; duplicates are removed case-insensitively against "
+            "the base list and within this list."
+        ),
+    )
     simple_keywords: Optional[List[str]] = Field(
         default=None,
         description="Keywords indicating simple/basic queries",
diff --git a/tests/test_litellm/router_strategy/test_complexity_router.py b/tests/test_litellm/router_strategy/test_complexity_router.py
index e68ea863d82..d4a7da86734 100644
--- a/tests/test_litellm/router_strategy/test_complexity_router.py
+++ b/tests/test_litellm/router_strategy/test_complexity_router.py
@@ -22,6 +22,7 @@
 )
 from litellm.router_strategy.complexity_router.config import (
     DEFAULT_COMPLEXITY_CONFIG,
+    DEFAULT_TECHNICAL_KEYWORDS,
     ComplexityRouterConfig,
     ComplexityTier,
 )
@@ -468,6 +469,89 @@ def test_custom_token_thresholds(self, mock_router_instance):
         ), f"Expected 'long' signal, got {signals}"
 
 
+class TestCustomTechnicalKeywords:
+    """Test the custom_technical_keywords config option."""
+
+    def test_custom_keywords_appended_to_defaults(self, mock_router_instance):
+        """Custom keywords should be appended to the default technical keywords."""
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config={"custom_technical_keywords": ["udp", "kafka"]},
+        )
+        assert router.technical_keywords == DEFAULT_TECHNICAL_KEYWORDS + ["udp", "kafka"]
+
+    def test_custom_keywords_appended_to_technical_keywords_override(
+        self, mock_router_instance
+    ):
+        """Custom keywords should be appended to a technical_keywords override."""
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config={
+                "technical_keywords": ["quantum", "photonics"],
+                "custom_technical_keywords": ["udp"],
+            },
+        )
+        assert router.technical_keywords == ["quantum", "photonics", "udp"]
+
+    def test_custom_keywords_deduplicated_case_insensitively(self, mock_router_instance):
+        """Duplicates against the base list and within the custom list should be dropped."""
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config={
+                "custom_technical_keywords": ["TCP", "udp", "UDP", "kafka"]
+            },
+        )
+        lowered = [kw.lower() for kw in router.technical_keywords]
+        assert lowered == [kw.lower() for kw in DEFAULT_TECHNICAL_KEYWORDS] + [
+            "udp",
+            "kafka",
+        ]
+
+    def test_no_custom_keywords_leaves_defaults_unchanged(self, mock_router_instance):
+        """Absent or None custom_technical_keywords should leave the keyword list identical."""
+        router_absent = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config={"tiers": {"MEDIUM": "gpt-4o"}},
+        )
+        router_none = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config={"custom_technical_keywords": None},
+        )
+        assert router_absent.technical_keywords == DEFAULT_TECHNICAL_KEYWORDS
+        assert router_none.technical_keywords == DEFAULT_TECHNICAL_KEYWORDS
+
+    def test_prompt_with_only_custom_keywords_scores_technical(
+        self, mock_router_instance, basic_config
+    ):
+        """A prompt matching only custom keywords should score higher on technicalTerms."""
+        prompt = "Configure udp multicast between kafka brokers"
+        baseline_router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config=basic_config,
+        )
+        custom_router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config={
+                **basic_config,
+                "custom_technical_keywords": ["UDP", "Kafka"],
+            },
+        )
+        _, baseline_score, baseline_signals = baseline_router.classify(prompt)
+        _, custom_score, custom_signals = custom_router.classify(prompt)
+        assert not any("technical" in s.lower() for s in baseline_signals)
+        assert any(
+            "technical" in s.lower() for s in custom_signals
+        ), f"Expected technical signal, got {custom_signals}"
+        assert custom_score > baseline_score
+
+
 class TestAsyncPreRoutingHookEdgeCases:
     """Test edge cases for async_pre_routing_hook method."""
 
diff --git a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx
index 9fe39a0ad50..5de9ad17208 100644
--- a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx
@@ -1,4 +1,5 @@
-import { renderWithProviders, screen } from "../../../tests/test-utils";
+import { renderWithProviders, screen, within } from "../../../tests/test-utils";
+import userEvent from "@testing-library/user-event";
 import { vi } from "vitest";
 import ComplexityRouterConfig from "./ComplexityRouterConfig";
 
@@ -49,4 +50,41 @@ describe("ComplexityRouterConfig", () => {
     expect(screen.getByText(/Score 0.35 - 0.60/)).toBeInTheDocument();
     expect(screen.getByText(/Score > 0.60/)).toBeInTheDocument();
   });
+
+  it("should render the custom technical keywords field", () => {
+    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultTiers} onChange={vi.fn()} />);
+    expect(screen.getByText("Custom Technical Keywords")).toBeInTheDocument();
+  });
+
+  it("should display existing custom technical keywords as tags", () => {
+    renderWithProviders(
+      <ComplexityRouterConfig
+        modelInfo={mockModelInfo}
+        value={defaultTiers}
+        onChange={vi.fn()}
+        customTechnicalKeywords={["udp", "kafka"]}
+        onCustomTechnicalKeywordsChange={vi.fn()}
+      />,
+    );
+    expect(screen.getByText("udp")).toBeInTheDocument();
+    expect(screen.getByText("kafka")).toBeInTheDocument();
+  });
+
+  it("should call onCustomTechnicalKeywordsChange when a keyword is entered", async () => {
+    const user = userEvent.setup();
+    const onCustomTechnicalKeywordsChange = vi.fn();
+    renderWithProviders(
+      <ComplexityRouterConfig
+        modelInfo={mockModelInfo}
+        value={defaultTiers}
+        onChange={vi.fn()}
+        customTechnicalKeywords={[]}
+        onCustomTechnicalKeywordsChange={onCustomTechnicalKeywordsChange}
+      />,
+    );
+    const keywordsCard = screen.getByText("Custom Technical Keywords").closest(".ant-card") as HTMLElement;
+    const input = within(keywordsCard).getByRole("combobox");
+    await user.type(input, "udp,");
+    expect(onCustomTechnicalKeywordsChange).toHaveBeenCalledWith(["udp"]);
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
index d826f3df32c..5cf97114169 100644
--- a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
@@ -16,6 +16,8 @@ interface ComplexityRouterConfigProps {
   modelInfo: ModelGroup[];
   value: ComplexityTiers;
   onChange: (tiers: ComplexityTiers) => void;
+  customTechnicalKeywords?: string[];
+  onCustomTechnicalKeywordsChange?: (keywords: string[]) => void;
 }
 
 const TIER_DESCRIPTIONS: Record<keyof ComplexityTiers, { label: string; description: string; examples: string }> = {
@@ -41,7 +43,13 @@ const TIER_DESCRIPTIONS: Record<keyof ComplexityTiers, { label: string; descript
   },
 };
 
-const ComplexityRouterConfig: React.FC<ComplexityRouterConfigProps> = ({ modelInfo, value, onChange }) => {
+const ComplexityRouterConfig: React.FC<ComplexityRouterConfigProps> = ({
+  modelInfo,
+  value,
+  onChange,
+  customTechnicalKeywords,
+  onCustomTechnicalKeywordsChange,
+}) => {
   // Prepare model options for dropdowns
   const modelOptions = modelInfo.map((model) => ({
     value: model.model_group,
@@ -105,6 +113,33 @@ const ComplexityRouterConfig: React.FC<ComplexityRouterConfigProps> = ({ modelIn
 
       <Divider />
 
+      <Card>
+        <div className="flex items-center gap-2 mb-2">
+          <Text strong style={{ fontSize: 16 }}>
+            Custom Technical Keywords
+          </Text>
+          <Tooltip title="Domain-specific terms appended to the built-in technical keyword list. Prompts containing these terms score higher on the technical dimension and route to more capable models.">
+            <InfoCircleOutlined className="text-gray-400" />
+          </Tooltip>
+        </div>
+        <Text type="secondary" style={{ display: "block", marginBottom: 8, fontSize: 12 }}>
+          Optional: add terms the built-in list misses (e.g., udp, kafka, terraform)
+        </Text>
+        <AntdSelect
+          mode="tags"
+          value={customTechnicalKeywords ?? []}
+          onChange={(keywords: string[]) => onCustomTechnicalKeywordsChange?.(keywords)}
+          placeholder="Type a keyword and press Enter, or paste a comma-separated list"
+          tokenSeparators={[","]}
+          open={false}
+          suffixIcon={null}
+          style={{ width: "100%" }}
+          allowClear
+        />
+      </Card>
+
+      <Divider />
+
       <Card className="bg-gray-50">
         <Text strong style={{ display: "block", marginBottom: 8 }}>
           How Classification Works
diff --git a/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx b/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx
index 5c44b260e84..1714cfb3907 100644
--- a/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx
@@ -55,6 +55,8 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({ form, handleOk, acc
     REASONING: "",
   });
 
+  const [customTechnicalKeywords, setCustomTechnicalKeywords] = useState<string[]>([]);
+
   useEffect(() => {
     const fetchModelAccessGroups = async () => {
       const response = await modelAvailableCall(accessToken, "", "", false, null, true, true);
@@ -127,6 +129,7 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({ form, handleOk, acc
             model_type: "complexity_router",
             complexity_router_config: {
               tiers: complexityTiers,
+              ...(customTechnicalKeywords.length > 0 && { custom_technical_keywords: customTechnicalKeywords }),
             },
             model_access_group: currentFormValues.model_access_group,
           };
@@ -280,6 +283,8 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({ form, handleOk, acc
                 onChange={(tiers) => {
                   setComplexityTiers(tiers);
                 }}
+                customTechnicalKeywords={customTechnicalKeywords}
+                onCustomTechnicalKeywordsChange={setCustomTechnicalKeywords}
               />
             </div>
           ) : (

From b487a80f4cf24c2d21c9b6d606e11cb3b44b6bec Mon Sep 17 00:00:00 2001
From: "devin-ai-integration[bot]"
 <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Mon, 6 Jul 2026 13:30:38 -0700
Subject: [PATCH 032/370] fix(security): hash Bearer-prefixed API keys in spend
 logs (#31799)

* fix(security): hash Bearer-prefixed API keys in spend logs

The safety-net hash in get_logging_payload only checked for keys
starting with 'sk-', missing keys that arrived as 'Bearer sk-...'.
This caused plaintext API keys to be stored in SpendLogs for failed
requests while successful requests correctly stored SHA256 hashes.

Adds _hash_api_key_for_spend_log that strips the Bearer prefix
before hashing, applied to both the api_key column and the
metadata.user_api_key field in spend log payloads.

* fix: strip Bearer prefix from non-sk keys in spend log fallback path

---------

Co-authored-by: devin-ai-integration[bot] <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 .../spend_tracking/spend_tracking_utils.py    | 14 +++-
 .../test_spend_tracking_utils.py              | 84 +++++++++++++++++++
 2 files changed, 95 insertions(+), 3 deletions(-)

diff --git a/litellm/proxy/spend_tracking/spend_tracking_utils.py b/litellm/proxy/spend_tracking/spend_tracking_utils.py
index 4dd897eba54..d3642cb12a4 100644
--- a/litellm/proxy/spend_tracking/spend_tracking_utils.py
+++ b/litellm/proxy/spend_tracking/spend_tracking_utils.py
@@ -55,6 +55,13 @@ def _get_max_string_length_prompt_in_db() -> int:
         return DEFAULT_MAX_STRING_LENGTH_PROMPT_IN_DB
 
 
+def _hash_api_key_for_spend_log(api_key: str) -> str:
+    stripped = api_key[7:] if api_key[:7].lower() == "bearer " else api_key
+    if stripped.startswith("sk-"):
+        return hash_token(stripped)
+    return stripped
+
+
 def _is_master_key(api_key: Optional[str], _master_key: Optional[str]) -> bool:
     """
     Raw-only constant-time master-key comparison. The hashed form is never
@@ -120,6 +127,9 @@ def _get_spend_logs_metadata(
             key: metadata.get(key) for key in SpendLogsMetadata.__annotations__.keys()
         }
     )
+    raw_user_api_key = clean_metadata.get("user_api_key")
+    if raw_user_api_key is not None and isinstance(raw_user_api_key, str):
+        clean_metadata["user_api_key"] = _hash_api_key_for_spend_log(raw_user_api_key)
     clean_metadata["applied_guardrails"] = applied_guardrails
     clean_metadata["batch_models"] = batch_models
     clean_metadata["mcp_tool_call_metadata"] = mcp_tool_call_metadata
@@ -281,9 +291,7 @@ def get_logging_payload(kwargs, response_obj, start_time, end_time) -> SpendLogs
         standard_logging_completion_tokens = standard_logging_payload.get("completion_tokens", 0)
         standard_logging_total_tokens = standard_logging_payload.get("total_tokens", 0)
     if api_key is not None and isinstance(api_key, str):
-        if api_key.startswith("sk-"):
-            # hash the api_key
-            api_key = hash_token(api_key)
+        api_key = _hash_api_key_for_spend_log(api_key)
 
     if (
         standard_logging_payload is not None
diff --git a/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py b/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py
index 874e0654a1f..39b5e120c48 100644
--- a/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py
+++ b/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py
@@ -29,6 +29,7 @@
     _get_response_for_spend_logs_payload,
     _get_spend_logs_metadata,
     _get_vector_store_request_for_spend_logs_payload,
+    _hash_api_key_for_spend_log,
     _is_master_key,
     _redact_prompt_leaks_in_error_string,
     _sanitize_error_information_for_spend_logs,
@@ -2229,3 +2230,86 @@ def test_get_logging_payload_cache_hit_keeps_raw_litellm_call_id():
     assert json.loads(payload["metadata"])["litellm_call_id"] == trace_call_id
     assert "_cache_hit" in payload["request_id"]
     assert json.loads(payload["metadata"])["litellm_call_id"] != payload["request_id"]
+
+
+class TestHashApiKeyForSpendLog:
+    """Regression: plaintext API keys with Bearer prefix were stored in
+    SpendLogs for failed requests (LIT-4121)"""
+
+    def test_bearer_prefixed_sk_key_is_hashed(self):
+        raw = "Bearer sk-WLi4iRn4JmbVlTaYw12IOA"
+        result = _hash_api_key_for_spend_log(raw)
+        assert not result.startswith("Bearer")
+        assert not result.startswith("sk-")
+        assert len(result) == 64
+
+    def test_bare_sk_key_is_hashed(self):
+        raw = "sk-WLi4iRn4JmbVlTaYw12IOA"
+        result = _hash_api_key_for_spend_log(raw)
+        assert not result.startswith("sk-")
+        assert len(result) == 64
+
+    def test_bearer_lowercase_is_handled(self):
+        raw = "bearer sk-WLi4iRn4JmbVlTaYw12IOA"
+        result = _hash_api_key_for_spend_log(raw)
+        assert not result.startswith("bearer")
+        assert not result.startswith("sk-")
+        assert len(result) == 64
+
+    def test_already_hashed_key_unchanged(self):
+        hashed = "bcfe8173f5447f10be0e7fb37aaa8b97829d5c9e0498232152f9d123456789ab"
+        assert _hash_api_key_for_spend_log(hashed) == hashed
+
+    def test_bearer_prefixed_non_sk_key_strips_prefix(self):
+        raw = "Bearer some-other-token-format"
+        result = _hash_api_key_for_spend_log(raw)
+        assert result == "some-other-token-format"
+        assert not result.startswith("Bearer")
+
+    def test_bearer_and_bare_produce_same_hash(self):
+        bare = "sk-WLi4iRn4JmbVlTaYw12IOA"
+        bearer = "Bearer sk-WLi4iRn4JmbVlTaYw12IOA"
+        assert _hash_api_key_for_spend_log(bare) == _hash_api_key_for_spend_log(bearer)
+
+
+@patch("litellm.proxy.proxy_server.master_key", None)
+@patch("litellm.proxy.proxy_server.general_settings", {})
+def test_get_logging_payload_hashes_bearer_prefixed_api_key():
+    """Regression for LIT-4121: failed-request spend logs stored plaintext
+    'Bearer sk-...' in both the api_key column and metadata.user_api_key"""
+    raw_key = "Bearer sk-WLi4iRn4JmbVlTaYw12IOA"
+
+    kwargs = {
+        "model": "openai/gpt-4.1",
+        "call_type": "acompletion",
+        "litellm_params": {
+            "metadata": {
+                "user_api_key": raw_key,
+                "user_api_key_user_id": "test_user",
+                "user_api_key_team_id": "test_team",
+                "status": "failure",
+            }
+        },
+    }
+
+    payload = get_logging_payload(
+        kwargs=kwargs,
+        response_obj=Exception("model error"),
+        start_time=datetime.datetime.now(timezone.utc),
+        end_time=datetime.datetime.now(timezone.utc),
+    )
+
+    assert not payload["api_key"].startswith("Bearer"), (
+        f"api_key column contains plaintext Bearer key: {payload['api_key']}"
+    )
+    assert not payload["api_key"].startswith("sk-"), (
+        f"api_key column contains unhashed key: {payload['api_key']}"
+    )
+
+    metadata_dict = json.loads(payload["metadata"])
+    assert not metadata_dict["user_api_key"].startswith("Bearer"), (
+        f"metadata user_api_key contains plaintext Bearer key: {metadata_dict['user_api_key']}"
+    )
+    assert not metadata_dict["user_api_key"].startswith("sk-"), (
+        f"metadata user_api_key contains unhashed key: {metadata_dict['user_api_key']}"
+    )

From 24082bc07d37aa912d4a9c48e92679de00364dbe Mon Sep 17 00:00:00 2001
From: mubashir1osmani <mubashir.osmani777@gmail.com>
Date: Mon, 6 Jul 2026 14:02:05 -0700
Subject: [PATCH 033/370] test(e2e): probe the full spend read surface
 including schema-hidden routes (#32267)

* fix(e2e): route model management to the control plane and restore Gateway.create_model

The split-transport routing table listed only /model/info as a control-plane
prefix, so /model/new and /model/delete were sent to the data-plane gateway,
which does not serve management routes and 404s them. Every suite that
registers deployments at runtime (llm_translation, batches, access_control)
failed on the split stage deployment because of this. Widen the prefix to
/model/ so all model-management routes reach the control plane while /models
stays on the data plane.

Separately, batch_client.py and several llm_translation tests call
gateway.create_model, but Gateway never had that method, so all 17 batch tests
errored at fixture setup with AttributeError. Add create_model/delete_model to
Gateway (with the optional mode that batches needs) and make EndpointsClient
delegate to it instead of carrying its own copy.

Regression tests cover both: the routing predicate for management vs LLM paths
and the Gateway model-management surface via a typed fake Transport. Both fail
on the previous code

* test(e2e): make the fake transport payload depend on response_type

The recording fake always answered with {"model_id": ...} even when the
caller asked for NoBody, which only validated because pydantic ignores extra
fields by default. Return an empty payload for response types that carry no
fields so a future extra="forbid" on NoBody cannot turn the delete test into
a ValidationError inside the fake

* test(e2e): probe the full spend read surface including schema-hidden routes

The curated spend-route list missed twelve read endpoints, most of them
include_in_schema=False and therefore invisible to the schema-discovery test:
/spend/logs/v2, /spend/logs/session/ui, /global/all_end_users,
/global/activity/exceptions/deployment, and the per-entity daily activity
family (user, user aggregated, team, organization, customer, end_user, tag).
Add them all, verified responsive against the live split stage deployment.

/end_user was missing from CONTROL_PLANE_PREFIXES, so /end_user/daily/activity
would have been routed to the data plane and 404ed like /model/new used to;
add the prefix and pin it plus the daily-activity routes in the transport
routing test.

/provider/budgets stays excluded with a documented reason: it returns 500
whenever router_settings.provider_budget_config is absent, so probing it on a
proxy without provider budget routing configured can never be green
---
 tests/e2e/e2e_gateway.py                      |  40 +++++
 tests/e2e/llm_translation/endpoints_client.py |  37 +----
 tests/e2e/models.py                           |  24 ++-
 .../SPEND_TRACKING_COVERAGE_MATRIX.md         |   4 +
 tests/e2e/spend_tracking/conftest.py          |  41 ++++-
 tests/e2e/spend_tracking/spend_e2e_client.py  |  25 +++
 tests/e2e/spend_tracking/test_spend_routes.py |  19 ++-
 .../spend_tracking/test_spend_tracking_e2e.py | 103 +++++++++++-
 tests/e2e/test_e2e_gateway.py                 | 148 ++++++++++++++++++
 tests/e2e/test_transport.py                   |  52 ++++++
 tests/e2e/transport.py                        |   3 +-
 11 files changed, 457 insertions(+), 39 deletions(-)
 create mode 100644 tests/e2e/test_e2e_gateway.py
 create mode 100644 tests/e2e/test_transport.py

diff --git a/tests/e2e/e2e_gateway.py b/tests/e2e/e2e_gateway.py
index a67ea594a71..055d06d1c79 100644
--- a/tests/e2e/e2e_gateway.py
+++ b/tests/e2e/e2e_gateway.py
@@ -9,6 +9,7 @@
 from __future__ import annotations
 
 import time
+import warnings
 from collections.abc import Callable
 from dataclasses import dataclass
 
@@ -18,6 +19,7 @@
     Result,
     StreamingResponse,
     Success,
+    is_ok,
     unwrap,
 )
 from models import (
@@ -32,8 +34,14 @@
     KeyInfo,
     KeyInfoParams,
     KeyInfoResponse,
+    LiteLLMParamsBody,
+    ModelDeleteBody,
+    ModelInfoBody,
     ModelInfoEntry,
     ModelInfoResponse,
+    ModelMode,
+    ModelNewBody,
+    ModelNewResponse,
     OcrBody,
     OcrResponse,
     SpendLogRow,
@@ -111,6 +119,38 @@ def model_info(self) -> list[ModelInfoEntry]:
             )
         ).data
 
+    def create_model(
+        self,
+        model_name: str,
+        litellm_params: LiteLLMParamsBody,
+        mode: ModelMode | None = None,
+    ) -> str:
+        """Register a deployment under `model_name` (id == model_name) and return the
+        model_id. add_deployment runs synchronously in /model/new, so the model is
+        callable as soon as this returns."""
+        return unwrap(
+            self.transport.post(
+                "/model/new",
+                headers=self.transport.master,
+                json=ModelNewBody(
+                    model_name=model_name,
+                    litellm_params=litellm_params,
+                    model_info=ModelInfoBody(id=model_name, mode=mode),
+                ),
+                response_type=ModelNewResponse,
+            )
+        ).model_id
+
+    def delete_model(self, model_id: str) -> None:
+        result = self.transport.post(
+            "/model/delete",
+            headers=self.transport.master,
+            json=ModelDeleteBody(id=model_id),
+            response_type=NoBody,
+        )
+        if not is_ok(result):
+            warnings.warn(f"delete_model({model_id!r}) failed: {result}", stacklevel=2)
+
     # ---- LLM calls ------------------------------------------------------
 
     def chat(self, key: str, body: ChatBody) -> Result[ChatResponse]:
diff --git a/tests/e2e/llm_translation/endpoints_client.py b/tests/e2e/llm_translation/endpoints_client.py
index 508aa3e9fc6..0ab87472748 100644
--- a/tests/e2e/llm_translation/endpoints_client.py
+++ b/tests/e2e/llm_translation/endpoints_client.py
@@ -14,15 +14,8 @@
 from pydantic import BaseModel
 
 from e2e_gateway import Gateway, build_gateway
-from e2e_http import NoBody, StreamingResponse, is_ok, unwrap
-from models import (
-    ChatMessage,
-    LiteLLMParamsBody,
-    ModelDeleteBody,
-    ModelInfoBody,
-    ModelNewBody,
-    ModelNewResponse,
-)
+from e2e_http import StreamingResponse
+from models import ChatMessage, LiteLLMParamsBody
 
 
 class ResponsesRequest(BaseModel):
@@ -136,32 +129,10 @@ class EndpointsClient:
     gateway: Gateway
 
     def create_model(self, model_name: str, litellm_params: LiteLLMParamsBody) -> str:
-        """Register a deployment under `model_name` (id == model_name) and return the
-        model_id. add_deployment runs synchronously in /model/new, so the model is
-        callable as soon as this returns."""
-        return unwrap(
-            self.gateway.transport.post(
-                "/model/new",
-                headers=self.gateway.transport.master,
-                json=ModelNewBody(
-                    model_name=model_name,
-                    litellm_params=litellm_params,
-                    model_info=ModelInfoBody(id=model_name),
-                ),
-                response_type=ModelNewResponse,
-            )
-        ).model_id
+        return self.gateway.create_model(model_name, litellm_params)
 
     def delete_model(self, model_id: str) -> None:
-        result = self.gateway.transport.post(
-            "/model/delete",
-            headers=self.gateway.transport.master,
-            json=ModelDeleteBody(id=model_id),
-            response_type=NoBody,
-        )
-        if not is_ok(result):
-            import warnings
-            warnings.warn(f"delete_model({model_id!r}) failed: {result}", stacklevel=2)
+        self.gateway.delete_model(model_id)
 
     def _send(self, path: str, key: str, body: BaseModel) -> StreamingResponse:
         return self.gateway.transport.send(
diff --git a/tests/e2e/models.py b/tests/e2e/models.py
index 075880eb126..e5d9d27e114 100644
--- a/tests/e2e/models.py
+++ b/tests/e2e/models.py
@@ -216,6 +216,25 @@ class SpendLogsParams(BaseModel):
     api_key: str | None = None
 
 
+class SpendLogsPageParams(BaseModel):
+    """Query for /spend/logs/v2, which requires an explicit date window and
+    serves pages of at most 100 rows."""
+
+    start_date: str
+    end_date: str
+    page: int
+    page_size: int
+    api_key: str | None = None
+
+
+class SpendLogsPage(BaseModel):
+    data: list[SpendLogRow] = []
+    total: int
+    page: int
+    page_size: int
+    total_pages: int
+
+
 # ---------- spend calculate ----------
 
 
@@ -367,9 +386,12 @@ class LiteLLMParamsBody(BaseModel):
     output_cost_per_token: float | None = None
 
 
+ModelMode = Literal["batch", "realtime", "image_generation"]
+
+
 class ModelInfoBody(BaseModel):
     id: str
-    mode: Literal["batch", "realtime", "image_generation"] | None = None
+    mode: ModelMode | None = None
 
 
 class ModelNewBody(BaseModel):
diff --git a/tests/e2e/spend_tracking/SPEND_TRACKING_COVERAGE_MATRIX.md b/tests/e2e/spend_tracking/SPEND_TRACKING_COVERAGE_MATRIX.md
index 77c0fe06bdb..062ef8d73da 100644
--- a/tests/e2e/spend_tracking/SPEND_TRACKING_COVERAGE_MATRIX.md
+++ b/tests/e2e/spend_tracking/SPEND_TRACKING_COVERAGE_MATRIX.md
@@ -43,6 +43,7 @@ proxy + SpendLogs rows. Status: `covered` / `partial` / `gap`.
 | Tag | `test_update_daily_tag_spend.py` | partial | yes (`test_tag_spend_matches_sum_of_tagged_logs`) |
 | End-user | `test_proxy_update_spend.py` | covered | yes |
 | Spend == sum(logs) consistency | none | gap | yes (key + tag aggregate == sum of rows) |
+| Concurrent increments (one key, parallel writers) | `tests/spend_tracking_tests/test_spend_accuracy_tests.py` (burst) | partial | yes (`test_burst_of_concurrent_calls_loses_no_spend`) |
 
 ## Spend read endpoints (verification surface)
 
@@ -51,6 +52,7 @@ proxy + SpendLogs rows. Status: `covered` / `partial` / `gap`.
 | `/spend/logs` (request_id / api_key) | `test_spend_management_endpoints.py` | covered | yes (primary read path; `test_spend_logs_endpoint_returns_spend` asserts 200 + spend, never 5xx) |
 | `/spend/calculate` | `local_testing/test_spend_calculate_endpoint.py` | covered | yes (`test_spend_calculate_returns_nonzero_cost`) |
 | `/spend/tags` | `test_spend_management_endpoints.py` | partial | yes (tag accuracy test) |
+| `/spend/logs/v2` pagination (total/total_pages/out-of-range) | `test_spend_query_optimization.py` | covered | yes (`test_spend_logs_v2_pagination_caps_pages_and_keeps_total`; filter takes the hashed token, not the raw key) |
 | whole spend GET surface (22 routes) | unit per-handler | partial | yes (`test_spend_routes.py` probes each for 404/5xx) |
 
 ## What this suite pins
@@ -69,6 +71,8 @@ proxy + SpendLogs rows. Status: `covered` / `partial` / `gap`.
 | `test_failure_call_writes_failure_status_row` | failed call -> `status=failure`, `spend=0` |
 | `test_spend_calculate_returns_nonzero_cost` | cost-map smoke (no batch wait) |
 | `test_spend_logs_endpoint_returns_spend` | `/spend/logs` returns 200 + the key's spend, never a 5xx (intermittent-500 regression) |
+| `test_burst_of_concurrent_calls_loses_no_spend` | N parallel calls on one key: N distinct costed rows, key aggregate == sum (no lost increments) |
+| `test_spend_logs_v2_pagination_caps_pages_and_keeps_total` | `/spend/logs/v2` page cap, stable total on out-of-range page, zero total on no-match filter |
 | `test_spend_routes.py` (23) | no spend route 404s or 5xxs |
 
 ## Design + timing
diff --git a/tests/e2e/spend_tracking/conftest.py b/tests/e2e/spend_tracking/conftest.py
index 1d01ab3d17a..0e80764236b 100644
--- a/tests/e2e/spend_tracking/conftest.py
+++ b/tests/e2e/spend_tracking/conftest.py
@@ -1,16 +1,55 @@
-"""Spend-tracking suite's `client` fixture.
+"""Spend-tracking suite's `client` fixture and driver-model registration.
 
 The shared lifecycle (resources/scoped_key), proxy liveness skip, and e2e marker
 live in the parent tests/e2e/conftest.py. SpendClient exposes the shared Gateway
 (GatewayProvider), so the `resources` fixture cleans up keys and customers this
 suite creates.
+
+The suite drives real calls through three deployments. On the stage gateway they
+are baked into the proxy config; on a local dev proxy they usually are not, so
+`driver_models` registers whichever are missing via /model/new and deletes only
+the ones it created, never a config-baked deployment. Each registration carries
+the provider key from the test runner's env when set (so a local proxy whose
+container env lacks the key still works); otherwise it falls back to an
+os.environ reference resolved from the proxy's own env, the stage convention.
 """
 
+import os
+from typing import Iterator
+
 import pytest
 
+from models import LiteLLMParamsBody
 from spend_e2e_client import SpendClient, build_client
 
 
+def _driver_params(provider_model: str, env_var: str) -> LiteLLMParamsBody:
+    return LiteLLMParamsBody(
+        model=provider_model,
+        api_key=os.environ.get(env_var) or f"os.environ/{env_var}",
+    )
+
+
+DRIVER_MODELS: tuple[tuple[str, str, str], ...] = (
+    ("gemini-2.5-flash", "gemini/gemini-2.5-flash", "GEMINI_API_KEY"),
+    ("claude-haiku-4-5", "anthropic/claude-haiku-4-5", "ANTHROPIC_API_KEY"),
+    ("openai-text-embedding-3-small", "openai/text-embedding-3-small", "OPENAI_API_KEY"),
+)
+
+
 @pytest.fixture(scope="session")
 def client() -> SpendClient:
     return build_client()
+
+
+@pytest.fixture(scope="session", autouse=True)
+def driver_models(client: SpendClient) -> Iterator[None]:
+    existing = frozenset(entry.model_name for entry in client.gateway.model_info())
+    created = tuple(
+        client.gateway.create_model(name, _driver_params(provider_model, env_var))
+        for name, provider_model, env_var in DRIVER_MODELS
+        if name not in existing
+    )
+    yield
+    for model_id in created:
+        client.gateway.delete_model(model_id)
diff --git a/tests/e2e/spend_tracking/spend_e2e_client.py b/tests/e2e/spend_tracking/spend_e2e_client.py
index 4f3bc9a461e..c4991199187 100644
--- a/tests/e2e/spend_tracking/spend_e2e_client.py
+++ b/tests/e2e/spend_tracking/spend_e2e_client.py
@@ -15,6 +15,7 @@
 import time
 from collections.abc import Callable
 from dataclasses import dataclass
+from datetime import datetime, timedelta, timezone
 
 from e2e_config import unique_marker
 from e2e_http import (
@@ -39,6 +40,8 @@
     SpendCalculateBody,
     SpendCalculateResponse,
     SpendLogRow,
+    SpendLogsPage,
+    SpendLogsPageParams,
     SpendTagsResponse,
     TagSpend,
 )
@@ -180,6 +183,28 @@ def poll_key_spend(self, key: str, *, minimum: float = 0.0) -> float:
             time.sleep(self.gateway.poll_interval)
         return spend
 
+    def spend_logs_page(
+        self, *, api_key: str | None, page: int, page_size: int
+    ) -> SpendLogsPage:
+        """One page of /spend/logs/v2 over a window wide enough to contain every
+        row this test run wrote (the endpoint requires explicit dates)."""
+        now = datetime.now(timezone.utc)
+        fmt = "%Y-%m-%d %H:%M:%S"
+        return unwrap(
+            self.gateway.transport.get(
+                "/spend/logs/v2",
+                headers=self.gateway.transport.master,
+                params=SpendLogsPageParams(
+                    start_date=(now - timedelta(days=1)).strftime(fmt),
+                    end_date=(now + timedelta(days=1)).strftime(fmt),
+                    page=page,
+                    page_size=page_size,
+                    api_key=api_key,
+                ),
+                response_type=SpendLogsPage,
+            )
+        )
+
     def probe(self, path: str, *, params: DateRangeParams) -> ProbeResult:
         return self.gateway.transport.probe(path, params=params)
 
diff --git a/tests/e2e/spend_tracking/test_spend_routes.py b/tests/e2e/spend_tracking/test_spend_routes.py
index e3c96a4d578..9b4eaefae34 100644
--- a/tests/e2e/spend_tracking/test_spend_routes.py
+++ b/tests/e2e/spend_tracking/test_spend_routes.py
@@ -27,13 +27,21 @@
 
 # Verified present and responsive on a live proxy. One per row of the spend
 # surface: key / user / team / org / customer aggregation, model-cost, tags,
-# activity.
+# activity. Most are include_in_schema=False, so keep this list exhaustive by
+# hand; the schema test below only auto-catches the visible minority. Excluded
+# by design: path-param routes (/spend/logs/ui/{request_id}), POST readers
+# (/spend/calculate has its own test, /global/spend/end_users), mutating
+# POSTs (/global/spend/reset, /global/spend/refresh), and /provider/budgets,
+# which 500s whenever router_settings.provider_budget_config is absent, so it
+# is only probeable on a proxy configured with provider budget routing.
 SPEND_ROUTES = (
     "/spend/keys",
     "/spend/users",
     "/spend/tags",
     "/spend/logs",
     "/spend/logs/ui",
+    "/spend/logs/v2",
+    "/spend/logs/session/ui",
     "/global/spend",
     "/global/spend/keys",
     "/global/spend/teams",
@@ -43,9 +51,18 @@
     "/global/spend/tags",
     "/global/spend/logs",
     "/global/spend/all_tag_names",
+    "/global/all_end_users",
     "/global/activity",
     "/global/activity/model",
     "/global/activity/exceptions",
+    "/global/activity/exceptions/deployment",
+    "/user/daily/activity",
+    "/user/daily/activity/aggregated",
+    "/team/daily/activity",
+    "/organization/daily/activity",
+    "/customer/daily/activity",
+    "/end_user/daily/activity",
+    "/tag/daily/activity",
     "/key/list",
     "/user/list",
     "/team/list",
diff --git a/tests/e2e/spend_tracking/test_spend_tracking_e2e.py b/tests/e2e/spend_tracking/test_spend_tracking_e2e.py
index f8ece3c48c1..3495011eab6 100644
--- a/tests/e2e/spend_tracking/test_spend_tracking_e2e.py
+++ b/tests/e2e/spend_tracking/test_spend_tracking_e2e.py
@@ -17,12 +17,13 @@
 
 import time
 from collections.abc import Callable
+from concurrent.futures import ThreadPoolExecutor
 
 import pytest
 
-from e2e_http import Success
+from e2e_http import Result, Success
 from lifecycle import ResourceManager
-from models import SpendLogs, SpendLogsParams
+from models import ChatResponse, SpendLogs, SpendLogsParams
 from spend_e2e_client import SpendClient, SpendLogRow, is_ok, unique_marker, unwrap
 
 pytestmark = pytest.mark.e2e
@@ -202,6 +203,104 @@ def test_key_spend_equals_sum_of_logs(client: SpendClient, scoped_key: str) -> N
     ), f"key aggregate {key_spend} != sum of logs {logs_total}; rows: {_summarize(rows)}"
 
 
+def test_burst_of_concurrent_calls_loses_no_spend(
+    client: SpendClient, scoped_key: str
+) -> None:
+    """Six concurrent calls on one key: every call lands its own spend row under a
+    distinct request_id and the key aggregate equals the sum of the rows.
+    Sequential accuracy is covered by test_key_spend_equals_sum_of_logs; this pins
+    the concurrent increment path (parallel writers racing on one key's counter),
+    where a lost update can never be reproduced by sequential calls."""
+    burst = 6
+
+    def call(idx: int) -> Result[ChatResponse]:
+        return client.chat(
+            scoped_key,
+            "gemini-2.5-flash",
+            f"burst call {idx} {unique_marker()}",
+            max_tokens=16,
+        )
+
+    with ThreadPoolExecutor(max_workers=burst) as pool:
+        results = tuple(pool.map(call, range(burst)))
+    failed = [r for r in results if not is_ok(r)]
+    assert not failed, f"{len(failed)}/{burst} burst calls failed; first: {failed[0]}"
+
+    rows = client.poll_logs_for_key(
+        scoped_key,
+        min_rows=burst,
+        predicate=lambda rs: len([r for r in rs if (r.spend or 0) > 0]) >= burst,
+    )
+    costed = [r for r in rows if (r.spend or 0) > 0]
+    assert len(costed) >= burst, (
+        f"only {len(costed)}/{burst} burst calls produced a costed row - "
+        f"rows lost under concurrency: {_summarize(rows)}"
+    )
+    request_ids = [r.request_id for r in costed]
+    assert len(set(request_ids)) == len(request_ids), (
+        f"concurrent rows collapsed onto shared request_ids: {_summarize(rows)}"
+    )
+
+    logs_total = sum((r.spend or 0) for r in rows)
+    key_spend = client.poll_key_spend(scoped_key, minimum=logs_total * 0.999)
+    assert _approx_equal(key_spend, logs_total), (
+        f"key aggregate {key_spend} != sum of {len(rows)} rows {logs_total} - "
+        f"spend increments lost under concurrency: {_summarize(rows)}"
+    )
+
+
+def test_spend_logs_v2_pagination_caps_pages_and_keeps_total(
+    client: SpendClient, scoped_key: str
+) -> None:
+    """/spend/logs/v2 pagination contract for the key filter: page_size caps the
+    rows returned, total counts every row for the filter (so with page_size=1,
+    total_pages == total), a page past the end returns no rows while reporting
+    the same total (an out-of-range page must not reset the count the UI
+    paginates by), and a filter matching nothing reports zero without erroring.
+
+    Unlike /spend/logs, the v2 filter matches the hashed token exactly as stored
+    on the row (the form the UI passes), not the raw sk- key, so the filter value
+    is read off the rows the poll returned."""
+    for _ in range(2):
+        _ = unwrap(
+            client.chat(
+                scoped_key,
+                "gemini-2.5-flash",
+                f"page fodder {unique_marker()}",
+                max_tokens=16,
+            )
+        )
+    rows = client.poll_logs_for_key(
+        scoped_key, min_rows=2, predicate=lambda rs: sum((r.spend or 0) for r in rs) > 0
+    )
+    hashed_key = rows[0].api_key
+    assert hashed_key, f"polled rows carry no api_key: {_summarize(rows)}"
+
+    first = client.spend_logs_page(api_key=hashed_key, page=1, page_size=1)
+    assert first.total >= 2, f"expected >=2 rows for the key, got total={first.total}"
+    assert len(first.data) == 1, f"page_size=1 returned {len(first.data)} rows"
+    assert first.total_pages == first.total, (
+        f"page_size=1 must give one page per row: "
+        f"total={first.total} total_pages={first.total_pages}"
+    )
+
+    beyond = client.spend_logs_page(
+        api_key=hashed_key, page=first.total_pages + 7, page_size=1
+    )
+    assert beyond.data == [], f"out-of-range page returned rows: {beyond.data}"
+    assert beyond.total == first.total, (
+        f"out-of-range page changed the total: {beyond.total} != {first.total}"
+    )
+
+    nomatch = client.spend_logs_page(
+        api_key=f"sk-no-such-key-{unique_marker()}", page=1, page_size=1
+    )
+    assert nomatch.total == 0 and nomatch.data == [], (
+        f"filter matching nothing must report zero: "
+        f"total={nomatch.total} rows={len(nomatch.data)}"
+    )
+
+
 def test_request_tags_round_trip(client: SpendClient, scoped_key: str) -> None:
     tag = f"e2e-spend-{unique_marker()}"
     _ = unwrap(
diff --git a/tests/e2e/test_e2e_gateway.py b/tests/e2e/test_e2e_gateway.py
new file mode 100644
index 00000000000..a6dcc6112d6
--- /dev/null
+++ b/tests/e2e/test_e2e_gateway.py
@@ -0,0 +1,148 @@
+"""Unit coverage for the Gateway model-management surface (create_model /
+delete_model).
+
+The batches conftest and several llm_translation tests register deployments at
+runtime through gateway.create_model; when that method went missing, every batch
+test errored at fixture setup (AttributeError) before a single request reached
+the proxy. This pins the surface with a typed fake Transport so a rename or
+signature drift fails here instead of in a live stage run.
+"""
+
+from dataclasses import dataclass, field
+
+from pydantic import BaseModel
+
+from batches.batch_client import BatchClient
+from e2e_gateway import Gateway
+from e2e_http import (
+    AuthHeaders,
+    FileUploadForm,
+    ProbeResult,
+    Result,
+    StreamingResponse,
+    Success,
+)
+from models import (
+    LiteLLMParamsBody,
+    ModelDeleteBody,
+    ModelNewBody,
+    ModelNewResponse,
+)
+
+
+@dataclass
+class _RecordingTransport:
+    """Typed fake fulfilling the Transport protocol; records every post and
+    answers with a canned success so the test asserts on what was sent."""
+
+    posts: list[tuple[str, BaseModel]] = field(default_factory=list)
+
+    def post[R: BaseModel](
+        self, path: str, *, headers: BaseModel, json: BaseModel, response_type: type[R]
+    ) -> Result[R]:
+        self.posts.append((path, json))
+        payload = (
+            {"model_id": "registered-id"} if response_type is ModelNewResponse else {}
+        )
+        return Success(data=response_type.model_validate(payload))
+
+    def stream(
+        self, path: str, *, headers: BaseModel, json: BaseModel
+    ) -> StreamingResponse:
+        raise AssertionError("stream is not part of model management")
+
+    def send(
+        self,
+        path: str,
+        *,
+        headers: BaseModel,
+        json: BaseModel,
+        params: BaseModel | None = None,
+        stream: bool = False,
+    ) -> StreamingResponse:
+        raise AssertionError("send is not part of model management")
+
+    def get[R: BaseModel](
+        self,
+        path: str,
+        *,
+        headers: BaseModel,
+        params: BaseModel,
+        response_type: type[R],
+    ) -> Result[R]:
+        raise AssertionError("get is not part of model management")
+
+    def delete[R: BaseModel](
+        self, path: str, *, headers: BaseModel, json: BaseModel, response_type: type[R]
+    ) -> Result[R]:
+        raise AssertionError("delete is not part of model management")
+
+    def probe(self, path: str, *, params: BaseModel) -> ProbeResult:
+        raise AssertionError("probe is not part of model management")
+
+    def upload[R: BaseModel](
+        self,
+        path: str,
+        *,
+        headers: BaseModel,
+        form: FileUploadForm,
+        filename: str,
+        content: bytes,
+        params: BaseModel | None = None,
+        response_type: type[R],
+    ) -> Result[R]:
+        raise AssertionError("upload is not part of model management")
+
+    def download(self, path: str, *, headers: BaseModel) -> StreamingResponse:
+        raise AssertionError("download is not part of model management")
+
+    def bearer(self, key: str) -> AuthHeaders:
+        return AuthHeaders(authorization=f"Bearer {key}")
+
+    @property
+    def master(self) -> AuthHeaders:
+        return self.bearer("sk-test-master")
+
+
+def test_gateway_create_model_registers_deployment_and_returns_model_id() -> None:
+    transport = _RecordingTransport()
+    gateway = Gateway(transport=transport)
+
+    model_id = gateway.create_model(
+        "e2e-test-model", LiteLLMParamsBody(model="openai/gpt-4o-mini")
+    )
+
+    assert model_id == "registered-id"
+    path, body = transport.posts[0]
+    assert path == "/model/new"
+    assert isinstance(body, ModelNewBody)
+    assert body.model_name == "e2e-test-model"
+    assert body.model_info.id == "e2e-test-model"
+    assert body.model_info.mode is None
+
+
+def test_batch_client_create_model_registers_a_batch_mode_deployment() -> None:
+    transport = _RecordingTransport()
+    client = BatchClient(gateway=Gateway(transport=transport))
+
+    model_id = client.create_model(
+        "e2e-batch-model", LiteLLMParamsBody(model="openai/gpt-4o-mini")
+    )
+
+    assert model_id == "registered-id"
+    path, body = transport.posts[0]
+    assert path == "/model/new"
+    assert isinstance(body, ModelNewBody)
+    assert body.model_info.mode == "batch"
+
+
+def test_gateway_delete_model_posts_the_model_id() -> None:
+    transport = _RecordingTransport()
+    gateway = Gateway(transport=transport)
+
+    gateway.delete_model("registered-id")
+
+    path, body = transport.posts[0]
+    assert path == "/model/delete"
+    assert isinstance(body, ModelDeleteBody)
+    assert body.id == "registered-id"
diff --git a/tests/e2e/test_transport.py b/tests/e2e/test_transport.py
new file mode 100644
index 00000000000..c7ce61b90c1
--- /dev/null
+++ b/tests/e2e/test_transport.py
@@ -0,0 +1,52 @@
+"""Unit coverage for SplitTransport path routing (is_control_plane_path).
+
+Model-management calls (/model/new, /model/delete, /model/info) must go to the
+control plane: the data-plane gateway does not serve management routes, so a
+misrouted /model/new 404s and takes down every suite that registers deployments
+at runtime (llm_translation, batches, access_control). /models must stay on the
+data plane; it is the OpenAI-compatible list-models route, not a management
+route.
+"""
+
+import pytest
+
+from transport import is_control_plane_path
+
+
+@pytest.mark.parametrize(
+    "path",
+    [
+        "/model/new",
+        "/model/delete",
+        "/model/update",
+        "/model/info",
+        "/key/generate",
+        "/budget/new",
+        "/spend/logs",
+        "/end_user/daily/activity",
+        "/user/daily/activity",
+        "/team/daily/activity",
+        "/tag/daily/activity",
+    ],
+)
+def test_management_routes_go_to_the_control_plane(path: str) -> None:
+    assert is_control_plane_path(path), (
+        f"{path} is a management route; sending it to the data plane 404s"
+    )
+
+
+@pytest.mark.parametrize(
+    "path",
+    [
+        "/models",
+        "/v1/models",
+        "/chat/completions",
+        "/v1/messages",
+        "/embeddings",
+        "/anthropic/v1/messages",
+    ],
+)
+def test_llm_routes_stay_on_the_data_plane(path: str) -> None:
+    assert not is_control_plane_path(path), (
+        f"{path} is an LLM route; it must go to the data plane"
+    )
diff --git a/tests/e2e/transport.py b/tests/e2e/transport.py
index 2e109bdf5d9..10e090f07a9 100644
--- a/tests/e2e/transport.py
+++ b/tests/e2e/transport.py
@@ -202,9 +202,10 @@ def download(self, path: str, *, headers: BaseModel) -> StreamingResponse:
     "/team",
     "/organization",
     "/customer",
+    "/end_user",
     "/tag",
     "/budget",
-    "/model/info",
+    "/model/",
     "/spend",
     "/global",
     "/openapi.json",

From e2df153bfbfe233107e6c4ce70531579c44442ed Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Mon, 6 Jul 2026 14:02:44 -0700
Subject: [PATCH 034/370] fix(azure): build responses input_items url with path
 before query string (#32270)

* fix(azure): build responses input_items url with path before query string

* chore(azure): drop stale inline comment in responses url helper
---
 .../llms/azure/responses/transformation.py    | 33 +++++--------------
 .../response/test_azure_transformation.py     | 18 ++++++++++
 2 files changed, 26 insertions(+), 25 deletions(-)

diff --git a/litellm/llms/azure/responses/transformation.py b/litellm/llms/azure/responses/transformation.py
index fef9b7d0154..d0b0dbb070d 100644
--- a/litellm/llms/azure/responses/transformation.py
+++ b/litellm/llms/azure/responses/transformation.py
@@ -205,7 +205,7 @@ def model_in_websocket_url(self) -> bool:
     #########################################################
     ########## DELETE RESPONSE API TRANSFORMATION ##############
     #########################################################
-    def _construct_url_for_response_id_in_path(self, api_base: str, response_id: str) -> str:
+    def _construct_url_for_response_id_in_path(self, api_base: str, response_id: str, path_suffix: str = "") -> str:
         """
         Constructs a URL for the API request with the response_id in the path.
         """
@@ -218,14 +218,14 @@ def _construct_url_for_response_id_in_path(self, api_base: str, response_id: str
         # Remove trailing slash if present to avoid double slashes
         path = parsed_url.path.rstrip("/")
         encoded_response_id = encode_url_path_segment(response_id, field_name="response_id")
-        new_path = f"{path}/{encoded_response_id}"
+        new_path = f"{path}/{encoded_response_id}{path_suffix}"
 
         # Reconstruct the URL with all original components but with the modified path
         constructed_url = urlunparse(
             (
                 parsed_url.scheme,  # http, https
                 parsed_url.netloc,  # domain name, port
-                new_path,  # path with response_id added
+                new_path,
                 parsed_url.params,  # parameters
                 parsed_url.query,  # query string
                 parsed_url.fragment,  # fragment
@@ -288,7 +288,9 @@ def transform_list_input_items_request(
         limit: int = 20,
         order: Literal["asc", "desc"] = "desc",
     ) -> Tuple[str, Dict]:
-        url = self._construct_url_for_response_id_in_path(api_base=api_base, response_id=response_id) + "/input_items"
+        url = self._construct_url_for_response_id_in_path(
+            api_base=api_base, response_id=response_id, path_suffix="/input_items"
+        )
         params: Dict[str, Any] = {}
         if after is not None:
             params["after"] = after
@@ -322,27 +324,8 @@ def transform_cancel_response_api_request(
         This function handles URLs with query parameters by inserting the response_id
         at the correct location (before any query parameters).
         """
-        from urllib.parse import urlparse, urlunparse
-
-        # Parse the URL to separate its components
-        parsed_url = urlparse(api_base)
-
-        # Insert the response_id and /cancel at the end of the path component
-        # Remove trailing slash if present to avoid double slashes
-        path = parsed_url.path.rstrip("/")
-        encoded_response_id = encode_url_path_segment(response_id, field_name="response_id")
-        new_path = f"{path}/{encoded_response_id}/cancel"
-
-        # Reconstruct the URL with all original components but with the modified path
-        cancel_url = urlunparse(
-            (
-                parsed_url.scheme,  # http, https
-                parsed_url.netloc,  # domain name, port
-                new_path,  # path with response_id and /cancel added
-                parsed_url.params,  # parameters
-                parsed_url.query,  # query string
-                parsed_url.fragment,  # fragment
-            )
+        cancel_url = self._construct_url_for_response_id_in_path(
+            api_base=api_base, response_id=response_id, path_suffix="/cancel"
         )
 
         data: Dict = {}
diff --git a/tests/test_litellm/llms/azure/response/test_azure_transformation.py b/tests/test_litellm/llms/azure/response/test_azure_transformation.py
index a4bd14d69ff..24ae563fb76 100644
--- a/tests/test_litellm/llms/azure/response/test_azure_transformation.py
+++ b/tests/test_litellm/llms/azure/response/test_azure_transformation.py
@@ -337,6 +337,24 @@ def test_azure_cancel_response_api_request(self):
         assert url == expected_url
         assert data == {}
 
+    def test_azure_list_input_items_request_url_path_before_query(self):
+        from litellm.types.router import GenericLiteLLMParams
+
+        api_base = "https://test.openai.azure.com/openai/responses?api-version=2025-03-01-preview"
+
+        url, params = self.config.transform_list_input_items_request(
+            response_id="resp_test123",
+            api_base=api_base,
+            litellm_params=GenericLiteLLMParams(api_version="2025-03-01-preview"),
+            headers={},
+        )
+
+        assert (
+            url
+            == "https://test.openai.azure.com/openai/responses/resp_test123/input_items?api-version=2025-03-01-preview"
+        )
+        assert params == {"limit": 20, "order": "desc"}
+
     def test_azure_cancel_response_api_response(self):
         """Test Azure cancel response API response transformation"""
         from unittest.mock import Mock

From fab4a9ca26e2b9a1c09ea54576aac5537349d24f Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Mon, 6 Jul 2026 14:03:15 -0700
Subject: [PATCH 035/370] fix(responses_id_security): decrypt response ids for
 input_items follow-ups (#32269)

---
 litellm/proxy/hooks/responses_id_security.py  |  3 +-
 .../test_responses_id_security.py             | 56 +++++++++++++++++++
 2 files changed, 58 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/hooks/responses_id_security.py b/litellm/proxy/hooks/responses_id_security.py
index a7b05c57dac..cba58506a00 100644
--- a/litellm/proxy/hooks/responses_id_security.py
+++ b/litellm/proxy/hooks/responses_id_security.py
@@ -44,6 +44,7 @@ async def async_pre_call_hook(
             "aget_responses",
             "adelete_responses",
             "acancel_responses",
+            "alist_input_items",
         }
         if call_type not in responses_api_call_types:
             return None
@@ -54,7 +55,7 @@ async def async_pre_call_hook(
                 original_response_id, user_id, team_id = self._decrypt_response_id(previous_response_id)
                 self.check_user_access_to_response_id(user_id, team_id, user_api_key_dict)
                 data["previous_response_id"] = original_response_id
-        elif call_type in {"aget_responses", "adelete_responses", "acancel_responses"}:
+        elif call_type in {"aget_responses", "adelete_responses", "acancel_responses", "alist_input_items"}:
             response_id = data.get("response_id")
 
             if response_id and self._is_encrypted_response_id(response_id):
diff --git a/tests/test_litellm/test_responses_id_security.py b/tests/test_litellm/test_responses_id_security.py
index 0f75e9cab3a..17487030cc1 100644
--- a/tests/test_litellm/test_responses_id_security.py
+++ b/tests/test_litellm/test_responses_id_security.py
@@ -519,6 +519,62 @@ async def test_async_pre_call_hook_acancel_responses_team_security(
                     assert "team" in exc_info.value.detail.lower()
 
 
+    @pytest.mark.asyncio
+    async def test_async_pre_call_hook_alist_input_items_decrypts_response_id(
+        self, responses_id_security, mock_user_api_key_dict, mock_cache
+    ):
+        data = {"response_id": "resp_encrypted_789"}
+
+        with patch.object(
+            responses_id_security, "_is_encrypted_response_id", return_value=True
+        ):
+            with patch.object(
+                responses_id_security,
+                "_decrypt_response_id",
+                return_value=("resp_original_789", "test-user-123", "test-team-123"),
+            ):
+                result = await responses_id_security.async_pre_call_hook(
+                    user_api_key_dict=mock_user_api_key_dict,
+                    cache=mock_cache,
+                    data=data,
+                    call_type="alist_input_items",
+                )
+
+                assert result is not None
+                assert result["response_id"] == "resp_original_789"
+
+    @pytest.mark.asyncio
+    async def test_async_pre_call_hook_alist_input_items_team_security(
+        self, responses_id_security, mock_cache
+    ):
+        mock_auth_team_a = MagicMock()
+        mock_auth_team_a.user_id = None
+        mock_auth_team_a.team_id = "team-a"
+        mock_auth_team_a.user_role = None
+
+        data = {"response_id": "resp_encrypted_team_b"}
+
+        with patch.object(
+            responses_id_security, "_is_encrypted_response_id", return_value=True
+        ):
+            with patch.object(
+                responses_id_security,
+                "_decrypt_response_id",
+                return_value=("resp_original_team_b", None, "team-b"),
+            ):
+                with patch("litellm.proxy.proxy_server.general_settings", {}):
+                    with pytest.raises(HTTPException) as exc_info:
+                        await responses_id_security.async_pre_call_hook(
+                            user_api_key_dict=mock_auth_team_a,
+                            cache=mock_cache,
+                            data=data,
+                            call_type="alist_input_items",
+                        )
+
+                    assert exc_info.value.status_code == 403
+                    assert "team" in exc_info.value.detail.lower()
+
+
 class TestAsyncPostCallSuccessHook:
     """Test async_post_call_success_hook function"""
 

From b4a10fb134ac0de14a642efc7a5a5adde95c7b6e Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Mon, 6 Jul 2026 14:07:32 -0700
Subject: [PATCH 036/370] fix(responses): map upstream 4xx on cancel to client
 error instead of 500 (#32271)

---
 .../exception_mapping_utils.py                |  2 +-
 .../test_exception_mapping_utils.py           | 23 +++++++++++++++++++
 2 files changed, 24 insertions(+), 1 deletion(-)

diff --git a/litellm/litellm_core_utils/exception_mapping_utils.py b/litellm/litellm_core_utils/exception_mapping_utils.py
index 2441cbb3903..d908c5d6f20 100644
--- a/litellm/litellm_core_utils/exception_mapping_utils.py
+++ b/litellm/litellm_core_utils/exception_mapping_utils.py
@@ -2173,7 +2173,7 @@ def exception_type(  # type: ignore
     litellm_response_headers = _get_response_headers(original_exception=original_exception)
     try:
         error_str = redact_string(str(original_exception)) if _ENABLE_SECRET_REDACTION else str(original_exception)
-        if model:
+        if model or custom_llm_provider:
             if hasattr(original_exception, "message"):
                 error_str = (
                     redact_string(str(original_exception.message))
diff --git a/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py b/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py
index 53960847fdc..234d04ec481 100644
--- a/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py
+++ b/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py
@@ -626,3 +626,26 @@ def test_replicate_422_maps_to_unprocessable_entity():
         )
 
     assert excinfo.value.llm_provider == "replicate"
+
+
+def test_upstream_4xx_without_model_maps_to_bad_request():
+    """Responses API follow-ups (cancel/get/delete) call ``exception_type`` with
+    ``model=None``; the provider mapping used to be gated on ``if model:``, so an
+    upstream 400 like Azure's "Cannot cancel a synchronous response." fell through to
+    the generic 500 APIConnectionError instead of surfacing as a 400."""
+    from litellm.llms.base_llm.chat.transformation import BaseLLMException
+
+    original_exception = BaseLLMException(
+        status_code=400,
+        message='{"error": {"message": "Cannot cancel a synchronous response.", "type": "invalid_request_error"}}',
+    )
+
+    with pytest.raises(litellm.BadRequestError) as excinfo:
+        exception_type(
+            model=None,
+            original_exception=original_exception,
+            custom_llm_provider="azure",
+        )
+
+    assert excinfo.value.status_code == 400
+    assert "Cannot cancel a synchronous response." in excinfo.value.message

From 4cc4846ff68b8b535be9cae459db2151cb9173bd Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Mon, 6 Jul 2026 14:15:56 -0700
Subject: [PATCH 037/370] fix(docker): bump wolfi-base digest for glibc
 2.43-r10

Refresh the pinned cgr.dev/chainguard/wolfi-base digest from c61ac6 to
42df77a9 (current wolfi-base:latest, a multi-arch index covering amd64
and arm64). This advances the glibc family from 2.43-r8 to 2.43-r10,
with libcrypto3 and libssl3 from 3.6.3-r2 to r3 and libgcc from
16.1.0-r2 to r4; no packages are added or removed.

The image scan reports CVE-2026-6791 against glibc 2.43-r8 (fixed in
r10). The glibc subpackages are exact-version pinned, so the
in-Dockerfile apk upgrade cannot advance them past the base's baked
revision, which is why refreshing the digest is required. Same six
Dockerfiles as #31133
---
 Dockerfile                 | 4 ++--
 backend/Dockerfile         | 4 ++--
 docker/Dockerfile.database | 4 ++--
 docker/Dockerfile.non_root | 4 ++--
 gateway/Dockerfile         | 4 ++--
 migrations/Dockerfile      | 4 ++--
 6 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/Dockerfile b/Dockerfile
index b6fef1a21fc..bc0e6a5ca6f 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,10 +1,10 @@
 # syntax=docker/dockerfile:1.7
 
 # Base image for building
-ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:c61ac6919b811ea53c4782d69f1fe05218ba3c25d53f01b6ab7892e621bd4370
+ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:42df77a9974d6ec8b17a5ee8bc23b532600a44d705acef2409e0933c1251b45f
 
 # Runtime image
-ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:c61ac6919b811ea53c4782d69f1fe05218ba3c25d53f01b6ab7892e621bd4370
+ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:42df77a9974d6ec8b17a5ee8bc23b532600a44d705acef2409e0933c1251b45f
 ARG UV_IMAGE=ghcr.io/astral-sh/uv:0.11.7@sha256:240fb85ab0f263ef12f492d8476aa3a2e4e1e333f7d67fbdd923d00a506a516a
 # Pinned by digest like the other base images; bump explicitly on Node upgrades.
 ARG UI_BUILD_IMAGE=node:20.18-alpine3.20@sha256:3488b10bf958af7125a176419d2d8a9937d895bf124012aae811651988d2ffe6
diff --git a/backend/Dockerfile b/backend/Dockerfile
index 667bdb073eb..62bd8b56483 100644
--- a/backend/Dockerfile
+++ b/backend/Dockerfile
@@ -1,5 +1,5 @@
-ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:c61ac6919b811ea53c4782d69f1fe05218ba3c25d53f01b6ab7892e621bd4370
-ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:c61ac6919b811ea53c4782d69f1fe05218ba3c25d53f01b6ab7892e621bd4370
+ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:42df77a9974d6ec8b17a5ee8bc23b532600a44d705acef2409e0933c1251b45f
+ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:42df77a9974d6ec8b17a5ee8bc23b532600a44d705acef2409e0933c1251b45f
 ARG UV_IMAGE=ghcr.io/astral-sh/uv:0.11.7@sha256:240fb85ab0f263ef12f492d8476aa3a2e4e1e333f7d67fbdd923d00a506a516a
 
 FROM $UV_IMAGE AS uvbin
diff --git a/docker/Dockerfile.database b/docker/Dockerfile.database
index b3af953511d..4564ee403fe 100644
--- a/docker/Dockerfile.database
+++ b/docker/Dockerfile.database
@@ -1,10 +1,10 @@
 # syntax=docker/dockerfile:1.7
 
 # Base image for building
-ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:c61ac6919b811ea53c4782d69f1fe05218ba3c25d53f01b6ab7892e621bd4370
+ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:42df77a9974d6ec8b17a5ee8bc23b532600a44d705acef2409e0933c1251b45f
 
 # Runtime image
-ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:c61ac6919b811ea53c4782d69f1fe05218ba3c25d53f01b6ab7892e621bd4370
+ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:42df77a9974d6ec8b17a5ee8bc23b532600a44d705acef2409e0933c1251b45f
 ARG UV_IMAGE=ghcr.io/astral-sh/uv:0.11.7@sha256:240fb85ab0f263ef12f492d8476aa3a2e4e1e333f7d67fbdd923d00a506a516a
 # Pinned by digest like the other base images; bump explicitly on Node upgrades.
 ARG UI_BUILD_IMAGE=node:20.18-alpine3.20@sha256:3488b10bf958af7125a176419d2d8a9937d895bf124012aae811651988d2ffe6
diff --git a/docker/Dockerfile.non_root b/docker/Dockerfile.non_root
index c24cb9008f0..1883e87be60 100644
--- a/docker/Dockerfile.non_root
+++ b/docker/Dockerfile.non_root
@@ -1,8 +1,8 @@
 # syntax=docker/dockerfile:1.7
 
 # Base images
-ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:c61ac6919b811ea53c4782d69f1fe05218ba3c25d53f01b6ab7892e621bd4370
-ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:c61ac6919b811ea53c4782d69f1fe05218ba3c25d53f01b6ab7892e621bd4370
+ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:42df77a9974d6ec8b17a5ee8bc23b532600a44d705acef2409e0933c1251b45f
+ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:42df77a9974d6ec8b17a5ee8bc23b532600a44d705acef2409e0933c1251b45f
 ARG PROXY_EXTRAS_SOURCE=published
 ARG UV_IMAGE=ghcr.io/astral-sh/uv:0.11.7@sha256:240fb85ab0f263ef12f492d8476aa3a2e4e1e333f7d67fbdd923d00a506a516a
 # Pinned by digest like the other base images; bump explicitly on Node upgrades.
diff --git a/gateway/Dockerfile b/gateway/Dockerfile
index 716b2fa09d1..da2f2c9c1e0 100644
--- a/gateway/Dockerfile
+++ b/gateway/Dockerfile
@@ -1,5 +1,5 @@
-ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:c61ac6919b811ea53c4782d69f1fe05218ba3c25d53f01b6ab7892e621bd4370
-ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:c61ac6919b811ea53c4782d69f1fe05218ba3c25d53f01b6ab7892e621bd4370
+ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:42df77a9974d6ec8b17a5ee8bc23b532600a44d705acef2409e0933c1251b45f
+ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:42df77a9974d6ec8b17a5ee8bc23b532600a44d705acef2409e0933c1251b45f
 ARG UV_IMAGE=ghcr.io/astral-sh/uv:0.11.7@sha256:240fb85ab0f263ef12f492d8476aa3a2e4e1e333f7d67fbdd923d00a506a516a
 
 FROM $UV_IMAGE AS uvbin
diff --git a/migrations/Dockerfile b/migrations/Dockerfile
index caca280cbfc..b20284df000 100644
--- a/migrations/Dockerfile
+++ b/migrations/Dockerfile
@@ -1,5 +1,5 @@
-ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:c61ac6919b811ea53c4782d69f1fe05218ba3c25d53f01b6ab7892e621bd4370
-ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:c61ac6919b811ea53c4782d69f1fe05218ba3c25d53f01b6ab7892e621bd4370
+ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:42df77a9974d6ec8b17a5ee8bc23b532600a44d705acef2409e0933c1251b45f
+ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:42df77a9974d6ec8b17a5ee8bc23b532600a44d705acef2409e0933c1251b45f
 ARG UV_IMAGE=ghcr.io/astral-sh/uv:0.11.7@sha256:240fb85ab0f263ef12f492d8476aa3a2e4e1e333f7d67fbdd923d00a506a516a
 
 FROM $UV_IMAGE AS uvbin

From f5ea72b1b86c5d9735856df1a0bc0cff2e74c936 Mon Sep 17 00:00:00 2001
From: tin-berri <tin@berri.ai>
Date: Mon, 6 Jul 2026 15:03:48 -0700
Subject: [PATCH 038/370] fix(mcp): stamp oauth2_flow=authorization_code when
 persisting a DCR client registration (#32283)

Only the gateway-managed interactive flow reaches this persist (the public /register
routes never pass persist_credentials), so the row it writes is authorization_code by
definition. It was not recorded, which left the row as client creds + token_url with
no persisted authorization_url and a null oauth2_flow: exactly the shape the legacy
M2M inference in _resolve_oauth2_flow matches. The row normally survives because
endpoint discovery backfills authorization_url in memory before the inference runs,
but on any transient discovery failure at registry build the server flips to
client_credentials for that load, routing per-user traffic to the M2M path

Stamping the flow at the write site makes the classification explicit and permanent,
so a DCR-registered interactive server no longer depends on discovery succeeding to
classify correctly. First step of persisting oauth2_flow at every write site so the
legacy inference can eventually be deleted
---
 .../_experimental/mcp_server/discoverable_endpoints.py    | 1 +
 .../mcp_server/test_discoverable_endpoints.py             | 8 +++++++-
 2 files changed, 8 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
index 8d53cd889a3..0ccd7f9b2f9 100644
--- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
@@ -772,6 +772,7 @@ async def _persist_dcr_client_registration(
             data=UpdateMCPServerRequest(
                 server_id=mcp_server.server_id,
                 credentials=credentials,
+                oauth2_flow="authorization_code",
                 **({"token_url": mcp_server.token_url} if mcp_server.token_url else {}),
             ),
             touched_by="mcp_oauth_dcr",
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
index 13dbdcc7dee..8ee8f658f6e 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
@@ -519,7 +519,12 @@ async def test_register_client_persists_dcr_client_identity():
     """A dynamic client registration (RFC 7591) must persist the issued client_id /
     client_secret / token_endpoint_auth_method and the token_url onto the server row so
     autonomous refresh can authenticate as the registered client. Without persistence the
-    minted client_id is discarded and the refresh_token grant has no client identity."""
+    minted client_id is discarded and the refresh_token grant has no client identity.
+
+    The persist must also stamp oauth2_flow="authorization_code": only the interactive
+    flow reaches this persist, and without the stamp the row (client creds + token_url,
+    no persisted authorization_url) matches the legacy M2M inference whenever endpoint
+    discovery fails at registry build, flipping the server to client_credentials."""
     try:
         from fastapi import Request
 
@@ -597,6 +602,7 @@ async def test_register_client_persists_dcr_client_identity():
     assert update_data.credentials["client_id"] == "generated-client"
     assert update_data.credentials["client_secret"] == "generated-secret"
     assert update_data.credentials["token_endpoint_auth_method"] == "client_secret_basic"
+    assert update_data.oauth2_flow == "authorization_code"
 
     mock_update_server.assert_called_once()
 

From 101f246fc56e2416e54dfb1fea4b2e3fe850e741 Mon Sep 17 00:00:00 2001
From: yucheng-berri <yucheng@berri.ai>
Date: Mon, 6 Jul 2026 15:04:05 -0700
Subject: [PATCH 039/370] fix(logging): classify allm_passthrough_route as
 async to prevent duplicate success callbacks (#32265)

* fix(logging): classify allm_passthrough_route as async to prevent duplicate success callbacks

Async passthrough requests set kwargs["allm_passthrough_route"]=True but that
flag is never propagated into litellm_params, and _is_sync_litellm_request only
checks acompletion/aresponses/aembedding/aimage_generation/atranscription.
Every async passthrough is misclassified as sync, which trips the CustomLogger
sync branch in success_handler and fires log_success_event in addition to the
async worker's async_log_success_event, causing 2-3 duplicate LangSmith runs
per Bedrock passthrough request

Propagate allm_passthrough_route through get_litellm_params and teach the
classifier about it. /chat/completions and other non-passthrough paths are
untouched

* test(passthrough): assert allm_passthrough_route flag propagates end-to-end

Integration-level guard on top of the unit tests in test_litellm_logging.py:
verifies that when kwargs["allm_passthrough_route"]=True enters
llm_passthrough_route, the flag survives get_litellm_params(**kwargs), lands
in the logging object's litellm_params, and _is_sync_litellm_request reads
the request as async

---------

Co-authored-by: yucheng <yucheng@yuchengs-MBP.localdomain>
---
 .../litellm_core_utils/get_litellm_params.py  |  2 +
 litellm/litellm_core_utils/litellm_logging.py |  1 +
 litellm/passthrough/main.py                   |  3 +-
 .../test_litellm_logging.py                   | 19 ++++-
 .../passthrough/test_passthrough_main.py      | 75 +++++++++++++++++++
 5 files changed, 97 insertions(+), 3 deletions(-)

diff --git a/litellm/litellm_core_utils/get_litellm_params.py b/litellm/litellm_core_utils/get_litellm_params.py
index d505cbaf1e0..352e55e9c23 100644
--- a/litellm/litellm_core_utils/get_litellm_params.py
+++ b/litellm/litellm_core_utils/get_litellm_params.py
@@ -76,6 +76,7 @@ def get_litellm_params(
     proxy_server_request=None,
     acompletion=None,
     aembedding=None,
+    allm_passthrough_route=None,
     preset_cache_key=None,
     no_log=None,
     input_cost_per_second=None,
@@ -118,6 +119,7 @@ def get_litellm_params(
     # Build base dict with explicit parameters (always included)
     litellm_params = {
         "acompletion": acompletion,
+        "allm_passthrough_route": allm_passthrough_route,
         "api_key": api_key,
         "force_timeout": force_timeout,
         "logger_fn": logger_fn,
diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py
index db7c1c7dfb4..936d79b22d6 100644
--- a/litellm/litellm_core_utils/litellm_logging.py
+++ b/litellm/litellm_core_utils/litellm_logging.py
@@ -1530,6 +1530,7 @@ def _is_sync_litellm_request(litellm_params: dict) -> bool:
             and litellm_params.get(CallTypes.aembedding.value, False) is not True
             and litellm_params.get(CallTypes.aimage_generation.value, False) is not True
             and litellm_params.get(CallTypes.atranscription.value, False) is not True
+            and litellm_params.get(CallTypes.allm_passthrough_route.value, False) is not True
         )
 
     def _is_assembled_stream_success(self, result=None) -> bool:
diff --git a/litellm/passthrough/main.py b/litellm/passthrough/main.py
index 66367513062..cdeedd7b522 100644
--- a/litellm/passthrough/main.py
+++ b/litellm/passthrough/main.py
@@ -171,7 +171,6 @@ def llm_passthrough_route(
     api_key: Optional[str] = None,
     request_query_params: Optional[dict] = None,
     request_headers: Optional[dict] = None,
-    allm_passthrough_route: bool = False,
     content: Optional[Any] = None,
     data: Optional[dict] = None,
     files: Optional[RequestFiles] = None,
@@ -198,7 +197,7 @@ def llm_passthrough_route(
     from litellm.types.utils import LlmProviders
     from litellm.utils import ProviderConfigManager
 
-    _is_async = allm_passthrough_route
+    _is_async = bool(kwargs.get("allm_passthrough_route", False))
 
     litellm_logging_obj = cast("LiteLLMLoggingObj", kwargs.get("litellm_logging_obj"))
 
diff --git a/tests/test_litellm/litellm_core_utils/test_litellm_logging.py b/tests/test_litellm/litellm_core_utils/test_litellm_logging.py
index 41560c18d15..0523ed7ecb1 100644
--- a/tests/test_litellm/litellm_core_utils/test_litellm_logging.py
+++ b/tests/test_litellm/litellm_core_utils/test_litellm_logging.py
@@ -704,7 +704,9 @@ class MockPrometheusLogger(CustomLogger):
         litellm.callbacks = original_callbacks
 
 
-@pytest.mark.parametrize("async_flag", ["acompletion", "aresponses"])
+@pytest.mark.parametrize(
+    "async_flag", ["acompletion", "aresponses", "allm_passthrough_route"]
+)
 def test_success_handler_skips_sync_callbacks_for_async_requests(
     logging_obj, async_flag
 ):
@@ -792,6 +794,21 @@ class DummyLogger(CustomLogger):
 def test_is_sync_litellm_request():
     assert LitellmLogging._is_sync_litellm_request({}) is True
     assert LitellmLogging._is_sync_litellm_request({"acompletion": True}) is False
+    assert (
+        LitellmLogging._is_sync_litellm_request({"allm_passthrough_route": True})
+        is False
+    )
+
+
+def test_get_litellm_params_propagates_allm_passthrough_route():
+    """`allm_passthrough_route=True` set on kwargs by the async passthrough entrypoint
+    must land in `litellm_params` so `_is_sync_litellm_request` sees it and the
+    request is classified as async. Regression guard for LIT-4192."""
+    from litellm.litellm_core_utils.get_litellm_params import get_litellm_params
+
+    params = get_litellm_params(allm_passthrough_route=True)
+    assert params.get("allm_passthrough_route") is True
+    assert LitellmLogging._is_sync_litellm_request(params) is False
 
 
 @pytest.mark.asyncio
diff --git a/tests/test_litellm/passthrough/test_passthrough_main.py b/tests/test_litellm/passthrough/test_passthrough_main.py
index dc2b7cc3682..6e9c75e085a 100644
--- a/tests/test_litellm/passthrough/test_passthrough_main.py
+++ b/tests/test_litellm/passthrough/test_passthrough_main.py
@@ -726,3 +726,78 @@ async def test_allm_passthrough_route_429_streaming_raises():
 
     assert exc_info.value.response.status_code == 429
     assert len(chunks) == 0, "No chunks should be yielded before the 429 raises"
+
+
+def test_llm_passthrough_route_propagates_allm_passthrough_route_to_logging_obj():
+    """
+    Regression guard for LIT-4192: `allm_passthrough_route` sets
+    `kwargs["allm_passthrough_route"] = True` on the async entrypoint, and the
+    inner `llm_passthrough_route` must let that flag flow through
+    `get_litellm_params(**kwargs)` and land in the logging object's
+    `litellm_params`. Without that, `_is_sync_litellm_request` misclassifies
+    the request as sync and fires duplicate success callbacks.
+    """
+    import asyncio
+
+    from litellm.litellm_core_utils.litellm_logging import Logging as LitellmLogging
+
+    client = HTTPHandler()
+
+    mock_provider_config = MagicMock()
+    mock_provider_config.get_complete_url.return_value = (
+        httpx.URL("https://bedrock-runtime.us-east-1.amazonaws.com/model/foo/converse"),
+        "https://bedrock-runtime.us-east-1.amazonaws.com",
+    )
+    mock_provider_config.get_api_key.return_value = "fake-key"
+    mock_provider_config.validate_environment.return_value = {}
+    mock_provider_config.sign_request.return_value = ({}, None)
+    mock_provider_config.is_streaming_request.return_value = False
+
+    captured_litellm_params: dict = {}
+
+    def _capture_update_env(*args, **kwargs):
+        captured_litellm_params.clear()
+        captured_litellm_params.update(kwargs.get("litellm_params") or {})
+
+    mock_logging_obj = MagicMock()
+    mock_logging_obj.update_environment_variables.side_effect = _capture_update_env
+
+    with (
+        patch(
+            "litellm.utils.ProviderConfigManager.get_provider_passthrough_config",
+            return_value=mock_provider_config,
+        ),
+        patch(
+            "litellm.litellm_core_utils.get_llm_provider_logic.get_llm_provider",
+            return_value=(
+                "bedrock/foo",
+                "bedrock",
+                "fake-key",
+                "https://bedrock-runtime.us-east-1.amazonaws.com",
+            ),
+        ),
+        patch.object(
+            client.client,
+            "send",
+            return_value=MagicMock(status_code=200, json=lambda: {}),
+        ),
+        patch.object(client.client, "build_request"),
+    ):
+        result = llm_passthrough_route(
+            model="bedrock/foo",
+            endpoint="model/foo/converse",
+            method="POST",
+            custom_llm_provider="bedrock",
+            api_base="https://bedrock-runtime.us-east-1.amazonaws.com",
+            api_key="fake-key",
+            json={"messages": []},
+            client=client,
+            litellm_logging_obj=mock_logging_obj,
+            allm_passthrough_route=True,
+        )
+
+    if asyncio.iscoroutine(result):
+        result.close()
+
+    assert captured_litellm_params.get("allm_passthrough_route") is True
+    assert LitellmLogging._is_sync_litellm_request(captured_litellm_params) is False

From fc3c21e837351460506ccdd86ba9965fac006d2b Mon Sep 17 00:00:00 2001
From: tin-berri <tin@berri.ai>
Date: Mon, 6 Jul 2026 15:47:37 -0700
Subject: [PATCH 040/370] fix(mcp): forward short OAuth state upstream, keep
 session in a cookie (#32146)

* fix(mcp): forward short OAuth state upstream, keep session in a cookie

Some upstream authorization servers reject the OAuth authorize request with
"state parameter too long" because LiteLLM replaced the client's short state
with its own long encrypted session blob (base_url, original state, PKCE, client
redirect_uri) and sent that upstream as state.

Forward a short random handle as the upstream state instead, and carry the
encrypted session in a per-flow HttpOnly, SameSite=lax cookie bound to that
handle. The browser replays the cookie on /callback, so the session is recovered
without any server-side store and the client still gets its own original state
back. /callback falls back to decoding state directly when no cookie is present,
so flows in flight across a deploy keep working.

Resolves LIT-4197

* test(mcp): cover /callback error path cookie read and clear

The happy-path regression test already asserts the short-handle -> cookie round
trip. Add a focused test for the IdP-error branch of /callback: it must recover
the client's original state from the per-flow cookie (not the short handle),
propagate the error to the client's redirect_uri, and expire the one-time
cookie. Fails if the error path stops reading or clearing the cookie.
---
 .../mcp_server/discoverable_endpoints.py      | 107 ++++++++++--
 .../mcp_server/test_discoverable_endpoints.py | 157 ++++++++++++++++++
 2 files changed, 250 insertions(+), 14 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
index 0ccd7f9b2f9..89d645b6f8a 100644
--- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
@@ -1,6 +1,7 @@
 import asyncio
 import html as _html
 import json
+import secrets
 import time
 from datetime import datetime, timezone
 from typing import TYPE_CHECKING, Any, Dict, Literal, Optional, Tuple
@@ -8,7 +9,7 @@
 
 import httpx
 from fastapi import APIRouter, Form, HTTPException, Request
-from fastapi.responses import HTMLResponse, JSONResponse, RedirectResponse
+from fastapi.responses import HTMLResponse, JSONResponse, RedirectResponse, Response
 from pydantic import BaseModel, ValidationError
 
 from litellm._logging import verbose_logger
@@ -137,6 +138,72 @@ def decode_state_hash(encrypted_state: str) -> dict:
     return state_data
 
 
+# LIT-4197: some upstream authorization servers reject an over-long ``state``
+# (the encrypted OAuth session blob routinely exceeds their limit). The upstream
+# only needs an opaque value it echoes back on ``/callback``, so we forward a
+# short random handle and keep the encrypted session in a per-flow HttpOnly
+# cookie bound to that handle. The browser carries the cookie across the
+# upstream round trip, so the flow stays correct with no server-side session
+# store (works across proxy replicas, unlike an in-process map).
+_OAUTH_STATE_COOKIE_PREFIX = "mcp_oauth_state_"
+_OAUTH_STATE_COOKIE_TTL_SECONDS = 600
+_OAUTH_STATE_HANDLE_BYTES = 32
+
+
+def _oauth_state_cookie_name(relay_state: str) -> str:
+    return f"{_OAUTH_STATE_COOKIE_PREFIX}{relay_state}"
+
+
+def _oauth_state_cookie_path_and_secure(request: Request) -> tuple[str, bool]:
+    parsed = urlparse(get_request_base_url(request))
+    return parsed.path or "/", parsed.scheme == "https"
+
+
+def _set_oauth_state_cookie(
+    response: Response,
+    request: Request,
+    relay_state: str,
+    encoded_state: str,
+) -> None:
+    path, secure = _oauth_state_cookie_path_and_secure(request)
+    response.set_cookie(
+        key=_oauth_state_cookie_name(relay_state),
+        value=encoded_state,
+        max_age=_OAUTH_STATE_COOKIE_TTL_SECONDS,
+        path=path,
+        secure=secure,
+        httponly=True,
+        samesite="lax",
+    )
+
+
+def _resolve_encoded_oauth_state(request: Request, state: str) -> str:
+    """Return the encrypted OAuth session for a ``/callback`` request.
+
+    New flows carry it in a per-flow cookie keyed by the short handle we
+    forwarded upstream (the IdP echoes that handle back as ``state``). Flows
+    started before this change - or in flight across a deploy - carry the
+    encrypted blob directly in ``state``, so fall back to it when the cookie
+    is absent.
+    """
+    cookie_value = request.cookies.get(_oauth_state_cookie_name(state))
+    return cookie_value if cookie_value else state
+
+
+def _clear_oauth_state_cookie(response: Response, request: Request, state: str) -> None:
+    cookie_name = _oauth_state_cookie_name(state)
+    if cookie_name not in request.cookies:
+        return
+    path, secure = _oauth_state_cookie_path_and_secure(request)
+    response.delete_cookie(
+        key=cookie_name,
+        path=path,
+        secure=secure,
+        httponly=True,
+        samesite="lax",
+    )
+
+
 def _get_validated_client_redirect_uri(request: Request, state_data: Dict[str, Any]) -> str:
     """Return a trusted (same-origin, loopback, or ops-allowlisted)
     client redirect URI from OAuth state.
@@ -462,11 +529,12 @@ async def authorize_with_server(
         code_challenge_method=code_challenge_method,
         client_redirect_uri=redirect_uri,
     )
+    relay_state = secrets.token_urlsafe(_OAUTH_STATE_HANDLE_BYTES)
 
     params = {
         "client_id": mcp_server.client_id if mcp_server.client_id else client_id,
         "redirect_uri": f"{request_base_url}/callback",
-        "state": encoded_state,
+        "state": relay_state,
         "response_type": response_type or "code",
     }
     if scope:
@@ -483,7 +551,9 @@ async def authorize_with_server(
     existing_params = dict(parse_qsl(parsed_auth_url.query))
     existing_params.update(params)
     final_url = urlunparse(parsed_auth_url._replace(query=urlencode(existing_params)))
-    return RedirectResponse(final_url)
+    response = RedirectResponse(final_url)
+    _set_oauth_state_cookie(response, request, relay_state, encoded_state)
+    return response
 
 
 async def exchange_token_with_server(
@@ -1017,17 +1087,19 @@ async def callback(
             error_description,
         )
         if state:
+            encoded_state = _resolve_encoded_oauth_state(request, state)
             try:
-                state_data = decode_state_hash(state)
+                state_data = decode_state_hash(encoded_state)
                 original_state = state_data.get("original_state")
                 redirect_uri = _get_validated_client_redirect_uri(request, state_data)
-            except HTTPException:
-                # Untrusted/invalid client redirect_uri — surface inline rather
-                # than blindly forwarding the error to an attacker-controlled URL.
-                return _render_oauth_error_html(error, error_description)
             except Exception:
-                # State could not be decrypted (expired key, tampered, etc.).
-                return _render_oauth_error_html(error, error_description)
+                # Untrusted/invalid client redirect_uri (HTTPException), or an
+                # undecryptable state (expired key, tampered): surface the IdP
+                # error inline rather than forwarding it to an attacker-controlled
+                # URL, and drop the one-time cookie we can no longer consume.
+                response = _render_oauth_error_html(error, error_description)
+                _clear_oauth_state_cookie(response, request, state)
+                return response
 
             params: Dict[str, str] = {"error": error}
             if error_description:
@@ -1037,7 +1109,9 @@ async def callback(
             if original_state is not None:
                 params["state"] = original_state
             complete_returned_url = _append_query_params(redirect_uri, params)
-            return RedirectResponse(url=complete_returned_url, status_code=302)
+            response = RedirectResponse(url=complete_returned_url, status_code=302)
+            _clear_oauth_state_cookie(response, request, state)
+            return response
 
         # No state — nothing to round-trip to. Show the user the error.
         return _render_oauth_error_html(error, error_description)
@@ -1053,7 +1127,8 @@ async def callback(
 
     # 3. Successful authorization response.
     try:
-        state_data = decode_state_hash(state)
+        encoded_state = _resolve_encoded_oauth_state(request, state)
+        state_data = decode_state_hash(encoded_state)
         original_state = state_data["original_state"]
 
         # Re-validate the client redirect URI at the sink. /authorize
@@ -1066,14 +1141,18 @@ async def callback(
 
         params = {"code": code, "state": original_state}
         complete_returned_url = _append_query_params(redirect_uri, params)
-        return RedirectResponse(url=complete_returned_url, status_code=302)
+        response = RedirectResponse(url=complete_returned_url, status_code=302)
+        _clear_oauth_state_cookie(response, request, state)
+        return response
 
     except HTTPException:
         # Re-raise so a non-loopback base_url surfaces as 400 instead of
         # a generic "authentication incomplete" redirect.
         raise
     except Exception:
-        return HTMLResponse("<html><body>Authentication incomplete. You can close this window.</body></html>")
+        response = HTMLResponse("<html><body>Authentication incomplete. You can close this window.</body></html>")
+        _clear_oauth_state_cookie(response, request, state)
+        return response
 
 
 # ------------------------------
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
index 8ee8f658f6e..fe90fd45856 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
@@ -35,6 +35,7 @@ def _mock_callback_request(base_url: str = "http://localhost:3000/"):
     req = MagicMock()
     req.base_url = base_url
     req.headers = {}
+    req.cookies = {}
     return req
 
 
@@ -2636,6 +2637,162 @@ async def test_oauth_callback_accepts_same_origin_ui_redirect():
     assert "state=state-123" in response.headers["location"]
 
 
+@pytest.mark.asyncio
+async def test_authorize_forwards_short_state_and_round_trips_via_cookie(monkeypatch):
+    """LIT-4197: the ``state`` sent to the upstream authorization server must be
+    a short opaque handle, not the long encrypted OAuth session (some IdPs
+    reject an over-long state). The session must instead ride in a per-flow
+    HttpOnly cookie so ``/callback`` still recovers the client's original state
+    and redirects back to the client's redirect_uri."""
+    from http.cookies import SimpleCookie
+    from urllib.parse import parse_qs, urlparse
+
+    from fastapi import Request
+
+    from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+        _oauth_state_cookie_name,
+        authorize_with_server,
+        callback,
+        decode_state_hash,
+    )
+    from litellm.proxy._types import MCPTransport
+    from litellm.types.mcp import MCPAuth
+    from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+    # Real encryption so the cookie value is a genuine encrypted session.
+    monkeypatch.setenv("LITELLM_SALT_KEY", "sk-test-salt-for-LIT-4197")
+
+    client_state = "ee230e3dfd4f19c7441941684f39c8a4e0e2c3c61a088e33403df5662b4047b8"
+    client_redirect_uri = "http://127.0.0.1:6274/oauth/callback/debug"
+
+    server = MCPServer(
+        server_id="leanix_server",
+        name="leanix",
+        server_name="leanix",
+        alias="leanix",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2,
+        client_id="upstream-client-id",
+        authorization_url="https://idp.example.com/oauth/authorize",
+        token_url="https://idp.example.com/oauth/token",
+    )
+
+    authorize_request = MagicMock(spec=Request)
+    authorize_request.base_url = "https://proxy.example.com/"
+    authorize_request.headers = {}
+
+    authorize_response = await authorize_with_server(
+        request=authorize_request,
+        mcp_server=server,
+        client_id="upstream-client-id",
+        redirect_uri=client_redirect_uri,
+        state=client_state,
+        code_challenge="challenge",
+        code_challenge_method="S256",
+    )
+
+    location = authorize_response.headers["location"]
+    upstream_state = parse_qs(urlparse(location).query)["state"][0]
+
+    # The upstream must receive a short handle, not the encrypted session blob.
+    assert len(upstream_state) <= 64
+    assert upstream_state != client_state
+
+    # The encrypted session rides in a per-flow HttpOnly cookie bound to it.
+    jar = SimpleCookie()
+    jar.load(authorize_response.headers["set-cookie"])
+    cookie_name = _oauth_state_cookie_name(upstream_state)
+    assert cookie_name in jar
+    morsel = jar[cookie_name]
+    assert morsel["httponly"]
+    assert morsel["samesite"].lower() == "lax"
+    assert len(morsel.value) > len(upstream_state)
+    session = decode_state_hash(morsel.value)
+    assert session["original_state"] == client_state
+    assert session["client_redirect_uri"] == client_redirect_uri
+
+    # /callback recovers the original state from the cookie (not the handle) and
+    # redirects back to the client with the client's own state.
+    callback_request = MagicMock(spec=Request)
+    callback_request.base_url = "https://proxy.example.com/"
+    callback_request.headers = {}
+    callback_request.cookies = {cookie_name: morsel.value}
+
+    callback_response = await callback(
+        request=callback_request,
+        code="upstream-auth-code",
+        state=upstream_state,
+    )
+
+    assert callback_response.status_code == 302
+    cb_query = parse_qs(urlparse(callback_response.headers["location"]).query)
+    assert callback_response.headers["location"].startswith(client_redirect_uri)
+    assert cb_query["code"] == ["upstream-auth-code"]
+    assert cb_query["state"] == [client_state]
+
+    # The one-time cookie is expired on the callback response so it cannot be replayed.
+    cleared = SimpleCookie()
+    cleared.load(callback_response.headers["set-cookie"])
+    assert cookie_name in cleared
+    assert cleared[cookie_name].value == ""
+    assert cleared[cookie_name]["max-age"] == "0"
+
+
+@pytest.mark.asyncio
+async def test_callback_error_path_reads_cookie_and_clears_it(monkeypatch):
+    """LIT-4197: an IdP error routed through /callback must recover the client's
+    original state from the cookie (not the short handle), propagate the error to
+    the client's redirect_uri, and expire the one-time cookie."""
+    from http.cookies import SimpleCookie
+    from urllib.parse import parse_qs, urlparse
+
+    from fastapi import Request
+
+    from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+        _oauth_state_cookie_name,
+        callback,
+        encode_state_with_base_url,
+    )
+
+    monkeypatch.setenv("LITELLM_SALT_KEY", "sk-test-salt-for-LIT-4197")
+
+    client_state = "client-original-state-abc"
+    client_redirect_uri = "http://127.0.0.1:6274/oauth/callback/debug"
+    handle = "shortRelayHandle123"
+    encoded_state = encode_state_with_base_url(
+        base_url=client_redirect_uri,
+        original_state=client_state,
+        client_redirect_uri=client_redirect_uri,
+    )
+    cookie_name = _oauth_state_cookie_name(handle)
+
+    request = MagicMock(spec=Request)
+    request.base_url = "https://proxy.example.com/"
+    request.headers = {}
+    request.cookies = {cookie_name: encoded_state}
+
+    response = await callback(
+        request=request,
+        error="access_denied",
+        error_description="User declined access",
+        state=handle,
+    )
+
+    assert response.status_code == 302
+    location = response.headers["location"]
+    assert location.startswith(client_redirect_uri)
+    query = parse_qs(urlparse(location).query)
+    assert query["error"] == ["access_denied"]
+    # The client's own state is echoed back, recovered from the cookie.
+    assert query["state"] == [client_state]
+
+    cleared = SimpleCookie()
+    cleared.load(response.headers["set-cookie"])
+    assert cookie_name in cleared
+    assert cleared[cookie_name].value == ""
+    assert cleared[cookie_name]["max-age"] == "0"
+
+
 @pytest.mark.asyncio
 async def test_oauth_authorize_includes_scopes_from_server_config():
     """Test that authorize endpoint includes scopes from server configuration."""

From c5454afc791967b4a91449b3d502a88709377765 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Mon, 6 Jul 2026 16:16:37 -0700
Subject: [PATCH 041/370] fix(bedrock): honor AWS auth params in realtime
 handler (#32275)

* fix(bedrock): honor AWS auth params in realtime handler

* fix(bedrock): raise clear auth error when no AWS credentials resolve for realtime
---
 litellm/llms/bedrock/realtime/handler.py      |  32 ++-
 .../realtime/test_bedrock_realtime_handler.py | 188 ++++++++++++++++++
 2 files changed, 216 insertions(+), 4 deletions(-)

diff --git a/litellm/llms/bedrock/realtime/handler.py b/litellm/llms/bedrock/realtime/handler.py
index 557ee3348d5..b48c37791c4 100644
--- a/litellm/llms/bedrock/realtime/handler.py
+++ b/litellm/llms/bedrock/realtime/handler.py
@@ -13,6 +13,7 @@
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLogging
 
 from ..base_aws_llm import BaseAWSLLM
+from ..common_utils import BedrockError
 from .transformation import BedrockRealtimeConfig
 
 
@@ -59,9 +60,7 @@ async def async_realtime(
                 InvokeModelWithBidirectionalStreamOperationInput,
             )
             from aws_sdk_bedrock_runtime.config import Config
-            from smithy_aws_core.identity.environment import (
-                EnvironmentCredentialsResolver,
-            )
+            from smithy_aws_core.identity import StaticCredentialsResolver
         except ImportError:
             raise ImportError("Missing aws_sdk_bedrock_runtime. Install with: pip install aws-sdk-bedrock-runtime")
 
@@ -82,11 +81,36 @@ async def async_realtime(
 
         verbose_proxy_logger.debug(f"Bedrock Realtime: Connecting to {endpoint_uri} with model {model}")
 
+        credentials = self.get_credentials(
+            aws_access_key_id=aws_access_key_id,
+            aws_secret_access_key=aws_secret_access_key,
+            aws_session_token=aws_session_token,
+            aws_region_name=aws_region_name,
+            aws_session_name=aws_session_name,
+            aws_profile_name=aws_profile_name,
+            aws_role_name=aws_role_name,
+            aws_web_identity_token=aws_web_identity_token,
+            aws_sts_endpoint=aws_sts_endpoint,
+            aws_external_id=aws_external_id,
+        )
+        if credentials is None:
+            raise BedrockError(
+                status_code=401,
+                message=(
+                    "No AWS credentials found for Bedrock realtime. Set aws_* params in litellm_params "
+                    "or configure credentials in the environment"
+                ),
+            )
+        frozen_credentials = credentials.get_frozen_credentials()
+
         # Initialize Bedrock client with aws_sdk_bedrock_runtime
         config = Config(
             endpoint_uri=endpoint_uri,
             region=aws_region_name,
-            aws_credentials_identity_resolver=EnvironmentCredentialsResolver(),
+            aws_access_key_id=frozen_credentials.access_key,
+            aws_secret_access_key=frozen_credentials.secret_key,
+            aws_session_token=frozen_credentials.token,
+            aws_credentials_identity_resolver=StaticCredentialsResolver(),
         )
         bedrock_client = BedrockRuntimeClient(config=config)
 
diff --git a/tests/test_litellm/llms/bedrock/realtime/test_bedrock_realtime_handler.py b/tests/test_litellm/llms/bedrock/realtime/test_bedrock_realtime_handler.py
index 18e48169bc1..ddc2e026e83 100644
--- a/tests/test_litellm/llms/bedrock/realtime/test_bedrock_realtime_handler.py
+++ b/tests/test_litellm/llms/bedrock/realtime/test_bedrock_realtime_handler.py
@@ -2,12 +2,14 @@
 import os
 import sys
 import types
+from types import SimpleNamespace
 from unittest.mock import MagicMock
 
 import pytest
 
 sys.path.insert(0, os.path.abspath("../../../../.."))  # Adds the parent directory to the system path
 
+from litellm.llms.bedrock.common_utils import BedrockError
 from litellm.llms.bedrock.realtime.handler import BedrockRealtime
 from litellm.llms.bedrock.realtime.transformation import BedrockRealtimeConfig
 
@@ -80,6 +82,111 @@ async def await_output(self):
         return (None, EndedBedrockReceiver())
 
 
+class RealtimeClientWS:
+    def __init__(self):
+        self.closed = False
+
+    async def receive_text(self):
+        raise RuntimeError("client disconnected")
+
+    async def close(self, code=None, reason=None):
+        self.closed = True
+
+
+class ImmediatelyEndingBedrockStream:
+    def __init__(self):
+        self.input_stream = FakeInputStream()
+
+    async def await_output(self):
+        return (None, EndedBedrockReceiver())
+
+
+class FakeStaticCredentialsResolver:
+    pass
+
+
+class NoCredentialsBedrockRealtime(BedrockRealtime):
+    def get_credentials(self, **kwargs):
+        return None
+
+
+class StubCredentialsBedrockRealtime(BedrockRealtime):
+    def __init__(self, frozen_credentials):
+        super().__init__()
+        self.frozen_credentials = frozen_credentials
+        self.get_credentials_kwargs = None
+
+    def get_credentials(self, **kwargs):
+        self.get_credentials_kwargs = kwargs
+        return SimpleNamespace(get_frozen_credentials=lambda: self.frozen_credentials)
+
+
+@pytest.fixture
+def stub_aws_sdk_client(monkeypatch):
+    captured = {}
+
+    class CapturingConfig:
+        def __init__(self, **kwargs):
+            captured["config_kwargs"] = kwargs
+            self.kwargs = kwargs
+
+    class FakeOperationInput:
+        def __init__(self, model_id):
+            self.model_id = model_id
+
+    class FakeBedrockRuntimeClient:
+        def __init__(self, config):
+            captured["client_config"] = config
+
+        async def invoke_model_with_bidirectional_stream(self, operation_input):
+            captured["operation_input"] = operation_input
+            return ImmediatelyEndingBedrockStream()
+
+    package = types.ModuleType("aws_sdk_bedrock_runtime")
+    client_module = types.ModuleType("aws_sdk_bedrock_runtime.client")
+    client_module.BedrockRuntimeClient = FakeBedrockRuntimeClient
+    client_module.InvokeModelWithBidirectionalStreamOperationInput = FakeOperationInput
+    config_module = types.ModuleType("aws_sdk_bedrock_runtime.config")
+    config_module.Config = CapturingConfig
+    models_module = types.ModuleType("aws_sdk_bedrock_runtime.models")
+    models_module.BidirectionalInputPayloadPart = FakePayloadPart
+    models_module.InvokeModelWithBidirectionalStreamInputChunk = FakeInputChunk
+    package.client = client_module
+    package.config = config_module
+    package.models = models_module
+    smithy_package = types.ModuleType("smithy_aws_core")
+    identity_module = types.ModuleType("smithy_aws_core.identity")
+    identity_module.StaticCredentialsResolver = FakeStaticCredentialsResolver
+    smithy_package.identity = identity_module
+
+    stubbed_modules = {
+        "aws_sdk_bedrock_runtime": package,
+        "aws_sdk_bedrock_runtime.client": client_module,
+        "aws_sdk_bedrock_runtime.config": config_module,
+        "aws_sdk_bedrock_runtime.models": models_module,
+        "smithy_aws_core": smithy_package,
+        "smithy_aws_core.identity": identity_module,
+    }
+    for module_name, module in stubbed_modules.items():
+        monkeypatch.setitem(sys.modules, module_name, module)
+
+    for env_var in (
+        "AWS_ACCESS_KEY_ID",
+        "AWS_SECRET_ACCESS_KEY",
+        "AWS_SESSION_TOKEN",
+        "AWS_REGION_NAME",
+        "AWS_SESSION_NAME",
+        "AWS_PROFILE_NAME",
+        "AWS_ROLE_NAME",
+        "AWS_WEB_IDENTITY_TOKEN",
+        "AWS_STS_ENDPOINT",
+        "AWS_EXTERNAL_ID",
+    ):
+        monkeypatch.delenv(env_var, raising=False)
+
+    return captured
+
+
 @pytest.fixture
 def stub_aws_models(monkeypatch):
     package = types.ModuleType("aws_sdk_bedrock_runtime")
@@ -170,5 +277,86 @@ async def test_bedrock_stream_end_closes_client_websocket(self):
         assert client_ws.closed
 
 
+class TestBedrockRealtimeAwsAuth:
+    """AWS auth params passed via litellm_params must reach the Smithy client config (LIT-3923 regression)"""
+
+    @pytest.mark.asyncio
+    async def test_static_credentials_from_litellm_params_reach_smithy_config(self, stub_aws_sdk_client):
+        handler = BedrockRealtime()
+        websocket = RealtimeClientWS()
+
+        await handler.async_realtime(
+            model="amazon.nova-sonic-v1:0",
+            websocket=websocket,
+            logging_obj=MagicMock(),
+            aws_region_name="us-east-1",
+            aws_access_key_id="litellm-params-access-key",
+            aws_secret_access_key="litellm-params-secret-key",
+            aws_session_token="litellm-params-session-token",
+        )
+
+        config_kwargs = stub_aws_sdk_client["config_kwargs"]
+        assert config_kwargs["aws_access_key_id"] == "litellm-params-access-key"
+        assert config_kwargs["aws_secret_access_key"] == "litellm-params-secret-key"
+        assert config_kwargs["aws_session_token"] == "litellm-params-session-token"
+        assert isinstance(config_kwargs["aws_credentials_identity_resolver"], FakeStaticCredentialsResolver)
+        assert config_kwargs["region"] == "us-east-1"
+        assert stub_aws_sdk_client["client_config"].kwargs is config_kwargs
+        assert stub_aws_sdk_client["operation_input"].model_id == "amazon.nova-sonic-v1:0"
+        assert websocket.closed
+
+    @pytest.mark.asyncio
+    async def test_role_assumption_params_forwarded_to_get_credentials(self, stub_aws_sdk_client):
+        handler = StubCredentialsBedrockRealtime(
+            SimpleNamespace(
+                access_key="assumed-access-key",
+                secret_key="assumed-secret-key",
+                token="assumed-session-token",
+            )
+        )
+
+        await handler.async_realtime(
+            model="amazon.nova-sonic-v1:0",
+            websocket=RealtimeClientWS(),
+            logging_obj=MagicMock(),
+            aws_region_name="eu-west-1",
+            aws_role_name="arn:aws:iam::123456789012:role/nova-sonic",
+            aws_session_name="realtime-session",
+            aws_external_id="realtime-external-id",
+        )
+
+        assert handler.get_credentials_kwargs == {
+            "aws_access_key_id": None,
+            "aws_secret_access_key": None,
+            "aws_session_token": None,
+            "aws_region_name": "eu-west-1",
+            "aws_session_name": "realtime-session",
+            "aws_profile_name": None,
+            "aws_role_name": "arn:aws:iam::123456789012:role/nova-sonic",
+            "aws_web_identity_token": None,
+            "aws_sts_endpoint": None,
+            "aws_external_id": "realtime-external-id",
+        }
+        config_kwargs = stub_aws_sdk_client["config_kwargs"]
+        assert config_kwargs["aws_access_key_id"] == "assumed-access-key"
+        assert config_kwargs["aws_secret_access_key"] == "assumed-secret-key"
+        assert config_kwargs["aws_session_token"] == "assumed-session-token"
+        assert isinstance(config_kwargs["aws_credentials_identity_resolver"], FakeStaticCredentialsResolver)
+
+    @pytest.mark.asyncio
+    async def test_unresolvable_credentials_raise_clear_auth_error(self, stub_aws_sdk_client):
+        handler = NoCredentialsBedrockRealtime()
+
+        with pytest.raises(BedrockError, match="No AWS credentials found for Bedrock realtime"):
+            await handler.async_realtime(
+                model="amazon.nova-sonic-v1:0",
+                websocket=RealtimeClientWS(),
+                logging_obj=MagicMock(),
+                aws_region_name="us-east-1",
+            )
+
+        assert "config_kwargs" not in stub_aws_sdk_client
+
+
 if __name__ == "__main__":
     pytest.main([__file__, "-v"])

From 5cb0721f641b92e0ee2fa0483f76978ec1728d5e Mon Sep 17 00:00:00 2001
From: "devin-ai-integration[bot]"
 <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Mon, 6 Jul 2026 19:32:17 -0400
Subject: [PATCH 042/370] Merge pull request #32279 from
 BerriAI/litellm_azure_long_context_datazone_pricing

feat(pricing): add azure data-zone and long-context pricing for gpt-5.4/5.5
---
 ...odel_prices_and_context_window_backup.json | 302 ++++++++++++++++++
 model_prices_and_context_window.json          | 302 ++++++++++++++++++
 2 files changed, 604 insertions(+)

diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 26d54c05ffb..b8b9d0c6877 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -5761,6 +5761,76 @@
         "supports_tool_choice": true,
         "supports_vision": true
     },
+    "azure/us/gpt-5.4": {
+        "cache_read_input_token_cost": 2.8e-07,
+        "cache_read_input_token_cost_priority": 5.5e-07,
+        "input_cost_per_token": 2.75e-06,
+        "input_cost_per_token_priority": 5.5e-06,
+        "output_cost_per_token": 1.65e-05,
+        "output_cost_per_token_priority": 3.3e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
+    "azure/eu/gpt-5.4": {
+        "cache_read_input_token_cost": 2.8e-07,
+        "cache_read_input_token_cost_priority": 5.5e-07,
+        "input_cost_per_token": 2.75e-06,
+        "input_cost_per_token_priority": 5.5e-06,
+        "output_cost_per_token": 1.65e-05,
+        "output_cost_per_token_priority": 3.3e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
     "azure/gpt-5.4-2026-03-05": {
         "cache_read_input_token_cost": 2.5e-07,
         "cache_read_input_token_cost_above_272k_tokens": 5e-07,
@@ -5802,6 +5872,76 @@
         "supports_tool_choice": true,
         "supports_vision": true
     },
+    "azure/us/gpt-5.4-2026-03-05": {
+        "cache_read_input_token_cost": 2.8e-07,
+        "cache_read_input_token_cost_priority": 5.5e-07,
+        "input_cost_per_token": 2.75e-06,
+        "input_cost_per_token_priority": 5.5e-06,
+        "output_cost_per_token": 1.65e-05,
+        "output_cost_per_token_priority": 3.3e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
+    "azure/eu/gpt-5.4-2026-03-05": {
+        "cache_read_input_token_cost": 2.8e-07,
+        "cache_read_input_token_cost_priority": 5.5e-07,
+        "input_cost_per_token": 2.75e-06,
+        "input_cost_per_token_priority": 5.5e-06,
+        "output_cost_per_token": 1.65e-05,
+        "output_cost_per_token_priority": 3.3e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
     "azure/gpt-5.4-pro": {
         "cache_read_input_token_cost": 3e-06,
         "cache_read_input_token_cost_above_272k_tokens": 6e-06,
@@ -5917,6 +6057,90 @@
         "supports_xhigh_reasoning_effort": true,
         "supports_minimal_reasoning_effort": false
     },
+    "azure/us/gpt-5.5": {
+        "cache_read_input_token_cost": 5.5e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 1.1e-06,
+        "cache_read_input_token_cost_priority": 1.38e-06,
+        "input_cost_per_token": 5.5e-06,
+        "input_cost_per_token_above_272k_tokens": 1.1e-05,
+        "input_cost_per_token_priority": 1.375e-05,
+        "output_cost_per_token": 3.3e-05,
+        "output_cost_per_token_above_272k_tokens": 4.95e-05,
+        "output_cost_per_token_priority": 8.25e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_none_reasoning_effort": true,
+        "supports_xhigh_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false
+    },
+    "azure/eu/gpt-5.5": {
+        "cache_read_input_token_cost": 5.5e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 1.1e-06,
+        "cache_read_input_token_cost_priority": 1.38e-06,
+        "input_cost_per_token": 5.5e-06,
+        "input_cost_per_token_above_272k_tokens": 1.1e-05,
+        "input_cost_per_token_priority": 1.375e-05,
+        "output_cost_per_token": 3.3e-05,
+        "output_cost_per_token_above_272k_tokens": 4.95e-05,
+        "output_cost_per_token_priority": 8.25e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_none_reasoning_effort": true,
+        "supports_xhigh_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false
+    },
     "azure/gpt-5.5-2026-04-23": {
         "cache_read_input_token_cost": 5e-07,
         "cache_read_input_token_cost_above_272k_tokens": 1e-06,
@@ -5959,6 +6183,84 @@
         "supports_vision": true,
         "supports_web_search": true
     },
+    "azure/us/gpt-5.5-2026-04-23": {
+        "cache_read_input_token_cost": 5.5e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 1.1e-06,
+        "cache_read_input_token_cost_priority": 1.38e-06,
+        "input_cost_per_token": 5.5e-06,
+        "input_cost_per_token_above_272k_tokens": 1.1e-05,
+        "input_cost_per_token_priority": 1.375e-05,
+        "output_cost_per_token": 3.3e-05,
+        "output_cost_per_token_above_272k_tokens": 4.95e-05,
+        "output_cost_per_token_priority": 8.25e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true
+    },
+    "azure/eu/gpt-5.5-2026-04-23": {
+        "cache_read_input_token_cost": 5.5e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 1.1e-06,
+        "cache_read_input_token_cost_priority": 1.38e-06,
+        "input_cost_per_token": 5.5e-06,
+        "input_cost_per_token_above_272k_tokens": 1.1e-05,
+        "input_cost_per_token_priority": 1.375e-05,
+        "output_cost_per_token": 3.3e-05,
+        "output_cost_per_token_above_272k_tokens": 4.95e-05,
+        "output_cost_per_token_priority": 8.25e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true
+    },
     "azure/gpt-5.5-pro": {
         "cache_read_input_token_cost": 3e-06,
         "cache_read_input_token_cost_above_272k_tokens": 6e-06,
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index a3dcdaed3f7..aa439f4d8c2 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -5761,6 +5761,76 @@
         "supports_tool_choice": true,
         "supports_vision": true
     },
+    "azure/us/gpt-5.4": {
+        "cache_read_input_token_cost": 2.8e-07,
+        "cache_read_input_token_cost_priority": 5.5e-07,
+        "input_cost_per_token": 2.75e-06,
+        "input_cost_per_token_priority": 5.5e-06,
+        "output_cost_per_token": 1.65e-05,
+        "output_cost_per_token_priority": 3.3e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
+    "azure/eu/gpt-5.4": {
+        "cache_read_input_token_cost": 2.8e-07,
+        "cache_read_input_token_cost_priority": 5.5e-07,
+        "input_cost_per_token": 2.75e-06,
+        "input_cost_per_token_priority": 5.5e-06,
+        "output_cost_per_token": 1.65e-05,
+        "output_cost_per_token_priority": 3.3e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
     "azure/gpt-5.4-2026-03-05": {
         "cache_read_input_token_cost": 2.5e-07,
         "cache_read_input_token_cost_above_272k_tokens": 5e-07,
@@ -5802,6 +5872,76 @@
         "supports_tool_choice": true,
         "supports_vision": true
     },
+    "azure/us/gpt-5.4-2026-03-05": {
+        "cache_read_input_token_cost": 2.8e-07,
+        "cache_read_input_token_cost_priority": 5.5e-07,
+        "input_cost_per_token": 2.75e-06,
+        "input_cost_per_token_priority": 5.5e-06,
+        "output_cost_per_token": 1.65e-05,
+        "output_cost_per_token_priority": 3.3e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
+    "azure/eu/gpt-5.4-2026-03-05": {
+        "cache_read_input_token_cost": 2.8e-07,
+        "cache_read_input_token_cost_priority": 5.5e-07,
+        "input_cost_per_token": 2.75e-06,
+        "input_cost_per_token_priority": 5.5e-06,
+        "output_cost_per_token": 1.65e-05,
+        "output_cost_per_token_priority": 3.3e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
     "azure/gpt-5.4-pro": {
         "cache_read_input_token_cost": 3e-06,
         "cache_read_input_token_cost_above_272k_tokens": 6e-06,
@@ -5917,6 +6057,90 @@
         "supports_xhigh_reasoning_effort": true,
         "supports_minimal_reasoning_effort": false
     },
+    "azure/us/gpt-5.5": {
+        "cache_read_input_token_cost": 5.5e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 1.1e-06,
+        "cache_read_input_token_cost_priority": 1.38e-06,
+        "input_cost_per_token": 5.5e-06,
+        "input_cost_per_token_above_272k_tokens": 1.1e-05,
+        "input_cost_per_token_priority": 1.375e-05,
+        "output_cost_per_token": 3.3e-05,
+        "output_cost_per_token_above_272k_tokens": 4.95e-05,
+        "output_cost_per_token_priority": 8.25e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_none_reasoning_effort": true,
+        "supports_xhigh_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false
+    },
+    "azure/eu/gpt-5.5": {
+        "cache_read_input_token_cost": 5.5e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 1.1e-06,
+        "cache_read_input_token_cost_priority": 1.38e-06,
+        "input_cost_per_token": 5.5e-06,
+        "input_cost_per_token_above_272k_tokens": 1.1e-05,
+        "input_cost_per_token_priority": 1.375e-05,
+        "output_cost_per_token": 3.3e-05,
+        "output_cost_per_token_above_272k_tokens": 4.95e-05,
+        "output_cost_per_token_priority": 8.25e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_none_reasoning_effort": true,
+        "supports_xhigh_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false
+    },
     "azure/gpt-5.5-2026-04-23": {
         "cache_read_input_token_cost": 5e-07,
         "cache_read_input_token_cost_above_272k_tokens": 1e-06,
@@ -5959,6 +6183,84 @@
         "supports_vision": true,
         "supports_web_search": true
     },
+    "azure/us/gpt-5.5-2026-04-23": {
+        "cache_read_input_token_cost": 5.5e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 1.1e-06,
+        "cache_read_input_token_cost_priority": 1.38e-06,
+        "input_cost_per_token": 5.5e-06,
+        "input_cost_per_token_above_272k_tokens": 1.1e-05,
+        "input_cost_per_token_priority": 1.375e-05,
+        "output_cost_per_token": 3.3e-05,
+        "output_cost_per_token_above_272k_tokens": 4.95e-05,
+        "output_cost_per_token_priority": 8.25e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true
+    },
+    "azure/eu/gpt-5.5-2026-04-23": {
+        "cache_read_input_token_cost": 5.5e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 1.1e-06,
+        "cache_read_input_token_cost_priority": 1.38e-06,
+        "input_cost_per_token": 5.5e-06,
+        "input_cost_per_token_above_272k_tokens": 1.1e-05,
+        "input_cost_per_token_priority": 1.375e-05,
+        "output_cost_per_token": 3.3e-05,
+        "output_cost_per_token_above_272k_tokens": 4.95e-05,
+        "output_cost_per_token_priority": 8.25e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true
+    },
     "azure/gpt-5.5-pro": {
         "cache_read_input_token_cost": 3e-06,
         "cache_read_input_token_cost_above_272k_tokens": 6e-06,

From f4623a1325d4017ec1e47ca27799f2b0bec0be8c Mon Sep 17 00:00:00 2001
From: yucheng-berri <yucheng@berri.ai>
Date: Mon, 6 Jul 2026 17:09:54 -0700
Subject: [PATCH 043/370] fix(model_armor): scan MCP tool calls for
 pre_mcp_call / during_mcp_call modes (#32296)

ModelArmorGuardrail.async_pre_call_hook and async_moderation_hook hardcoded
their inner should_run_guardrail event type to pre_call / during_call. The
central dispatcher already remaps call_mcp_tool -> pre_mcp_call/during_mcp_call
and passes the outer gate, but Model Armor's redundant inner gate then rejected
MCP calls for a guardrail configured with mode pre_mcp_call/during_mcp_call, so
tool-call content was silently skipped.

Remap call_mcp_tool -> pre_mcp_call/during_mcp_call in both hooks, matching the
existing behavior of the noma and cisco guardrails. Adds regression tests
covering both hooks (scan runs on MCP calls, still skipped for chat traffic).

Generated with AI

Co-Authored-By: Claude Code

Co-authored-by: eugene-yao-zocdoc <eugene.yao@zocdoc.com>
---
 .../model_armor/model_armor.py                |   5 +
 .../guardrail_hooks/test_model_armor.py       | 124 ++++++++++++++++++
 2 files changed, 129 insertions(+)

diff --git a/litellm/proxy/guardrails/guardrail_hooks/model_armor/model_armor.py b/litellm/proxy/guardrails/guardrail_hooks/model_armor/model_armor.py
index bebd9b28745..8a4e79b31ab 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/model_armor/model_armor.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/model_armor/model_armor.py
@@ -39,6 +39,7 @@
 from litellm.types.guardrails import GuardrailEventHooks
 from litellm.types.llms.openai import AllMessageValues
 from litellm.types.utils import (
+    CallTypes,
     CallTypesLiteral,
     Choices,
     GuardrailStatus,
@@ -477,6 +478,8 @@ async def async_pre_call_hook(
         )
 
         event_type = GuardrailEventHooks.pre_call
+        if call_type == CallTypes.call_mcp_tool.value:
+            event_type = GuardrailEventHooks.pre_mcp_call
         if self.should_run_guardrail(data=data, event_type=event_type) is not True:
             return data
 
@@ -574,6 +577,8 @@ async def async_moderation_hook(
         )
 
         event_type = GuardrailEventHooks.during_call
+        if call_type == CallTypes.call_mcp_tool.value:
+            event_type = GuardrailEventHooks.during_mcp_call
         if self.should_run_guardrail(data=data, event_type=event_type) is not True:
             return data
 
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_model_armor.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_model_armor.py
index 64df9ee7ab5..19c200bdaf0 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_model_armor.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_model_armor.py
@@ -2940,3 +2940,127 @@ def test_accumulated_responses_are_redactable_as_a_list():
     assert "secret-one" not in blob
     assert "secret-two" not in blob
     assert blob.count("[REDACTED]") == 2
+
+
+def _mcp_synthetic_data(tool_name: str = "send_email", arguments: dict = None):
+    """Mirror ProxyLogging._convert_mcp_to_llm_format: an MCP tool call rendered as a
+    synthetic user message so the existing prompt-scanning path can inspect it."""
+    if arguments is None:
+        arguments = {"to": "user@example.com", "body": "some content"}
+    return {
+        "model": "mcp-tool-call",
+        "messages": [
+            {
+                "role": "user",
+                "content": f"Tool: {tool_name}\nArguments: {arguments}",
+            }
+        ],
+        "metadata": {"guardrails": ["model-armor-test"]},
+        "mcp_tool_name": tool_name,
+        "mcp_arguments": arguments,
+    }
+
+
+@pytest.mark.asyncio
+async def test_pre_call_hook_scans_mcp_tool_call_when_configured_for_pre_mcp_call():
+    """A guardrail configured with mode `pre_mcp_call` must scan MCP tool calls.
+
+    Regression: async_pre_call_hook hardcoded its event-type gate to `pre_call`, so a
+    `pre_mcp_call` guardrail's own inner should_run_guardrail check returned False for an
+    MCP call (call_type=call_mcp_tool) and the scan was skipped entirely -- letting
+    sensitive content in tool arguments through unscanned. The gate must remap
+    call_mcp_tool -> pre_mcp_call.
+    """
+    guardrail = _make_guardrail(event_hook="pre_mcp_call", mask_request_content=True)
+    data = _mcp_synthetic_data()
+
+    with patch.object(
+        guardrail.async_handler,
+        "post",
+        AsyncMock(return_value=_armor_response(blocked=False)),
+    ) as mock_post:
+        await guardrail.async_pre_call_hook(
+            user_api_key_dict=UserAPIKeyAuth(),
+            cache=MagicMock(spec=DualCache),
+            data=data,
+            call_type="call_mcp_tool",
+        )
+
+    mock_post.assert_called()
+
+
+@pytest.mark.asyncio
+async def test_pre_call_hook_skips_chat_traffic_when_configured_for_pre_mcp_call():
+    """A `pre_mcp_call` guardrail must NOT scan ordinary chat completions -- the remap is
+    scoped to MCP calls, so a `completion` call_type still fails the gate and is skipped."""
+    guardrail = _make_guardrail(event_hook="pre_mcp_call", mask_request_content=True)
+    data = {
+        "model": "gpt-4",
+        "messages": [{"role": "user", "content": "hello there"}],
+        "metadata": {"guardrails": ["model-armor-test"]},
+    }
+
+    with patch.object(
+        guardrail.async_handler,
+        "post",
+        AsyncMock(return_value=_armor_response(blocked=False)),
+    ) as mock_post:
+        result = await guardrail.async_pre_call_hook(
+            user_api_key_dict=UserAPIKeyAuth(),
+            cache=MagicMock(spec=DualCache),
+            data=data,
+            call_type="completion",
+        )
+
+    assert result == data
+    mock_post.assert_not_called()
+
+
+@pytest.mark.asyncio
+async def test_moderation_hook_scans_mcp_tool_call_when_configured_for_during_mcp_call():
+    """A guardrail configured with mode `during_mcp_call` must scan MCP tool calls.
+
+    Regression: async_moderation_hook hardcoded its event-type gate to `during_call`, so a
+    `during_mcp_call` guardrail skipped MCP calls (call_type=call_mcp_tool). The gate must
+    remap call_mcp_tool -> during_mcp_call.
+    """
+    guardrail = _make_guardrail(event_hook="during_mcp_call", mask_request_content=True)
+    data = _mcp_synthetic_data()
+
+    with patch.object(
+        guardrail.async_handler,
+        "post",
+        AsyncMock(return_value=_armor_response(blocked=False)),
+    ) as mock_post:
+        await guardrail.async_moderation_hook(
+            data=data,
+            user_api_key_dict=UserAPIKeyAuth(),
+            call_type="call_mcp_tool",
+        )
+
+    mock_post.assert_called()
+
+
+@pytest.mark.asyncio
+async def test_moderation_hook_skips_chat_traffic_when_configured_for_during_mcp_call():
+    """A `during_mcp_call` guardrail must NOT scan ordinary chat completions."""
+    guardrail = _make_guardrail(event_hook="during_mcp_call", mask_request_content=True)
+    data = {
+        "model": "gpt-4",
+        "messages": [{"role": "user", "content": "hello there"}],
+        "metadata": {"guardrails": ["model-armor-test"]},
+    }
+
+    with patch.object(
+        guardrail.async_handler,
+        "post",
+        AsyncMock(return_value=_armor_response(blocked=False)),
+    ) as mock_post:
+        result = await guardrail.async_moderation_hook(
+            data=data,
+            user_api_key_dict=UserAPIKeyAuth(),
+            call_type="completion",
+        )
+
+    assert result == data
+    mock_post.assert_not_called()

From 0855fa02b28e39c27a88ab379873602b1e788277 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Mon, 6 Jul 2026 17:17:10 -0700
Subject: [PATCH 044/370] feat(jwt): fall back to DB team memberships when JWT
 has no team claims (#31356)

* feat(jwt): fall back to DB team memberships when JWT has no team claims

* style(jwt): use PEP 585/604 annotations in DB team fallback to clear strict gate

* fix(jwt): preserve DB teams on no-claim sync, model-gate DB fallback, stop team-id leak

When fallback_to_db_teams is enabled and a JWT carries no team claims,
sync_user_role_and_teams previously computed teams_to_remove as every existing
DB membership and wiped the user out of all their teams on each request, which
also left the DB fallback nothing to resolve. Skip team removal in that case so
memberships survive and the fallback can attribute usage.

Apply the same per-team model-access check the claim-based path enforces when
selecting a DB fallback team, so a team's models restriction is no longer
bypassed; a team that cannot serve the requested model is skipped in favor of
one that can.

Drop the user's team-id list from the x-litellm-team-id membership 403 detail so
a valid-JWT caller can no longer enumerate team IDs.

* fix(jwt): load team membership on DB fallback; scope header check to provisional teams

The DB-team fallback resolved a team but never loaded its team membership
row, so per-team membership budget limits were silently skipped on that
path. _resolve_db_team_fallback now fetches the resolved team's membership
when a user_id is known and returns it, matching the claim-based path so
downstream LiteLLM_TeamMembership budget enforcement works there too.

The provisional x-litellm-team-id validation also fired on any non-None
team_id, including an RBAC role-derived one, which 403'd RBAC team flows
when the asserted team was not also a DB membership. It now runs only when
team_id actually came from the header (team_id == header_team_id).

* fix(jwt): surface DB-fallback membership lookup failures at warning level

A transient get_team_membership failure on the DB team fallback path is
recoverable: the team is still resolved and the request proceeds, just
without per-team membership budget enforcement for that request. Logging
that at debug hid a silent budget-enforcement gap from operators, so it now
logs at warning and states that enforcement was skipped. Behavior is
otherwise unchanged: the resolved team is returned with a None membership
rather than failing the request, covered by
test_resolve_db_team_fallback_survives_membership_lookup_error.

* fix(jwt-auth): tighten db-team fallback gating and passthrough enforcement

Resolves four issues in the fallback_to_db_teams path:

- _resolve_db_team_fallback now surfaces a model-access denial when memberships
  exist but none can access the requested model, instead of always returning
  the no-membership message
- auth_builder gates the fallback on real JWT team claims via
  get_all_jwt_team_ids so a configured team_id_default does not silently route
  claimless tokens to the default team
- A team selected only via _resolve_db_team_fallback is re-validated against
  the team's allowed_passthrough_routes; the earlier gate ran while team_id
  was still None
- sync_user_role_and_teams considers both plural and singular team claim
  shapes when reconciling DB memberships so singular-only tokens
  (Okta/Auth0 defaults) no longer leave stale teams behind

* fix(jwt): don't upsert a provisional x-litellm-team-id before membership check

When fallback_to_db_teams is on and the JWT carries no team claims, an
x-litellm-team-id header is accepted provisionally and only validated against
the user's DB memberships later in auth_builder. With team_id_upsert also
enabled, get_team_object ran the upsert on that unvalidated header team first,
so an attacker-supplied header could create an orphaned team row before the
403 membership check. Suppress the upsert whenever the team is provisional
(db_team_fallback), since a genuine membership team already exists and an
invalid one must not be created. Regression:
test_auth_builder_provisional_header_team_is_not_upserted.

* fix(jwt): pin RBAC-asserted team against db-team-fallback header override

When a JWT carries an RBAC team role but no group claims, auth_builder already
sets team_id from the RBAC object_id. db_team_fallback still evaluated true
there, so the provisional x-litellm-team-id path accepted a header team and
silently overrode the RBAC-asserted team with any team the caller belonged to.
Gate db_team_fallback on team_id being unset, and drive the header's provisional
acceptance off db_team_fallback rather than the raw flag, so an RBAC token plus
a non-claim header team is rejected with 403 instead of substituting the team.
Regression: test_auth_builder_header_cannot_override_rbac_team_under_db_fallback.

* fix(jwt): scope dual-claim membership sync to fallback_to_db_teams

The membership sync read both plural and singular JWT team claims via
get_all_jwt_team_ids unconditionally, which silently changed reconciliation
for every deployment using sync_user_role_and_teams, not just those opting
into fallback_to_db_teams: a singular-only IdP token that previously stripped
all DB teams would now be recognized. Gate the dual-claim read on
fallback_to_db_teams so flag-off deployments keep the upstream plural-only
behavior, honoring the PR's contract that existing deployments are unchanged.
Regression: test_sync_user_role_and_teams_singular_claim_only_recognized_under_flag.

* fix(jwt): drop user team IDs from db-fallback model-access 403 detail

The model-access-denied 403 in _resolve_db_team_fallback echoed the user's
full DB team-id list in its detail. It is only the caller's own memberships,
but it is inconsistent with the membership-validation 403 in the same feature
that was deliberately scrubbed of team IDs. Replace the enumerated list with a
generic "no team you are a member of has access" message. Regression extends
test_resolve_db_team_fallback_distinguishes_no_membership_vs_model_denied to
assert the team id is absent from the detail.

* fix(jwt): keep db-team fallback off for alias-only tokens

* test(jwt): cover alias-only token skipping db-team fallback

The autofix in ed21199 added a get_team_alias clause to the db_team_fallback
gate so an alias-only JWT (team_alias_jwt_field set, no team-id claims)
resolves its alias via find_and_validate_specific_team_id instead of being
mis-attributed to the user's first DB team, but it shipped without a
regression test. This drives auth_builder with an alias-only token whose
alias resolves to a different team than the user's DB membership and asserts
the result is the alias-resolved team; reverting the get_team_alias clause
flips the result to the DB-membership team, so the test fails without the fix

* fix(jwt): prefer alias resolution over team_id_default

When the JWT only carries an alias claim and the operator configures
team_id_default, JWTHandler.get_team_id silently substitutes the
default into find_and_validate_specific_team_id. That made the helper
return the default team without ever attempting alias resolution, so
spend and access attached to the default team even though the token
identified a different team via its alias. Use get_all_jwt_team_ids
(which ignores team_id_default) to detect when the resolved team_id is
only the default and clear it so alias resolution runs first; the
default remains the fallback when no alias claim is present.

* fix(jwt): enforce team_allowed_routes in db-team fallback resolution

The claim-based path runs allowed_routes_check when selecting a team, but
_resolve_db_team_fallback selected a team purely on model access, so a
DB-resolved team could reach routes excluded by team_allowed_routes with no
downstream backstop. This mirrors the claim path's route gate in the fallback,
exempting auth-enforced passthrough routes that are gated separately by
allowed_passthrough_routes at the call site

* fix(jwt): enforce team_allowed_routes on header-team db fallback path

The auto-pick DB-team fallback already gates against team_allowed_routes, but a claimless JWT presenting x-litellm-team-id under fallback_to_db_teams set team_id directly from the header and only re-validated DB membership afterwards, skipping the route gate. A caller could reach management/info routes that the JWT config narrowed for team-role callers by supplying the header even though the auto-pick path on the same route returns no team.

* refactor(jwt): narrow db-team fallback except clauses to actual failure types

* fix(jwt): collapse provisional header team lookup failure into membership denial

A caller holding a valid claimless JWT under fallback_to_db_teams could
distinguish nonexistent teams (404 from get_team_object) from existing
teams they do not belong to (membership 403) by varying x-litellm-team-id,
giving an authenticated team-id existence oracle. The provisional header
path now rewrites the lookup failure into the exact 403 the membership
check raises, while claim-backed header teams keep the upstream 404.

Also drop the unreachable falsy-team guard in _resolve_db_team_fallback
(get_team_object returns a team or raises, never None) and stop codecov
carryforward for three dead flags whose stale sessions were measured
against old file revisions and sank patch coverage with phantom
executable lines

---------

Co-authored-by: Cursor Agent <cursoragent@cursor.com>
---
 codecov.yaml                                  |   10 +
 litellm/proxy/_types.py                       |   11 +
 litellm/proxy/auth/handle_jwt.py              |  289 ++-
 .../proxy/auth/test_handle_jwt.py             | 1656 ++++++++++++++++-
 4 files changed, 1916 insertions(+), 50 deletions(-)

diff --git a/codecov.yaml b/codecov.yaml
index f5acdd39136..bc0b3604329 100644
--- a/codecov.yaml
+++ b/codecov.yaml
@@ -15,6 +15,16 @@ ignore:
 flag_management:
   default_rules:
     carryforward: true
+  # Dead flags no CI job uploads anymore: their carried-forward sessions were
+  # measured against old revisions, and the stale line maps mark comment lines
+  # of since-edited files as missed, sinking patch coverage on unrelated PRs.
+  individual_flags:
+    - name: proxy-mgmt-behavior
+      carryforward: false
+    - name: security
+      carryforward: false
+    - name: proxy-db-schema-migration
+      carryforward: false
 
 component_management:
   individual_components:
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index e7b045d66b5..de35a705c68 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -4184,6 +4184,17 @@ class LiteLLM_JWTAuth(LiteLLMPydanticObjectBase):
             "authorization."
         ),
     )
+    fallback_to_db_teams: bool = Field(
+        default=False,
+        description=(
+            "When True, users whose JWT contains no team claims are authenticated "
+            "using their database team memberships instead of receiving HTTP 403. "
+            "Usage is attributed to the user's first resolvable DB team, or to the "
+            "team specified via the x-litellm-team-id request header (validated "
+            "against DB membership). Requires user_id_upsert=True so that user "
+            "records exist before the fallback runs."
+        ),
+    )
     issuers: Optional[List[JWTIssuerConfig]] = Field(
         default=None,
         description="Optional issuer-bound JWT validation rules. When a token's `iss` matches a configured issuer, validation uses that issuer's JWKS, audience, and claim mappings. Tokens with an unlisted `iss` fall back to the global JWT_AUDIENCE/JWT_ISSUER validation path — this is additive routing, not an allow-list.",
diff --git a/litellm/proxy/auth/handle_jwt.py b/litellm/proxy/auth/handle_jwt.py
index 9db9b970d88..a44318c072c 100644
--- a/litellm/proxy/auth/handle_jwt.py
+++ b/litellm/proxy/auth/handle_jwt.py
@@ -12,7 +12,7 @@
 import hashlib
 import os
 import re
-from typing import Any, List, Literal, Optional, Set, Tuple, Union, cast
+from typing import Any, List, Literal, NoReturn, Optional, Set, Tuple, Union, cast
 
 import jwt
 from cryptography import x509
@@ -1196,10 +1196,22 @@ async def find_and_validate_specific_team_id(
     ) -> Tuple[Optional[str], Optional[LiteLLM_TeamTable]]:
         """Find and validate specific team ID from team_id_jwt_field or team_alias_jwt_field"""
         individual_team_id = jwt_handler.get_team_id(token=jwt_valid_token, default_value=None)
+        team_alias = jwt_handler.get_team_alias(token=jwt_valid_token, default_value=None)
+
+        # `get_team_id` silently substitutes `team_id_default` for a missing
+        # JWT team_id claim. When the token actually carries an alias claim,
+        # that substitution would mask the alias-resolved team, so prefer
+        # alias resolution. `get_all_jwt_team_ids` ignores `team_id_default`;
+        # an empty result means no real JWT team_id claim is present.
+        if (
+            team_alias
+            and individual_team_id is not None
+            and not jwt_handler.get_all_jwt_team_ids(token=jwt_valid_token)
+        ):
+            individual_team_id = None
 
         team_object: Optional[LiteLLM_TeamTable] = None
 
-        # First try to get team by team_id
         if individual_team_id:
             try:
                 team_object = await get_team_object(
@@ -1222,8 +1234,6 @@ async def find_and_validate_specific_team_id(
                 )
                 return None, None
 
-        # If no team_id found, try to resolve via team_alias_jwt_field
-        team_alias = jwt_handler.get_team_alias(token=jwt_valid_token, default_value=None)
         if team_alias:
             verbose_proxy_logger.info(f"JWT Auth: Resolving team by alias: '{team_alias}'")
             team_object = await get_team_object_by_alias(
@@ -1329,7 +1339,10 @@ async def find_team_with_model_access(
         denied_auth_enforced_pass_through_route = False
 
         if not team_ids:
-            if jwt_handler.litellm_jwtauth.enforce_team_based_model_access:
+            if (
+                jwt_handler.litellm_jwtauth.enforce_team_based_model_access
+                and not jwt_handler.litellm_jwtauth.fallback_to_db_teams
+            ):
                 raise HTTPException(
                     status_code=403,
                     detail="No teams found in token. `enforce_team_based_model_access` is set to True. Token must belong to a team.",
@@ -1571,6 +1584,7 @@ def validate_object_id(
     def get_team_id_from_header(
         request_headers: Optional[dict],
         allowed_team_ids: Set[str],
+        fallback_to_db_teams: bool = False,
     ) -> Optional[str]:
         """
         Extract team_id from x-litellm-team-id header if present.
@@ -1579,6 +1593,10 @@ def get_team_id_from_header(
         Args:
             request_headers: Dictionary of request headers
             allowed_team_ids: Set of team IDs the user is allowed to access (from JWT)
+            fallback_to_db_teams: When True and the JWT carries no team claims
+                (allowed_team_ids is empty), the header value is returned
+                provisionally and validated against DB memberships later in
+                auth_builder instead of being rejected here.
 
         Returns:
             The team_id from header if valid, None otherwise
@@ -1596,8 +1614,8 @@ def get_team_id_from_header(
         if not header_team_id:
             return None
 
-        # Validate that the team_id is in the allowed teams
-        if header_team_id not in allowed_team_ids:
+        defer_to_db_membership = fallback_to_db_teams and not allowed_team_ids
+        if not defer_to_db_membership and header_team_id not in allowed_team_ids:
             raise HTTPException(
                 status_code=403,
                 detail=f"Team '{header_team_id}' from x-litellm-team-id header is not in your JWT's allowed teams. Allowed teams: {list(allowed_team_ids)}",
@@ -1694,11 +1712,20 @@ async def sync_user_role_and_teams(
                     ttl=get_management_object_ttl(user_api_key_cache),
                 )
 
-        # Sync team memberships
-        jwt_team_ids = set(jwt_handler.get_team_ids_from_jwt(jwt_valid_token))
+        # Sync team memberships. With fallback_to_db_teams on, read both plural and
+        # singular claim shapes so a singular-only IdP token (e.g. Okta/Auth0) is
+        # not mistaken for claimless and left with stale DB memberships the fallback
+        # could later attribute. With the flag off, keep the upstream plural-only
+        # reconciliation so existing deployments are unchanged.
+        jwt_team_ids = set(
+            jwt_handler.get_all_jwt_team_ids(jwt_valid_token)
+            if jwt_handler.litellm_jwtauth.fallback_to_db_teams
+            else jwt_handler.get_team_ids_from_jwt(jwt_valid_token)
+        )
         existing_teams = set(user_object.teams or [])
         teams_to_add = jwt_team_ids - existing_teams
-        teams_to_remove = existing_teams - jwt_team_ids
+        preserve_db_teams_without_claims = jwt_handler.litellm_jwtauth.fallback_to_db_teams and not jwt_team_ids
+        teams_to_remove = set() if preserve_db_teams_without_claims else existing_teams - jwt_team_ids
         if teams_to_add or teams_to_remove:
             from litellm.proxy.management_endpoints.scim.scim_v2 import (
                 patch_team_membership,
@@ -1818,6 +1845,155 @@ async def _resolve_single_team_fallback(
             )
             return None, None, None
 
+    @staticmethod
+    async def _resolve_db_team_fallback(
+        user_object: LiteLLM_UserTable | None,
+        user_id: str | None,
+        requested_model: str | None,
+        route: str,
+        jwt_handler: JWTHandler,
+        enforce_team_based_model_access: bool,
+        team_id_upsert: bool,
+        prisma_client: PrismaClient | None,
+        user_api_key_cache: UserApiKeyCache,
+        parent_otel_span: Span | None,
+        proxy_logging_obj: ProxyLogging,
+        request_method: str | None = None,
+    ) -> tuple[str | None, LiteLLM_TeamTable | None, LiteLLM_TeamMembership | None]:
+        """
+        Resolve a team for a user whose JWT carries no team claims by selecting
+        the first DB team membership that loads successfully and, when a model is
+        requested, can access that model — mirroring the per-team model-access
+        check the claim-based path enforces, so a team's `models` restriction is
+        not bypassed by the fallback.
+
+        The same `team_allowed_routes` gate the claim-based path applies is
+        enforced here too, so a DB-selected team cannot reach a route the JWT
+        config excludes for team-role callers. Auth-enforced passthrough routes
+        are exempt from that gate by design (they are governed by the team's
+        `allowed_passthrough_routes`, re-checked by the caller).
+
+        The resolved team's membership row is loaded too (when user_id is set) so
+        per-team membership budget limits are enforced on the fallback path the
+        same as on the claim-based path.
+
+        Raises HTTP 403 when the user has no usable DB team membership and
+        `enforce_team_based_model_access` is set; otherwise returns (None, None, None).
+        """
+        from litellm.proxy.proxy_server import llm_router
+
+        user_team_ids = user_object.teams if user_object else []
+        team_route_allowed = JWTAuthManager._is_team_route_allowed(
+            route=route, request_method=request_method, jwt_handler=jwt_handler
+        )
+        any_team_resolved = False
+        for candidate_team_id in user_team_ids:
+            try:
+                team_object = await get_team_object(
+                    team_id=candidate_team_id,
+                    prisma_client=prisma_client,
+                    user_api_key_cache=user_api_key_cache,
+                    parent_otel_span=parent_otel_span,
+                    proxy_logging_obj=proxy_logging_obj,
+                    team_id_upsert=team_id_upsert,
+                )
+            except HTTPException:
+                continue
+            any_team_resolved = True
+            if requested_model:
+                try:
+                    await can_team_access_model(
+                        model=requested_model,
+                        team_object=team_object,
+                        llm_router=llm_router,
+                        team_model_aliases=None,
+                    )
+                except ProxyException:
+                    continue
+            if not team_route_allowed:
+                continue
+            verbose_proxy_logger.debug(
+                "JWT DB team fallback: resolved team_id=%s from user DB membership",
+                candidate_team_id,
+            )
+            if user_id:
+                return (
+                    candidate_team_id,
+                    team_object,
+                    await get_team_membership(
+                        user_id=user_id,
+                        team_id=candidate_team_id,
+                        prisma_client=prisma_client,
+                        user_api_key_cache=user_api_key_cache,
+                        parent_otel_span=parent_otel_span,
+                        proxy_logging_obj=proxy_logging_obj,
+                    ),
+                )
+            return candidate_team_id, team_object, None
+
+        if enforce_team_based_model_access:
+            if requested_model and any_team_resolved:
+                raise HTTPException(
+                    status_code=403,
+                    detail=(
+                        f"No team you are a member of has access to the requested "
+                        f"model: {requested_model}. Check `/models` to see the models "
+                        f"available to you."
+                    ),
+                )
+            raise HTTPException(
+                status_code=403,
+                detail=("User is not a member of any team. Add the user to a team via the LiteLLM UI or API."),
+            )
+        return None, None, None
+
+    @staticmethod
+    def _is_team_route_allowed(
+        route: str,
+        request_method: str | None,
+        jwt_handler: JWTHandler,
+    ) -> bool:
+        """
+        Whether a team-role caller may reach `route` per the JWT config's
+        `team_allowed_routes`. Auth-enforced passthrough routes are exempt
+        here; their team's `allowed_passthrough_routes` gate runs separately.
+        """
+        normalized_method = request_method.upper() if isinstance(request_method, str) else None
+        return RouteChecks.is_auth_enforced_pass_through_route(
+            route=route, method=normalized_method
+        ) or allowed_routes_check(
+            user_role=LitellmUserRoles.TEAM,
+            user_route=route,
+            litellm_proxy_roles=jwt_handler.litellm_jwtauth,
+        )
+
+    @staticmethod
+    def _raise_header_team_membership_denial(team_id: str) -> NoReturn:
+        """
+        The single denial shape for a provisional x-litellm-team-id header,
+        raised identically for nonexistent teams and for teams the user is not
+        a member of, so the response does not reveal whether a team id exists.
+        """
+        raise HTTPException(
+            status_code=403,
+            detail=(f"Team '{team_id}' (from x-litellm-team-id header) is not in your team memberships."),
+        )
+
+    @staticmethod
+    def _validate_header_team_in_db_membership(
+        team_id: str,
+        user_object: LiteLLM_UserTable | None,
+    ) -> None:
+        """
+        A provisional team_id from the x-litellm-team-id header (accepted without
+        JWT-team validation when the JWT carries no team claims) must exist in the
+        user's DB team memberships before it becomes request context.
+        """
+        user_team_ids = user_object.teams if user_object else []
+        if team_id in user_team_ids:
+            return
+        JWTAuthManager._raise_header_team_membership_denial(team_id)
+
     @staticmethod
     async def auth_builder(
         api_key: str,
@@ -1911,24 +2087,49 @@ async def auth_builder(
         ## Check if team_id is specified via x-litellm-team-id header
         all_team_ids = JWTAuthManager.get_all_team_ids(jwt_handler, jwt_valid_token)
         specific_team_id = jwt_handler.get_team_id(token=jwt_valid_token, default_value=None)
-        if specific_team_id:
+
+        # The DB fallback only applies when the token carries no team identity at
+        # all. `get_all_jwt_team_ids` ignores `team_id_default` so a configured
+        # default does not hide a claimless token, `get_team_alias` covers
+        # alias-only tokens so the alias still resolves via
+        # `find_and_validate_specific_team_id`, and `team_id is None` excludes
+        # the RBAC team-role path (which already set `team_id`); otherwise a
+        # provisional x-litellm-team-id header could override an RBAC-asserted team.
+        db_team_fallback = (
+            jwt_handler.litellm_jwtauth.fallback_to_db_teams
+            and not jwt_handler.get_all_jwt_team_ids(token=jwt_valid_token)
+            and not jwt_handler.get_team_alias(token=jwt_valid_token, default_value=None)
+            and team_id is None
+        )
+        if specific_team_id and not db_team_fallback:
             all_team_ids.add(specific_team_id)
 
         header_team_id = JWTAuthManager.get_team_id_from_header(
             request_headers=request_headers,
             allowed_team_ids=all_team_ids,
+            fallback_to_db_teams=db_team_fallback,
         )
         if header_team_id:
             team_id = header_team_id
-            team_object = await get_team_object(
-                team_id=team_id,
-                prisma_client=prisma_client,
-                user_api_key_cache=user_api_key_cache,
-                parent_otel_span=parent_otel_span,
-                proxy_logging_obj=proxy_logging_obj,
-                team_id_upsert=jwt_handler.litellm_jwtauth.team_id_upsert,
-            )
-        elif not team_id:
+            # A provisional header team (accepted only because the JWT carries no
+            # team claims) is validated against DB membership further down; never
+            # upsert it here or an attacker-supplied x-litellm-team-id would create
+            # an orphaned team row before that check runs. A genuine membership team
+            # already exists, so suppressing the upsert in that case costs nothing.
+            try:
+                team_object = await get_team_object(
+                    team_id=team_id,
+                    prisma_client=prisma_client,
+                    user_api_key_cache=user_api_key_cache,
+                    parent_otel_span=parent_otel_span,
+                    proxy_logging_obj=proxy_logging_obj,
+                    team_id_upsert=(jwt_handler.litellm_jwtauth.team_id_upsert and not db_team_fallback),
+                )
+            except HTTPException:
+                if not db_team_fallback:
+                    raise
+                JWTAuthManager._raise_header_team_membership_denial(team_id)
+        elif not team_id and not db_team_fallback:
             ## SPECIFIC TEAM ID
             (
                 team_id,
@@ -2020,8 +2221,36 @@ async def auth_builder(
             user_api_key_cache=user_api_key_cache,
         )
 
-        # If JWT did not resolve team_id, attempt single-team DB fallback.
-        if team_id is None:
+        # If JWT did not resolve team_id, attempt a team fallback.
+        if team_id is None and db_team_fallback:
+            (
+                team_id,
+                team_object,
+                team_membership_object,
+            ) = await JWTAuthManager._resolve_db_team_fallback(
+                user_object=user_object,
+                user_id=user_id,
+                requested_model=request_data.get("model"),
+                route=route,
+                jwt_handler=jwt_handler,
+                enforce_team_based_model_access=jwt_handler.litellm_jwtauth.enforce_team_based_model_access,
+                team_id_upsert=jwt_handler.litellm_jwtauth.team_id_upsert,
+                prisma_client=prisma_client,
+                user_api_key_cache=user_api_key_cache,
+                parent_otel_span=parent_otel_span,
+                proxy_logging_obj=proxy_logging_obj,
+                request_method=request_method,
+            )
+            # The earlier passthrough gate ran when team_id was None; re-check
+            # against the DB-resolved team so a fallback-selected team must also
+            # pass the auth-enforced passthrough allowlist.
+            if team_id and not JWTAuthManager._team_has_passthrough_route_access(
+                team_object=team_object,
+                route=route,
+                request_method=request_method,
+            ):
+                JWTAuthManager._raise_team_passthrough_route_denial(route=route)
+        elif team_id is None:
             (
                 team_id,
                 team_object,
@@ -2035,6 +2264,22 @@ async def auth_builder(
                 proxy_logging_obj=proxy_logging_obj,
                 team_id_upsert=jwt_handler.litellm_jwtauth.team_id_upsert,
             )
+        elif db_team_fallback and team_id == header_team_id:
+            JWTAuthManager._validate_header_team_in_db_membership(
+                team_id=team_id,
+                user_object=user_object,
+            )
+            if not JWTAuthManager._is_team_route_allowed(
+                route=route,
+                request_method=request_method,
+                jwt_handler=jwt_handler,
+            ):
+                raise HTTPException(
+                    status_code=403,
+                    detail=(
+                        f"Team '{team_id}' (from x-litellm-team-id header) is not allowed to access route '{route}'."
+                    ),
+                )
 
         ## MAP USER TO TEAMS
         await JWTAuthManager.map_user_to_teams(
diff --git a/tests/test_litellm/proxy/auth/test_handle_jwt.py b/tests/test_litellm/proxy/auth/test_handle_jwt.py
index b547ec877e2..13041950f98 100644
--- a/tests/test_litellm/proxy/auth/test_handle_jwt.py
+++ b/tests/test_litellm/proxy/auth/test_handle_jwt.py
@@ -663,7 +663,11 @@ def test_get_all_jwt_team_ids_unions_singular_and_plural():
     # singular field as multi-element list (some IdPs) — merge all, preserve plural-first order
     assert jwt_handler.get_all_jwt_team_ids(
         {"team_id": ["primary", "secondary"], "teams": ["a"]}
-    ) == ["a", "primary", "secondary"]
+    ) == [
+        "a",
+        "primary",
+        "secondary",
+    ]
 
     # neither populated
     assert jwt_handler.get_all_jwt_team_ids({}) == []
@@ -1241,24 +1245,24 @@ async def test_auth_builder_returns_team_membership_object():
         )
 
         # Verify that team_membership_object is returned
-        assert (
-            result["team_membership"] is not None
-        ), "team_membership should be present"
-        assert (
-            result["team_membership"] == mock_team_membership
-        ), "team_membership should match the mock object"
-        assert (
-            result["team_membership"].user_id == _user_id
-        ), "team_membership user_id should match"
-        assert (
-            result["team_membership"].team_id == _team_id
-        ), "team_membership team_id should match"
-        assert (
-            result["team_membership"].budget_id == "budget_123"
-        ), "team_membership budget_id should match"
-        assert (
-            result["team_membership"].spend == 10.5
-        ), "team_membership spend should match"
+        assert result["team_membership"] is not None, (
+            "team_membership should be present"
+        )
+        assert result["team_membership"] == mock_team_membership, (
+            "team_membership should match the mock object"
+        )
+        assert result["team_membership"].user_id == _user_id, (
+            "team_membership user_id should match"
+        )
+        assert result["team_membership"].team_id == _team_id, (
+            "team_membership team_id should match"
+        )
+        assert result["team_membership"].budget_id == "budget_123", (
+            "team_membership budget_id should match"
+        )
+        assert result["team_membership"].spend == 10.5, (
+            "team_membership spend should match"
+        )
 
 
 @pytest.mark.asyncio
@@ -2717,9 +2721,9 @@ async def test_find_and_validate_specific_team_id_hints_bracket_notation():
     error_msg = str(exc_info.value)
     # Should mention the bad field name and suggest the fix
     assert "roles.0" in error_msg, f"Expected field name in: {error_msg}"
-    assert (
-        "roles" in error_msg and "list" in error_msg
-    ), f"Expected hint about using 'roles' instead: {error_msg}"
+    assert "roles" in error_msg and "list" in error_msg, (
+        f"Expected hint about using 'roles' instead: {error_msg}"
+    )
 
 
 @pytest.mark.asyncio
@@ -2747,9 +2751,9 @@ async def test_find_and_validate_specific_team_id_hints_bracket_index_notation()
 
     error_msg = str(exc_info.value)
     assert "roles[0]" in error_msg, f"Expected field name in: {error_msg}"
-    assert (
-        "roles" in error_msg and "list" in error_msg
-    ), f"Expected hint about using 'roles' instead: {error_msg}"
+    assert "roles" in error_msg and "list" in error_msg, (
+        f"Expected hint about using 'roles' instead: {error_msg}"
+    )
 
 
 @pytest.mark.asyncio
@@ -3164,9 +3168,9 @@ def test_build_decode_kwargs_warns_once_when_unscoped(
         if "JWT auth is enabled" in r.getMessage()
         and "neither JWT_AUDIENCE nor JWT_ISSUER" in r.getMessage()
     ]
-    assert (
-        len(matching) == 1
-    ), f"Expected exactly one warning across 3 calls, got {len(matching)}"
+    assert len(matching) == 1, (
+        f"Expected exactly one warning across 3 calls, got {len(matching)}"
+    )
 
 
 def test_build_decode_kwargs_no_warning_when_scoped(
@@ -4339,3 +4343,1599 @@ def test_build_decode_kwargs_warns_for_unscoped_global_fallback_in_mixed_deploym
         if "neither JWT_AUDIENCE nor JWT_ISSUER" in r.getMessage()
     ]
     assert len(matching) == 1
+
+
+# ---------------------------------------------------------------------------
+# fallback_to_db_teams: resolve team from DB memberships when JWT has no team
+# claims (config flag on LiteLLM_JWTAuth)
+# ---------------------------------------------------------------------------
+
+
+def test_get_team_id_from_header_defers_to_db_membership_only_without_jwt_claims():
+    """With fallback_to_db_teams=True, an x-litellm-team-id header is accepted
+    provisionally only when the JWT carries no team claims (allowed set empty).
+    When the JWT does carry team claims, the header must still be validated
+    against them, and the flag-off behavior must keep rejecting unknown teams."""
+    deferred = JWTAuthManager.get_team_id_from_header(
+        request_headers={"x-litellm-team-id": "team-from-db"},
+        allowed_team_ids=set(),
+        fallback_to_db_teams=True,
+    )
+    assert deferred == "team-from-db"
+
+    with pytest.raises(HTTPException) as exc_info:
+        JWTAuthManager.get_team_id_from_header(
+            request_headers={"x-litellm-team-id": "team-x"},
+            allowed_team_ids={"team-1", "team-2"},
+            fallback_to_db_teams=True,
+        )
+    assert exc_info.value.status_code == 403
+
+    with pytest.raises(HTTPException):
+        JWTAuthManager.get_team_id_from_header(
+            request_headers={"x-litellm-team-id": "team-from-db"},
+            allowed_team_ids=set(),
+            fallback_to_db_teams=False,
+        )
+
+
+@pytest.mark.asyncio
+async def test_find_team_with_model_access_defers_no_team_403_under_db_fallback():
+    """find_team_with_model_access raises the early "no teams in token" 403 when
+    enforcement is on, but defers (returns no team) so auth_builder's DB fallback
+    can run when fallback_to_db_teams is enabled."""
+    jwt_handler = JWTHandler()
+    jwt_handler.litellm_jwtauth = LiteLLM_JWTAuth(
+        enforce_team_based_model_access=True,
+        fallback_to_db_teams=False,
+    )
+    with pytest.raises(HTTPException) as exc_info:
+        await JWTAuthManager.find_team_with_model_access(
+            team_ids=set(),
+            requested_model="gpt-4",
+            route="/chat/completions",
+            jwt_handler=jwt_handler,
+            prisma_client=None,
+            user_api_key_cache=MagicMock(),
+            parent_otel_span=None,
+            proxy_logging_obj=MagicMock(),
+        )
+    assert exc_info.value.status_code == 403
+
+    jwt_handler.litellm_jwtauth = LiteLLM_JWTAuth(
+        enforce_team_based_model_access=True,
+        fallback_to_db_teams=True,
+    )
+    team_id, team_object = await JWTAuthManager.find_team_with_model_access(
+        team_ids=set(),
+        requested_model="gpt-4",
+        route="/chat/completions",
+        jwt_handler=jwt_handler,
+        prisma_client=None,
+        user_api_key_cache=MagicMock(),
+        parent_otel_span=None,
+        proxy_logging_obj=MagicMock(),
+    )
+    assert team_id is None
+    assert team_object is None
+
+
+def _db_fallback_handler(litellm_jwtauth: Optional[LiteLLM_JWTAuth] = None) -> JWTHandler:
+    handler = JWTHandler()
+    handler.litellm_jwtauth = litellm_jwtauth or LiteLLM_JWTAuth()
+    return handler
+
+
+@pytest.mark.asyncio
+async def test_resolve_db_team_fallback_skips_unresolvable_membership():
+    """An orphaned membership (team row missing/erroring) is skipped and the next
+    resolvable DB team is selected instead of aborting the fallback."""
+    user_object = LiteLLM_UserTable(
+        user_id="u_skip",
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        teams=["ghost_team", "real_team"],
+    )
+    resolved = LiteLLM_TeamTable(team_id="real_team")
+
+    async def fake_get_team(team_id, **kwargs):
+        if team_id == "ghost_team":
+            raise HTTPException(status_code=404, detail="missing")
+        return resolved
+
+    with patch(
+        "litellm.proxy.auth.handle_jwt.get_team_object",
+        new_callable=AsyncMock,
+        side_effect=fake_get_team,
+    ):
+        (
+            team_id,
+            team_object,
+            _membership,
+        ) = await JWTAuthManager._resolve_db_team_fallback(
+            user_object=user_object,
+            user_id=None,
+            requested_model=None,
+            route="/chat/completions",
+            jwt_handler=_db_fallback_handler(),
+            enforce_team_based_model_access=True,
+            team_id_upsert=False,
+            prisma_client=None,
+            user_api_key_cache=MagicMock(),
+            parent_otel_span=None,
+            proxy_logging_obj=MagicMock(),
+        )
+
+    assert team_id == "real_team"
+    assert team_object is resolved
+
+
+@pytest.mark.parametrize(
+    (
+        "fallback_to_db_teams",
+        "user_teams",
+        "header_team_id",
+        "expected_team_id",
+        "expect_403",
+    ),
+    [
+        pytest.param(
+            True, ["team_solo"], None, "team_solo", False, id="flag_on_single_db_team"
+        ),
+        pytest.param(
+            True,
+            ["team_a", "team_b"],
+            None,
+            "team_a",
+            False,
+            id="flag_on_multi_db_team_picks_first",
+        ),
+        pytest.param(
+            True,
+            ["team_a", "team_b"],
+            "team_b",
+            "team_b",
+            False,
+            id="flag_on_header_team_in_membership",
+        ),
+        pytest.param(
+            True,
+            ["team_a", "team_b"],
+            "team_x",
+            None,
+            True,
+            id="flag_on_header_team_not_in_membership_403",
+        ),
+        pytest.param(True, [], None, None, True, id="flag_on_no_db_team_enforced_403"),
+        pytest.param(
+            False,
+            ["team_a", "team_b"],
+            None,
+            None,
+            False,
+            id="flag_off_multi_db_team_no_fallback",
+        ),
+        pytest.param(
+            False,
+            ["team_solo"],
+            None,
+            "team_solo",
+            False,
+            id="flag_off_single_db_team_upstream_fallback",
+        ),
+    ],
+)
+@pytest.mark.asyncio
+async def test_auth_builder_db_team_fallback_when_jwt_has_no_team(
+    fallback_to_db_teams: bool,
+    user_teams: list,
+    header_team_id: Optional[str],
+    expected_team_id: Optional[str],
+    expect_403: bool,
+) -> None:
+    """End-to-end auth_builder behavior with no JWT team claims.
+
+    fallback_to_db_teams=True attributes usage to the user's first resolvable DB
+    team, honors a valid x-litellm-team-id header, and rejects a header team the
+    user does not belong to. The default (flag off) preserves the upstream
+    single-team fallback: a lone DB team is resolved, multiple are ambiguous.
+    """
+    user_id = "u_db_fallback"
+    user_object = LiteLLM_UserTable(
+        user_id=user_id,
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        teams=user_teams,
+    )
+    jwt_handler = JWTHandler()
+    jwt_handler.litellm_jwtauth = LiteLLM_JWTAuth(
+        enforce_team_based_model_access=True,
+        fallback_to_db_teams=fallback_to_db_teams,
+    )
+
+    request_headers = {"x-litellm-team-id": header_team_id} if header_team_id else None
+
+    async def fake_get_team(team_id, **kwargs):
+        return LiteLLM_TeamTable(team_id=team_id)
+
+    async def call_auth_builder():
+        with (
+            patch.object(
+                jwt_handler, "auth_jwt", new_callable=AsyncMock
+            ) as mock_auth_jwt,
+            patch.object(JWTAuthManager, "check_rbac_role", new_callable=AsyncMock),
+            patch.object(jwt_handler, "get_rbac_role", return_value=None),
+            patch.object(jwt_handler, "get_scopes", return_value=[]),
+            patch.object(jwt_handler, "get_object_id", return_value=None),
+            patch.object(
+                JWTAuthManager,
+                "get_user_info",
+                new_callable=AsyncMock,
+                return_value=(user_id, "u@example.com", True),
+            ),
+            patch.object(jwt_handler, "get_org_id", return_value=None),
+            patch.object(jwt_handler, "get_end_user_id", return_value=None),
+            patch.object(
+                JWTAuthManager,
+                "check_admin_access",
+                new_callable=AsyncMock,
+                return_value=None,
+            ),
+            patch.object(
+                JWTAuthManager,
+                "find_and_validate_specific_team_id",
+                new_callable=AsyncMock,
+                return_value=(None, None),
+            ),
+            patch.object(JWTAuthManager, "get_all_team_ids", return_value=set()),
+            patch.object(
+                JWTAuthManager,
+                "find_team_with_model_access",
+                new_callable=AsyncMock,
+                return_value=(None, None),
+            ),
+            patch.object(
+                JWTAuthManager,
+                "get_objects",
+                new_callable=AsyncMock,
+                return_value=(user_object, None, None, None, user_id),
+            ),
+            patch.object(JWTAuthManager, "map_user_to_teams", new_callable=AsyncMock),
+            patch.object(JWTAuthManager, "validate_object_id", return_value=True),
+            patch.object(
+                JWTAuthManager, "sync_user_role_and_teams", new_callable=AsyncMock
+            ),
+            patch(
+                "litellm.proxy.auth.handle_jwt.get_team_object",
+                new_callable=AsyncMock,
+                side_effect=fake_get_team,
+            ),
+            patch(
+                "litellm.proxy.auth.handle_jwt.get_team_membership",
+                new_callable=AsyncMock,
+                return_value=LiteLLM_TeamMembership(
+                    user_id=user_id,
+                    team_id=user_teams[0] if user_teams else "none",
+                    litellm_budget_table=None,
+                ),
+            ),
+        ):
+            mock_auth_jwt.return_value = {"sub": user_id, "scope": ""}
+            return await JWTAuthManager.auth_builder(
+                api_key="test_jwt_token",
+                jwt_handler=jwt_handler,
+                request_data={"model": "gpt-4"},
+                general_settings={"enforce_rbac": False},
+                route="/chat/completions",
+                prisma_client=None,
+                user_api_key_cache=None,
+                parent_otel_span=None,
+                proxy_logging_obj=None,
+                request_headers=request_headers,
+            )
+
+    if expect_403:
+        with pytest.raises(HTTPException) as exc_info:
+            await call_auth_builder()
+        assert exc_info.value.status_code == 403
+    else:
+        result = await call_auth_builder()
+        assert result["team_id"] == expected_team_id
+
+
+@pytest.mark.parametrize(
+    "fallback_to_db_teams, expect_teams_stripped",
+    [
+        pytest.param(True, False, id="fallback_on_preserves_db_teams"),
+        pytest.param(False, True, id="fallback_off_strips_db_teams"),
+    ],
+)
+@pytest.mark.asyncio
+async def test_sync_user_role_and_teams_no_claim_team_preservation(
+    fallback_to_db_teams: bool,
+    expect_teams_stripped: bool,
+) -> None:
+    """A no-team-claim JWT must not permanently strip a user's DB team memberships
+    when fallback_to_db_teams is enabled — otherwise the DB fallback that runs
+    right after has nothing to resolve and every request silently wipes the user
+    out of their teams. With the flag off, the legacy mirror-the-IdP behavior
+    (remove teams absent from the token) is preserved."""
+    jwt_handler = JWTHandler()
+    jwt_handler.update_environment(
+        prisma_client=None,
+        user_api_key_cache=AsyncMock(),
+        litellm_jwtauth=LiteLLM_JWTAuth(
+            team_ids_jwt_field="teams",
+            sync_user_role_and_teams=True,
+            fallback_to_db_teams=fallback_to_db_teams,
+        ),
+    )
+
+    token = {"sub": "u1"}
+    user = LiteLLM_UserTable(
+        user_id="u1",
+        user_role=LitellmUserRoles.INTERNAL_USER.value,
+        teams=["team_a", "team_b"],
+    )
+    prisma = AsyncMock()
+
+    with patch(
+        "litellm.proxy.management_endpoints.scim.scim_v2.patch_team_membership",
+        new_callable=AsyncMock,
+    ) as mock_patch:
+        await JWTAuthManager.sync_user_role_and_teams(jwt_handler, token, user, prisma)
+
+    if expect_teams_stripped:
+        mock_patch.assert_awaited_once()
+        assert set(mock_patch.call_args.kwargs["teams_ids_to_remove_user_from"]) == {
+            "team_a",
+            "team_b",
+        }
+        assert user.teams == []
+    else:
+        mock_patch.assert_not_called()
+        assert user.teams == ["team_a", "team_b"]
+
+
+@pytest.mark.asyncio
+async def test_resolve_db_team_fallback_skips_team_without_model_access():
+    """The DB-team fallback must apply the same per-team model-access check as the
+    claim-based path: a DB team that cannot access the requested model is skipped
+    in favor of one that can, instead of selecting the first membership blindly."""
+    user_object = LiteLLM_UserTable(
+        user_id="u_model_access",
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        teams=["restricted_team", "allowed_team"],
+    )
+    teams = {
+        "restricted_team": LiteLLM_TeamTable(
+            team_id="restricted_team", models=["claude-3"]
+        ),
+        "allowed_team": LiteLLM_TeamTable(team_id="allowed_team", models=["gpt-4"]),
+    }
+
+    async def fake_get_team(team_id, **kwargs):
+        return teams[team_id]
+
+    async def fake_can_access(model, team_object, llm_router, team_model_aliases=None):
+        if model in (team_object.models or []):
+            return True
+        raise ProxyException(
+            message="team not allowed to access model",
+            type=ProxyErrorTypes.team_model_access_denied,
+            param="model",
+            code=403,
+        )
+
+    with (
+        patch(
+            "litellm.proxy.auth.handle_jwt.get_team_object",
+            new_callable=AsyncMock,
+            side_effect=fake_get_team,
+        ),
+        patch(
+            "litellm.proxy.auth.handle_jwt.can_team_access_model",
+            new_callable=AsyncMock,
+            side_effect=fake_can_access,
+        ),
+    ):
+        (
+            team_id,
+            team_object,
+            _membership,
+        ) = await JWTAuthManager._resolve_db_team_fallback(
+            user_object=user_object,
+            user_id=None,
+            requested_model="gpt-4",
+            route="/chat/completions",
+            jwt_handler=_db_fallback_handler(),
+            enforce_team_based_model_access=True,
+            team_id_upsert=False,
+            prisma_client=None,
+            user_api_key_cache=MagicMock(),
+            parent_otel_span=None,
+            proxy_logging_obj=MagicMock(),
+        )
+
+    assert team_id == "allowed_team"
+    assert team_object is teams["allowed_team"]
+
+
+@pytest.mark.asyncio
+async def test_resolve_db_team_fallback_enforces_team_allowed_routes():
+    """The DB-team fallback must apply the same team_allowed_routes gate as the
+    claim-based path: a route the JWT config excludes for team-role callers must
+    not become reachable by selecting a DB team, even when that team can access
+    the requested model. Without the gate, a teamless JWT could reach the
+    info/management routes an admin narrowed team_allowed_routes to exclude."""
+    user_object = LiteLLM_UserTable(
+        user_id="u_routes",
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        teams=["team_a"],
+    )
+    team = LiteLLM_TeamTable(team_id="team_a", models=["gpt-4"])
+    handler = _db_fallback_handler(LiteLLM_JWTAuth(team_allowed_routes=["openai_routes"]))
+
+    async def fake_get_team(team_id, **kwargs):
+        return team
+
+    async def fake_can_access(model, team_object, llm_router, team_model_aliases=None):
+        return True
+
+    async def resolve(route):
+        return await JWTAuthManager._resolve_db_team_fallback(
+            user_object=user_object,
+            user_id=None,
+            requested_model="gpt-4",
+            route=route,
+            jwt_handler=handler,
+            enforce_team_based_model_access=False,
+            team_id_upsert=False,
+            prisma_client=None,
+            user_api_key_cache=MagicMock(),
+            parent_otel_span=None,
+            proxy_logging_obj=MagicMock(),
+        )
+
+    with (
+        patch(
+            "litellm.proxy.auth.handle_jwt.get_team_object",
+            new_callable=AsyncMock,
+            side_effect=fake_get_team,
+        ),
+        patch(
+            "litellm.proxy.auth.handle_jwt.can_team_access_model",
+            new_callable=AsyncMock,
+            side_effect=fake_can_access,
+        ),
+    ):
+        excluded_team_id, excluded_team_object, _ = await resolve("/key/info")
+        allowed_team_id, allowed_team_object, _ = await resolve("/chat/completions")
+
+    assert excluded_team_id is None
+    assert excluded_team_object is None
+    assert allowed_team_id == "team_a"
+    assert allowed_team_object is team
+
+
+def test_validate_header_team_in_db_membership_does_not_leak_team_ids():
+    """The 403 raised for an x-litellm-team-id header outside the user's DB
+    memberships must not enumerate the user's team IDs back to the caller; any
+    valid-JWT caller could otherwise probe header values to discover team IDs."""
+    user_object = LiteLLM_UserTable(
+        user_id="u_leak",
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        teams=["secret_team_alpha", "secret_team_beta"],
+    )
+
+    with pytest.raises(HTTPException) as exc_info:
+        JWTAuthManager._validate_header_team_in_db_membership(
+            team_id="outsider_team",
+            user_object=user_object,
+        )
+
+    detail = exc_info.value.detail
+    assert exc_info.value.status_code == 403
+    assert "secret_team_alpha" not in detail
+    assert "secret_team_beta" not in detail
+    assert "outsider_team" in detail
+
+
+async def _run_auth_builder_with_header_team(
+    jwt_auth_config: LiteLLM_JWTAuth,
+    token: dict,
+    header_team_id: str,
+    user_object: LiteLLM_UserTable,
+    fake_get_team,
+    allowed_team_ids: set,
+):
+    jwt_handler = JWTHandler()
+    jwt_handler.litellm_jwtauth = jwt_auth_config
+    with (
+        patch.object(
+            jwt_handler, "auth_jwt", new_callable=AsyncMock, return_value=token
+        ),
+        patch.object(JWTAuthManager, "check_rbac_role", new_callable=AsyncMock),
+        patch.object(jwt_handler, "get_rbac_role", return_value=None),
+        patch.object(jwt_handler, "get_scopes", return_value=[]),
+        patch.object(jwt_handler, "get_object_id", return_value=None),
+        patch.object(
+            JWTAuthManager,
+            "get_user_info",
+            new_callable=AsyncMock,
+            return_value=(user_object.user_id, "u@example.com", True),
+        ),
+        patch.object(jwt_handler, "get_org_id", return_value=None),
+        patch.object(jwt_handler, "get_end_user_id", return_value=None),
+        patch.object(
+            JWTAuthManager,
+            "check_admin_access",
+            new_callable=AsyncMock,
+            return_value=None,
+        ),
+        patch.object(
+            JWTAuthManager, "get_all_team_ids", return_value=allowed_team_ids
+        ),
+        patch.object(
+            JWTAuthManager,
+            "get_objects",
+            new_callable=AsyncMock,
+            return_value=(user_object, None, None, None, user_object.user_id),
+        ),
+        patch.object(JWTAuthManager, "map_user_to_teams", new_callable=AsyncMock),
+        patch.object(JWTAuthManager, "validate_object_id", return_value=True),
+        patch.object(
+            JWTAuthManager, "sync_user_role_and_teams", new_callable=AsyncMock
+        ),
+        patch(
+            "litellm.proxy.auth.handle_jwt.get_team_object",
+            new_callable=AsyncMock,
+            side_effect=fake_get_team,
+        ),
+    ):
+        return await JWTAuthManager.auth_builder(
+            api_key="test_jwt_token",
+            jwt_handler=jwt_handler,
+            request_data={"model": "gpt-4"},
+            general_settings={"enforce_rbac": False},
+            route="/chat/completions",
+            prisma_client=None,
+            user_api_key_cache=None,
+            parent_otel_span=None,
+            proxy_logging_obj=None,
+            request_headers={"x-litellm-team-id": header_team_id},
+        )
+
+
+async def _team_lookup_404(team_id, **kwargs):
+    raise HTTPException(
+        status_code=404,
+        detail=f"Team doesn't exist in db. Team={team_id}. Create team via `/team/new` call.",
+    )
+
+
+@pytest.mark.asyncio
+async def test_auth_builder_header_team_not_found_matches_non_membership_denial() -> (
+    None
+):
+    """A provisional x-litellm-team-id naming a nonexistent team must produce
+    the exact same 403 shape as one naming an existing team outside the
+    caller's memberships. Letting get_team_object's 404 surface would give any
+    valid-JWT caller an oracle to probe which team ids exist."""
+    user_object = LiteLLM_UserTable(
+        user_id="u_oracle",
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        teams=["team_member"],
+    )
+    config = LiteLLM_JWTAuth(
+        enforce_team_based_model_access=True,
+        fallback_to_db_teams=True,
+    )
+    token = {"sub": "u_oracle", "scope": ""}
+
+    async def team_exists(team_id, **kwargs):
+        return LiteLLM_TeamTable(team_id=team_id)
+
+    with pytest.raises(HTTPException) as missing_exc:
+        await _run_auth_builder_with_header_team(
+            config, token, "team_ghost", user_object, _team_lookup_404, set()
+        )
+    with pytest.raises(HTTPException) as outsider_exc:
+        await _run_auth_builder_with_header_team(
+            config, token, "team_other", user_object, team_exists, set()
+        )
+
+    assert missing_exc.value.status_code == 403
+    assert outsider_exc.value.status_code == 403
+    assert missing_exc.value.detail.replace(
+        "team_ghost", "<team>"
+    ) == outsider_exc.value.detail.replace("team_other", "<team>")
+    assert "exist" not in missing_exc.value.detail
+
+
+@pytest.mark.asyncio
+async def test_auth_builder_claim_backed_header_team_lookup_error_propagates() -> None:
+    """When the JWT carries team claims the header team is not provisional, so
+    a failed team lookup keeps the upstream contract: get_team_object's 404
+    surfaces unchanged instead of being rewritten into the membership 403."""
+    user_object = LiteLLM_UserTable(
+        user_id="u_claimed",
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        teams=["team_member"],
+    )
+    config = LiteLLM_JWTAuth(
+        enforce_team_based_model_access=True,
+        fallback_to_db_teams=True,
+        team_ids_jwt_field="team_ids",
+    )
+    token = {"sub": "u_claimed", "scope": "", "team_ids": ["team_claimed"]}
+
+    with pytest.raises(HTTPException) as exc_info:
+        await _run_auth_builder_with_header_team(
+            config, token, "team_claimed", user_object, _team_lookup_404, {"team_claimed"}
+        )
+
+    assert exc_info.value.status_code == 404
+
+
+@pytest.mark.asyncio
+async def test_resolve_db_team_fallback_loads_team_membership():
+    """The DB-team fallback must load the resolved team's membership row (when a
+    user_id is known) so per-team membership budget limits are enforced on the
+    fallback path the same as on the claim-based path; returning a None membership
+    would silently skip LiteLLM_TeamMembership budget checks for every request."""
+    user_object = LiteLLM_UserTable(
+        user_id="u_membership",
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        teams=["team_with_budget"],
+    )
+    membership = LiteLLM_TeamMembership(
+        user_id="u_membership",
+        team_id="team_with_budget",
+        budget_id="budget_xyz",
+        litellm_budget_table=None,
+    )
+
+    async def fake_get_team(team_id, **kwargs):
+        return LiteLLM_TeamTable(team_id=team_id)
+
+    async def fake_get_membership(user_id, team_id, **kwargs):
+        assert user_id == "u_membership"
+        assert team_id == "team_with_budget"
+        return membership
+
+    with (
+        patch(
+            "litellm.proxy.auth.handle_jwt.get_team_object",
+            new_callable=AsyncMock,
+            side_effect=fake_get_team,
+        ),
+        patch(
+            "litellm.proxy.auth.handle_jwt.get_team_membership",
+            new_callable=AsyncMock,
+            side_effect=fake_get_membership,
+        ),
+    ):
+        (
+            team_id,
+            team_object,
+            team_membership,
+        ) = await JWTAuthManager._resolve_db_team_fallback(
+            user_object=user_object,
+            user_id="u_membership",
+            requested_model=None,
+            route="/chat/completions",
+            jwt_handler=_db_fallback_handler(),
+            enforce_team_based_model_access=True,
+            team_id_upsert=False,
+            prisma_client=None,
+            user_api_key_cache=MagicMock(),
+            parent_otel_span=None,
+            proxy_logging_obj=MagicMock(),
+        )
+
+    assert team_id == "team_with_budget"
+    assert team_object is not None
+    assert team_membership is membership
+    assert team_membership.budget_id == "budget_xyz"
+
+
+@pytest.mark.asyncio
+async def test_resolve_db_team_fallback_survives_membership_lookup_error():
+    """A transient membership-lookup failure must not deny an otherwise-authorized
+    request. get_team_membership swallows DB errors internally and returns None, so
+    the fallback must return the resolved team with a None membership (budget
+    enforcement degrades gracefully) instead of treating it as a denial."""
+    user_object = LiteLLM_UserTable(
+        user_id="u_flaky",
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        teams=["team_flaky"],
+    )
+
+    async def fake_get_team(team_id, **kwargs):
+        return LiteLLM_TeamTable(team_id=team_id)
+
+    async def none_on_db_error_membership(user_id, team_id, **kwargs):
+        return None
+
+    with (
+        patch(
+            "litellm.proxy.auth.handle_jwt.get_team_object",
+            new_callable=AsyncMock,
+            side_effect=fake_get_team,
+        ),
+        patch(
+            "litellm.proxy.auth.handle_jwt.get_team_membership",
+            new_callable=AsyncMock,
+            side_effect=none_on_db_error_membership,
+        ),
+    ):
+        (
+            team_id,
+            team_object,
+            team_membership,
+        ) = await JWTAuthManager._resolve_db_team_fallback(
+            user_object=user_object,
+            user_id="u_flaky",
+            requested_model=None,
+            route="/chat/completions",
+            jwt_handler=_db_fallback_handler(),
+            enforce_team_based_model_access=True,
+            team_id_upsert=False,
+            prisma_client=None,
+            user_api_key_cache=MagicMock(),
+            parent_otel_span=None,
+            proxy_logging_obj=MagicMock(),
+        )
+
+    assert team_id == "team_flaky"
+    assert team_object is not None
+    assert team_membership is None
+
+
+@pytest.mark.asyncio
+async def test_auth_builder_db_fallback_does_not_validate_rbac_team_against_db_membership():
+    """When fallback_to_db_teams is on and the JWT carries an RBAC team role but no
+    group/team claims, team_id is set from the RBAC object_id (not the provisional
+    x-litellm-team-id header). That RBAC-asserted team must not be re-validated
+    against the user's DB memberships; only a team that actually came from the
+    header is provisional. Without the team_id == header_team_id guard, every such
+    RBAC request 403s when the RBAC team is not also a DB membership."""
+    rbac_team = "rbac_asserted_team"
+    user_id = "u_rbac"
+    user_object = LiteLLM_UserTable(
+        user_id=user_id,
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        teams=["unrelated_db_team"],
+    )
+    jwt_handler = JWTHandler()
+    jwt_handler.litellm_jwtauth = LiteLLM_JWTAuth(
+        enforce_team_based_model_access=True,
+        fallback_to_db_teams=True,
+    )
+
+    async def fake_get_team(team_id, **kwargs):
+        return LiteLLM_TeamTable(team_id=team_id)
+
+    with (
+        patch.object(jwt_handler, "auth_jwt", new_callable=AsyncMock) as mock_auth_jwt,
+        patch.object(JWTAuthManager, "check_rbac_role", new_callable=AsyncMock),
+        patch.object(jwt_handler, "get_rbac_role", return_value=LitellmUserRoles.TEAM),
+        patch.object(jwt_handler, "get_scopes", return_value=[]),
+        patch.object(jwt_handler, "get_object_id", return_value=rbac_team),
+        patch.object(
+            JWTAuthManager,
+            "get_user_info",
+            new_callable=AsyncMock,
+            return_value=(user_id, "u@example.com", True),
+        ),
+        patch.object(jwt_handler, "get_org_id", return_value=None),
+        patch.object(jwt_handler, "get_end_user_id", return_value=None),
+        patch.object(
+            JWTAuthManager,
+            "check_admin_access",
+            new_callable=AsyncMock,
+            return_value=None,
+        ),
+        patch.object(JWTAuthManager, "get_all_team_ids", return_value=set()),
+        patch.object(
+            JWTAuthManager,
+            "get_objects",
+            new_callable=AsyncMock,
+            return_value=(user_object, None, None, None, user_id),
+        ),
+        patch.object(JWTAuthManager, "map_user_to_teams", new_callable=AsyncMock),
+        patch.object(JWTAuthManager, "validate_object_id", return_value=True),
+        patch.object(
+            JWTAuthManager, "sync_user_role_and_teams", new_callable=AsyncMock
+        ),
+        patch(
+            "litellm.proxy.auth.handle_jwt.get_team_object",
+            new_callable=AsyncMock,
+            side_effect=fake_get_team,
+        ),
+    ):
+        mock_auth_jwt.return_value = {"sub": user_id, "scope": ""}
+        result = await JWTAuthManager.auth_builder(
+            api_key="test_jwt_token",
+            jwt_handler=jwt_handler,
+            request_data={"model": "gpt-4"},
+            general_settings={"enforce_rbac": False},
+            route="/chat/completions",
+            prisma_client=None,
+            user_api_key_cache=None,
+            parent_otel_span=None,
+            proxy_logging_obj=None,
+            request_headers=None,
+        )
+
+    assert result["team_id"] == rbac_team
+
+
+@pytest.mark.asyncio
+async def test_resolve_db_team_fallback_distinguishes_no_membership_vs_model_denied():
+    """When enforce_team_based_model_access is on, a user with no DB memberships
+    and a user with memberships that all fail the model-access check must surface
+    different 403s; collapsing both into the no-membership message hides the real
+    cause and diverges from find_team_with_model_access's claim-based message."""
+    membership_user = LiteLLM_UserTable(
+        user_id="u_no_model",
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        teams=["only_team"],
+    )
+    no_membership_user = LiteLLM_UserTable(
+        user_id="u_empty",
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        teams=[],
+    )
+
+    async def fake_get_team(team_id, **kwargs):
+        return LiteLLM_TeamTable(team_id=team_id, models=["other"])
+
+    async def fake_can_access(model, team_object, llm_router, team_model_aliases=None):
+        raise ProxyException(
+            message="team not allowed to access model",
+            type=ProxyErrorTypes.team_model_access_denied,
+            param="model",
+            code=403,
+        )
+
+    with (
+        patch(
+            "litellm.proxy.auth.handle_jwt.get_team_object",
+            new_callable=AsyncMock,
+            side_effect=fake_get_team,
+        ),
+        patch(
+            "litellm.proxy.auth.handle_jwt.can_team_access_model",
+            new_callable=AsyncMock,
+            side_effect=fake_can_access,
+        ),
+    ):
+        with pytest.raises(HTTPException) as model_denied:
+            await JWTAuthManager._resolve_db_team_fallback(
+                user_object=membership_user,
+                user_id=None,
+                requested_model="gpt-4",
+                route="/chat/completions",
+                jwt_handler=_db_fallback_handler(),
+                enforce_team_based_model_access=True,
+                team_id_upsert=False,
+                prisma_client=None,
+                user_api_key_cache=MagicMock(),
+                parent_otel_span=None,
+                proxy_logging_obj=MagicMock(),
+            )
+
+        with pytest.raises(HTTPException) as no_member:
+            await JWTAuthManager._resolve_db_team_fallback(
+                user_object=no_membership_user,
+                user_id=None,
+                requested_model="gpt-4",
+                route="/chat/completions",
+                jwt_handler=_db_fallback_handler(),
+                enforce_team_based_model_access=True,
+                team_id_upsert=False,
+                prisma_client=None,
+                user_api_key_cache=MagicMock(),
+                parent_otel_span=None,
+                proxy_logging_obj=MagicMock(),
+            )
+
+    assert model_denied.value.status_code == 403
+    assert "requested model" in model_denied.value.detail
+    assert "gpt-4" in model_denied.value.detail
+    assert "only_team" not in model_denied.value.detail
+
+    assert no_member.value.status_code == 403
+    assert "not a member of any team" in no_member.value.detail
+
+
+@pytest.mark.asyncio
+async def test_auth_builder_db_fallback_runs_when_only_team_id_default_set():
+    """team_id_default makes JWTHandler.get_team_id return a non-None team for a
+    claimless token. The fallback gate must look at real JWT team claims (not the
+    operator-configured default) so fallback_to_db_teams still attributes to the
+    user's DB memberships instead of silently routing to the default team."""
+    user_id = "u_default_token"
+    user_object = LiteLLM_UserTable(
+        user_id=user_id,
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        teams=["db_team_for_user"],
+    )
+    jwt_handler = JWTHandler()
+    jwt_handler.litellm_jwtauth = LiteLLM_JWTAuth(
+        fallback_to_db_teams=True,
+        team_id_default="config_default_team",
+    )
+
+    async def fake_get_team(team_id, **kwargs):
+        return LiteLLM_TeamTable(team_id=team_id)
+
+    with (
+        patch.object(jwt_handler, "auth_jwt", new_callable=AsyncMock) as mock_auth_jwt,
+        patch.object(JWTAuthManager, "check_rbac_role", new_callable=AsyncMock),
+        patch.object(jwt_handler, "get_rbac_role", return_value=None),
+        patch.object(jwt_handler, "get_scopes", return_value=[]),
+        patch.object(jwt_handler, "get_object_id", return_value=None),
+        patch.object(
+            JWTAuthManager,
+            "get_user_info",
+            new_callable=AsyncMock,
+            return_value=(user_id, "u@example.com", True),
+        ),
+        patch.object(jwt_handler, "get_org_id", return_value=None),
+        patch.object(jwt_handler, "get_end_user_id", return_value=None),
+        patch.object(
+            JWTAuthManager,
+            "check_admin_access",
+            new_callable=AsyncMock,
+            return_value=None,
+        ),
+        patch.object(
+            JWTAuthManager,
+            "get_objects",
+            new_callable=AsyncMock,
+            return_value=(user_object, None, None, None, user_id),
+        ),
+        patch.object(JWTAuthManager, "map_user_to_teams", new_callable=AsyncMock),
+        patch.object(JWTAuthManager, "validate_object_id", return_value=True),
+        patch.object(
+            JWTAuthManager, "sync_user_role_and_teams", new_callable=AsyncMock
+        ),
+        patch(
+            "litellm.proxy.auth.handle_jwt.get_team_object",
+            new_callable=AsyncMock,
+            side_effect=fake_get_team,
+        ),
+        patch(
+            "litellm.proxy.auth.handle_jwt.get_team_membership",
+            new_callable=AsyncMock,
+            return_value=None,
+        ),
+    ):
+        mock_auth_jwt.return_value = {"sub": user_id, "scope": ""}
+        result = await JWTAuthManager.auth_builder(
+            api_key="test_jwt_token",
+            jwt_handler=jwt_handler,
+            request_data={"model": "gpt-4"},
+            general_settings={"enforce_rbac": False},
+            route="/chat/completions",
+            prisma_client=None,
+            user_api_key_cache=None,
+            parent_otel_span=None,
+            proxy_logging_obj=None,
+            request_headers=None,
+        )
+
+    assert result["team_id"] == "db_team_for_user"
+
+
+@pytest.mark.asyncio
+async def test_auth_builder_alias_only_token_resolves_alias_not_db_fallback():
+    """An alias-only JWT (team_alias_jwt_field set, no team-id claims) must resolve
+    its alias via find_and_validate_specific_team_id, not fall into the DB-membership
+    fallback. get_all_jwt_team_ids ignores aliases, so without the get_team_alias
+    clause in the db_team_fallback gate the alias is silently dropped and the request
+    is mis-attributed to the user's first DB team instead of the alias-named team."""
+    user_id = "u_alias_only"
+    user_object = LiteLLM_UserTable(
+        user_id=user_id,
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        teams=["db_membership_team"],
+    )
+    jwt_handler = JWTHandler()
+    jwt_handler.litellm_jwtauth = LiteLLM_JWTAuth(
+        fallback_to_db_teams=True,
+        team_alias_jwt_field="team_name",
+    )
+
+    async def fake_get_team(team_id, **kwargs):
+        return LiteLLM_TeamTable(team_id=team_id)
+
+    async def fake_get_team_by_alias(team_alias, **kwargs):
+        return LiteLLM_TeamTable(team_id="alias_resolved_team", team_alias=team_alias)
+
+    with (
+        patch.object(jwt_handler, "auth_jwt", new_callable=AsyncMock) as mock_auth_jwt,
+        patch.object(JWTAuthManager, "check_rbac_role", new_callable=AsyncMock),
+        patch.object(jwt_handler, "get_rbac_role", return_value=None),
+        patch.object(jwt_handler, "get_scopes", return_value=[]),
+        patch.object(jwt_handler, "get_object_id", return_value=None),
+        patch.object(
+            JWTAuthManager,
+            "get_user_info",
+            new_callable=AsyncMock,
+            return_value=(user_id, "u@example.com", True),
+        ),
+        patch.object(jwt_handler, "get_org_id", return_value=None),
+        patch.object(jwt_handler, "get_end_user_id", return_value=None),
+        patch.object(
+            JWTAuthManager,
+            "check_admin_access",
+            new_callable=AsyncMock,
+            return_value=None,
+        ),
+        patch.object(
+            JWTAuthManager,
+            "get_objects",
+            new_callable=AsyncMock,
+            return_value=(user_object, None, None, None, user_id),
+        ),
+        patch.object(JWTAuthManager, "map_user_to_teams", new_callable=AsyncMock),
+        patch.object(JWTAuthManager, "validate_object_id", return_value=True),
+        patch.object(
+            JWTAuthManager, "sync_user_role_and_teams", new_callable=AsyncMock
+        ),
+        patch(
+            "litellm.proxy.auth.handle_jwt.get_team_object",
+            new_callable=AsyncMock,
+            side_effect=fake_get_team,
+        ),
+        patch(
+            "litellm.proxy.auth.handle_jwt.get_team_object_by_alias",
+            new_callable=AsyncMock,
+            side_effect=fake_get_team_by_alias,
+        ),
+        patch(
+            "litellm.proxy.auth.handle_jwt.get_team_membership",
+            new_callable=AsyncMock,
+            return_value=None,
+        ),
+    ):
+        mock_auth_jwt.return_value = {"sub": user_id, "team_name": "resolvable_alias"}
+        result = await JWTAuthManager.auth_builder(
+            api_key="test_jwt_token",
+            jwt_handler=jwt_handler,
+            request_data={"model": "gpt-4"},
+            general_settings={"enforce_rbac": False},
+            route="/chat/completions",
+            prisma_client=None,
+            user_api_key_cache=None,
+            parent_otel_span=None,
+            proxy_logging_obj=None,
+            request_headers=None,
+        )
+
+    assert result["team_id"] == "alias_resolved_team"
+
+
+@pytest.mark.asyncio
+async def test_find_and_validate_specific_team_id_alias_wins_over_team_id_default():
+    """When the JWT carries only an alias claim (no team_id claim) and
+    team_id_default is configured, alias resolution must win. get_team_id
+    silently substitutes team_id_default for a missing claim, which would
+    otherwise mask the alias-resolved team and mis-attribute spend/access
+    to the configured default team."""
+    from litellm.caching import DualCache
+    from litellm.proxy.utils import ProxyLogging
+
+    jwt_handler = JWTHandler()
+    user_api_key_cache = DualCache()
+    proxy_logging_obj = ProxyLogging(user_api_key_cache=user_api_key_cache)
+    jwt_handler.update_environment(
+        prisma_client=None,
+        user_api_key_cache=user_api_key_cache,
+        litellm_jwtauth=LiteLLM_JWTAuth(
+            team_alias_jwt_field="team_alias",
+            team_id_default="config_default_team",
+        ),
+    )
+
+    jwt_token = {"sub": "user-1", "team_alias": "my-team"}
+    alias_team = LiteLLM_TeamTable(
+        team_id="alias_resolved_team", team_alias="my-team"
+    )
+
+    with (
+        patch(
+            "litellm.proxy.auth.handle_jwt.get_team_object", new_callable=AsyncMock
+        ) as mock_get_by_id,
+        patch(
+            "litellm.proxy.auth.handle_jwt.get_team_object_by_alias",
+            new_callable=AsyncMock,
+        ) as mock_get_by_alias,
+    ):
+        mock_get_by_alias.return_value = alias_team
+
+        team_id, team_obj = await JWTAuthManager.find_and_validate_specific_team_id(
+            jwt_handler=jwt_handler,
+            jwt_valid_token=jwt_token,
+            prisma_client=None,
+            user_api_key_cache=user_api_key_cache,
+            parent_otel_span=None,
+            proxy_logging_obj=proxy_logging_obj,
+        )
+
+    assert team_id == "alias_resolved_team"
+    assert team_obj == alias_team
+    mock_get_by_id.assert_not_called()
+    mock_get_by_alias.assert_called_once()
+
+
+@pytest.mark.asyncio
+async def test_find_and_validate_specific_team_id_team_id_default_used_without_alias():
+    """When the token carries neither a team_id nor an alias claim and
+    team_id_default is configured, the default still resolves the team. The
+    alias-precedence fix must not regress this baseline fallback behavior."""
+    from litellm.caching import DualCache
+    from litellm.proxy.utils import ProxyLogging
+
+    jwt_handler = JWTHandler()
+    user_api_key_cache = DualCache()
+    proxy_logging_obj = ProxyLogging(user_api_key_cache=user_api_key_cache)
+    jwt_handler.update_environment(
+        prisma_client=None,
+        user_api_key_cache=user_api_key_cache,
+        litellm_jwtauth=LiteLLM_JWTAuth(
+            team_alias_jwt_field="team_alias",
+            team_id_default="config_default_team",
+        ),
+    )
+
+    jwt_token = {"sub": "user-1"}
+    default_team = LiteLLM_TeamTable(team_id="config_default_team")
+
+    with (
+        patch(
+            "litellm.proxy.auth.handle_jwt.get_team_object", new_callable=AsyncMock
+        ) as mock_get_by_id,
+        patch(
+            "litellm.proxy.auth.handle_jwt.get_team_object_by_alias",
+            new_callable=AsyncMock,
+        ) as mock_get_by_alias,
+    ):
+        mock_get_by_id.return_value = default_team
+
+        team_id, team_obj = await JWTAuthManager.find_and_validate_specific_team_id(
+            jwt_handler=jwt_handler,
+            jwt_valid_token=jwt_token,
+            prisma_client=None,
+            user_api_key_cache=user_api_key_cache,
+            parent_otel_span=None,
+            proxy_logging_obj=proxy_logging_obj,
+        )
+
+    assert team_id == "config_default_team"
+    assert team_obj == default_team
+    mock_get_by_alias.assert_not_called()
+
+
+@pytest.mark.asyncio
+async def test_auth_builder_db_fallback_enforces_passthrough_route_access():
+    """A team selected only via _resolve_db_team_fallback must still pass the
+    auth-enforced passthrough route check; previously the earlier gate ran while
+    team_id was None and the fallback-resolved team bypassed it entirely."""
+    user_id = "u_passthrough"
+    user_object = LiteLLM_UserTable(
+        user_id=user_id,
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        teams=["team_no_passthrough"],
+    )
+    jwt_handler = JWTHandler()
+    jwt_handler.litellm_jwtauth = LiteLLM_JWTAuth(fallback_to_db_teams=True)
+
+    passthrough_route = "/vertex_ai/v1/projects/p/locations/us/publishers/google/models/gemini:generateContent"
+
+    async def fake_get_team(team_id, **kwargs):
+        return LiteLLM_TeamTable(team_id=team_id, metadata={})
+
+    with (
+        patch.object(jwt_handler, "auth_jwt", new_callable=AsyncMock) as mock_auth_jwt,
+        patch.object(JWTAuthManager, "check_rbac_role", new_callable=AsyncMock),
+        patch.object(jwt_handler, "get_rbac_role", return_value=None),
+        patch.object(jwt_handler, "get_scopes", return_value=[]),
+        patch.object(jwt_handler, "get_object_id", return_value=None),
+        patch.object(
+            JWTAuthManager,
+            "get_user_info",
+            new_callable=AsyncMock,
+            return_value=(user_id, "u@example.com", True),
+        ),
+        patch.object(jwt_handler, "get_org_id", return_value=None),
+        patch.object(jwt_handler, "get_end_user_id", return_value=None),
+        patch.object(
+            JWTAuthManager,
+            "check_admin_access",
+            new_callable=AsyncMock,
+            return_value=None,
+        ),
+        patch.object(
+            JWTAuthManager,
+            "get_objects",
+            new_callable=AsyncMock,
+            return_value=(user_object, None, None, None, user_id),
+        ),
+        patch.object(JWTAuthManager, "map_user_to_teams", new_callable=AsyncMock),
+        patch.object(JWTAuthManager, "validate_object_id", return_value=True),
+        patch.object(
+            JWTAuthManager, "sync_user_role_and_teams", new_callable=AsyncMock
+        ),
+        patch(
+            "litellm.proxy.auth.handle_jwt.get_team_object",
+            new_callable=AsyncMock,
+            side_effect=fake_get_team,
+        ),
+        patch(
+            "litellm.proxy.auth.handle_jwt.get_team_membership",
+            new_callable=AsyncMock,
+            return_value=None,
+        ),
+        patch(
+            "litellm.proxy.auth.handle_jwt.RouteChecks.is_auth_enforced_pass_through_route",
+            return_value=True,
+        ),
+        patch.object(
+            JWTAuthManager,
+            "_team_has_passthrough_route_access",
+            return_value=False,
+        ),
+    ):
+        mock_auth_jwt.return_value = {"sub": user_id, "scope": ""}
+        with pytest.raises(HTTPException) as exc_info:
+            await JWTAuthManager.auth_builder(
+                api_key="test_jwt_token",
+                jwt_handler=jwt_handler,
+                request_data={"model": "gemini"},
+                general_settings={"enforce_rbac": False},
+                route=passthrough_route,
+                prisma_client=None,
+                user_api_key_cache=None,
+                parent_otel_span=None,
+                proxy_logging_obj=None,
+                request_headers=None,
+                request_method="POST",
+            )
+
+    assert exc_info.value.status_code == 403
+    assert "passthrough route" in exc_info.value.detail
+
+
+@pytest.mark.asyncio
+async def test_sync_user_role_and_teams_singular_claim_reconciles_memberships():
+    """When fallback_to_db_teams is on but the JWT carries a singular team claim
+    (Okta/Auth0 default for users with one primary team), sync must treat it as a
+    real claim and reconcile DB memberships against it. Otherwise stale DB teams
+    persist and a subsequent claimless JWT for the same user is silently attributed
+    to a team the IdP never asserted on the singular-claim login."""
+    jwt_handler = JWTHandler()
+    jwt_handler.update_environment(
+        prisma_client=None,
+        user_api_key_cache=AsyncMock(),
+        litellm_jwtauth=LiteLLM_JWTAuth(
+            team_id_jwt_field="primary_team",
+            sync_user_role_and_teams=True,
+            fallback_to_db_teams=True,
+        ),
+    )
+
+    token = {"sub": "u_singular", "primary_team": "team_primary"}
+    user = LiteLLM_UserTable(
+        user_id="u_singular",
+        user_role=LitellmUserRoles.INTERNAL_USER.value,
+        teams=["team_stale_a", "team_stale_b"],
+    )
+
+    with patch(
+        "litellm.proxy.management_endpoints.scim.scim_v2.patch_team_membership",
+        new_callable=AsyncMock,
+    ) as mock_patch:
+        await JWTAuthManager.sync_user_role_and_teams(
+            jwt_handler, token, user, AsyncMock()
+        )
+
+    mock_patch.assert_awaited_once()
+    assert set(mock_patch.call_args.kwargs["teams_ids_to_remove_user_from"]) == {
+        "team_stale_a",
+        "team_stale_b",
+    }
+    assert set(mock_patch.call_args.kwargs["teams_ids_to_add_user_to"]) == {
+        "team_primary"
+    }
+    assert user.teams == ["team_primary"]
+
+
+@pytest.mark.asyncio
+async def test_auth_builder_provisional_header_team_is_not_upserted():
+    """A provisional x-litellm-team-id (accepted only because the JWT carries no
+    team claims) must not be upserted even when team_id_upsert is enabled: it is
+    validated against DB membership afterwards, so upserting first would let an
+    attacker-supplied header create an orphaned team row. A genuine membership
+    team already exists, so the resolved request still succeeds."""
+    user_id = "u_no_upsert"
+    header_team = "header_supplied_team"
+    user_object = LiteLLM_UserTable(
+        user_id=user_id,
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        teams=[header_team],
+    )
+    jwt_handler = JWTHandler()
+    jwt_handler.litellm_jwtauth = LiteLLM_JWTAuth(
+        fallback_to_db_teams=True,
+        team_id_upsert=True,
+    )
+
+    upsert_by_team: dict[str, Optional[bool]] = {}
+
+    async def spy_get_team(team_id, **kwargs):
+        upsert_by_team[team_id] = kwargs.get("team_id_upsert")
+        return LiteLLM_TeamTable(team_id=team_id)
+
+    with (
+        patch.object(jwt_handler, "auth_jwt", new_callable=AsyncMock) as mock_auth_jwt,
+        patch.object(JWTAuthManager, "check_rbac_role", new_callable=AsyncMock),
+        patch.object(jwt_handler, "get_rbac_role", return_value=None),
+        patch.object(jwt_handler, "get_scopes", return_value=[]),
+        patch.object(jwt_handler, "get_object_id", return_value=None),
+        patch.object(
+            JWTAuthManager,
+            "get_user_info",
+            new_callable=AsyncMock,
+            return_value=(user_id, "u@example.com", True),
+        ),
+        patch.object(jwt_handler, "get_org_id", return_value=None),
+        patch.object(jwt_handler, "get_end_user_id", return_value=None),
+        patch.object(
+            JWTAuthManager,
+            "check_admin_access",
+            new_callable=AsyncMock,
+            return_value=None,
+        ),
+        patch.object(JWTAuthManager, "get_all_team_ids", return_value=set()),
+        patch.object(
+            JWTAuthManager,
+            "get_objects",
+            new_callable=AsyncMock,
+            return_value=(user_object, None, None, None, user_id),
+        ),
+        patch.object(JWTAuthManager, "map_user_to_teams", new_callable=AsyncMock),
+        patch.object(JWTAuthManager, "validate_object_id", return_value=True),
+        patch.object(
+            JWTAuthManager, "sync_user_role_and_teams", new_callable=AsyncMock
+        ),
+        patch(
+            "litellm.proxy.auth.handle_jwt.get_team_object",
+            new_callable=AsyncMock,
+            side_effect=spy_get_team,
+        ),
+    ):
+        mock_auth_jwt.return_value = {"sub": user_id, "scope": ""}
+        result = await JWTAuthManager.auth_builder(
+            api_key="test_jwt_token",
+            jwt_handler=jwt_handler,
+            request_data={"model": "gpt-4"},
+            general_settings={"enforce_rbac": False},
+            route="/chat/completions",
+            prisma_client=None,
+            user_api_key_cache=None,
+            parent_otel_span=None,
+            proxy_logging_obj=None,
+            request_headers={"x-litellm-team-id": header_team},
+        )
+
+    assert result["team_id"] == header_team
+    assert upsert_by_team[header_team] is False
+
+
+@pytest.mark.asyncio
+async def test_auth_builder_header_cannot_override_rbac_team_under_db_fallback():
+    """An RBAC team-role JWT already pins team_id to the asserted team. With
+    fallback_to_db_teams on, a caller must not be able to substitute that team
+    by sending x-litellm-team-id for any other team they happen to belong to:
+    the provisional-header path is only for tokens with no team identity at all,
+    so an RBAC token plus a non-claim header team is rejected with 403."""
+    user_id = "u_rbac_override"
+    rbac_team = "rbac_pinned_team"
+    other_team = "other_db_team"
+    user_object = LiteLLM_UserTable(
+        user_id=user_id,
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        teams=[other_team],
+    )
+    jwt_handler = JWTHandler()
+    jwt_handler.litellm_jwtauth = LiteLLM_JWTAuth(fallback_to_db_teams=True)
+
+    async def fake_get_team(team_id, **kwargs):
+        return LiteLLM_TeamTable(team_id=team_id)
+
+    with (
+        patch.object(jwt_handler, "auth_jwt", new_callable=AsyncMock) as mock_auth_jwt,
+        patch.object(JWTAuthManager, "check_rbac_role", new_callable=AsyncMock),
+        patch.object(jwt_handler, "get_rbac_role", return_value=LitellmUserRoles.TEAM),
+        patch.object(jwt_handler, "get_scopes", return_value=[]),
+        patch.object(jwt_handler, "get_object_id", return_value=rbac_team),
+        patch.object(
+            JWTAuthManager,
+            "get_user_info",
+            new_callable=AsyncMock,
+            return_value=(user_id, "u@example.com", True),
+        ),
+        patch.object(jwt_handler, "get_org_id", return_value=None),
+        patch.object(jwt_handler, "get_end_user_id", return_value=None),
+        patch.object(
+            JWTAuthManager,
+            "check_admin_access",
+            new_callable=AsyncMock,
+            return_value=None,
+        ),
+        patch.object(JWTAuthManager, "get_all_team_ids", return_value=set()),
+        patch.object(
+            JWTAuthManager,
+            "get_objects",
+            new_callable=AsyncMock,
+            return_value=(user_object, None, None, None, user_id),
+        ),
+        patch.object(JWTAuthManager, "map_user_to_teams", new_callable=AsyncMock),
+        patch.object(JWTAuthManager, "validate_object_id", return_value=True),
+        patch.object(
+            JWTAuthManager, "sync_user_role_and_teams", new_callable=AsyncMock
+        ),
+        patch(
+            "litellm.proxy.auth.handle_jwt.get_team_object",
+            new_callable=AsyncMock,
+            side_effect=fake_get_team,
+        ),
+    ):
+        mock_auth_jwt.return_value = {"sub": user_id, "scope": ""}
+        with pytest.raises(HTTPException) as exc_info:
+            await JWTAuthManager.auth_builder(
+                api_key="test_jwt_token",
+                jwt_handler=jwt_handler,
+                request_data={"model": "gpt-4"},
+                general_settings={"enforce_rbac": False},
+                route="/chat/completions",
+                prisma_client=None,
+                user_api_key_cache=None,
+                parent_otel_span=None,
+                proxy_logging_obj=None,
+                request_headers={"x-litellm-team-id": other_team},
+            )
+
+    assert exc_info.value.status_code == 403
+
+
+@pytest.mark.asyncio
+async def test_auth_builder_header_team_enforces_team_allowed_routes_under_db_fallback():
+    """A claimless JWT with x-litellm-team-id under fallback_to_db_teams must
+    obey the same team_allowed_routes gate as the auto-pick fallback path.
+    Otherwise the header bypasses the route gate the JWT config narrows for
+    team-role callers, letting management/info routes be reached with a
+    team_id the auto-pick path would silently refuse to set."""
+    user_id = "u_header_routes"
+    header_team = "header_supplied_team"
+    user_object = LiteLLM_UserTable(
+        user_id=user_id,
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        teams=[header_team],
+    )
+    jwt_handler = JWTHandler()
+    jwt_handler.litellm_jwtauth = LiteLLM_JWTAuth(
+        fallback_to_db_teams=True,
+        team_allowed_routes=["openai_routes"],
+    )
+
+    async def fake_get_team(team_id, **kwargs):
+        return LiteLLM_TeamTable(team_id=team_id)
+
+    async def call(route: str):
+        with (
+            patch.object(
+                jwt_handler, "auth_jwt", new_callable=AsyncMock
+            ) as mock_auth_jwt,
+            patch.object(JWTAuthManager, "check_rbac_role", new_callable=AsyncMock),
+            patch.object(jwt_handler, "get_rbac_role", return_value=None),
+            patch.object(jwt_handler, "get_scopes", return_value=[]),
+            patch.object(jwt_handler, "get_object_id", return_value=None),
+            patch.object(
+                JWTAuthManager,
+                "get_user_info",
+                new_callable=AsyncMock,
+                return_value=(user_id, "u@example.com", True),
+            ),
+            patch.object(jwt_handler, "get_org_id", return_value=None),
+            patch.object(jwt_handler, "get_end_user_id", return_value=None),
+            patch.object(
+                JWTAuthManager,
+                "check_admin_access",
+                new_callable=AsyncMock,
+                return_value=None,
+            ),
+            patch.object(JWTAuthManager, "get_all_team_ids", return_value=set()),
+            patch.object(
+                JWTAuthManager,
+                "get_objects",
+                new_callable=AsyncMock,
+                return_value=(user_object, None, None, None, user_id),
+            ),
+            patch.object(JWTAuthManager, "map_user_to_teams", new_callable=AsyncMock),
+            patch.object(JWTAuthManager, "validate_object_id", return_value=True),
+            patch.object(
+                JWTAuthManager, "sync_user_role_and_teams", new_callable=AsyncMock
+            ),
+            patch(
+                "litellm.proxy.auth.handle_jwt.get_team_object",
+                new_callable=AsyncMock,
+                side_effect=fake_get_team,
+            ),
+        ):
+            mock_auth_jwt.return_value = {"sub": user_id, "scope": ""}
+            return await JWTAuthManager.auth_builder(
+                api_key="test_jwt_token",
+                jwt_handler=jwt_handler,
+                request_data={"model": "gpt-4"},
+                general_settings={"enforce_rbac": False},
+                route=route,
+                prisma_client=None,
+                user_api_key_cache=None,
+                parent_otel_span=None,
+                proxy_logging_obj=None,
+                request_headers={"x-litellm-team-id": header_team},
+            )
+
+    with pytest.raises(HTTPException) as exc_info:
+        await call("/key/info")
+    assert exc_info.value.status_code == 403
+    assert "not allowed to access route" in exc_info.value.detail
+    assert "/key/info" in exc_info.value.detail
+
+    result = await call("/chat/completions")
+    assert result["team_id"] == header_team
+
+
+@pytest.mark.asyncio
+async def test_sync_user_role_and_teams_singular_claim_only_recognized_under_flag():
+    """Reading the singular team claim during sync is scoped to fallback_to_db_teams.
+    With the flag off, sync keeps the upstream plural-only reconciliation, so a
+    singular-only token is treated as claimless and existing DB teams are removed
+    exactly as before this PR; the new dual-claim behavior must not silently change
+    membership reconciliation for deployments that never opted in."""
+    jwt_handler = JWTHandler()
+    jwt_handler.update_environment(
+        prisma_client=None,
+        user_api_key_cache=AsyncMock(),
+        litellm_jwtauth=LiteLLM_JWTAuth(
+            team_id_jwt_field="primary_team",
+            sync_user_role_and_teams=True,
+            fallback_to_db_teams=False,
+        ),
+    )
+
+    token = {"sub": "u_flag_off", "primary_team": "team_primary"}
+    user = LiteLLM_UserTable(
+        user_id="u_flag_off",
+        user_role=LitellmUserRoles.INTERNAL_USER.value,
+        teams=["team_existing"],
+    )
+
+    with patch(
+        "litellm.proxy.management_endpoints.scim.scim_v2.patch_team_membership",
+        new_callable=AsyncMock,
+    ) as mock_patch:
+        await JWTAuthManager.sync_user_role_and_teams(
+            jwt_handler, token, user, AsyncMock()
+        )
+
+    mock_patch.assert_awaited_once()
+    assert set(mock_patch.call_args.kwargs["teams_ids_to_remove_user_from"]) == {
+        "team_existing"
+    }
+    assert mock_patch.call_args.kwargs["teams_ids_to_add_user_to"] == []
+    assert user.teams == []

From 2f0cdb35bf35f77caa55faec321313af9c4615db Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Mon, 6 Jul 2026 17:34:27 -0700
Subject: [PATCH 045/370] fix(responses-bridge): custom tool round-trip and
 allowlist preservation for Codex CLI (#32258)

* fix(responses-bridge): custom tool round-trip and allowlist preservation for Codex CLI

Convert Responses API custom tools to Chat Completions function tools and map
function_call responses back to custom_tool_call output items so Codex CLI gets
the apply_patch round-trip it expects. Preserve and validate allowed_callers
during the custom->function conversion so the Anthropic adapter's caller
allowlist is not silently dropped, which would let a tool meant to be callable
only by another tool be invoked directly by the model. Use modern type
annotations (list/dict/set/X | None) throughout to keep the ruff strict budget
within its ratcheted ceilings.

* fix(responses-bridge): address review feedback on custom tool bridge

Type convert_custom_tool_to_function_tool against Mapping/ChatCompletionToolParam
and validate allowed_callers with a strict TypeAdapter so the two new cast()
calls that tripped the LIT006 ceiling are gone. Warn when dropping Responses-only
tool types (computer_use, image_generation, namespace, shell) instead of
discarding them silently. Return output items as Pydantic models instead of
model_dump()ing every item to a dict, matching the declared return type. Apply
the same None-safe metadata pattern to the request_data paths that still used
setdefault, and drop the unused build_custom_tool_call_item helper.

* fix(responses-bridge): recover custom tool input when arguments is empty

* fix(auth): extract custom tool names for allowlist enforcement on responses route

The Responses guardrail translation handler only extracted function and mcp
tool names, so a key or team restricted by metadata.allowed_tools could invoke
a disallowed tool by declaring it with type custom now that the bridge converts
custom tools into callable Chat Completions function tools. Extract custom tool
names through the same path so check_tools_allowlist rejects them.

* fix(responses-bridge): scope input payload recovery to custom_tool_call items

Recovering tool arguments from the input field on any falsy arguments value
made plain function_call input items with empty arguments and a stray input
key get rewritten into a {"content": ...} envelope, corrupting multi-turn
replay for normal function tools. Gate the recovery on the item type so it
only applies to custom_tool_call items, which are the ones that store their
payload in input.

* fix(responses-bridge): default missing function_call arguments to empty string

With input recovery scoped to custom_tool_call items, a plain function_call
input item without an arguments key left raw_arguments as None and the
downstream str() turned it into the literal string None. Coerce to an empty
string instead, matching the pre-bridge behavior.

---------

Co-authored-by: duanhongyi <duanhongyi@doopai.com>
---
 .../guardrail_translation/handler.py          |   5 +-
 litellm/proxy/common_request_processing.py    |  37 +-
 .../custom_tools.py                           | 163 ++++++
 .../streaming_iterator.py                     | 112 ++--
 .../transformation.py                         | 539 +++++++++---------
 litellm/router.py                             |  15 +-
 litellm/types/llms/openai.py                  |   3 +
 litellm/types/responses/main.py               |  16 +
 .../proxy/test_common_request_processing.py   |  69 +++
 .../proxy/test_tools_allowlist_enforcement.py |  30 +
 .../test_litellm_completion_responses.py      | 283 ++++++++-
 .../responses/test_custom_tool_call.py        | 343 +++++++++++
 12 files changed, 1268 insertions(+), 347 deletions(-)
 create mode 100644 litellm/responses/litellm_completion_transformation/custom_tools.py
 create mode 100644 tests/test_litellm/responses/test_custom_tool_call.py

diff --git a/litellm/llms/openai/responses/guardrail_translation/handler.py b/litellm/llms/openai/responses/guardrail_translation/handler.py
index d1323b1a2bf..093dffccac0 100644
--- a/litellm/llms/openai/responses/guardrail_translation/handler.py
+++ b/litellm/llms/openai/responses/guardrail_translation/handler.py
@@ -197,12 +197,13 @@ async def process_input_messages(
         return data
 
     def extract_request_tool_names(self, data: dict) -> List[str]:
-        """Extract tool names from Responses API request (tools[].name for function, tools[].server_label for mcp)."""
+        """Extract tool names from Responses API request (tools[].name for function
+        and custom, tools[].server_label for mcp)."""
         names: List[str] = []
         for tool in data.get("tools") or []:
             if not isinstance(tool, dict):
                 continue
-            if tool.get("type") == "function" and tool.get("name"):
+            if tool.get("type") in ("function", "custom") and tool.get("name"):
                 names.append(str(tool["name"]))
             elif tool.get("type") == "mcp" and tool.get("server_label"):
                 names.append(str(tool["server_label"]))
diff --git a/litellm/proxy/common_request_processing.py b/litellm/proxy/common_request_processing.py
index c4be2187292..abaf82fb661 100644
--- a/litellm/proxy/common_request_processing.py
+++ b/litellm/proxy/common_request_processing.py
@@ -91,7 +91,9 @@
 }
 
 
-def _apply_client_disconnect_metadata(target_metadata: dict[str, object]) -> None:
+def _apply_client_disconnect_metadata(target_metadata: Optional[dict[str, object]]) -> None:
+    if target_metadata is None:
+        return
     target_metadata["client_disconnected"] = True
     target_metadata["error_information"] = dict(_CLIENT_DISCONNECTED_ERROR_INFORMATION)
 
@@ -114,12 +116,33 @@ async def _record_streaming_client_disconnect_if_needed(
     logging_obj = request_data.get("litellm_logging_obj")
     if logging_obj is not None:
         litellm_params = logging_obj.model_call_details.setdefault("litellm_params", {})
-        _apply_client_disconnect_metadata(litellm_params.setdefault("metadata", {}))
-        _apply_client_disconnect_metadata(logging_obj.model_call_details.setdefault("metadata", {}))
-
-    _apply_client_disconnect_metadata(request_data.setdefault("metadata", {}))
-    litellm_params = request_data.setdefault("litellm_params", {})
-    _apply_client_disconnect_metadata(litellm_params.setdefault("metadata", {}))
+        _lp_metadata = litellm_params.get("metadata")
+        if _lp_metadata is None:
+            _lp_metadata = {}
+            litellm_params["metadata"] = _lp_metadata
+        _apply_client_disconnect_metadata(_lp_metadata)
+
+        _mcd_metadata = logging_obj.model_call_details.get("metadata")
+        if _mcd_metadata is None:
+            _mcd_metadata = {}
+            logging_obj.model_call_details["metadata"] = _mcd_metadata
+        _apply_client_disconnect_metadata(_mcd_metadata)
+
+    _rd_metadata = request_data.get("metadata")
+    if _rd_metadata is None:
+        _rd_metadata = {}
+        request_data["metadata"] = _rd_metadata
+    _apply_client_disconnect_metadata(_rd_metadata)
+
+    _rd_litellm_params = request_data.get("litellm_params")
+    if _rd_litellm_params is None:
+        _rd_litellm_params = {}
+        request_data["litellm_params"] = _rd_litellm_params
+    _rd_lp_metadata = _rd_litellm_params.get("metadata")
+    if _rd_lp_metadata is None:
+        _rd_lp_metadata = {}
+        _rd_litellm_params["metadata"] = _rd_lp_metadata
+    _apply_client_disconnect_metadata(_rd_lp_metadata)
 
     verbose_proxy_logger.debug(
         "Recorded streaming client disconnect with error_code=499 for litellm_call_id=%s",
diff --git a/litellm/responses/litellm_completion_transformation/custom_tools.py b/litellm/responses/litellm_completion_transformation/custom_tools.py
new file mode 100644
index 00000000000..2417bf5cf2e
--- /dev/null
+++ b/litellm/responses/litellm_completion_transformation/custom_tools.py
@@ -0,0 +1,163 @@
+"""
+Utilities for handling OpenAI Responses API 'custom' tools (freeform/grammar tools)
+when bridging to Chat Completions providers.
+
+Custom tools are defined with ``type: "custom"`` and a grammar/format specification.
+Since most Chat Completions providers only support standard ``function`` tools,
+the bridge converts them to ``function`` tools with a single ``content`` string
+parameter. When the model responds with a ``function_call`` for such a tool, this
+module converts it back to the ``custom_tool_call`` format expected by clients like
+Codex CLI.
+
+The forward direction (custom -> function) and reverse direction (function_call ->
+custom_tool_call) are both handled here so future custom tool types can be added by
+extending this module without touching the streaming iterator or transformation
+logic.
+"""
+
+import json
+from collections.abc import Mapping
+from typing import Any
+
+from pydantic import BaseModel, TypeAdapter, ValidationError
+
+from litellm.types.llms.openai import (
+    ChatCompletionToolParam,
+    ChatCompletionToolParamFunctionChunk,
+)
+
+_MAX_ARGUMENTS_LEN = 1_000_000
+
+
+def extract_custom_tool_names(tools: list[Any] | None) -> set[str]:
+    """Extract names of tools originally defined as ``type: "custom"``."""
+    if not tools:
+        return set()
+    names: set[str] = set()
+    for tool in tools:
+        if isinstance(tool, dict) and tool.get("type") == "custom" and "name" in tool:
+            names.add(tool["name"])
+    return names
+
+
+def is_custom_tool_call(tool_name: str, custom_tool_names: set[str]) -> bool:
+    """Check if a tool call name corresponds to a custom tool."""
+    return tool_name in custom_tool_names
+
+
+def unwrap_custom_tool_arguments(arguments: str) -> str:
+    """Extract the raw content string from JSON-wrapped arguments.
+
+    The bridge converts custom tools to function tools with schema
+    ``{"properties": {"content": {"type": "string"}}}``, so the model returns
+    arguments like ``{"content": "*** Begin Patch\\n..."}``. This function
+    extracts just the content string. If the arguments are not valid JSON or do
+    not contain a ``content`` key, the original string is returned unchanged.
+    """
+    if not arguments:
+        return ""
+    if len(arguments) > _MAX_ARGUMENTS_LEN:
+        return arguments
+    try:
+        parsed = json.loads(arguments)
+        if isinstance(parsed, dict) and "content" in parsed:
+            return str(parsed["content"])
+    except (json.JSONDecodeError, TypeError, ValueError):
+        pass
+    return arguments
+
+
+def build_tool_call_item_kwargs(
+    call_id: str,
+    name: str,
+    arguments_or_input: str,
+    status: str,
+    custom_tool_names: set[str],
+) -> dict[str, Any]:
+    """Build kwargs for an output item dict that is either a ``function_call``
+    or a ``custom_tool_call`` depending on whether *name* is in
+    *custom_tool_names*.
+
+    For custom tools the ``arguments`` JSON is unwrapped into the ``input``
+    field. For regular function tools the raw ``arguments`` string is kept.
+
+    This centralises the branching logic so the streaming iterator and the
+    non-streaming transformation share a single code path.
+    """
+    custom = is_custom_tool_call(name, custom_tool_names)
+    item_type = "custom_tool_call" if custom else "function_call"
+    kwargs: dict[str, Any] = {
+        "type": item_type,
+        "id": call_id,
+        "call_id": call_id,
+        "name": name,
+        "status": status,
+    }
+    if custom:
+        if status == "completed":
+            kwargs["input"] = unwrap_custom_tool_arguments(arguments_or_input)
+        else:
+            kwargs["input"] = ""
+    else:
+        kwargs["arguments"] = arguments_or_input
+    return kwargs
+
+
+class _CustomToolFormat(BaseModel):
+    syntax: str = ""
+    definition: str = ""
+
+
+_ALLOWED_CALLERS_ADAPTER = TypeAdapter(list[str] | None)
+
+
+def _validated_allowed_callers(value: object) -> list[str] | None:
+    try:
+        return _ALLOWED_CALLERS_ADAPTER.validate_python(value, strict=True)
+    except ValidationError as exc:
+        raise ValueError("allowed_callers must be a list of strings") from exc
+
+
+def _grammar_suffix(fmt: object) -> str:
+    try:
+        parsed = _CustomToolFormat.model_validate(fmt)
+    except ValidationError:
+        return ""
+    if not parsed.definition:
+        return ""
+    return f"\n\nFormat:\n```{parsed.syntax}\n{parsed.definition}\n```"
+
+
+def convert_custom_tool_to_function_tool(tool: Mapping[str, object]) -> ChatCompletionToolParam | None:
+    """Convert a Responses API ``custom`` tool to a Chat Completions ``function``
+    tool.
+
+    The grammar definition is embedded in the description so the model can
+    produce correctly-formatted output. Returns ``None`` if the tool is not a
+    custom tool. Raises ``ValueError`` if ``allowed_callers`` is not a list of
+    strings.
+    """
+    if tool.get("type") != "custom":
+        return None
+    raw_name = tool.get("name")
+    name = raw_name if isinstance(raw_name, str) else ""
+    raw_description = tool.get("description")
+    description = (raw_description if isinstance(raw_description, str) else "") + _grammar_suffix(tool.get("format"))
+    allowed_callers = _validated_allowed_callers(tool.get("allowed_callers"))
+    function_chunk = ChatCompletionToolParamFunctionChunk(
+        name=name,
+        description=description,
+        parameters={
+            "type": "object",
+            "properties": {
+                "content": {
+                    "type": "string",
+                    "description": f"The {name} content following the specified format",
+                }
+            },
+            "required": ["content"],
+        },
+    )
+    if allowed_callers is None:
+        return ChatCompletionToolParam(type="function", function=function_chunk)
+    return ChatCompletionToolParam(type="function", function=function_chunk, allowed_callers=allowed_callers)
diff --git a/litellm/responses/litellm_completion_transformation/streaming_iterator.py b/litellm/responses/litellm_completion_transformation/streaming_iterator.py
index b1198780bac..cf69654d15d 100644
--- a/litellm/responses/litellm_completion_transformation/streaming_iterator.py
+++ b/litellm/responses/litellm_completion_transformation/streaming_iterator.py
@@ -1,9 +1,13 @@
 import time
 import uuid
-from typing import Any, Dict, List, Optional, Union, cast
+from typing import Any, cast
 
 import litellm
 from litellm.main import stream_chunk_builder
+from litellm.responses.litellm_completion_transformation.custom_tools import (
+    build_tool_call_item_kwargs,
+    extract_custom_tool_names,
+)
 from litellm.responses.litellm_completion_transformation.transformation import (
     LiteLLMCompletionResponsesConfig,
 )
@@ -53,20 +57,20 @@ def __init__(
         self,
         model: str,
         litellm_custom_stream_wrapper: litellm.CustomStreamWrapper,
-        request_input: Union[str, ResponseInputParam],
+        request_input: str | ResponseInputParam,
         responses_api_request: ResponsesAPIOptionalRequestParams,
-        custom_llm_provider: Optional[str] = None,
-        litellm_metadata: Optional[dict] = None,
+        custom_llm_provider: str | None = None,
+        litellm_metadata: dict | None = None,
     ):
         self.model: str = model
         self.litellm_custom_stream_wrapper: litellm.CustomStreamWrapper = litellm_custom_stream_wrapper
-        self.request_input: Union[str, ResponseInputParam] = request_input
+        self.request_input: str | ResponseInputParam = request_input
         self.responses_api_request: ResponsesAPIOptionalRequestParams = responses_api_request
-        self.custom_llm_provider: Optional[str] = custom_llm_provider
-        self.litellm_metadata: Optional[dict] = litellm_metadata or {}
+        self.custom_llm_provider: str | None = custom_llm_provider
+        self.litellm_metadata: dict | None = litellm_metadata or {}
         # Store lightweight dict snapshots for stream_chunk_builder to reduce
         # repeated Pydantic attribute access in end-of-stream assembly.
-        self.collected_chat_completion_chunks: List[Dict[str, Any]] = []
+        self.collected_chat_completion_chunks: list[dict[str, Any]] = []
         self.finished: bool = False
         self.litellm_logging_obj = litellm_custom_stream_wrapper.logging_obj
         self.sent_response_created_event: bool = False
@@ -77,11 +81,11 @@ def __init__(
         self.sent_output_content_part_done_event: bool = False
         self.sent_output_item_done_event: bool = False
         self.sent_annotation_events: bool = False
-        self.litellm_model_response: Optional[Union[ModelResponse, TextCompletionResponse]] = None
+        self.litellm_model_response: ModelResponse | TextCompletionResponse | None = None
         self.final_text: str = ""
-        self._cached_item_id: Optional[str] = None
-        self._cached_response_id: Optional[str] = None
-        self._pending_tool_events: List[BaseLiteLLMOpenAIResponseObject] = []
+        self._cached_item_id: str | None = None
+        self._cached_response_id: str | None = None
+        self._pending_tool_events: list[BaseLiteLLMOpenAIResponseObject] = []
         self._tool_output_index_by_call_id: dict[str, int] = {}
         self._tool_args_by_call_id: dict[str, str] = {}
         self._tool_call_id_by_index: dict[int, str] = {}
@@ -89,17 +93,18 @@ def __init__(
         self._next_tool_output_index: int = 1  # output_index=0 reserved for the message item
         self._final_tool_events_queued: bool = False
         self._sequence_number: int = 0
-        self._cached_reasoning_item_id: Optional[str] = None
+        self._cached_reasoning_item_id: str | None = None
         self._sent_reasoning_summary_text_done_event: bool = False
         self._sent_reasoning_summary_part_done_event: bool = False
         self._reasoning_summary_text: str = ""
         # -- GENERIC RESPONSE-EVENTS PENDING QUEUE as required by fix --
-        self._pending_response_events: List[BaseLiteLLMOpenAIResponseObject] = []
+        self._pending_response_events: list[BaseLiteLLMOpenAIResponseObject] = []
         self._reasoning_active = False
         self._reasoning_done_emitted = False
-        self._reasoning_item_id: Optional[str] = None
-        self._accumulated_reasoning_content_parts: List[str] = []
-        self._accumulated_provider_specific_fields: Dict[str, Any] = {}
+        self._reasoning_item_id: str | None = None
+        self._accumulated_reasoning_content_parts: list[str] = []
+        self._accumulated_provider_specific_fields: dict[str, Any] = {}
+        self._custom_tool_names: set[str] = extract_custom_tool_names(self.responses_api_request.get("tools"))
 
     def _get_or_assign_tool_output_index(self, call_id: str) -> int:
         existing = self._tool_output_index_by_call_id.get(call_id)
@@ -110,7 +115,7 @@ def _get_or_assign_tool_output_index(self, call_id: str) -> int:
         self._tool_output_index_by_call_id[call_id] = idx
         return idx
 
-    def _normalize_tool_call_index(self, tool_call: object) -> Optional[int]:
+    def _normalize_tool_call_index(self, tool_call: object) -> int | None:
         idx_raw = tool_call.get("index") if isinstance(tool_call, dict) else getattr(tool_call, "index", None)
         if idx_raw is None:
             return None
@@ -183,19 +188,11 @@ def _queue_tool_call_delta_events(self, tool_calls: object) -> None:
             if call_id not in self._tool_args_by_call_id:
                 self._tool_args_by_call_id[call_id] = ""
                 self._sequence_number += 1
+                item_kwargs = build_tool_call_item_kwargs(call_id, fn_name, "", "in_progress", self._custom_tool_names)
                 event = OutputItemAddedEvent(
                     type=ResponsesAPIStreamEvents.OUTPUT_ITEM_ADDED,
                     output_index=output_index,
-                    item=BaseLiteLLMOpenAIResponseObject(
-                        **{
-                            "type": "function_call",
-                            "id": call_id,
-                            "call_id": call_id,
-                            "name": fn_name,
-                            "arguments": "",
-                            "status": "in_progress",
-                        }
-                    ),
+                    item=BaseLiteLLMOpenAIResponseObject(**item_kwargs),
                 )
                 event.__dict__["sequence_number"] = self._sequence_number
                 self._pending_tool_events.append(event)
@@ -260,19 +257,11 @@ def _queue_final_tool_call_done_events(self, litellm_complete_object: ModelRespo
             if is_new_tool_call:
                 self._tool_args_by_call_id[call_id] = ""
                 self._sequence_number += 1
+                item_kwargs = build_tool_call_item_kwargs(call_id, fn_name, "", "in_progress", self._custom_tool_names)
                 event = OutputItemAddedEvent(
                     type=ResponsesAPIStreamEvents.OUTPUT_ITEM_ADDED,
                     output_index=output_index,
-                    item=BaseLiteLLMOpenAIResponseObject(
-                        **{
-                            "type": "function_call",
-                            "id": call_id,
-                            "call_id": call_id,
-                            "name": fn_name,
-                            "arguments": "",
-                            "status": "in_progress",
-                        }
-                    ),
+                    item=BaseLiteLLMOpenAIResponseObject(**item_kwargs),
                 )
                 event.__dict__["sequence_number"] = self._sequence_number
                 self._pending_tool_events.append(event)
@@ -310,20 +299,14 @@ def _queue_final_tool_call_done_events(self, litellm_complete_object: ModelRespo
             self._pending_tool_events.append(done_event)
 
             self._sequence_number += 1
+            item_kwargs = build_tool_call_item_kwargs(
+                call_id, fn_name, final_args, "completed", self._custom_tool_names
+            )
             item_done_event = OutputItemDoneEvent(
                 type=ResponsesAPIStreamEvents.OUTPUT_ITEM_DONE,
                 output_index=output_index,
                 sequence_number=self._sequence_number,
-                item=BaseLiteLLMOpenAIResponseObject(
-                    **{
-                        "type": "function_call",
-                        "id": call_id,
-                        "call_id": call_id,
-                        "name": fn_name,
-                        "arguments": final_args,
-                        "status": "completed",
-                    }
-                ),
+                item=BaseLiteLLMOpenAIResponseObject(**item_kwargs),
             )
             self._pending_tool_events.append(item_done_event)
 
@@ -449,9 +432,9 @@ def _merge_provider_specific_fields(self, src: dict) -> None:
         for key, val in src.items():
             self._accumulated_provider_specific_fields[key] = val
 
-    def create_litellm_model_response(self) -> Optional[ModelResponse]:
+    def create_litellm_model_response(self) -> ModelResponse | None:
         response = cast(
-            Optional[ModelResponse],
+            ModelResponse | None,
             stream_chunk_builder(
                 chunks=self.collected_chat_completion_chunks,
                 logging_obj=self.litellm_logging_obj,
@@ -468,7 +451,7 @@ def create_litellm_model_response(self) -> Optional[ModelResponse]:
     @staticmethod
     def _snapshot_chunk_for_stream_chunk_builder(
         chunk: ModelResponseStream,
-    ) -> Dict[str, Any]:
+    ) -> dict[str, Any]:
         """
         Convert a streaming chunk into a plain dict for end-of-stream assembly.
         Keep _hidden_params so downstream usage/header behavior is preserved.
@@ -564,7 +547,7 @@ def create_output_content_part_done_event(self, litellm_complete_object: ModelRe
         reasoning_content = getattr(litellm_complete_object.choices[0].message, "reasoning_content", "") or ""  # type: ignore
         annotations = getattr(litellm_complete_object.choices[0].message, "annotations", None)  # type: ignore
 
-        part: Optional[PART_UNION_TYPES] = None
+        part: PART_UNION_TYPES | None = None
         if reasoning_content:
             part = ContentPartDonePartReasoningText(
                 type="reasoning_text",
@@ -671,7 +654,7 @@ def create_reasoning_output_item_done_event(
 
     def return_default_done_events(
         self, litellm_complete_object: ModelResponse
-    ) -> Optional[BaseLiteLLMOpenAIResponseObject]:
+    ) -> BaseLiteLLMOpenAIResponseObject | None:
         if self.sent_output_text_done_event is False:
             self.sent_output_text_done_event = True
             return self.create_output_text_done_event(litellm_complete_object)
@@ -685,7 +668,7 @@ def return_default_done_events(
 
     def return_default_initial_events(
         self,
-    ) -> Optional[BaseLiteLLMOpenAIResponseObject]:
+    ) -> BaseLiteLLMOpenAIResponseObject | None:
         if self.sent_response_created_event is False:
             self.sent_response_created_event = True
             return self.create_response_created_event()
@@ -725,6 +708,9 @@ def common_done_event_logic(self, sync_mode: bool = True) -> BaseLiteLLMOpenAIRe
         self.finished = self.is_stream_finished()
         response_completed_event = self._emit_response_completed_event(self.litellm_model_response)
         if response_completed_event:
+            # Latch so wrappers (FallbackResponsesStreamWrapper) + proxy
+            # container-ownership hook can read completed_response.
+            self.completed_response = response_completed_event
             return response_completed_event
         else:
             if sync_mode:
@@ -800,11 +786,7 @@ def _ensure_output_item_for_chunk(self, chunk: ModelResponseStream) -> None:
 
     async def __anext__(
         self,
-    ) -> Union[
-        ResponsesAPIStreamingResponse,
-        ResponseCompletedEvent,
-        BaseLiteLLMOpenAIResponseObject,
-    ]:
+    ) -> ResponsesAPIStreamingResponse | ResponseCompletedEvent | BaseLiteLLMOpenAIResponseObject:
         try:
             while True:
                 if self.finished is True:
@@ -906,11 +888,7 @@ def __iter__(self):
 
     def __next__(
         self,
-    ) -> Union[
-        ResponsesAPIStreamingResponse,
-        ResponseCompletedEvent,
-        BaseLiteLLMOpenAIResponseObject,
-    ]:
+    ) -> ResponsesAPIStreamingResponse | ResponseCompletedEvent | BaseLiteLLMOpenAIResponseObject:
         try:
             while True:
                 if self.finished is True:
@@ -961,7 +939,7 @@ def __next__(
 
     def _transform_chat_completion_chunk_to_response_api_chunk(
         self, chunk: ModelResponseStream
-    ) -> Optional[ResponsesAPIStreamingResponse]:
+    ) -> ResponsesAPIStreamingResponse | None:
         """
         Transform a chat completion chunk to a response API chunk.
 
@@ -1047,7 +1025,7 @@ def _transform_chat_completion_chunk_to_response_api_chunk(
 
         return None
 
-    def _get_delta_string_from_streaming_choices(self, choices: List[StreamingChoices]) -> str:
+    def _get_delta_string_from_streaming_choices(self, choices: list[StreamingChoices]) -> str:
         """
         Get the delta string from the streaming choices
 
@@ -1059,7 +1037,7 @@ def _get_delta_string_from_streaming_choices(self, choices: List[StreamingChoice
         chat_completion_delta: ChatCompletionDelta = choice.delta
         return chat_completion_delta.content or ""
 
-    def _emit_response_completed_event(self, litellm_model_response: ModelResponse) -> Optional[ResponseCompletedEvent]:
+    def _emit_response_completed_event(self, litellm_model_response: ModelResponse) -> ResponseCompletedEvent | None:
         if litellm_model_response:
             # Add cost to usage object if include_cost_in_streaming_usage is True
             if litellm.include_cost_in_streaming_usage and self.litellm_logging_obj is not None:
diff --git a/litellm/responses/litellm_completion_transformation/transformation.py b/litellm/responses/litellm_completion_transformation/transformation.py
index 866698b1f96..1aaa38cea14 100644
--- a/litellm/responses/litellm_completion_transformation/transformation.py
+++ b/litellm/responses/litellm_completion_transformation/transformation.py
@@ -2,15 +2,17 @@
 Handles transforming from Responses API -> LiteLLM completion  (Chat Completion API)
 """
 
+import json
 import re
 from collections.abc import Sequence
-from typing import Any, Dict, List, Literal, Optional, Set, Tuple, Union, cast
+from typing import Any, Literal, cast
 
 from openai.types.responses import ResponseFunctionToolCall
 from openai.types.responses.response_create_params import ResponseInputParam
 from openai.types.responses.tool_param import FunctionToolParam
 from typing_extensions import TypedDict
 
+from litellm._logging import verbose_logger
 from litellm.caching import InMemoryCache
 from litellm.litellm_core_utils.get_supported_openai_params import (
     get_supported_openai_params,
@@ -45,6 +47,7 @@
     ValidChatCompletionMessageContentTypesLiteral,
 )
 from litellm.types.responses.main import (
+    CustomToolCallOutputItem,
     GenericResponseOutputItem,
     GenericResponseOutputItemContentAnnotation,
     OutputCodeInterpreterCall,
@@ -62,21 +65,26 @@
     Usage,
 )
 
+from .custom_tools import (
+    convert_custom_tool_to_function_tool,
+    extract_custom_tool_names,
+    is_custom_tool_call,
+    unwrap_custom_tool_arguments,
+)
+
 ########### Initialize Classes used for Responses API  ###########
 TOOL_CALLS_CACHE = InMemoryCache()
 
 
 class ChatCompletionSession(TypedDict, total=False):
-    messages: List[
-        Union[
-            AllMessageValues,
-            GenericChatCompletionMessage,
-            ChatCompletionMessageToolCall,
-            ChatCompletionResponseMessage,
-            Message,
-        ]
+    messages: list[
+        AllMessageValues
+        | GenericChatCompletionMessage
+        | ChatCompletionMessageToolCall
+        | ChatCompletionResponseMessage
+        | Message
     ]
-    litellm_session_id: Optional[str]
+    litellm_session_id: str | None
 
 
 ########### End of Initialize Classes used for Responses API  ###########
@@ -109,7 +117,7 @@ def get_supported_openai_params(model: str) -> list:
     @staticmethod
     def _transform_tool_choice(
         tool_choice: Any,
-    ) -> Optional[Union[str, Dict[str, Any]]]:
+    ) -> str | dict[str, Any] | None:
         """
         Transform tool_choice from various formats to OpenAI Chat Completion format.
 
@@ -159,7 +167,7 @@ def _transform_tool_choice(
         return tool_choice
 
     @staticmethod
-    def _should_drop_derived_web_search_options(model: str, custom_llm_provider: Optional[str]) -> bool:
+    def _should_drop_derived_web_search_options(model: str, custom_llm_provider: str | None) -> bool:
         """
         A Responses ``web_search`` built-in tool is derived into a ``web_search_options`` param.
         When the resolved provider/model does not support it (e.g. Bedrock Anthropic, where only
@@ -169,7 +177,7 @@ def _should_drop_derived_web_search_options(model: str, custom_llm_provider: Opt
         Support is read from each provider's own ``get_supported_openai_params`` so this bridge
         stays provider-agnostic; an unmapped provider (``None``) is treated as "keep".
         """
-        supported_params: Optional[List[str]] = get_supported_openai_params(
+        supported_params: list[str] | None = get_supported_openai_params(
             model=model, custom_llm_provider=custom_llm_provider
         )
         return supported_params is not None and "web_search_options" not in supported_params
@@ -177,11 +185,11 @@ def _should_drop_derived_web_search_options(model: str, custom_llm_provider: Opt
     @staticmethod
     def transform_responses_api_request_to_chat_completion_request(
         model: str,
-        input: Union[str, ResponseInputParam],
+        input: str | ResponseInputParam,
         responses_api_request: ResponsesAPIOptionalRequestParams,
-        custom_llm_provider: Optional[str] = None,
-        stream: Optional[bool] = None,
-        extra_headers: Optional[Dict[str, Any]] = None,
+        custom_llm_provider: str | None = None,
+        stream: bool | None = None,
+        extra_headers: dict[str, Any] | None = None,
         **kwargs,
     ) -> dict:
         """
@@ -205,7 +213,7 @@ def transform_responses_api_request_to_chat_completion_request(
             response_format = LiteLLMCompletionResponsesConfig._transform_text_format_to_response_format(text_param)
 
         # Extract reasoning_effort from reasoning parameter
-        reasoning_effort: Optional[Union[Reasoning, str]] = None
+        reasoning_effort: Reasoning | str | None = None
         reasoning_param = responses_api_request.get("reasoning")
         if reasoning_param:
             if isinstance(reasoning_param, dict):
@@ -255,7 +263,7 @@ def transform_responses_api_request_to_chat_completion_request(
                 "include_usage": True,
             }
             litellm_completion_request["stream_options"] = stream_options
-            litellm_logging_obj: Optional[LiteLLMLoggingObj] = kwargs.get("litellm_logging_obj")
+            litellm_logging_obj: LiteLLMLoggingObj | None = kwargs.get("litellm_logging_obj")
             if litellm_logging_obj:
                 litellm_logging_obj.stream_options = stream_options
 
@@ -265,28 +273,24 @@ def transform_responses_api_request_to_chat_completion_request(
 
     @staticmethod
     def transform_responses_api_input_to_messages(
-        input: Union[str, ResponseInputParam],
-        responses_api_request: Union[ResponsesAPIOptionalRequestParams, dict],
-    ) -> List[
-        Union[
-            AllMessageValues,
-            GenericChatCompletionMessage,
-            ChatCompletionMessageToolCall,
-            ChatCompletionResponseMessage,
-            Message,
-        ]
+        input: str | ResponseInputParam,
+        responses_api_request: ResponsesAPIOptionalRequestParams | dict,
+    ) -> list[
+        AllMessageValues
+        | GenericChatCompletionMessage
+        | ChatCompletionMessageToolCall
+        | ChatCompletionResponseMessage
+        | Message
     ]:
         """
         Transform a Responses API input into a list of messages
         """
-        messages: List[
-            Union[
-                AllMessageValues,
-                GenericChatCompletionMessage,
-                ChatCompletionMessageToolCall,
-                ChatCompletionResponseMessage,
-                Message,
-            ]
+        messages: list[
+            AllMessageValues
+            | GenericChatCompletionMessage
+            | ChatCompletionMessageToolCall
+            | ChatCompletionResponseMessage
+            | Message
         ] = []
         if responses_api_request.get("instructions"):
             messages.append(
@@ -373,31 +377,24 @@ async def async_responses_api_session_handler(
 
     @staticmethod
     def _transform_response_input_param_to_chat_completion_message(
-        input: Union[str, ResponseInputParam],
-    ) -> List[
-        Union[
-            AllMessageValues,
-            GenericChatCompletionMessage,
-            ChatCompletionMessageToolCall,
-            ChatCompletionResponseMessage,
-        ]
+        input: str | ResponseInputParam,
+    ) -> list[
+        AllMessageValues | GenericChatCompletionMessage | ChatCompletionMessageToolCall | ChatCompletionResponseMessage
     ]:
         """
         Transform a ResponseInputParam into a Chat Completion message
         """
-        messages: List[
-            Union[
-                AllMessageValues,
-                GenericChatCompletionMessage,
-                ChatCompletionMessageToolCall,
-                ChatCompletionResponseMessage,
-            ]
+        messages: list[
+            AllMessageValues
+            | GenericChatCompletionMessage
+            | ChatCompletionMessageToolCall
+            | ChatCompletionResponseMessage
         ] = []
 
         if isinstance(input, str):
             messages.append(ChatCompletionUserMessage(role="user", content=input))
         elif isinstance(input, list):
-            existing_tool_call_ids: Set[str] = set()
+            existing_tool_call_ids: set[str] = set()
             for _input in input:
                 chat_completion_messages = (
                     LiteLLMCompletionResponsesConfig._transform_responses_api_input_item_to_chat_completion_message(
@@ -449,7 +446,7 @@ def _transform_response_input_param_to_chat_completion_message(
                     if not chat_completion_messages:
                         continue
 
-                    deduped_in_place: List[Any] = []
+                    deduped_in_place: list[Any] = []
                     for m in chat_completion_messages:
                         role = ""
                         if isinstance(m, dict):
@@ -491,36 +488,27 @@ def _transform_response_input_param_to_chat_completion_message(
 
     @staticmethod
     def _deduplicate_tool_call_output_messages(
-        tool_call_output_messages: List[
-            Union[
-                AllMessageValues,
-                GenericChatCompletionMessage,
-                ChatCompletionMessageToolCall,
-                ChatCompletionResponseMessage,
-            ]
+        tool_call_output_messages: list[
+            AllMessageValues
+            | GenericChatCompletionMessage
+            | ChatCompletionMessageToolCall
+            | ChatCompletionResponseMessage
         ],
-        existing_tool_call_ids: Set[str],
-    ) -> List[
-        Union[
-            AllMessageValues,
-            GenericChatCompletionMessage,
-            ChatCompletionMessageToolCall,
-            ChatCompletionResponseMessage,
-        ]
+        existing_tool_call_ids: set[str],
+    ) -> list[
+        AllMessageValues | GenericChatCompletionMessage | ChatCompletionMessageToolCall | ChatCompletionResponseMessage
     ]:
         """Return tool call outputs after dropping assistant entries with duplicate call_ids."""
         if not tool_call_output_messages:
             return []
 
-        filtered_messages: List[
-            Union[
-                AllMessageValues,
-                GenericChatCompletionMessage,
-                ChatCompletionMessageToolCall,
-                ChatCompletionResponseMessage,
-            ]
+        filtered_messages: list[
+            AllMessageValues
+            | GenericChatCompletionMessage
+            | ChatCompletionMessageToolCall
+            | ChatCompletionResponseMessage
         ] = []
-        seen_tool_call_ids: Set[str] = set(existing_tool_call_ids)
+        seen_tool_call_ids: set[str] = set(existing_tool_call_ids)
 
         for tool_call_message in tool_call_output_messages:
             if isinstance(tool_call_message, dict):
@@ -563,7 +551,7 @@ def _deduplicate_tool_call_output_messages(
 
     @staticmethod
     def _ensure_tool_call_output_has_corresponding_tool_call(
-        messages: List[Union[AllMessageValues, GenericChatCompletionMessage]],
+        messages: list[AllMessageValues | GenericChatCompletionMessage],
     ) -> bool:
         """
         If any tool call output is present, ensure there is a corresponding tool call/tool_use block
@@ -574,7 +562,7 @@ def _ensure_tool_call_output_has_corresponding_tool_call(
         return False
 
     @staticmethod
-    def _find_previous_assistant_idx(messages: List[Any], current_idx: int) -> Optional[int]:
+    def _find_previous_assistant_idx(messages: list[Any], current_idx: int) -> int | None:
         """Find the index of the previous assistant message."""
         for j in range(current_idx - 1, -1, -1):
             if messages[j].get("role") == "assistant":
@@ -600,7 +588,7 @@ def _recover_tool_call_id_from_assistant(assistant_message: Any, message: Any) -
         return ""
 
     @staticmethod
-    def _get_tool_calls_list(assistant_message: Any) -> List[Any]:
+    def _get_tool_calls_list(assistant_message: Any) -> list[Any]:
         """Extract tool_calls as a list from assistant message."""
         tool_calls_raw = (
             assistant_message.get("tool_calls")
@@ -616,10 +604,10 @@ def _get_tool_calls_list(assistant_message: Any) -> List[Any]:
         return []
 
     @staticmethod
-    def _check_tool_call_exists(tool_calls: List[Any], tool_call_id: str) -> bool:
+    def _check_tool_call_exists(tool_calls: list[Any], tool_call_id: str) -> bool:
         """Check if a tool_call with the given ID exists in the list."""
         for tool_call in tool_calls:
-            tool_call_id_to_check: Optional[str] = None
+            tool_call_id_to_check: str | None = None
             if isinstance(tool_call, dict):
                 tool_call_id_to_check = tool_call.get("id")
             elif hasattr(tool_call, "id"):
@@ -629,7 +617,7 @@ def _check_tool_call_exists(tool_calls: List[Any], tool_call_id: str) -> bool:
         return False
 
     @staticmethod
-    def _reconstruct_tool_call_from_tools(tool_call_id: str, tools: List[Any]) -> Optional[Dict[str, Any]]:
+    def _reconstruct_tool_call_from_tools(tool_call_id: str, tools: list[Any]) -> dict[str, Any] | None:
         """Reconstruct a minimal tool_call definition from tools list."""
         for tool in tools:
             if isinstance(tool, dict):
@@ -668,13 +656,13 @@ def _get_mapping_or_attr_value(obj: Any, key: str, default: Any = None) -> Any:
 
     @staticmethod
     def _create_tool_call_chunk(
-        tool_use_definition: Dict[str, Any], tool_call_id: str, index: int
+        tool_use_definition: dict[str, Any], tool_call_id: str, index: int
     ) -> ChatCompletionToolCallChunk:
         """Create a ChatCompletionToolCallChunk from tool_use_definition."""
         function_raw = LiteLLMCompletionResponsesConfig._get_mapping_or_attr_value(tool_use_definition, "function")
         function_name_raw = LiteLLMCompletionResponsesConfig._get_mapping_or_attr_value(function_raw, "name")
         function_arguments_raw = LiteLLMCompletionResponsesConfig._get_mapping_or_attr_value(function_raw, "arguments")
-        function: Dict[str, Any] = {
+        function: dict[str, Any] = {
             "name": function_name_raw or "",
             "arguments": function_arguments_raw or "{}",
         }
@@ -693,7 +681,7 @@ def _create_tool_call_chunk(
         )
 
     @staticmethod
-    def _normalize_tool_use_definition(tool_use_definition: Any, tool_call_id: str) -> Optional[Dict[str, Any]]:
+    def _normalize_tool_use_definition(tool_use_definition: Any, tool_call_id: str) -> dict[str, Any] | None:
         """
         Normalize cached tool_call definitions to a dict-like shape consumed by _create_tool_call_chunk.
         """
@@ -701,7 +689,7 @@ def _normalize_tool_use_definition(tool_use_definition: Any, tool_call_id: str)
             return None
 
         if isinstance(tool_use_definition, dict):
-            normalized_definition: Dict[str, Any] = dict(tool_use_definition)
+            normalized_definition: dict[str, Any] = dict(tool_use_definition)
         else:
             tool_use_id_raw = LiteLLMCompletionResponsesConfig._get_mapping_or_attr_value(tool_use_definition, "id")
             tool_use_type_raw = LiteLLMCompletionResponsesConfig._get_mapping_or_attr_value(tool_use_definition, "type")
@@ -737,7 +725,7 @@ def _normalize_tool_use_definition(tool_use_definition: Any, tool_call_id: str)
     def _add_tool_call_to_assistant(assistant_message: Any, tool_call_chunk: ChatCompletionToolCallChunk) -> None:
         """Add a tool_call to an assistant message."""
         if isinstance(assistant_message, dict):
-            prev_assistant_dict = cast(Dict[str, Any], assistant_message)
+            prev_assistant_dict = cast(dict[str, Any], assistant_message)
             if "tool_calls" not in prev_assistant_dict:
                 prev_assistant_dict["tool_calls"] = []
             tool_calls_list = prev_assistant_dict["tool_calls"]
@@ -752,23 +740,19 @@ def _add_tool_call_to_assistant(assistant_message: Any, tool_call_chunk: ChatCom
     @staticmethod
     def _ensure_tool_results_have_corresponding_tool_calls(
         messages: Sequence[
-            Union[
-                AllMessageValues,
-                GenericChatCompletionMessage,
-                ChatCompletionResponseMessage,
-                ChatCompletionMessageToolCall,
-                Message,
-            ]
+            AllMessageValues
+            | GenericChatCompletionMessage
+            | ChatCompletionResponseMessage
+            | ChatCompletionMessageToolCall
+            | Message
         ],
-        tools: Optional[List[Any]] = None,
-    ) -> List[
-        Union[
-            AllMessageValues,
-            GenericChatCompletionMessage,
-            ChatCompletionResponseMessage,
-            ChatCompletionMessageToolCall,
-            Message,
-        ]
+        tools: list[Any] | None = None,
+    ) -> list[
+        AllMessageValues
+        | GenericChatCompletionMessage
+        | ChatCompletionResponseMessage
+        | ChatCompletionMessageToolCall
+        | Message
     ]:
         """
         Ensure that tool_result messages have corresponding tool_calls in the previous assistant message.
@@ -789,14 +773,12 @@ def _ensure_tool_results_have_corresponding_tool_calls(
         # Create a deep copy to avoid modifying the original (use list() so we can mutate and return List)
         import copy
 
-        fixed_messages: List[
-            Union[
-                AllMessageValues,
-                GenericChatCompletionMessage,
-                ChatCompletionResponseMessage,
-                ChatCompletionMessageToolCall,
-                Message,
-            ]
+        fixed_messages: list[
+            AllMessageValues
+            | GenericChatCompletionMessage
+            | ChatCompletionResponseMessage
+            | ChatCompletionMessageToolCall
+            | Message
         ] = list(copy.deepcopy(messages))
         messages_to_remove = []
 
@@ -828,7 +810,7 @@ def _ensure_tool_results_have_corresponding_tool_calls(
                     # Type-safe way to set tool_call_id on tool message
                     if isinstance(message, dict):
                         # Cast to dict to allow setting tool_call_id
-                        message_dict = cast(Dict[str, Any], message)
+                        message_dict = cast(dict[str, Any], message)
                         message_dict["tool_call_id"] = tool_call_id
                     elif hasattr(message, "tool_call_id"):
                         setattr(message, "tool_call_id", tool_call_id)
@@ -881,13 +863,7 @@ def _ensure_tool_results_have_corresponding_tool_calls(
     @staticmethod
     def _transform_responses_api_input_item_to_chat_completion_message(
         input_item: Any,
-    ) -> List[
-        Union[
-            AllMessageValues,
-            GenericChatCompletionMessage,
-            ChatCompletionResponseMessage,
-        ]
-    ]:
+    ) -> list[AllMessageValues | GenericChatCompletionMessage | ChatCompletionResponseMessage]:
         """
         Transform a Responses API input item into a Chat Completion message
 
@@ -937,6 +913,7 @@ def _is_input_item_tool_call_output(input_item: Any) -> bool:
         """
         return input_item.get("type") in [
             "function_call_output",
+            "custom_tool_call_output",
             "web_search_call",
             "computer_call_output",
             "tool_result",  # Anthropic/MCP format
@@ -945,20 +922,16 @@ def _is_input_item_tool_call_output(input_item: Any) -> bool:
     @staticmethod
     def _is_input_item_function_call(input_item: Any) -> bool:
         """
-        Check if the input item is a function call
+        Check if the input item is a function call or custom tool call.
+        Both need to be reconstructed as assistant tool_calls for Chat
+        Completions providers.
         """
-        return input_item.get("type") == "function_call"
+        return input_item.get("type") in ("function_call", "custom_tool_call")
 
     @staticmethod
     def _transform_responses_api_tool_call_output_to_chat_completion_message(
-        tool_call_output: Dict[str, Any],
-    ) -> List[
-        Union[
-            AllMessageValues,
-            GenericChatCompletionMessage,
-            ChatCompletionResponseMessage,
-        ]
-    ]:
+        tool_call_output: dict[str, Any],
+    ) -> list[AllMessageValues | GenericChatCompletionMessage | ChatCompletionResponseMessage]:
         """
         ChatCompletionToolMessage is used to indicate the output from a tool call
         """
@@ -992,8 +965,8 @@ def _normalize_function_call_output_to_tool_content(
 
             # Some adapters represent tool output as a list of "input_*" parts
             if isinstance(output, list):
-                normalized_blocks: List[Dict[str, Any]] = []
-                text_acc: List[str] = []
+                normalized_blocks: list[dict[str, Any]] = []
+                text_acc: list[str] = []
                 for part in output:
                     if not isinstance(part, dict):
                         continue
@@ -1093,14 +1066,8 @@ def _normalize_function_call_output_to_tool_content(
 
     @staticmethod
     def _transform_responses_api_function_call_to_chat_completion_message(
-        function_call: Dict[str, Any],
-    ) -> List[
-        Union[
-            AllMessageValues,
-            GenericChatCompletionMessage,
-            ChatCompletionResponseMessage,
-        ]
-    ]:
+        function_call: dict[str, Any],
+    ) -> list[AllMessageValues | GenericChatCompletionMessage | ChatCompletionResponseMessage]:
         """
         Transform a Responses API function_call into a Chat Completion message with tool calls
 
@@ -1117,13 +1084,19 @@ def _transform_responses_api_function_call_to_chat_completion_message(
         }
         ```
         """
-        # Create a tool call for the function call
+        # Create a tool call for the function call. Custom tool calls
+        # store their payload in "input" (raw string) rather than
+        # "arguments" (JSON string), so normalize to arguments here.
+        raw_arguments = function_call.get("arguments")
+        if not raw_arguments and function_call.get("type") == "custom_tool_call":
+            raw_input = function_call.get("input") or ""
+            raw_arguments = json.dumps({"content": raw_input}) if raw_input else ""
         tool_call = ChatCompletionToolCallChunk(
             id=function_call.get("call_id") or function_call.get("id") or "",
             type="function",
             function=ChatCompletionToolCallFunctionChunk(
                 name=function_call.get("name") or "",
-                arguments=str(function_call.get("arguments") or ""),
+                arguments=str(raw_arguments or ""),
             ),
             index=0,
         )
@@ -1138,7 +1111,7 @@ def _transform_responses_api_function_call_to_chat_completion_message(
         return [chat_completion_response_message]
 
     @staticmethod
-    def _resolve_file_id(item: Dict[str, Any]) -> Optional[str]:
+    def _resolve_file_id(item: dict[str, Any]) -> str | None:
         """
         Return the effective file_id for a Responses API input_file item.
         Explicit file_id takes precedence; file_url is used as fallback so
@@ -1147,7 +1120,7 @@ def _resolve_file_id(item: Dict[str, Any]) -> Optional[str]:
         return item.get("file_id") or item.get("file_url") or None
 
     @staticmethod
-    def _transform_input_file_item_to_file_item(item: Dict[str, Any]) -> Dict[str, Any]:
+    def _transform_input_file_item_to_file_item(item: dict[str, Any]) -> dict[str, Any]:
         """
         Transform a Responses API input_file item to a Chat Completion file item
 
@@ -1157,21 +1130,21 @@ def _transform_input_file_item_to_file_item(item: Dict[str, Any]) -> Dict[str, A
         Returns:
             Dictionary with transformed file structure for Chat Completion
         """
-        file_dict: Dict[str, Any] = {}
+        file_dict: dict[str, Any] = {}
         file_id = LiteLLMCompletionResponsesConfig._resolve_file_id(item)
         if file_id:
             file_dict["file_id"] = file_id
         if item.get("file_data"):
             file_dict["file_data"] = item["file_data"]
 
-        new_item: Dict[str, Any] = {"type": "file", "file": file_dict}
+        new_item: dict[str, Any] = {"type": "file", "file": file_dict}
         if "cache_control" in item:
             new_item["cache_control"] = item["cache_control"]
         return new_item
 
     @staticmethod
     def _transform_input_image_item_to_image_item(
-        item: Dict[str, Any],
+        item: dict[str, Any],
     ) -> ChatCompletionImageObject:
         """
         Transform a Responses API input_image item to a Chat Completion image item
@@ -1185,7 +1158,7 @@ def _transform_input_image_item_to_image_item(
     @staticmethod
     def _transform_responses_api_content_to_chat_completion_content(
         content: Any,
-    ) -> Union[str, List[Union[str, Dict[str, Any]]]]:
+    ) -> str | list[str | dict[str, Any]]:
         """
         Transform a Responses API content into a Chat Completion content
 
@@ -1199,7 +1172,7 @@ def _transform_responses_api_content_to_chat_completion_content(
         elif isinstance(content, str):
             return content
         elif isinstance(content, list):
-            content_list: List[Union[str, Dict[str, Any]]] = []
+            content_list: list[str | dict[str, Any]] = []
             for item in content:
                 if isinstance(item, str):
                     content_list.append(item)
@@ -1220,7 +1193,7 @@ def _transform_responses_api_content_to_chat_completion_content(
                         text_value = item.get("text")
                         if text_value is None:
                             continue
-                        content_block: Dict[str, Any] = {
+                        content_block: dict[str, Any] = {
                             "type": LiteLLMCompletionResponsesConfig._get_chat_completion_request_content_type(
                                 item.get("type") or "text"
                             ),
@@ -1268,7 +1241,7 @@ def _get_chat_completion_request_content_type(
 
     @staticmethod
     def transform_instructions_to_system_message(
-        instructions: Optional[str],
+        instructions: str | None,
     ) -> ChatCompletionSystemMessage:
         """
         Transform a Instructions into a system message
@@ -1277,18 +1250,18 @@ def transform_instructions_to_system_message(
 
     @staticmethod
     def transform_responses_api_tools_to_chat_completion_tools(
-        tools: Optional[List[Union[FunctionToolParam, OpenAIMcpServerTool]]],
-    ) -> Tuple[
-        List[Union[ChatCompletionToolParam, OpenAIMcpServerTool]],
-        Optional[OpenAIWebSearchOptions],
+        tools: list[FunctionToolParam | OpenAIMcpServerTool] | None,
+    ) -> tuple[
+        list[ChatCompletionToolParam | OpenAIMcpServerTool],
+        OpenAIWebSearchOptions | None,
     ]:
         """
         Transform a Responses API tools into a Chat Completion tools
         """
         if tools is None:
             return [], None
-        chat_completion_tools: List[Union[ChatCompletionToolParam, OpenAIMcpServerTool]] = []
-        web_search_options: Optional[OpenAIWebSearchOptions] = None
+        chat_completion_tools: list[ChatCompletionToolParam | OpenAIMcpServerTool] = []
+        web_search_options: OpenAIWebSearchOptions | None = None
         for tool in tools:
             if tool.get("type") == "mcp":
                 chat_completion_tools.append(cast(OpenAIMcpServerTool, tool))
@@ -1296,8 +1269,8 @@ def transform_responses_api_tools_to_chat_completion_tools(
                 _search_context_size: Literal["low", "medium", "high"] = cast(
                     Literal["low", "medium", "high"], tool.get("search_context_size")
                 )
-                _user_location: Optional[OpenAIWebSearchUserLocation] = cast(
-                    Optional[OpenAIWebSearchUserLocation],
+                _user_location: OpenAIWebSearchUserLocation | None = cast(
+                    OpenAIWebSearchUserLocation | None,
                     tool.get("user_location") or None,
                 )
                 web_search_options = OpenAIWebSearchOptions(
@@ -1310,7 +1283,7 @@ def transform_responses_api_tools_to_chat_completion_tools(
                 parameters = dict(typed_tool.get("parameters", {}) or {})
                 if not parameters or "type" not in parameters:
                     parameters["type"] = "object"
-                chat_completion_tool: Dict[str, Any] = {
+                chat_completion_tool: dict[str, Any] = {
                     "type": "function",
                     "function": {
                         "name": typed_tool.get("name") or "",
@@ -1328,14 +1301,30 @@ def transform_responses_api_tools_to_chat_completion_tools(
                 if tool.get("input_examples"):
                     chat_completion_tool["input_examples"] = tool.get("input_examples")  # type: ignore
                 chat_completion_tools.append(cast(ChatCompletionToolParam, chat_completion_tool))
+            elif tool.get("type") == "custom":
+                converted = convert_custom_tool_to_function_tool(tool)
+                if converted is not None:
+                    chat_completion_tools.append(converted)
             else:
-                chat_completion_tools.append(cast(Union[ChatCompletionToolParam, OpenAIMcpServerTool], tool))
+                _tool_type = tool.get("type")
+                if _tool_type in ("computer_use", "image_generation", "namespace", "shell"):
+                    # Drop unsupported Responses-API-only tool types that have no
+                    # Chat Completions equivalent. Passing them through verbatim
+                    # causes providers to reject the request with "'function' is a
+                    # required property".
+                    verbose_logger.warning(
+                        "Dropping Responses API tool of type '%s': it has no Chat Completions "
+                        "equivalent and the target provider would reject the request.",
+                        _tool_type,
+                    )
+                    continue
+                chat_completion_tools.append(cast(ChatCompletionToolParam | OpenAIMcpServerTool, tool))
         return chat_completion_tools, web_search_options
 
     @staticmethod
     def transform_chat_completion_tool_params_to_responses_api_tools(
-        chat_completion_tools: Optional[List[Union[ChatCompletionToolParam, OpenAIMcpServerTool]]],
-    ) -> List[Dict[str, Any]]:
+        chat_completion_tools: list[ChatCompletionToolParam | OpenAIMcpServerTool] | None,
+    ) -> list[dict[str, Any]]:
         """
         Transform Chat Completion tool params (e.g. from guardrail output) back to
         Responses API request tool format. Inverse of
@@ -1343,17 +1332,17 @@ def transform_chat_completion_tool_params_to_responses_api_tools(
         """
         if chat_completion_tools is None or not chat_completion_tools:
             return []
-        result: List[Dict[str, Any]] = []
+        result: list[dict[str, Any]] = []
         for tool in chat_completion_tools:
             if not isinstance(tool, dict):
                 result.append(tool)  # type: ignore
                 continue
             if tool.get("type") == "function":
-                fn = cast(Dict[str, Any], tool.get("function") or {})
+                fn = cast(dict[str, Any], tool.get("function") or {})
                 parameters = dict(fn.get("parameters", {}) or {})
                 if not parameters or "type" not in parameters:
                     parameters["type"] = "object"
-                responses_tool: Dict[str, Any] = {
+                responses_tool: dict[str, Any] = {
                     "type": "function",
                     "name": fn.get("name") or "",
                     "description": fn.get("description") or "",
@@ -1377,11 +1366,16 @@ def transform_chat_completion_tool_params_to_responses_api_tools(
     @staticmethod
     def transform_chat_completion_tools_to_responses_tools(
         chat_completion_response: ModelResponse,
-    ) -> List[ResponseFunctionToolCall]:
+        responses_api_request: ResponsesAPIOptionalRequestParams | None = None,
+    ) -> list[ResponseFunctionToolCall | CustomToolCallOutputItem]:
         """
-        Transform a Chat Completion tools into a Responses API tools
+        Transform a Chat Completion tools into a Responses API tools.
+
+        For custom tools (e.g. apply_patch), returns CustomToolCallOutputItem
+        with ``type="custom_tool_call"``. For regular function tools, returns
+        ``ResponseFunctionToolCall`` with ``type="function_call"``.
         """
-        all_chat_completion_tools: List[ChatCompletionMessageToolCall] = []
+        all_chat_completion_tools: list[ChatCompletionMessageToolCall] = []
         for choice in chat_completion_response.choices:
             if isinstance(choice, Choices):
                 if choice.message.tool_calls:
@@ -1392,53 +1386,77 @@ def transform_chat_completion_tools_to_responses_tools(
                             value=tool_call,
                         )
 
-        responses_tools: List[ResponseFunctionToolCall] = []
+        # Extract custom tool names from the original request
+        custom_tool_names: set[str] = set()
+        if responses_api_request and "tools" in responses_api_request:
+            custom_tool_names = extract_custom_tool_names(responses_api_request["tools"])
+
+        responses_tools: list[ResponseFunctionToolCall | CustomToolCallOutputItem] = []
         for tool in all_chat_completion_tools:
             if tool.type == "function":
                 function_definition = tool.function
-                provider_specific_fields: Optional[Dict] = None
-                if hasattr(tool, "provider_specific_fields") and getattr(tool, "provider_specific_fields", None):
-                    provider_specific_fields = getattr(tool, "provider_specific_fields")
-                    if not isinstance(provider_specific_fields, dict):
-                        provider_specific_fields = (
-                            dict(provider_specific_fields)  # type: ignore
-                            if hasattr(provider_specific_fields, "__dict__")
-                            else {}
-                        )
-                elif hasattr(function_definition, "provider_specific_fields") and getattr(
-                    function_definition, "provider_specific_fields", None
-                ):
-                    provider_specific_fields = getattr(function_definition, "provider_specific_fields")
-                    if not isinstance(provider_specific_fields, dict):
-                        provider_specific_fields = (
-                            dict(provider_specific_fields)  # type: ignore
-                            if hasattr(provider_specific_fields, "__dict__")
-                            else {}
-                        )
+                tool_name = function_definition.name or ""
+                tool_id = tool.id or ""
+                tool_arguments = function_definition.get("arguments") or ""
+
+                # Check if this is a custom tool
+                if is_custom_tool_call(tool_name, custom_tool_names):
+                    # Build custom_tool_call output item
+                    input_str = unwrap_custom_tool_arguments(tool_arguments)
+                    custom_item = CustomToolCallOutputItem(
+                        type="custom_tool_call",
+                        call_id=tool_id,
+                        id=tool_id,
+                        name=tool_name,
+                        input=input_str,
+                        status=function_definition.get("status") or "completed",
+                    )
+                    responses_tools.append(custom_item)
+                else:
+                    # Build regular function_call output item
+                    provider_specific_fields: dict | None = None
+                    if hasattr(tool, "provider_specific_fields") and getattr(tool, "provider_specific_fields", None):
+                        provider_specific_fields = getattr(tool, "provider_specific_fields")
+                        if not isinstance(provider_specific_fields, dict):
+                            provider_specific_fields = (
+                                dict(provider_specific_fields)  # type: ignore
+                                if hasattr(provider_specific_fields, "__dict__")
+                                else {}
+                            )
+                    elif hasattr(function_definition, "provider_specific_fields") and getattr(
+                        function_definition, "provider_specific_fields", None
+                    ):
+                        provider_specific_fields = getattr(function_definition, "provider_specific_fields")
+                        if not isinstance(provider_specific_fields, dict):
+                            provider_specific_fields = (
+                                dict(provider_specific_fields)  # type: ignore
+                                if hasattr(provider_specific_fields, "__dict__")
+                                else {}
+                            )
 
-                output_tool_call: ResponseFunctionToolCall = ResponseFunctionToolCall(
-                    name=function_definition.name or "",
-                    arguments=function_definition.get("arguments") or "",
-                    call_id=tool.id or "",
-                    id=tool.id or "",
-                    type="function_call",  # critical this is "function_call" to work with tools like openai codex
-                    status=function_definition.get("status") or "completed",
-                )
+                    output_tool_call: ResponseFunctionToolCall = ResponseFunctionToolCall(
+                        name=tool_name,
+                        arguments=tool_arguments,
+                        call_id=tool_id,
+                        id=tool_id,
+                        type="function_call",
+                        status=function_definition.get("status") or "completed",
+                    )
 
-                # Pass through provider_specific_fields as-is if present
-                if provider_specific_fields:
-                    setattr(
-                        output_tool_call,
-                        "provider_specific_fields",
-                        provider_specific_fields,
-                    )  # type: ignore
+                    # Pass through provider_specific_fields as-is if present
+                    if provider_specific_fields:
+                        setattr(
+                            output_tool_call,
+                            "provider_specific_fields",
+                            provider_specific_fields,
+                        )  # type: ignore
 
-                responses_tools.append(output_tool_call)
+                    responses_tools.append(output_tool_call)
         return responses_tools
 
     @staticmethod
     def _map_chat_completion_finish_reason_to_responses_status(
-        finish_reason: Optional[str],
+        finish_reason: str | None,
     ) -> ResponsesAPIStatus:
         """
         Map chat completion finish_reason to responses API status.
@@ -1465,7 +1483,7 @@ def _map_chat_completion_finish_reason_to_responses_status(
             return "completed"
 
     @staticmethod
-    def _tool_call_id_from_responses_item(item_id: Optional[str], call_id: Optional[str]) -> str:
+    def _tool_call_id_from_responses_item(item_id: str | None, call_id: str | None) -> str:
         """Bedrock Mantle returns a non-unique, index-based ``call_id`` (``call_0``,
         ``call_1``, ... that resets every response) alongside a unique ``id``
         (``fc_...``). ``call_id`` is the canonical Responses API correlation key, so
@@ -1480,7 +1498,7 @@ def _tool_call_id_from_responses_item(item_id: Optional[str], call_id: Optional[
     def convert_response_function_tool_call_to_chat_completion_tool_call(
         tool_call_item: Any,
         index: int = 0,
-    ) -> Dict[str, Any]:
+    ) -> dict[str, Any]:
         """
         Convert ResponseFunctionToolCall to ChatCompletionToolCallChunk format.
 
@@ -1510,7 +1528,7 @@ def convert_response_function_tool_call_to_chat_completion_tool_call(
                     )
                 )
 
-        function_dict: Dict[str, Any] = {
+        function_dict: dict[str, Any] = {
             "name": tool_call_item.name,
             "arguments": tool_call_item.arguments,
         }
@@ -1518,7 +1536,7 @@ def convert_response_function_tool_call_to_chat_completion_tool_call(
         if provider_specific_fields:
             function_dict["provider_specific_fields"] = provider_specific_fields
 
-        tool_call_dict: Dict[str, Any] = {
+        tool_call_dict: dict[str, Any] = {
             "id": LiteLLMCompletionResponsesConfig._tool_call_id_from_responses_item(
                 getattr(tool_call_item, "id", None),
                 getattr(tool_call_item, "call_id", None),
@@ -1537,7 +1555,7 @@ def convert_response_function_tool_call_to_chat_completion_tool_call(
     def convert_apply_patch_tool_call_to_chat_completion_tool_call(
         tool_call_item: Any,
         index: int = 0,
-    ) -> Dict[str, Any]:
+    ) -> dict[str, Any]:
         """
         Convert ResponseApplyPatchToolCall to ChatCompletionToolCallChunk format.
 
@@ -1555,7 +1573,7 @@ def convert_apply_patch_tool_call_to_chat_completion_tool_call(
         import json
 
         operation_dict = tool_call_item.operation.model_dump()
-        tool_call_dict: Dict[str, Any] = {
+        tool_call_dict: dict[str, Any] = {
             "id": tool_call_item.call_id,
             "function": {
                 "name": "apply_patch",
@@ -1568,9 +1586,9 @@ def convert_apply_patch_tool_call_to_chat_completion_tool_call(
 
     @staticmethod
     def transform_chat_completion_response_to_responses_api_response(
-        request_input: Union[str, ResponseInputParam],
+        request_input: str | ResponseInputParam,
         responses_api_request: ResponsesAPIOptionalRequestParams,
-        chat_completion_response: Union[ModelResponse, dict],
+        chat_completion_response: ModelResponse | dict,
     ) -> ResponsesAPIResponse:
         """
         Transform a Chat Completion response into a Responses API response
@@ -1578,8 +1596,8 @@ def transform_chat_completion_response_to_responses_api_response(
         if isinstance(chat_completion_response, dict):
             chat_completion_response = ModelResponse(**chat_completion_response)
         # Get finish_reason from the first choice to determine overall status
-        finish_reason: Optional[str] = None
-        choices: List[Choices] = getattr(chat_completion_response, "choices", [])
+        finish_reason: str | None = None
+        choices: list[Choices] = getattr(chat_completion_response, "choices", [])
         if choices and len(choices) > 0:
             finish_reason = choices[0].finish_reason
 
@@ -1595,6 +1613,7 @@ def transform_chat_completion_response_to_responses_api_response(
             output=LiteLLMCompletionResponsesConfig._transform_chat_completion_choices_to_responses_output(
                 chat_completion_response=chat_completion_response,
                 choices=getattr(chat_completion_response, "choices", []),
+                responses_api_request=responses_api_request,
             ),
             parallel_tool_calls=getattr(chat_completion_response, "parallel_tool_calls", False),
             temperature=getattr(chat_completion_response, "temperature", 0),
@@ -1626,24 +1645,23 @@ def transform_chat_completion_response_to_responses_api_response(
     @staticmethod
     def _transform_chat_completion_choices_to_responses_output(
         chat_completion_response: ModelResponse,
-        choices: List[Choices],
-    ) -> List[
-        Union[
-            GenericResponseOutputItem,
-            OutputCodeInterpreterCall,
-            OutputFunctionToolCall,
-            OutputImageGenerationCall,
-            ResponseFunctionToolCall,
-        ]
+        choices: list[Choices],
+        responses_api_request: ResponsesAPIOptionalRequestParams | None = None,
+    ) -> list[
+        GenericResponseOutputItem
+        | OutputCodeInterpreterCall
+        | OutputFunctionToolCall
+        | OutputImageGenerationCall
+        | ResponseFunctionToolCall
+        | CustomToolCallOutputItem
     ]:
-        responses_output: List[
-            Union[
-                GenericResponseOutputItem,
-                OutputCodeInterpreterCall,
-                OutputFunctionToolCall,
-                OutputImageGenerationCall,
-                ResponseFunctionToolCall,
-            ]
+        responses_output: list[
+            GenericResponseOutputItem
+            | OutputCodeInterpreterCall
+            | OutputFunctionToolCall
+            | OutputImageGenerationCall
+            | ResponseFunctionToolCall
+            | CustomToolCallOutputItem
         ] = []
 
         responses_output.extend(
@@ -1654,7 +1672,8 @@ def _transform_chat_completion_choices_to_responses_output(
         )
         responses_output.extend(
             LiteLLMCompletionResponsesConfig.transform_chat_completion_tools_to_responses_tools(
-                chat_completion_response=chat_completion_response
+                chat_completion_response=chat_completion_response,
+                responses_api_request=responses_api_request,
             )
         )
 
@@ -1713,8 +1732,8 @@ def _extract_tool_result_output_items(
     @staticmethod
     def _extract_reasoning_output_items(
         chat_completion_response: ModelResponse,
-        choices: List[Choices],
-    ) -> List[GenericResponseOutputItem]:
+        choices: list[Choices],
+    ) -> list[GenericResponseOutputItem]:
         for choice in choices:
             if hasattr(choice, "message") and choice.message:
                 message = choice.message
@@ -1743,7 +1762,7 @@ def _extract_reasoning_output_items(
     def _extract_image_generation_output_items(
         chat_completion_response: ModelResponse,
         choice: Choices,
-    ) -> List[OutputImageGenerationCall]:
+    ) -> list[OutputImageGenerationCall]:
         """
         Extract image generation outputs from a choice that contains images.
 
@@ -1762,7 +1781,7 @@ def _extract_image_generation_output_items(
             'result': 'iVBORw0...'  # Pure base64 without data: prefix
         }
         """
-        image_generation_items: List[OutputImageGenerationCall] = []
+        image_generation_items: list[OutputImageGenerationCall] = []
 
         images = getattr(choice.message, "images", [])
         if not images:
@@ -1789,7 +1808,7 @@ def _extract_image_generation_output_items(
 
     @staticmethod
     def _map_finish_reason_to_image_generation_status(
-        finish_reason: Optional[str],
+        finish_reason: str | None,
     ) -> Literal["in_progress", "completed", "incomplete", "failed"]:
         """
         Map finish_reason to image generation status.
@@ -1808,7 +1827,7 @@ def _map_finish_reason_to_image_generation_status(
             return "completed"
 
     @staticmethod
-    def _extract_base64_from_data_url(data_url: str) -> Optional[str]:
+    def _extract_base64_from_data_url(data_url: str) -> str | None:
         """
         Extract pure base64 string from a data URL.
 
@@ -1834,9 +1853,9 @@ def _extract_base64_from_data_url(data_url: str) -> Optional[str]:
     @staticmethod
     def _extract_message_output_items(
         chat_completion_response: ModelResponse,
-        choices: List[Choices],
-    ) -> List[Union[GenericResponseOutputItem, OutputImageGenerationCall]]:
-        message_output_items: List[Union[GenericResponseOutputItem, OutputImageGenerationCall]] = []
+        choices: list[Choices],
+    ) -> list[GenericResponseOutputItem | OutputImageGenerationCall]:
+        message_output_items: list[GenericResponseOutputItem | OutputImageGenerationCall] = []
         for choice in choices:
             # Check if message has images (image generation)
             if hasattr(choice.message, "images") and choice.message.images:
@@ -1868,20 +1887,8 @@ def _extract_message_output_items(
     @staticmethod
     def _transform_responses_api_outputs_to_chat_completion_messages(
         responses_api_output: ResponsesAPIResponse,
-    ) -> List[
-        Union[
-            AllMessageValues,
-            GenericChatCompletionMessage,
-            ChatCompletionMessageToolCall,
-        ]
-    ]:
-        messages: List[
-            Union[
-                AllMessageValues,
-                GenericChatCompletionMessage,
-                ChatCompletionMessageToolCall,
-            ]
-        ] = []
+    ) -> list[AllMessageValues | GenericChatCompletionMessage | ChatCompletionMessageToolCall]:
+        messages: list[AllMessageValues | GenericChatCompletionMessage | ChatCompletionMessageToolCall] = []
         output_items = responses_api_output.output
         for _output_item in output_items:
             output_item: dict = dict(_output_item)
@@ -1939,9 +1946,9 @@ def _transform_chat_message_to_response_output_text(
 
     @staticmethod
     def _transform_chat_completion_annotations_to_response_output_annotations(
-        annotations: Optional[List[ChatCompletionAnnotation]],
-    ) -> List[GenericResponseOutputItemContentAnnotation]:
-        response_output_annotations: List[GenericResponseOutputItemContentAnnotation] = []
+        annotations: list[ChatCompletionAnnotation] | None,
+    ) -> list[GenericResponseOutputItemContentAnnotation]:
+        response_output_annotations: list[GenericResponseOutputItemContentAnnotation] = []
 
         if annotations is None:
             return response_output_annotations
@@ -1965,10 +1972,10 @@ def _transform_chat_completion_annotations_to_response_output_annotations(
 
     @staticmethod
     def _transform_chat_completion_usage_to_responses_usage(
-        chat_completion_response: Union[ModelResponse, Usage],
+        chat_completion_response: ModelResponse | Usage,
     ) -> ResponseAPIUsage:
         if isinstance(chat_completion_response, ModelResponse):
-            usage: Optional[Usage] = getattr(chat_completion_response, "usage", None)
+            usage: Usage | None = getattr(chat_completion_response, "usage", None)
         else:
             usage = chat_completion_response
         if usage is None:
@@ -1991,7 +1998,7 @@ def _transform_chat_completion_usage_to_responses_usage(
         # Translate prompt_tokens_details to input_tokens_details
         if hasattr(usage, "prompt_tokens_details") and usage.prompt_tokens_details is not None:
             prompt_details = usage.prompt_tokens_details
-            input_details_dict: Dict[str, int] = {}
+            input_details_dict: dict[str, int] = {}
 
             if hasattr(prompt_details, "cached_tokens") and prompt_details.cached_tokens is not None:
                 input_details_dict["cached_tokens"] = prompt_details.cached_tokens
@@ -2010,7 +2017,7 @@ def _transform_chat_completion_usage_to_responses_usage(
         # Translate completion_tokens_details to output_tokens_details
         if hasattr(usage, "completion_tokens_details") and usage.completion_tokens_details is not None:
             completion_details = usage.completion_tokens_details
-            output_details_dict: Dict[str, int] = {}
+            output_details_dict: dict[str, int] = {}
             if hasattr(completion_details, "reasoning_tokens") and completion_details.reasoning_tokens is not None:
                 output_details_dict["reasoning_tokens"] = completion_details.reasoning_tokens
             else:
@@ -2029,8 +2036,8 @@ def _transform_chat_completion_usage_to_responses_usage(
 
     @staticmethod
     def _transform_text_format_to_response_format(
-        text_param: Union[Dict[str, Any], Any],
-    ) -> Optional[Dict[str, Any]]:
+        text_param: dict[str, Any] | Any,
+    ) -> dict[str, Any] | None:
         """
         Transform Responses API text.format parameter to Chat Completion response_format parameter.
 
diff --git a/litellm/router.py b/litellm/router.py
index 64b90172c04..12b96430334 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -2361,7 +2361,20 @@ def __aiter__(self):
                 return self
 
             async def __anext__(self):
-                chunk = await self._async_generator.__anext__()
+                try:
+                    chunk = await self._async_generator.__anext__()
+                except StopAsyncIteration:
+                    # The inner generator is exhausted. If we never sniffed a
+                    # terminal event off a chunk (the bridge path emits the
+                    # final response.completed via common_done_event_logic,
+                    # which raises StopAsyncIteration after returning it),
+                    # fall back to whatever the source iterator latched so
+                    # the proxy's container-ownership hook still sees a
+                    # completed_response instead of logging a spurious
+                    # "no completed_response" warning.
+                    if self.completed_response is None:
+                        self.completed_response = getattr(source_iterator, "completed_response", None)
+                    raise
                 # Sniff the terminal stream event off each forwarded chunk
                 # so ``self.completed_response`` is populated regardless of
                 # which inner iterator produced it (source_iterator,
diff --git a/litellm/types/llms/openai.py b/litellm/types/llms/openai.py
index 4c656b32081..3ab5a7b736e 100644
--- a/litellm/types/llms/openai.py
+++ b/litellm/types/llms/openai.py
@@ -90,6 +90,7 @@
 
 from litellm.types.llms.base import BaseLiteLLMOpenAIResponseObject
 from litellm.types.responses.main import (
+    CustomToolCallOutputItem,
     GenericResponseOutputItem,
     OutputCodeInterpreterCall,
     OutputFunctionToolCall,
@@ -914,6 +915,7 @@ class OpenAIChatCompletionToolParam(TypedDict):
 
 class ChatCompletionToolParam(OpenAIChatCompletionToolParam, total=False):
     cache_control: ChatCompletionCachedContent
+    allowed_callers: List[str]
 
 
 class Function(TypedDict, total=False):
@@ -1253,6 +1255,7 @@ class ResponsesAPIResponse(BaseLiteLLMOpenAIResponseObject):
                 OutputFunctionToolCall,
                 OutputImageGenerationCall,
                 ResponseFunctionToolCall,
+                CustomToolCallOutputItem,
             ]
         ],
     ]
diff --git a/litellm/types/responses/main.py b/litellm/types/responses/main.py
index ebd2ad5b5a8..32e07f9e52f 100644
--- a/litellm/types/responses/main.py
+++ b/litellm/types/responses/main.py
@@ -85,6 +85,22 @@ def build_code_interpreter_log_outputs(
     return [OutputCodeInterpreterCallLog(type="logs", logs=logs)] if logs else None
 
 
+class CustomToolCallOutputItem(BaseLiteLLMOpenAIResponseObject):
+    """A custom/freeform tool call output item (e.g. apply_patch).
+
+    Mirrors the ``custom_tool_call`` variant of OpenAI's Responses API output.
+    Unlike ``OutputFunctionToolCall`` which uses ``arguments`` (JSON string),
+    this uses ``input`` (raw string) for the tool payload.
+    """
+
+    type: Literal["custom_tool_call"]
+    call_id: str
+    id: Optional[str] = None
+    name: str
+    input: str
+    status: Optional[Literal["in_progress", "completed", "incomplete"]] = None
+
+
 class GenericResponseOutputItem(BaseLiteLLMOpenAIResponseObject):
     """
     Generic response API output item
diff --git a/tests/test_litellm/proxy/test_common_request_processing.py b/tests/test_litellm/proxy/test_common_request_processing.py
index c185b694e68..c61fdec370c 100644
--- a/tests/test_litellm/proxy/test_common_request_processing.py
+++ b/tests/test_litellm/proxy/test_common_request_processing.py
@@ -3304,6 +3304,75 @@ async def test_record_streaming_client_disconnect_no_op_when_connected(self):
         assert recorded is False
         assert "client_disconnected" not in request_data["metadata"]
 
+    @pytest.mark.asyncio
+    async def test_record_streaming_client_disconnect_handles_none_metadata(self):
+        from litellm.proxy.common_request_processing import (
+            _record_streaming_client_disconnect_if_needed,
+        )
+
+        mock_logging_obj = MagicMock()
+        mock_logging_obj.model_call_details = {
+            "litellm_params": {"metadata": None},
+            "metadata": None,
+        }
+        mock_request = MagicMock(spec=Request)
+        mock_request.is_disconnected = AsyncMock(return_value=True)
+        request_data = {
+            "litellm_call_id": "test-call-id",
+            "litellm_logging_obj": mock_logging_obj,
+            "metadata": {},
+            "litellm_params": {"metadata": {}},
+        }
+
+        recorded = await _record_streaming_client_disconnect_if_needed(
+            mock_request, request_data
+        )
+
+        assert recorded is True
+        assert request_data["metadata"]["client_disconnected"] is True
+        assert (
+            mock_logging_obj.model_call_details["litellm_params"]["metadata"][
+                "client_disconnected"
+            ]
+            is True
+        )
+        assert (
+            mock_logging_obj.model_call_details["metadata"]["client_disconnected"]
+            is True
+        )
+
+    @pytest.mark.asyncio
+    async def test_record_streaming_client_disconnect_handles_none_request_data_metadata(self):
+        from litellm.proxy.common_request_processing import (
+            _record_streaming_client_disconnect_if_needed,
+        )
+
+        mock_request = MagicMock(spec=Request)
+        mock_request.is_disconnected = AsyncMock(return_value=True)
+        request_data = {
+            "litellm_call_id": "test-call-id",
+            "metadata": None,
+            "litellm_params": {"metadata": None},
+        }
+
+        recorded = await _record_streaming_client_disconnect_if_needed(
+            mock_request, request_data
+        )
+
+        assert recorded is True
+        assert request_data["metadata"]["client_disconnected"] is True
+        assert (
+            request_data["litellm_params"]["metadata"]["client_disconnected"] is True
+        )
+
+    @pytest.mark.asyncio
+    async def test_apply_client_disconnect_metadata_none_returns_early(self):
+        from litellm.proxy.common_request_processing import (
+            _apply_client_disconnect_metadata,
+        )
+
+        _apply_client_disconnect_metadata(None)
+
     @pytest.mark.asyncio
     async def test_finalize_streaming_generator_cleanup_fires_deferred_logging(
         self, monkeypatch
diff --git a/tests/test_litellm/proxy/test_tools_allowlist_enforcement.py b/tests/test_litellm/proxy/test_tools_allowlist_enforcement.py
index 8196cc97f50..31f5fbf606b 100644
--- a/tests/test_litellm/proxy/test_tools_allowlist_enforcement.py
+++ b/tests/test_litellm/proxy/test_tools_allowlist_enforcement.py
@@ -70,6 +70,22 @@ def test_openai_responses_mcp_tools(self):
         }
         assert extract_request_tool_names("/v1/responses", data) == ["dmcp"]
 
+    def test_openai_responses_custom_tools(self):
+        """Custom tools become callable function tools on the Chat Completions
+        bridge, so their names must be extracted for allowlist enforcement;
+        otherwise a restricted key could invoke a disallowed tool by declaring
+        it with type "custom" (VERIA finding on PR #32258)."""
+        data = {
+            "tools": [
+                {"type": "custom", "name": "apply_patch", "description": "x"},
+                {"type": "function", "name": "get_current_weather"},
+            ]
+        }
+        assert extract_request_tool_names("/v1/responses", data) == [
+            "apply_patch",
+            "get_current_weather",
+        ]
+
     def test_anthropic_tools(self):
         data = {"tools": [{"name": "get_weather"}, {"name": "run_sql"}]}
         assert extract_request_tool_names("/v1/messages", data) == [
@@ -143,6 +159,20 @@ async def test_disallowed_tool_raises(self):
         assert exc_info.value.type == ProxyErrorTypes.tool_access_denied
         assert "get_weather" in str(exc_info.value.message)
 
+    @pytest.mark.asyncio
+    async def test_disallowed_custom_tool_raises_on_responses_route(self):
+        token = _token(metadata={"allowed_tools": ["other_tool"]})
+        body = {"tools": [{"type": "custom", "name": "restricted_tool"}]}
+        with pytest.raises(ProxyException) as exc_info:
+            await check_tools_allowlist(
+                request_body=body,
+                valid_token=token,
+                team_object=None,
+                route="/v1/responses",
+            )
+        assert exc_info.value.type == ProxyErrorTypes.tool_access_denied
+        assert "restricted_tool" in str(exc_info.value.message)
+
     @pytest.mark.asyncio
     async def test_team_allowlist_used_when_key_empty(self):
         token = _token(
diff --git a/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py b/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py
index 426c73645c1..9cf60ea5f91 100644
--- a/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py
+++ b/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py
@@ -1,6 +1,8 @@
 import os
 import sys
 
+import pytest
+
 sys.path.insert(
     0, os.path.abspath("../../..")
 )  # Adds the parent directory to the system path
@@ -1066,7 +1068,13 @@ def test_transform_mcp_tools(self):
         assert web_search_options is None
 
     def test_transform_computer_use_tools(self):
-        """Test that computer_use tools are passed through as-is"""
+        """Test that computer_use tools are dropped (no Chat Completions equivalent).
+
+        This deliberately reverses the previous pass-through regression guard:
+        forwarding computer_use verbatim made Chat Completions providers reject
+        the whole request with "'function' is a required property", so the
+        bridge now drops such tools (with a warning log) instead.
+        """
         computer_use_tool = {
             "type": "computer_use",
             "display_width_px": 1024,
@@ -1083,12 +1091,130 @@ def test_transform_computer_use_tools(self):
             tools=tools
         )
 
-        # Assert
+        # Assert - computer_use has no Chat Completions equivalent, so it is dropped
+        assert len(result_tools) == 0
+        assert web_search_options is None
+
+    def test_transform_custom_tools_to_function_tools(self):
+        """Test that custom (freeform/grammar) tools are converted to function tools"""
+        custom_tool = {
+            "type": "custom",
+            "name": "apply_patch",
+            "description": "Apply a patch to files",
+            "format": {
+                "type": "grammar",
+                "syntax": "lark",
+                "definition": "start: begin_patch hunk+ end_patch",
+            },
+        }
+
+        tools = [custom_tool]
+
+        # Execute
+        (
+            result_tools,
+            web_search_options,
+        ) = LiteLLMCompletionResponsesConfig.transform_responses_api_tools_to_chat_completion_tools(
+            tools=tools
+        )
+
+        # Assert - custom tool is converted to a function tool
         assert len(result_tools) == 1
-        assert result_tools[0] == computer_use_tool
-        assert result_tools[0]["type"] == "computer_use"
+        assert result_tools[0]["type"] == "function"
+        assert result_tools[0]["function"]["name"] == "apply_patch"
+        assert "content" in result_tools[0]["function"]["parameters"]["properties"]
+        assert result_tools[0]["function"]["parameters"]["required"] == ["content"]
+        assert "begin_patch" in result_tools[0]["function"]["description"]
         assert web_search_options is None
 
+    def test_transform_custom_tools_without_format(self):
+        """Test that custom tools without format info are still converted"""
+        custom_tool = {
+            "type": "custom",
+            "name": "exec",
+            "description": "Execute code",
+        }
+
+        tools = [custom_tool]
+
+        # Execute
+        (
+            result_tools,
+            web_search_options,
+        ) = LiteLLMCompletionResponsesConfig.transform_responses_api_tools_to_chat_completion_tools(
+            tools=tools
+        )
+
+        # Assert
+        assert len(result_tools) == 1
+        assert result_tools[0]["type"] == "function"
+        assert result_tools[0]["function"]["name"] == "exec"
+        assert result_tools[0]["function"]["description"] == "Execute code"
+
+    def test_transform_custom_tools_preserves_allowed_callers(self):
+        """allowed_callers on a custom tool gates direct model invocation in the
+        Anthropic adapter, so it must survive the custom->function conversion."""
+        custom_tool = {
+            "type": "custom",
+            "name": "apply_patch",
+            "description": "Apply a patch to files",
+            "allowed_callers": ["exec"],
+        }
+
+        tools = [custom_tool]
+
+        # Execute
+        (
+            result_tools,
+            _,
+        ) = LiteLLMCompletionResponsesConfig.transform_responses_api_tools_to_chat_completion_tools(
+            tools=tools
+        )
+
+        # Assert
+        assert len(result_tools) == 1
+        assert result_tools[0]["type"] == "function"
+        assert result_tools[0]["allowed_callers"] == ["exec"]
+
+    def test_transform_custom_tools_without_allowed_callers(self):
+        """A custom tool without allowed_callers must not synthesize the field."""
+        custom_tool = {
+            "type": "custom",
+            "name": "apply_patch",
+            "description": "Apply a patch to files",
+        }
+
+        tools = [custom_tool]
+
+        # Execute
+        (
+            result_tools,
+            _,
+        ) = LiteLLMCompletionResponsesConfig.transform_responses_api_tools_to_chat_completion_tools(
+            tools=tools
+        )
+
+        # Assert
+        assert len(result_tools) == 1
+        assert "allowed_callers" not in result_tools[0]
+
+    def test_transform_custom_tools_rejects_invalid_allowed_callers(self):
+        """Invalid allowed_callers must raise rather than silently dropping the
+        provider-side allowlist."""
+        custom_tool = {
+            "type": "custom",
+            "name": "apply_patch",
+            "description": "Apply a patch to files",
+            "allowed_callers": "exec",
+        }
+
+        tools = [custom_tool]
+
+        with pytest.raises(ValueError, match="allowed_callers must be a list of strings"):
+            LiteLLMCompletionResponsesConfig.transform_responses_api_tools_to_chat_completion_tools(
+                tools=tools
+            )
+
     def test_transform_web_search_tools_to_web_search_options(self):
         """Test that web_search tools are converted to web_search_options"""
         web_search_tool = {
@@ -2185,6 +2311,155 @@ def test_single_tool_call_still_works_after_merge_fix(self):
         assert tool_calls is not None and len(tool_calls) == 1
 
 
+class TestCompletedResponseLatchedOnStreamEnd:
+    """Regression: LiteLLMCompletionStreamingIterator (the Chat Completions
+    bridge path) never set ``self.completed_response`` because it overrides
+    __anext__ and bypasses the base class's _process_chunk where that
+    attribute is normally latched. FallbackResponsesStreamWrapper reads
+    ``completed_response`` via getattr to record container ownership; when
+    it stays None the proxy logs a "Container ownership recording skipped"
+    warning and follow-up /v1/containers/<id>/files calls 403 for non-admin
+    keys. Codex CLI's apply_patch tool also surfaces as "aborted" because
+    the terminal response.completed event never propagates correctly."""
+
+    def _make_iterator_with_stop(self, model_response):
+        """Build a LiteLLMCompletionStreamingIterator whose underlying
+        CustomStreamWrapper raises StopAsyncIteration immediately (simulating
+        a stream that already delivered all content chunks)."""
+        from unittest.mock import Mock
+
+        import litellm
+        from litellm.responses.litellm_completion_transformation.streaming_iterator import (
+            LiteLLMCompletionStreamingIterator,
+        )
+
+        mock_wrapper = Mock(spec=litellm.CustomStreamWrapper)
+        mock_wrapper.logging_obj = Mock()
+        mock_wrapper.logging_obj._response_cost_calculator = Mock(return_value=0.0)
+        mock_wrapper.__aiter__ = Mock(return_value=mock_wrapper)
+        mock_wrapper.__anext__ = Mock(side_effect=StopAsyncIteration)
+
+        iterator = LiteLLMCompletionStreamingIterator(
+            model="deepseek/deepseek-chat",
+            litellm_custom_stream_wrapper=mock_wrapper,
+            request_input="test",
+            responses_api_request={},
+        )
+        iterator.litellm_model_response = model_response
+        return iterator
+
+    def test_completed_response_set_after_common_done_event_logic(self):
+        """common_done_event_logic builds a ResponseCompletedEvent and must
+        latch it onto self.completed_response so downstream wrappers can
+        read it. Before the fix the event was returned but
+        completed_response stayed None."""
+        from litellm.types.utils import Choices, Message, ModelResponse
+
+        complete_response = ModelResponse(
+            id="resp_test",
+            created=1234567890,
+            model="deepseek-chat",
+            object="chat.completion",
+            choices=[
+                Choices(
+                    finish_reason="stop",
+                    index=0,
+                    message=Message(content="hello", role="assistant"),
+                )
+            ],
+        )
+        iterator = self._make_iterator_with_stop(complete_response)
+
+        import asyncio
+
+        async def drain():
+            results = []
+            try:
+                async for chunk in iterator:
+                    results.append(chunk)
+            except StopAsyncIteration:
+                pass
+            return results
+
+        results = asyncio.run(drain())
+        assert len(results) > 0
+        assert iterator.completed_response is not None, (
+            "LiteLLMCompletionStreamingIterator.completed_response is still None "
+            "after common_done_event_logic ran — downstream wrappers and the "
+            "proxy container-ownership hook will see no terminal event"
+        )
+        assert iterator.completed_response.type == "response.completed"
+
+
+class TestFallbackWrapperStopAsyncIterationFallback:
+    """Regression: FallbackResponsesStreamWrapper.__anext__ only sniffed
+    terminal events off forwarded chunks. When the inner generator raises
+    StopAsyncIteration without a sniffable chunk (the bridge path ends this
+    way), the wrapper re-raised without checking source_iterator for a
+    latched completed_response, leaving its own completed_response None."""
+
+    def test_falls_back_to_source_completed_response_on_stop(self):
+        """When the inner async generator raises StopAsyncIteration and the
+        wrapper never sniffed a terminal chunk, it must copy
+        source_iterator.completed_response so the proxy ownership hook
+        still sees the terminal event."""
+        import asyncio
+        from types import SimpleNamespace
+
+        from litellm.router import Router
+
+        source = SimpleNamespace(
+            response=None,
+            model="deepseek/deepseek-chat",
+            logging_obj=None,
+            responses_api_provider_config=None,
+            start_time=None,
+            litellm_metadata=None,
+            custom_llm_provider="deepseek",
+            request_data={},
+            call_type="aresponses",
+            _hidden_params={},
+            completed_response=SimpleNamespace(
+                type="response.completed",
+                response=SimpleNamespace(id="resp_src", output=[], container=None),
+            ),
+        )
+
+        async def empty_gen():
+            return
+            yield  # pragma: no cover
+
+        async def _drive():
+            router = Router(
+                model_list=[
+                    {
+                        "model_name": "deepseek/deepseek-chat",
+                        "litellm_params": {"model": "deepseek/deepseek-chat", "api_key": "sk-test"},
+                    }
+                ]
+            )
+            wrapper = await router._aresponses_streaming_iterator(
+                response=source,  # type: ignore[arg-type]
+                initial_kwargs={},
+            )
+            wrapper._async_generator = empty_gen()
+            out = []
+            try:
+                async for chunk in wrapper:
+                    out.append(chunk)
+            except StopAsyncIteration:
+                pass
+            return wrapper, out
+
+        wrapper, _ = asyncio.run(_drive())
+        assert wrapper.completed_response is not None, (
+            "FallbackResponsesStreamWrapper.completed_response is None after "
+            "StopAsyncIteration even though source_iterator had one — the "
+            "proxy ownership hook will log a spurious warning"
+        )
+        assert wrapper.completed_response.type == "response.completed"
+
+
 class TestEnsureOutputItemContentPartAdded:
     """Test that _ensure_output_item_for_chunk emits content_part.added after
     output_item.added for message items."""
diff --git a/tests/test_litellm/responses/test_custom_tool_call.py b/tests/test_litellm/responses/test_custom_tool_call.py
new file mode 100644
index 00000000000..c605ef24934
--- /dev/null
+++ b/tests/test_litellm/responses/test_custom_tool_call.py
@@ -0,0 +1,343 @@
+"""
+Test custom_tool_call adaptation for apply_patch and other custom tools.
+
+This test verifies that when Codex sends custom tools (type="custom"),
+LiteLLM bridge correctly:
+1. Converts them to function tools for Chat Completions providers
+2. Converts function_call responses back to custom_tool_call output items
+3. Unwraps the JSON-wrapping arguments to extract the actual input content
+"""
+
+import json
+import pytest
+from typing import Dict, Any, List
+
+from openai.types.responses import ResponseFunctionToolCall
+
+from litellm.responses.litellm_completion_transformation.transformation import (
+    LiteLLMCompletionResponsesConfig,
+)
+from litellm.responses.litellm_completion_transformation.custom_tools import (
+    extract_custom_tool_names,
+    is_custom_tool_call,
+    unwrap_custom_tool_arguments,
+    build_tool_call_item_kwargs,
+    convert_custom_tool_to_function_tool,
+    _MAX_ARGUMENTS_LEN,
+)
+
+from litellm.types.responses.main import CustomToolCallOutputItem
+
+
+class TestCustomToolUtilities:
+    """Test the custom_tools utility functions."""
+
+    def test_extract_custom_tool_names(self):
+        """Test extraction of custom tool names from tools list."""
+        tools = [
+            {"type": "function", "name": "regular_tool"},
+            {"type": "custom", "name": "apply_patch"},
+            {"type": "function", "name": "another_tool"},
+            {"type": "custom", "name": "custom_format"},
+        ]
+
+        names = extract_custom_tool_names(tools)
+        assert names == {"apply_patch", "custom_format"}
+
+    def test_extract_custom_tool_names_empty(self):
+        """Test extraction with no custom tools."""
+        tools = [
+            {"type": "function", "name": "tool1"},
+            {"type": "function", "name": "tool2"},
+        ]
+
+        names = extract_custom_tool_names(tools)
+        assert names == set()
+
+    def test_extract_custom_tool_names_none(self):
+        """Test extraction with None input."""
+        names = extract_custom_tool_names(None)
+        assert names == set()
+
+    def test_is_custom_tool_call_true(self):
+        """Test identification of custom tool call."""
+        custom_names = {"apply_patch", "custom_format"}
+        assert is_custom_tool_call("apply_patch", custom_names) is True
+        assert is_custom_tool_call("custom_format", custom_names) is True
+
+    def test_is_custom_tool_call_false(self):
+        """Test identification of non-custom tool call."""
+        custom_names = {"apply_patch"}
+        assert is_custom_tool_call("regular_tool", custom_names) is False
+        assert is_custom_tool_call("unknown_tool", custom_names) is False
+
+    def test_unwrap_custom_tool_arguments(self):
+        """Test unwrapping of JSON-wrapped arguments."""
+        # Test with valid JSON
+        wrapped = json.dumps({"content": "*** Begin Patch\n*** Add File: test.py\n+hello\n*** End Patch"})
+        unwrapped = unwrap_custom_tool_arguments(wrapped)
+        assert unwrapped == "*** Begin Patch\n*** Add File: test.py\n+hello\n*** End Patch"
+
+    def test_unwrap_custom_tool_arguments_invalid_json(self):
+        """Test unwrapping with invalid JSON returns original."""
+        raw = "*** Begin Patch\n*** Add File: test.py\n+hello\n*** End Patch"
+        unwrapped = unwrap_custom_tool_arguments(raw)
+        assert unwrapped == raw
+
+    def test_unwrap_custom_tool_arguments_no_content_key(self):
+        """Test unwrapping with JSON but no content key."""
+        wrapped = json.dumps({"other_key": "value"})
+        unwrapped = unwrap_custom_tool_arguments(wrapped)
+        assert unwrapped == wrapped
+
+    def test_build_tool_call_item_kwargs_custom_completed(self):
+        """A completed custom tool call unwraps the content into `input`."""
+        wrapped = json.dumps({"content": "patch body"})
+        kwargs = build_tool_call_item_kwargs(
+            call_id="c1",
+            name="apply_patch",
+            arguments_or_input=wrapped,
+            status="completed",
+            custom_tool_names={"apply_patch"},
+        )
+        assert kwargs["type"] == "custom_tool_call"
+        assert kwargs["input"] == "patch body"
+        assert "arguments" not in kwargs
+
+    def test_build_tool_call_item_kwargs_custom_in_progress(self):
+        """An in-progress custom tool call seeds an empty input string."""
+        kwargs = build_tool_call_item_kwargs(
+            call_id="c2",
+            name="apply_patch",
+            arguments_or_input="ignored-until-completed",
+            status="in_progress",
+            custom_tool_names={"apply_patch"},
+        )
+        assert kwargs["input"] == ""
+
+    def test_build_tool_call_item_kwargs_regular_function(self):
+        """A regular function call keeps raw arguments and uses function_call type."""
+        raw = json.dumps({"k": "v"})
+        kwargs = build_tool_call_item_kwargs(
+            call_id="c3",
+            name="get_weather",
+            arguments_or_input=raw,
+            status="completed",
+            custom_tool_names=set(),
+        )
+        assert kwargs["type"] == "function_call"
+        assert kwargs["arguments"] == raw
+        assert "input" not in kwargs
+
+    def test_unwrap_custom_tool_arguments_oversized_returns_raw(self):
+        """Arguments larger than the safety cap are returned unchanged to avoid
+        OOM on JSON parsing a pathologically large string."""
+        oversized = "x" * (_MAX_ARGUMENTS_LEN + 1)
+        assert unwrap_custom_tool_arguments(oversized) == oversized
+
+    def test_unwrap_custom_tool_arguments_empty(self):
+        """Empty arguments unwrap to an empty string, not the raw input."""
+        assert unwrap_custom_tool_arguments("") == ""
+
+    def test_convert_custom_tool_to_function_tool_with_format(self):
+        """The grammar definition is embedded in the description so the model can
+        produce correctly-formatted output."""
+        tool = {
+            "type": "custom",
+            "name": "apply_patch",
+            "description": "Apply a patch",
+            "format": {
+                "type": "grammar",
+                "syntax": "lark",
+                "definition": "start: begin_patch",
+            },
+        }
+        result = convert_custom_tool_to_function_tool(tool)
+        assert result is not None
+        assert result["type"] == "function"
+        assert "begin_patch" in result["function"]["description"]
+        assert result["function"]["parameters"]["required"] == ["content"]
+
+    def test_convert_custom_tool_to_function_tool_non_custom_returns_none(self):
+        """Non-custom tools are not convertible; the caller keeps them as-is."""
+        assert convert_custom_tool_to_function_tool({"type": "function"}) is None
+
+
+class TestTransformationCustomTools:
+    """Test custom tool handling in transformation logic."""
+
+    def test_transform_apply_patch_function_call_to_custom_tool_call(self):
+        """Test that apply_patch function_call is converted to custom_tool_call."""
+        # Simulate a Chat Completion response with apply_patch function call
+        from litellm.types.utils import ModelResponse, Choices, Message, ChatCompletionMessageToolCall, Function
+
+        tool_call = ChatCompletionMessageToolCall(
+            id="call_abc123",
+            type="function",
+            function=Function(
+                name="apply_patch",
+                arguments=json.dumps({"content": "*** Begin Patch\n*** Add File: test.py\n+hello\n*** End Patch"}),
+            ),
+        )
+
+        message = Message(role="assistant", content=None, tool_calls=[tool_call])
+
+        choices = [Choices(index=0, message=message, finish_reason="tool_calls")]
+
+        response = ModelResponse(
+            id="test_response", choices=choices, created=1234567890, model="gpt-4", object="chat.completion"
+        )
+
+        # Transform with custom tool names
+        responses_api_request = {
+            "tools": [{"type": "custom", "name": "apply_patch"}, {"type": "function", "name": "regular_tool"}]
+        }
+
+        result = LiteLLMCompletionResponsesConfig.transform_chat_completion_tools_to_responses_tools(
+            response, responses_api_request=responses_api_request
+        )
+
+        # Should return a CustomToolCallOutputItem object; ResponsesAPIResponse
+        # accepts it directly via its output item union.
+        assert len(result) == 1
+        item = result[0]
+        assert isinstance(item, CustomToolCallOutputItem)
+        assert item.type == "custom_tool_call"
+        assert item.call_id == "call_abc123"
+        assert item.name == "apply_patch"
+        assert item.input == "*** Begin Patch\n*** Add File: test.py\n+hello\n*** End Patch"
+        assert item.status == "completed"
+
+    def test_custom_tool_call_input_item_recovers_payload_from_input(self):
+        """A custom_tool_call input item stores its payload in `input`; the
+        assistant tool call must carry it as a JSON content envelope whether
+        `arguments` is missing or an empty string."""
+        for arguments in (None, ""):
+            item = {
+                "type": "custom_tool_call",
+                "call_id": "call_1",
+                "name": "apply_patch",
+                "input": "*** Begin Patch\n+hello\n*** End Patch",
+            }
+            if arguments is not None:
+                item["arguments"] = arguments
+            messages = (
+                LiteLLMCompletionResponsesConfig._transform_responses_api_function_call_to_chat_completion_message(
+                    function_call=item
+                )
+            )
+            tool_call = messages[0]["tool_calls"][0]
+            assert tool_call["function"]["arguments"] == json.dumps(
+                {"content": "*** Begin Patch\n+hello\n*** End Patch"}
+            )
+
+    def test_function_call_input_item_with_empty_arguments_keeps_them_empty(self):
+        """A plain function_call input item with empty or missing `arguments`
+        must produce an empty arguments string, never a `{"content": ...}`
+        envelope (that recovery is reserved for custom_tool_call items) and
+        never the literal string "None"."""
+        for item in (
+            {
+                "type": "function_call",
+                "call_id": "call_2",
+                "name": "get_weather",
+                "arguments": "",
+                "input": "stray value",
+            },
+            {
+                "type": "function_call",
+                "call_id": "call_3",
+                "name": "get_weather",
+            },
+        ):
+            messages = (
+                LiteLLMCompletionResponsesConfig._transform_responses_api_function_call_to_chat_completion_message(
+                    function_call=item
+                )
+            )
+            tool_call = messages[0]["tool_calls"][0]
+            assert tool_call["function"]["arguments"] == ""
+
+    def test_transform_regular_function_call_unchanged(self):
+        """Test that regular function calls remain as ResponseFunctionToolCall."""
+        from litellm.types.utils import ModelResponse, Choices, Message, ChatCompletionMessageToolCall, Function
+
+        tool_call = ChatCompletionMessageToolCall(
+            id="call_xyz789",
+            type="function",
+            function=Function(name="regular_tool", arguments=json.dumps({"param": "value"})),
+        )
+
+        message = Message(role="assistant", content=None, tool_calls=[tool_call])
+
+        choices = [Choices(index=0, message=message, finish_reason="tool_calls")]
+
+        response = ModelResponse(
+            id="test_response", choices=choices, created=1234567890, model="gpt-4", object="chat.completion"
+        )
+
+        # Transform with custom tool names (regular_tool is NOT custom)
+        responses_api_request = {
+            "tools": [{"type": "custom", "name": "apply_patch"}, {"type": "function", "name": "regular_tool"}]
+        }
+
+        result = LiteLLMCompletionResponsesConfig.transform_chat_completion_tools_to_responses_tools(
+            response, responses_api_request=responses_api_request
+        )
+
+        # Should return ResponseFunctionToolCall
+        assert len(result) == 1
+        item = result[0]
+        assert isinstance(item, ResponseFunctionToolCall)
+        assert item.type == "function_call"
+        assert item.name == "regular_tool"
+        assert item.arguments == json.dumps({"param": "value"})
+
+    def test_transform_mixed_tool_calls(self):
+        """Test transformation with both custom and regular tool calls."""
+        from litellm.types.utils import ModelResponse, Choices, Message, ChatCompletionMessageToolCall, Function
+
+        custom_call = ChatCompletionMessageToolCall(
+            id="call_001",
+            type="function",
+            function=Function(name="apply_patch", arguments=json.dumps({"content": "patch content"})),
+        )
+
+        regular_call = ChatCompletionMessageToolCall(
+            id="call_002", type="function", function=Function(name="get_weather", arguments=json.dumps({"city": "SF"}))
+        )
+
+        message = Message(role="assistant", content=None, tool_calls=[custom_call, regular_call])
+
+        choices = [Choices(index=0, message=message, finish_reason="tool_calls")]
+
+        response = ModelResponse(
+            id="test_response", choices=choices, created=1234567890, model="gpt-4", object="chat.completion"
+        )
+
+        responses_api_request = {
+            "tools": [{"type": "custom", "name": "apply_patch"}, {"type": "function", "name": "get_weather"}]
+        }
+
+        result = LiteLLMCompletionResponsesConfig.transform_chat_completion_tools_to_responses_tools(
+            response, responses_api_request=responses_api_request
+        )
+
+        assert len(result) == 2
+
+        # First should be custom_tool_call object
+        first = result[0]
+        assert isinstance(first, CustomToolCallOutputItem)
+        assert first.type == "custom_tool_call"
+        assert first.name == "apply_patch"
+        assert first.input == "patch content"
+
+        # Second should be function_call
+        second = result[1]
+        assert isinstance(second, ResponseFunctionToolCall)
+        assert second.type == "function_call"
+        assert second.name == "get_weather"
+
+
+if __name__ == "__main__":
+    pytest.main([__file__, "-v"])

From 76eeaf238163b7c6d06c64b4e40d766ae1f20fd7 Mon Sep 17 00:00:00 2001
From: tin-berri <tin@berri.ai>
Date: Mon, 6 Jul 2026 17:53:17 -0700
Subject: [PATCH 046/370] feat(mcp): persist oauth2_flow explicitly on create
 instead of inferring it at read time (#32288)

* feat(mcp): persist oauth2_flow explicitly on create instead of inferring it at read time

The UI create payload never carried oauth2_flow, so every UI-created oauth2 server
persisted a null flow and relied on _resolve_oauth2_flow's field-shape inference at
registry build. That inference cannot tell a DCR-registered interactive server
(client creds + token_url, no persisted authorization_url) from an M2M server unless
endpoint discovery succeeds first, and the dashboard cannot reproduce it at all
because credentials are redacted in responses

The create form now persists the selected flow for oauth2 servers: authorization_code
for Interactive (PKCE), client_credentials for M2M. The REST create endpoints stamp an
omitted oauth2_flow server-side with the same discriminator the legacy inference uses,
run at write time where the payload carries plaintext credentials, so the decision is
made once with full information and stored. Applied to the admin create, the BYOM
submission, and the temporary session-server endpoints

The edit form derives its flow display from oauth2_flow instead of token_url presence
(token_url is present on authorization_code servers too, so it cannot distinguish M2M)
and deliberately never writes oauth2_flow: it has no flow selector, so a write from
edit could only erase an explicit value, including the authorization_code stamp the
DCR flow persists. Regression tests pin all of this down

Second step of persisting oauth2_flow at every write site so the legacy inference can
eventually be deleted; the backfill for existing null rows lands next

* refactor(mcp): name the create-time flow stamp for its fallback-only contract

stamp_omitted_oauth2_flow with a dedicated explicit-value early return and the shape
check renamed to has_m2m_shape, so the precedence (caller's oauth2_flow always wins,
inference only fills an omitted field) reads directly off the code
---
 .../mcp_management_endpoints.py               | 31 ++++++
 .../test_mcp_management_endpoints.py          | 60 ++++++++++++
 .../mcp_tools/create_mcp_server.test.tsx      | 96 +++++++++++++++++++
 .../mcp_tools/create_mcp_server.tsx           |  7 ++
 .../mcp_tools/mcp_server_edit.test.tsx        | 56 +++++++++++
 .../components/mcp_tools/mcp_server_edit.tsx  |  6 +-
 .../src/components/mcp_tools/types.tsx        |  2 +
 7 files changed, 256 insertions(+), 2 deletions(-)

diff --git a/litellm/proxy/management_endpoints/mcp_management_endpoints.py b/litellm/proxy/management_endpoints/mcp_management_endpoints.py
index 3597e75404a..9cc84400cf5 100644
--- a/litellm/proxy/management_endpoints/mcp_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/mcp_management_endpoints.py
@@ -215,6 +215,34 @@ def validate_and_normalize_mcp_server_payload(payload: Any) -> None:
         _base_validate_and_normalize_mcp_server_payload(payload)
         _validate_mcp_server_name_fields(payload)
 
+    def stamp_omitted_oauth2_flow(payload: NewMCPServerRequest) -> None:
+        """Fallback only: fill in oauth2_flow when an oauth2 create omits it.
+
+        An explicit oauth2_flow from the caller (the dashboard's flow selector, a REST
+        body, config.yaml) always wins and is never touched. The shape check below runs
+        solely for oauth2 creates that leave the field unset, so those rows still
+        persist a flow instead of relying on read-time inference.
+
+        The create payload carries the plaintext credentials, so the M2M-vs-interactive
+        decision is reliable here in a way it is not at read time (credentials are
+        encrypted at rest and redacted in responses). The client_credentials shape
+        mirrors the legacy inference in MCPServerManager._resolve_oauth2_flow; every
+        other oauth2 configuration is the authorization_code grant, including
+        delegate_auth_to_upstream, where the client runs that grant upstream.
+        """
+        if payload.auth_type != MCPAuth.oauth2:
+            return
+        if payload.oauth2_flow:
+            return
+        credentials = payload.credentials or {}
+        has_m2m_shape = bool(
+            payload.token_url
+            and credentials.get("client_id")
+            and credentials.get("client_secret")
+            and not payload.authorization_url
+        )
+        payload.oauth2_flow = "client_credentials" if has_m2m_shape else "authorization_code"
+
     _VALID_MCP_REQUIRED_FIELDS: frozenset = frozenset(NewMCPServerRequest.model_fields)
 
     def _validate_mcp_required_fields(payload: Any) -> None:
@@ -1057,6 +1085,7 @@ async def register_mcp_server(
         prisma_client = get_prisma_client_or_throw("Database not connected. Connect a database to your proxy")
 
         validate_and_normalize_mcp_server_payload(payload)
+        stamp_omitted_oauth2_flow(payload)
         _validate_mcp_required_fields(payload)
 
         payload.approval_status = MCPApprovalStatus.pending_review
@@ -1322,6 +1351,7 @@ async def add_mcp_server(
 
         # Validate and normalize payload fields
         validate_and_normalize_mcp_server_payload(payload)
+        stamp_omitted_oauth2_flow(payload)
 
         # AuthZ - restrict only proxy admins to create mcp servers
         if LitellmUserRoles.PROXY_ADMIN != user_api_key_dict.user_role:
@@ -1413,6 +1443,7 @@ async def add_session_mcp_server(
 
         # Validate and normalize payload fields (alias/server name rules)
         validate_and_normalize_mcp_server_payload(payload)
+        stamp_omitted_oauth2_flow(payload)
 
         # Restrict to proxy admins similar to the persistent create endpoint
         if LitellmUserRoles.PROXY_ADMIN != user_api_key_dict.user_role:
diff --git a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
index e223140b573..16508c8f2fd 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
@@ -5238,3 +5238,63 @@ async def test_store_env_vars_resolves_config_server_for_non_admin_with_access(
         _, _, _, updates, _ = merge_mock.await_args.args
         assert updates == {"CORP_USERNAME": "alice"}
         assert result.server_id == self.CONFIG_SERVER_ID
+
+
+def _oauth2_create_payload(**overrides):
+    base = dict(
+        server_name="stamp_test_server",
+        url="https://upstream.example.com/mcp",
+        transport=MCPTransport.http,
+        auth_type="oauth2",
+    )
+    base.update(overrides)
+    return NewMCPServerRequest(**base)
+
+
+def test_stamp_oauth2_flow_bare_oauth2_defaults_to_authorization_code():
+    """A bare oauth2 create (no endpoints, no creds) is interactive: stamping it
+    authorization_code matches how needs_user_oauth_token treats a null flow."""
+    payload = _oauth2_create_payload()
+    mgmt_endpoints.stamp_omitted_oauth2_flow(payload)
+    assert payload.oauth2_flow == "authorization_code"
+
+
+def test_stamp_oauth2_flow_marks_m2m_shape_client_credentials():
+    """token_url + full client credentials and no authorization_url is the M2M shape;
+    the stamp mirrors the legacy inference in _resolve_oauth2_flow so REST-created M2M
+    servers persist the flow instead of relying on read-time inference."""
+    payload = _oauth2_create_payload(
+        token_url="https://idp.example.com/token",
+        credentials={"client_id": "cid", "client_secret": "csecret"},
+    )
+    mgmt_endpoints.stamp_omitted_oauth2_flow(payload)
+    assert payload.oauth2_flow == "client_credentials"
+
+
+def test_stamp_oauth2_flow_authorization_url_wins_over_m2m_shape():
+    """An authorization endpoint means interactive even when client creds + token_url
+    are present (GitHub Enterprise style); M2M never has an authorization endpoint."""
+    payload = _oauth2_create_payload(
+        authorization_url="https://idp.example.com/authorize",
+        token_url="https://idp.example.com/token",
+        credentials={"client_id": "cid", "client_secret": "csecret"},
+    )
+    mgmt_endpoints.stamp_omitted_oauth2_flow(payload)
+    assert payload.oauth2_flow == "authorization_code"
+
+
+def test_stamp_oauth2_flow_respects_explicit_value():
+    """An explicit oauth2_flow from the caller must never be overridden by the stamp."""
+    payload = _oauth2_create_payload(
+        oauth2_flow="authorization_code",
+        token_url="https://idp.example.com/token",
+        credentials={"client_id": "cid", "client_secret": "csecret"},
+    )
+    mgmt_endpoints.stamp_omitted_oauth2_flow(payload)
+    assert payload.oauth2_flow == "authorization_code"
+
+
+def test_stamp_oauth2_flow_ignores_non_oauth2():
+    payload = _oauth2_create_payload(auth_type="none")
+    mgmt_endpoints.stamp_omitted_oauth2_flow(payload)
+    assert payload.oauth2_flow is None
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
index 1245bcee3fa..db20bfb21b3 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
@@ -991,3 +991,99 @@ describe("CreateMCPServer", () => {
     });
   });
 });
+
+describe("CreateMCPServer oauth2_flow persistence", () => {
+  beforeEach(() => {
+    vi.clearAllMocks();
+  });
+
+  const createdServer = {
+    server_id: "new-server-oauth",
+    server_name: "OAuth_Server",
+    alias: "OAuth_Server",
+    url: "https://example.com/mcp",
+    transport: "http",
+    auth_type: "oauth2",
+    created_at: "2024-01-01T00:00:00Z",
+    created_by: "user-1",
+    updated_at: "2024-01-01T00:00:00Z",
+    updated_by: "user-1",
+  };
+
+  async function setupHttpServerForm() {
+    render(<CreateMCPServer {...defaultProps} />);
+    await selectAntOption("Transport Type", "Streamable HTTP");
+    await waitFor(() => {
+      expect(screen.getByPlaceholderText("https://your-mcp-server.com")).toBeInTheDocument();
+    });
+    const nameInput = document.getElementById("server_name") as HTMLInputElement;
+    await act(async () => {
+      fireEvent.change(nameInput, { target: { value: "OAuth_Server" } });
+    });
+    const urlInput = screen.getByPlaceholderText("https://your-mcp-server.com");
+    await act(async () => {
+      fireEvent.change(urlInput, { target: { value: "https://example.com/mcp" } });
+    });
+  }
+
+  async function submitCreate() {
+    const submitButton = screen.getByRole("button", { name: "Add MCP Server" });
+    await act(async () => {
+      fireEvent.click(submitButton);
+    });
+    await waitFor(() => {
+      expect(networking.createMCPServer).toHaveBeenCalledTimes(1);
+    });
+    const [, payload] = vi.mocked(networking.createMCPServer).mock.calls[0];
+    return payload;
+  }
+
+  it("persists authorization_code for an interactive OAuth create", async () => {
+    vi.mocked(networking.createMCPServer).mockResolvedValue(createdServer);
+    await setupHttpServerForm();
+    await selectAntOption("Authentication", "OAuth");
+    await waitFor(() => {
+      expect(screen.getByText("OAuth Flow Type")).toBeInTheDocument();
+    });
+
+    const payload = await submitCreate();
+    expect(payload.auth_type).toBe("oauth2");
+    expect(payload.oauth2_flow).toBe("authorization_code");
+  });
+
+  it("persists client_credentials for an M2M OAuth create", async () => {
+    vi.mocked(networking.createMCPServer).mockResolvedValue({ ...createdServer, oauth2_flow: "client_credentials" });
+    await setupHttpServerForm();
+    await selectAntOption("Authentication", "OAuth");
+    await waitFor(() => {
+      expect(screen.getByText("OAuth Flow Type")).toBeInTheDocument();
+    });
+    await selectAntOption("OAuth Flow Type", "Machine-to-Machine (M2M)");
+    await waitFor(() => {
+      expect(screen.getByPlaceholderText("Enter OAuth client ID")).toBeInTheDocument();
+    });
+    await act(async () => {
+      fireEvent.change(screen.getByPlaceholderText("Enter OAuth client ID"), { target: { value: "cid" } });
+    });
+    await act(async () => {
+      fireEvent.change(screen.getByPlaceholderText("Enter OAuth client secret"), { target: { value: "csecret" } });
+    });
+    await act(async () => {
+      fireEvent.change(screen.getByPlaceholderText("https://auth.example.com/oauth/token"), {
+        target: { value: "https://auth.example.com/oauth/token" },
+      });
+    });
+
+    const payload = await submitCreate();
+    expect(payload.oauth2_flow).toBe("client_credentials");
+  });
+
+  it("sends no oauth2_flow for a non-oauth2 create", async () => {
+    vi.mocked(networking.createMCPServer).mockResolvedValue({ ...createdServer, auth_type: "none" });
+    await setupHttpServerForm();
+    await selectAntOption("Authentication", "None");
+
+    const payload = await submitCreate();
+    expect(payload.oauth2_flow).toBeUndefined();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index 05a0696674a..b2bf16abe39 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -13,6 +13,7 @@ import {
   TRANSPORT,
   getMcpOAuthMode,
   MCP_OAUTH2_FLOW_M2M,
+  MCP_OAUTH2_FLOW_INTERACTIVE,
 } from "./types";
 import OAuthFormFields from "./OAuthFormFields";
 import MCPServerCostConfig from "./mcp_server_cost_config";
@@ -442,6 +443,12 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
         available_on_public_internet: Boolean(availableOnPublicInternetRaw),
         delegate_auth_to_upstream: Boolean(delegateAuthToUpstreamRaw),
         oauth_passthrough: Boolean(oauthPassthroughRaw),
+        ...(restValues.auth_type === AUTH_TYPE.OAUTH2
+          ? {
+              oauth2_flow:
+                values.oauth_flow_type === OAUTH_FLOW.M2M ? MCP_OAUTH2_FLOW_M2M : MCP_OAUTH2_FLOW_INTERACTIVE,
+            }
+          : {}),
         static_headers: staticHeaders,
         env_vars: envVars,
         ...(tokenValidation !== null && { token_validation: tokenValidation }),
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index 8da77120c09..44b2ba25f11 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -1003,3 +1003,59 @@ describe("MCPServerEdit (OAuth token persistence on save)", () => {
     expect(mockSetToken).not.toHaveBeenCalled();
   });
 });
+
+describe("MCPServerEdit oauth2_flow preservation", () => {
+  beforeEach(() => {
+    vi.clearAllMocks();
+  });
+
+  async function saveAndGetPayload(server: Record<string, unknown>) {
+    vi.mocked(networking.updateMCPServer).mockResolvedValue({ ...interactiveOAuthServer });
+
+    render(
+      <MCPServerEdit
+        mcpServer={{ ...interactiveOAuthServer, ...server }}
+        accessToken="access-token"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+
+    const saveButtons = screen.getAllByRole("button", { name: "Save Changes" });
+    await act(async () => {
+      fireEvent.click(saveButtons[0]);
+    });
+
+    await waitFor(() => {
+      expect(networking.updateMCPServer).toHaveBeenCalledTimes(1);
+    });
+
+    const [, payload] = vi.mocked(networking.updateMCPServer).mock.calls[0];
+    return payload;
+  }
+
+  it("never writes oauth2_flow for a legacy null-flow server with a token_url", async () => {
+    const payload = await saveAndGetPayload({
+      token_url: "https://idp.example.com/oauth/token",
+      oauth2_flow: null,
+    });
+    expect(payload).not.toHaveProperty("oauth2_flow");
+  });
+
+  it("never writes oauth2_flow over an explicit client_credentials row", async () => {
+    const payload = await saveAndGetPayload({
+      oauth2_flow: "client_credentials",
+      token_url: "https://idp.example.com/oauth/token",
+    });
+    expect(payload).not.toHaveProperty("oauth2_flow");
+  });
+
+  it("never writes oauth2_flow over the DCR authorization_code stamp", async () => {
+    const payload = await saveAndGetPayload({
+      oauth2_flow: "authorization_code",
+      token_url: "https://idp.example.com/oauth/token",
+    });
+    expect(payload).not.toHaveProperty("oauth2_flow");
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index 86e898809e5..bc9c3cfea07 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -219,7 +219,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
       static_headers: initialStaticHeaders,
       env_vars: initialEnvVars,
       extra_headers: mcpServer.extra_headers || [],
-      oauth_flow_type: mcpServer.token_url ? OAUTH_FLOW.M2M : OAUTH_FLOW.INTERACTIVE,
+      oauth_flow_type: mcpServer.oauth2_flow === MCP_OAUTH2_FLOW_M2M ? OAUTH_FLOW.M2M : OAUTH_FLOW.INTERACTIVE,
       token_validation_json: mcpServer.token_validation
         ? JSON.stringify(mcpServer.token_validation, null, 2)
         : undefined,
@@ -1246,7 +1246,9 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
                   transport: transportType ?? mcpServer.transport,
                   auth_type: currentAuthType ?? mcpServer.auth_type,
                   mcp_info: mcpServer.mcp_info,
-                  oauth_flow_type: currentTokenUrl ?? mcpServer.token_url ? OAUTH_FLOW.M2M : OAUTH_FLOW.INTERACTIVE,
+                  oauth_flow_type:
+                    oauthFlowTypeValue ??
+                    (mcpServer.oauth2_flow === MCP_OAUTH2_FLOW_M2M ? OAUTH_FLOW.M2M : OAUTH_FLOW.INTERACTIVE),
                   static_headers: currentStaticHeaders ?? mcpServer.static_headers,
                   credentials: currentCredentials,
                   authorization_url: currentAuthorizationUrl ?? mcpServer.authorization_url,
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
index cd3ffcab5ec..ebf7c919b48 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
@@ -51,6 +51,8 @@ export const OAUTH_FLOW = {
 // from the UI-local OAUTH_FLOW.M2M ("m2m"); this is what the API actually returns.
 export const MCP_OAUTH2_FLOW_M2M = "client_credentials";
 
+export const MCP_OAUTH2_FLOW_INTERACTIVE = "authorization_code";
+
 export type McpOAuthMode = "m2m" | "passthrough" | "obo";
 
 // Classify an OAuth2 MCP server into the mode that decides how the tool list is

From ee3debe82e153b607d223dbde84245e032650050 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Mon, 6 Jul 2026 18:12:47 -0700
Subject: [PATCH 047/370] fix(dynamic_rate_limiter): inject clock so
 active-project window is stable within a request (#32299)

---
 litellm/proxy/hooks/dynamic_rate_limiter.py   | 14 +++---
 .../test_dynamic_rate_limit_handler.py        |  5 ++-
 .../proxy/hooks/test_dynamic_rate_limiter.py  | 44 +++++++++++++++++++
 3 files changed, 55 insertions(+), 8 deletions(-)
 create mode 100644 tests/test_litellm/proxy/hooks/test_dynamic_rate_limiter.py

diff --git a/litellm/proxy/hooks/dynamic_rate_limiter.py b/litellm/proxy/hooks/dynamic_rate_limiter.py
index f2e31b77761..83161fca5bb 100644
--- a/litellm/proxy/hooks/dynamic_rate_limiter.py
+++ b/litellm/proxy/hooks/dynamic_rate_limiter.py
@@ -4,7 +4,8 @@
 
 import asyncio
 import os
-from typing import List, Optional, Tuple, Union
+from datetime import datetime
+from typing import Callable, List, Optional, Tuple, Union
 
 import litellm
 from litellm import ModelResponse, Router
@@ -30,12 +31,13 @@ class DynamicRateLimiterCache:
     Track number of active projects calling a model.
     """
 
-    def __init__(self, cache: DualCache) -> None:
+    def __init__(self, cache: DualCache, time_fn: Callable[[], datetime] = get_utc_datetime) -> None:
         self.cache = cache
         self.ttl = 60  # 1 min ttl
+        self.time_fn = time_fn
 
     async def async_get_cache(self, model: str) -> Optional[int]:
-        dt = get_utc_datetime()
+        dt = self.time_fn()
         current_minute = dt.strftime("%H-%M")
         key_name = "{}:{}".format(current_minute, model)
         _response = await self.cache.async_get_cache(key=key_name)
@@ -59,7 +61,7 @@ async def async_set_cache_sadd(self, model: str, value: List):
         - Exception, if unable to connect to cache client (if redis caching enabled)
         """
         try:
-            dt = get_utc_datetime()
+            dt = self.time_fn()
             current_minute = dt.strftime("%H-%M")
 
             key_name = "{}:{}".format(current_minute, model)
@@ -75,8 +77,8 @@ async def async_set_cache_sadd(self, model: str, value: List):
 
 class _PROXY_DynamicRateLimitHandler(CustomLogger):
     # Class variables or attributes
-    def __init__(self, internal_usage_cache: DualCache):
-        self.internal_usage_cache = DynamicRateLimiterCache(cache=internal_usage_cache)
+    def __init__(self, internal_usage_cache: DualCache, time_fn: Callable[[], datetime] = get_utc_datetime):
+        self.internal_usage_cache = DynamicRateLimiterCache(cache=internal_usage_cache, time_fn=time_fn)
 
     def update_variables(self, llm_router: Router):
         self.llm_router = llm_router
diff --git a/tests/local_testing/test_dynamic_rate_limit_handler.py b/tests/local_testing/test_dynamic_rate_limit_handler.py
index ff540e22e7a..d288d622cfa 100644
--- a/tests/local_testing/test_dynamic_rate_limit_handler.py
+++ b/tests/local_testing/test_dynamic_rate_limit_handler.py
@@ -7,7 +7,7 @@
 import time
 import traceback
 from litellm._uuid import uuid
-from datetime import datetime
+from datetime import datetime, timezone
 from typing import Optional, Tuple
 
 from dotenv import load_dotenv
@@ -38,7 +38,8 @@
 @pytest.fixture
 def dynamic_rate_limit_handler() -> DynamicRateLimitHandler:
     internal_cache = DualCache()
-    return DynamicRateLimitHandler(internal_usage_cache=internal_cache)
+    frozen_now = datetime(2024, 1, 1, 10, 30, 0, tzinfo=timezone.utc)
+    return DynamicRateLimitHandler(internal_usage_cache=internal_cache, time_fn=lambda: frozen_now)
 
 
 @pytest.fixture
diff --git a/tests/test_litellm/proxy/hooks/test_dynamic_rate_limiter.py b/tests/test_litellm/proxy/hooks/test_dynamic_rate_limiter.py
new file mode 100644
index 00000000000..b630ff1605c
--- /dev/null
+++ b/tests/test_litellm/proxy/hooks/test_dynamic_rate_limiter.py
@@ -0,0 +1,44 @@
+from datetime import datetime, timezone
+
+import pytest
+
+from litellm.caching.caching import DualCache
+from litellm.proxy.hooks.dynamic_rate_limiter import (
+    DynamicRateLimiterCache,
+    _PROXY_DynamicRateLimitHandler,
+)
+
+
+@pytest.mark.asyncio
+async def test_sadd_and_get_share_injected_clock_window():
+    dual_cache = DualCache()
+    cache = DynamicRateLimiterCache(
+        cache=dual_cache,
+        time_fn=lambda: datetime(2024, 1, 1, 10, 30, 0, tzinfo=timezone.utc),
+    )
+    await cache.async_set_cache_sadd(model="my-fake-model", value=["p1", "p2", "p3"])
+    assert await cache.async_get_cache(model="my-fake-model") == 3
+    assert await dual_cache.async_get_cache(key="10-30:my-fake-model") is not None
+
+
+@pytest.mark.asyncio
+async def test_minute_rollover_between_sadd_and_get_reads_empty_window():
+    ticks = iter(
+        (
+            datetime(2024, 1, 1, 10, 30, 59, 999999, tzinfo=timezone.utc),
+            datetime(2024, 1, 1, 10, 31, 0, 0, tzinfo=timezone.utc),
+        )
+    )
+    cache = DynamicRateLimiterCache(cache=DualCache(), time_fn=lambda: next(ticks))
+    await cache.async_set_cache_sadd(model="my-fake-model", value=["p1"])
+    assert await cache.async_get_cache(model="my-fake-model") is None
+
+
+@pytest.mark.asyncio
+async def test_handler_threads_time_fn_to_internal_cache():
+    handler = _PROXY_DynamicRateLimitHandler(
+        internal_usage_cache=DualCache(),
+        time_fn=lambda: datetime(2024, 1, 1, 10, 30, 0, tzinfo=timezone.utc),
+    )
+    await handler.internal_usage_cache.async_set_cache_sadd(model="my-fake-model", value=["p1", "p2"])
+    assert await handler.internal_usage_cache.async_get_cache(model="my-fake-model") == 2

From 43b0a25f07ad7487259479308dff8567a335b087 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Mon, 6 Jul 2026 18:25:22 -0700
Subject: [PATCH 048/370] feat(vertex_ai): add Google Cloud Speech-to-Text
 Chirp 3 transcription support (#32274)

* fix(llm_http_handler): send dict transcription request data as a JSON body

httpx form-encodes dicts passed via data= and silently ignores json=, so the
generic audio transcription path never actually sent a JSON body. No provider
hit this before; JSON-body speech APIs need it.

* feat(vertex_ai): add Google Cloud Speech-to-Text Chirp 3 transcription support

Adds a VertexAIAudioTranscriptionConfig wired through ProviderConfigManager so
vertex_ai/chirp_3 works on /v1/audio/transcriptions (sync and async) via the
Speech-to-Text v2 recognize API. Auth reuses the standard Vertex credential
resolution (vertex_project/vertex_location/vertex_credentials or ADC); the
location defaults to the us multi-region since chirp_3 is only served from the
us and eu multi-regions, and non-global locations use the regional
<location>-speech.googleapis.com host. Maps language to languageCodes (auto
language detection by default), joins all result alternatives into the
transcript, and tracks cost from totalBilledDuration with a
vertex_ai/chirp_3 price entry at Google's published $0.016/min.

* fix(vertex_ai): map bare ISO-639-1 language codes to BCP-47 for Speech-to-Text

OpenAI clients send language codes like "en", which Google rejects with 400
("not supported by the model chirp_3 in the location us"); Speech-to-Text
wants region-qualified BCP-47 like "en-US". Adds a shared
normalize_transcription_language_to_bcp47 helper in audio_utils (NVIDIA Riva's
transcription config already hand-rolled the same table privately) that maps
common bare codes and passes region-qualified ones through, and applies it in
the Vertex transcription request. Also narrows the response JSON parse guard
to ValueError.

* fix(vertex_ai): drop zero output_cost_per_second so chirp_3 cost tracking works

cost_per_second prefers output_cost_per_second whenever it is not None, so the
0.0 in the chirp_3 entry priced every transcription at $0.00 instead of using
input_cost_per_second. Remove it from both cost maps and pin the behavior with
a regression test computing 18s of chirp_3 audio to ~$0.0048.

* fix(vertex_ai): validate client-controllable location to prevent SSRF in Speech-to-Text

get_complete_url interpolated vertex_location straight into the request host,
and vertex_location is client-controllable on the proxy (it flows from the
request body and is not on the request-body blocklist). An authenticated caller
could send vertex_location="attacker.example/" to point the host at their own
server, so the proxy would POST the audio plus its admin-minted Google bearer
token and x-goog-user-project header to the attacker, exfiltrating a
cloud-platform-scoped OAuth token minted from the admin's credentials.

Factor the location validation the rest of vertex_ai already applied in
get_vertex_base_url (^[a-z][a-z0-9-]*$ plus the global allowance) into a shared
validate_vertex_location helper in common_utils and call it from both the chat
host builder and the new speech host builder. Invalid locations now raise a 400
VertexAIError instead of building a host. Also reject vertex_project values that
carry URL-structural characters, since it lands in the URL path.

Regression tests assert on the parsed netloc so the security property is pinned:
valid locations always resolve to a *speech.googleapis.com host and injection
inputs are rejected.

* fix(vertex_ai): reject unsupported transcription response_format values instead of silently ignoring
---
 .../litellm_core_utils/audio_utils/utils.py   |  28 ++
 litellm/llms/custom_httpx/llm_http_handler.py |  18 +-
 .../audio_transcription/transformation.py     | 194 ++++++++++
 litellm/llms/vertex_ai/common_utils.py        |  35 +-
 ...odel_prices_and_context_window_backup.json |  13 +
 .../types/llms/vertex_ai_speech_to_text.py    |  40 +++
 litellm/utils.py                              |   6 +
 model_prices_and_context_window.json          |  13 +
 .../litellm_core_utils/test_audio_utils.py    |  21 ++
 .../custom_httpx/test_llm_http_handler.py     | 100 ++++++
 .../vertex_ai/audio_transcription/__init__.py |   0
 ...x_ai_audio_transcription_transformation.py | 336 ++++++++++++++++++
 .../vertex_ai/test_vertex_ai_common_utils.py  |  15 +
 tests/test_litellm/test_cost_calculator.py    |  24 ++
 14 files changed, 825 insertions(+), 18 deletions(-)
 create mode 100644 litellm/llms/vertex_ai/audio_transcription/transformation.py
 create mode 100644 litellm/types/llms/vertex_ai_speech_to_text.py
 create mode 100644 tests/test_litellm/llms/vertex_ai/audio_transcription/__init__.py
 create mode 100644 tests/test_litellm/llms/vertex_ai/audio_transcription/test_vertex_ai_audio_transcription_transformation.py

diff --git a/litellm/litellm_core_utils/audio_utils/utils.py b/litellm/litellm_core_utils/audio_utils/utils.py
index f86243c73b7..e5007ceec34 100644
--- a/litellm/litellm_core_utils/audio_utils/utils.py
+++ b/litellm/litellm_core_utils/audio_utils/utils.py
@@ -123,6 +123,34 @@ def process_audio_file(audio_file: FileTypes) -> ProcessedAudioFile:
     return ProcessedAudioFile(file_content=file_content, filename=filename, content_type=content_type)
 
 
+BARE_ISO_639_1_TO_BCP47 = {
+    "en": "en-US",
+    "es": "es-ES",
+    "de": "de-DE",
+    "fr": "fr-FR",
+    "it": "it-IT",
+    "pt": "pt-BR",
+    "ja": "ja-JP",
+    "ko": "ko-KR",
+    "zh": "zh-CN",
+    "ru": "ru-RU",
+    "hi": "hi-IN",
+    "ar": "ar-SA",
+}
+
+
+def normalize_transcription_language_to_bcp47(language: str) -> str:
+    """
+    OpenAI's transcription `language` param accepts bare ISO-639-1 codes like
+    ``en``; speech APIs such as Google Speech-to-Text and NVIDIA Riva require
+    BCP-47 like ``en-US``. Map the most common bare codes and pass through
+    anything already region-qualified (or unknown, for a clear provider error).
+    """
+    if "-" in language:
+        return language
+    return BARE_ISO_639_1_TO_BCP47.get(language.lower(), language)
+
+
 def get_audio_file_name(file_obj: FileTypes) -> str:
     """
     Safely get the name of a file-like object or return its string representation.
diff --git a/litellm/llms/custom_httpx/llm_http_handler.py b/litellm/llms/custom_httpx/llm_http_handler.py
index 05401488f27..e48011f23f1 100644
--- a/litellm/llms/custom_httpx/llm_http_handler.py
+++ b/litellm/llms/custom_httpx/llm_http_handler.py
@@ -1300,16 +1300,15 @@ def audio_transcriptions(
         if client is None or not isinstance(client, HTTPHandler):
             client = _get_httpx_client()
 
+        json_data = data if files is None and isinstance(data, dict) else None
+
         try:
-            # Make the POST request - clean and simple, always use data and files
             response = client.post(
                 url=complete_url,
                 headers=headers,
-                data=data,
+                data=data if json_data is None else None,
                 files=files,
-                json=(
-                    data if files is None and isinstance(data, dict) else None
-                ),  # Use json param only when no files and data is dict
+                json=json_data,
                 timeout=timeout,
             )
         except Exception as e:
@@ -1373,16 +1372,15 @@ async def async_audio_transcriptions(
         else:
             async_httpx_client = client
 
+        json_data = data if files is None and isinstance(data, dict) else None
+
         try:
-            # Make the async POST request - clean and simple, always use data and files
             response = await async_httpx_client.post(
                 url=complete_url,
                 headers=headers,
-                data=data,
+                data=data if json_data is None else None,
                 files=files,
-                json=(
-                    data if files is None and isinstance(data, dict) else None
-                ),  # Use json param only when no files and data is dict
+                json=json_data,
                 timeout=timeout,
             )
         except Exception as e:
diff --git a/litellm/llms/vertex_ai/audio_transcription/transformation.py b/litellm/llms/vertex_ai/audio_transcription/transformation.py
new file mode 100644
index 00000000000..03769bf2601
--- /dev/null
+++ b/litellm/llms/vertex_ai/audio_transcription/transformation.py
@@ -0,0 +1,194 @@
+import base64
+
+from httpx import Headers, Response
+
+import litellm
+from litellm.exceptions import UnsupportedParamsError
+from litellm.litellm_core_utils.audio_utils.utils import (
+    normalize_transcription_language_to_bcp47,
+    process_audio_file,
+)
+from litellm.llms.base_llm.audio_transcription.transformation import (
+    AudioTranscriptionRequestData,
+    BaseAudioTranscriptionConfig,
+)
+from litellm.llms.base_llm.chat.transformation import BaseLLMException
+from litellm.llms.vertex_ai.common_utils import VertexAIError, validate_vertex_location
+from litellm.llms.vertex_ai.vertex_llm_base import VertexBase
+from litellm.types.llms.openai import (
+    AllMessageValues,
+    OpenAIAudioTranscriptionOptionalParams,
+)
+from litellm.types.llms.vertex_ai_speech_to_text import (
+    VertexSpeechToTextAutoDecodingConfig,
+    VertexSpeechToTextRecognitionConfig,
+    VertexSpeechToTextRecognitionFeatures,
+    VertexSpeechToTextRecognizeRequest,
+    VertexSpeechToTextRecognizeResponse,
+)
+from litellm.types.utils import FileTypes, TranscriptionResponse
+
+DEFAULT_SPEECH_TO_TEXT_LOCATION = "us"
+AUTO_LANGUAGE_CODE = "auto"
+SUPPORTED_RESPONSE_FORMATS = ("json", "text")
+_URL_UNSAFE_PROJECT_CHARS = ("/", "?", "#", "\\", ":", " ", "\t", "\n", "\r")
+
+
+class VertexAIAudioTranscriptionConfig(BaseAudioTranscriptionConfig, VertexBase):
+    def __init__(self) -> None:
+        BaseAudioTranscriptionConfig.__init__(self)
+        VertexBase.__init__(self)
+
+    def get_supported_openai_params(self, model: str) -> list[OpenAIAudioTranscriptionOptionalParams]:
+        return ["language", "response_format"]
+
+    def map_openai_params(
+        self,
+        non_default_params: dict,
+        optional_params: dict,
+        model: str,
+        drop_params: bool,
+    ) -> dict:
+        supported_params = self.get_supported_openai_params(model)
+        mapped = {
+            **optional_params,
+            **{k: v for k, v in non_default_params.items() if k in supported_params},
+        }
+        response_format = mapped.get("response_format")
+        if response_format is None or response_format in SUPPORTED_RESPONSE_FORMATS:
+            return mapped
+        if drop_params or litellm.drop_params:
+            return {k: v for k, v in mapped.items() if k != "response_format"}
+        raise UnsupportedParamsError(
+            status_code=400,
+            message=(
+                f"Google Speech-to-Text does not support response_format={response_format!r}. "
+                f"Supported values: {', '.join(SUPPORTED_RESPONSE_FORMATS)}. "
+                "To drop unsupported openai params from the call, set `litellm.drop_params = True`"
+            ),
+        )
+
+    def get_error_class(self, error_message: str, status_code: int, headers: dict | Headers) -> BaseLLMException:
+        return VertexAIError(status_code=status_code, message=error_message, headers=headers)
+
+    def validate_environment(
+        self,
+        headers: dict,
+        model: str,
+        messages: list[AllMessageValues],
+        optional_params: dict,
+        litellm_params: dict,
+        api_key: str | None = None,
+        api_base: str | None = None,
+    ) -> dict:
+        access_token, project_id = self._ensure_access_token(
+            credentials=self.safe_get_vertex_ai_credentials(litellm_params),
+            project_id=self.safe_get_vertex_ai_project(litellm_params),
+            custom_llm_provider="vertex_ai",
+        )
+        return {
+            **headers,
+            "Authorization": f"Bearer {access_token}",
+            "x-goog-user-project": project_id,
+            "Content-Type": "application/json",
+        }
+
+    def get_complete_url(
+        self,
+        api_base: str | None,
+        api_key: str | None,
+        model: str,
+        optional_params: dict,
+        litellm_params: dict,
+        stream: bool | None = None,
+    ) -> str:
+        location = self._validate_location(self.safe_get_vertex_ai_location(litellm_params))
+        project_id = self._validate_project_id(
+            self.safe_get_vertex_ai_project(litellm_params) or self._resolve_project_id_from_credentials(litellm_params)
+        )
+        host = "speech.googleapis.com" if location == "global" else f"{location}-speech.googleapis.com"
+        base_url = (api_base or f"https://{host}").rstrip("/")
+        return f"{base_url}/v2/projects/{project_id}/locations/{location}/recognizers/_:recognize"
+
+    @staticmethod
+    def _validate_location(location: str | None) -> str:
+        try:
+            return validate_vertex_location(location or DEFAULT_SPEECH_TO_TEXT_LOCATION)
+        except ValueError as e:
+            raise VertexAIError(status_code=400, message=str(e)) from e
+
+    @staticmethod
+    def _validate_project_id(project_id: str) -> str:
+        if not project_id or ".." in project_id or any(c in project_id for c in _URL_UNSAFE_PROJECT_CHARS):
+            raise VertexAIError(status_code=400, message=f"Invalid vertex_project format: {project_id!r}")
+        return project_id
+
+    def _resolve_project_id_from_credentials(self, litellm_params: dict) -> str:
+        _, project_id = self._ensure_access_token(
+            credentials=self.safe_get_vertex_ai_credentials(litellm_params),
+            project_id=None,
+            custom_llm_provider="vertex_ai",
+        )
+        return project_id
+
+    def transform_audio_transcription_request(
+        self,
+        model: str,
+        audio_file: FileTypes,
+        optional_params: dict,
+        litellm_params: dict,
+    ) -> AudioTranscriptionRequestData:
+        processed_audio = process_audio_file(audio_file)
+        language = optional_params.get("language")
+        language_codes = (
+            [normalize_transcription_language_to_bcp47(language)]
+            if isinstance(language, str) and language
+            else [AUTO_LANGUAGE_CODE]
+        )
+        request_body = VertexSpeechToTextRecognizeRequest(
+            config=VertexSpeechToTextRecognitionConfig(
+                model=model.removeprefix("vertex_ai/"),
+                languageCodes=language_codes,
+                features=VertexSpeechToTextRecognitionFeatures(enableAutomaticPunctuation=True),
+                autoDecodingConfig=VertexSpeechToTextAutoDecodingConfig(),
+            ),
+            content=base64.b64encode(processed_audio.file_content).decode("utf-8"),
+        )
+        return AudioTranscriptionRequestData(data=dict(request_body))
+
+    def transform_audio_transcription_response(
+        self,
+        raw_response: Response,
+    ) -> TranscriptionResponse:
+        try:
+            response_json = raw_response.json()
+        except ValueError:
+            raise VertexAIError(
+                status_code=raw_response.status_code,
+                message=f"Received non-JSON response from Google Speech-to-Text: {raw_response.text}",
+            )
+        parsed = VertexSpeechToTextRecognizeResponse.model_validate(response_json)
+        transcripts = tuple(
+            result.alternatives[0].transcript
+            for result in parsed.results
+            if result.alternatives and result.alternatives[0].transcript
+        )
+        response = TranscriptionResponse(text=" ".join(transcripts))
+        response["task"] = "transcribe"
+        detected_language = next((result.languageCode for result in parsed.results if result.languageCode), None)
+        if detected_language is not None:
+            response["language"] = detected_language
+        billed_duration = _parse_duration_seconds(parsed.metadata.totalBilledDuration if parsed.metadata else None)
+        if billed_duration is not None:
+            response["duration"] = billed_duration
+        response._hidden_params = response_json
+        return response
+
+
+def _parse_duration_seconds(duration: str | None) -> float | None:
+    if duration is None or not duration.endswith("s"):
+        return None
+    try:
+        return float(duration[:-1])
+    except ValueError:
+        return None
diff --git a/litellm/llms/vertex_ai/common_utils.py b/litellm/llms/vertex_ai/common_utils.py
index 36522dfe396..7dcb4dcf2e8 100644
--- a/litellm/llms/vertex_ai/common_utils.py
+++ b/litellm/llms/vertex_ai/common_utils.py
@@ -311,6 +311,28 @@ def get_vertex_base_model_name(model: str) -> str:
     return model
 
 
+def validate_vertex_location(vertex_location: Optional[str]) -> str:
+    """
+    Validate a Vertex AI location before interpolating it into a request host or
+    URL path.
+
+    ``vertex_location`` is client-controllable on the proxy (it flows in from the
+    request body), so it must never be trusted verbatim in a URL or an attacker
+    could point the host at their own server and exfiltrate the admin's Google
+    access token. Allow the special ``global`` control plane and otherwise require
+    a lowercase alphanumeric-plus-hyphen token (e.g. ``us``, ``us-central1``,
+    ``eu``), which rejects host injection like ``attacker.example/`` or
+    ``evil.com#``.
+    """
+    if vertex_location == "global":
+        return vertex_location
+    if vertex_location is None:
+        raise ValueError("vertex_location is required")
+    if not re.match(r"^[a-z][a-z0-9-]*$", vertex_location):
+        raise ValueError("Invalid vertex_location format")
+    return vertex_location
+
+
 def get_vertex_base_url(
     vertex_location: Optional[str],
 ) -> str:
@@ -321,15 +343,12 @@ def get_vertex_base_url(
     - Multi-region geographies (e.g. ``us``, ``eu``) use ``aiplatform.{geo}.rep.googleapis.com``.
     - Regional locations (e.g. ``us-central1``) use ``{region}-aiplatform.googleapis.com``.
     """
-    if vertex_location == "global":
+    validated_location = validate_vertex_location(vertex_location)
+    if validated_location == "global":
         return "https://aiplatform.googleapis.com"
-    if vertex_location is None:
-        raise ValueError("vertex_location is required")
-    if not re.match(r"^[a-z][a-z0-9-]*$", vertex_location):
-        raise ValueError("Invalid vertex_location format")
-    if "-" not in vertex_location:
-        return f"https://aiplatform.{vertex_location}.rep.googleapis.com"
-    return f"https://{vertex_location}-aiplatform.googleapis.com"
+    if "-" not in validated_location:
+        return f"https://aiplatform.{validated_location}.rep.googleapis.com"
+    return f"https://{validated_location}-aiplatform.googleapis.com"
 
 
 def _get_embedding_url(
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index b8b9d0c6877..cbca0744ed9 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -34957,6 +34957,19 @@
             "/v1/audio/speech"
         ]
     },
+    "vertex_ai/chirp_3": {
+        "input_cost_per_second": 0.00026667,
+        "litellm_provider": "vertex_ai",
+        "metadata": {
+            "calculation": "$0.016/60 seconds = $0.00026667 per second",
+            "original_pricing_per_minute": 0.016
+        },
+        "mode": "audio_transcription",
+        "source": "https://cloud.google.com/speech-to-text/pricing",
+        "supported_endpoints": [
+            "/v1/audio/transcriptions"
+        ]
+    },
     "vertex_ai/claude-3-5-haiku": {
         "input_cost_per_token": 1e-06,
         "litellm_provider": "vertex_ai-anthropic_models",
diff --git a/litellm/types/llms/vertex_ai_speech_to_text.py b/litellm/types/llms/vertex_ai_speech_to_text.py
new file mode 100644
index 00000000000..8995d98385b
--- /dev/null
+++ b/litellm/types/llms/vertex_ai_speech_to_text.py
@@ -0,0 +1,40 @@
+from pydantic import BaseModel
+from typing_extensions import TypedDict
+
+
+class VertexSpeechToTextAutoDecodingConfig(TypedDict):
+    pass
+
+
+class VertexSpeechToTextRecognitionFeatures(TypedDict):
+    enableAutomaticPunctuation: bool
+
+
+class VertexSpeechToTextRecognitionConfig(TypedDict):
+    model: str
+    languageCodes: list[str]
+    features: VertexSpeechToTextRecognitionFeatures
+    autoDecodingConfig: VertexSpeechToTextAutoDecodingConfig
+
+
+class VertexSpeechToTextRecognizeRequest(TypedDict):
+    config: VertexSpeechToTextRecognitionConfig
+    content: str
+
+
+class VertexSpeechToTextAlternative(BaseModel):
+    transcript: str | None = None
+
+
+class VertexSpeechToTextResult(BaseModel):
+    alternatives: list[VertexSpeechToTextAlternative] = []
+    languageCode: str | None = None
+
+
+class VertexSpeechToTextResponseMetadata(BaseModel):
+    totalBilledDuration: str | None = None
+
+
+class VertexSpeechToTextRecognizeResponse(BaseModel):
+    results: list[VertexSpeechToTextResult] = []
+    metadata: VertexSpeechToTextResponseMetadata | None = None
diff --git a/litellm/utils.py b/litellm/utils.py
index 83d129339a4..f9bb84101e7 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -8097,6 +8097,12 @@ def get_provider_audio_transcription_config(
             )
 
             return SonioxAudioTranscriptionConfig()
+        elif litellm.LlmProviders.VERTEX_AI == provider:
+            from litellm.llms.vertex_ai.audio_transcription.transformation import (
+                VertexAIAudioTranscriptionConfig,
+            )
+
+            return VertexAIAudioTranscriptionConfig()
         return None
 
     @staticmethod
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index aa439f4d8c2..6cfa7c9e8be 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -35131,6 +35131,19 @@
             "/v1/audio/speech"
         ]
     },
+    "vertex_ai/chirp_3": {
+        "input_cost_per_second": 0.00026667,
+        "litellm_provider": "vertex_ai",
+        "metadata": {
+            "calculation": "$0.016/60 seconds = $0.00026667 per second",
+            "original_pricing_per_minute": 0.016
+        },
+        "mode": "audio_transcription",
+        "source": "https://cloud.google.com/speech-to-text/pricing",
+        "supported_endpoints": [
+            "/v1/audio/transcriptions"
+        ]
+    },
     "vertex_ai/claude-3-5-haiku": {
         "input_cost_per_token": 1e-06,
         "litellm_provider": "vertex_ai-anthropic_models",
diff --git a/tests/test_litellm/litellm_core_utils/test_audio_utils.py b/tests/test_litellm/litellm_core_utils/test_audio_utils.py
index b2645c8f2ce..0e8176fffce 100644
--- a/tests/test_litellm/litellm_core_utils/test_audio_utils.py
+++ b/tests/test_litellm/litellm_core_utils/test_audio_utils.py
@@ -326,3 +326,24 @@ def __init__(self, name):
 
         assert isinstance(hash_result, str)
         assert len(hash_result) == 64, "Should return valid hash even on fallback"
+
+
+class TestNormalizeTranscriptionLanguageToBcp47:
+    @pytest.mark.parametrize(
+        "language,expected",
+        [
+            ("en", "en-US"),
+            ("EN", "en-US"),
+            ("ja", "ja-JP"),
+            ("en-US", "en-US"),
+            ("en-GB", "en-GB"),
+            ("auto", "auto"),
+            ("xx", "xx"),
+        ],
+    )
+    def test_normalization(self, language, expected):
+        from litellm.litellm_core_utils.audio_utils.utils import (
+            normalize_transcription_language_to_bcp47,
+        )
+
+        assert normalize_transcription_language_to_bcp47(language) == expected
diff --git a/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py b/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
index 0b4187d1bcf..961f95a0659 100644
--- a/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
+++ b/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
@@ -1,4 +1,5 @@
 import asyncio
+import json
 import os
 import sys
 from unittest.mock import AsyncMock, Mock, patch
@@ -12,6 +13,11 @@
     CodeInterpreterInterceptionLogger,
     LITELLM_CODE_EXECUTION_TOOL_NAME,
 )
+from litellm.llms.base_llm.audio_transcription.transformation import (
+    AudioTranscriptionRequestData,
+    BaseAudioTranscriptionConfig,
+)
+from litellm.llms.base_llm.chat.transformation import BaseLLMException
 from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
 from litellm.llms.custom_httpx.llm_http_handler import (
     BaseLLMHTTPHandler,
@@ -19,6 +25,7 @@
 )
 from litellm.types.llms.openai import ResponsesAPIResponse
 from litellm.types.router import GenericLiteLLMParams
+from litellm.types.utils import TranscriptionResponse
 
 _ACTIVE_KEY = "_code_interpreter_interception_active"
 _SANDBOX_KEY = "_code_interpreter_interception_sandbox_key"
@@ -1585,3 +1592,96 @@ async def test_realtime_backend_open_does_not_retry_auth_failure(rejection):
         await BaseLLMHTTPHandler._open_realtime_backend_ws(fake, "wss://backend.example/live", {}, None)
 
     assert fake.attempts == 1
+
+
+class _JSONBodyAudioTranscriptionConfig(BaseAudioTranscriptionConfig):
+    def get_supported_openai_params(self, model):
+        return []
+
+    def map_openai_params(self, non_default_params, optional_params, model, drop_params):
+        return optional_params
+
+    def validate_environment(
+        self,
+        headers,
+        model,
+        messages,
+        optional_params,
+        litellm_params,
+        api_key=None,
+        api_base=None,
+    ):
+        return {**headers, "Authorization": "Bearer test-token"}
+
+    def get_complete_url(self, api_base, api_key, model, optional_params, litellm_params, stream=None):
+        return "https://transcription.example/recognize"
+
+    def transform_audio_transcription_request(self, model, audio_file, optional_params, litellm_params):
+        return AudioTranscriptionRequestData(data={"config": {"model": model}, "content": "YXVkaW8="})
+
+    def transform_audio_transcription_response(self, raw_response):
+        return TranscriptionResponse(text=raw_response.json()["text"])
+
+    def get_error_class(self, error_message, status_code, headers):
+        return BaseLLMException(message=error_message, status_code=status_code, headers=headers)
+
+
+def _json_transcription_call_kwargs(provider_config):
+    return {
+        "model": "test-model",
+        "audio_file": b"raw-audio",
+        "optional_params": {},
+        "litellm_params": {},
+        "model_response": TranscriptionResponse(),
+        "timeout": 10.0,
+        "max_retries": 0,
+        "logging_obj": Mock(),
+        "api_key": None,
+        "api_base": None,
+        "custom_llm_provider": "custom",
+        "headers": {},
+        "provider_config": provider_config,
+    }
+
+
+def _capture_json_transcription_request(captured):
+    def respond(request):
+        captured["content_type"] = request.headers.get("content-type")
+        captured["body"] = json.loads(request.content)
+        return httpx.Response(200, json={"text": "transcribed"})
+
+    return respond
+
+
+def test_audio_transcriptions_sends_dict_data_as_json_body():
+    """Regression: dict request data was passed to httpx's data= param, which
+    form-encodes it and silently ignores json=; JSON-body providers (e.g.
+    Google Speech-to-Text) need an application/json body."""
+    captured = {}
+    client = HTTPHandler(client=httpx.Client(transport=httpx.MockTransport(_capture_json_transcription_request(captured))))
+
+    response = BaseLLMHTTPHandler().audio_transcriptions(
+        client=client,
+        atranscription=False,
+        **_json_transcription_call_kwargs(_JSONBodyAudioTranscriptionConfig()),
+    )
+
+    assert captured["content_type"] == "application/json"
+    assert captured["body"] == {"config": {"model": "test-model"}, "content": "YXVkaW8="}
+    assert response.text == "transcribed"
+
+
+@pytest.mark.asyncio
+async def test_async_audio_transcriptions_sends_dict_data_as_json_body():
+    captured = {}
+    client = AsyncHTTPHandler()
+    client.client = httpx.AsyncClient(transport=httpx.MockTransport(_capture_json_transcription_request(captured)))
+
+    response = await BaseLLMHTTPHandler().async_audio_transcriptions(
+        client=client,
+        **_json_transcription_call_kwargs(_JSONBodyAudioTranscriptionConfig()),
+    )
+
+    assert captured["content_type"] == "application/json"
+    assert captured["body"] == {"config": {"model": "test-model"}, "content": "YXVkaW8="}
+    assert response.text == "transcribed"
diff --git a/tests/test_litellm/llms/vertex_ai/audio_transcription/__init__.py b/tests/test_litellm/llms/vertex_ai/audio_transcription/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/vertex_ai/audio_transcription/test_vertex_ai_audio_transcription_transformation.py b/tests/test_litellm/llms/vertex_ai/audio_transcription/test_vertex_ai_audio_transcription_transformation.py
new file mode 100644
index 00000000000..3fa28699f73
--- /dev/null
+++ b/tests/test_litellm/llms/vertex_ai/audio_transcription/test_vertex_ai_audio_transcription_transformation.py
@@ -0,0 +1,336 @@
+import base64
+import json
+import os
+import sys
+from urllib.parse import urlparse
+
+import httpx
+import pytest
+
+sys.path.insert(0, os.path.abspath("../../../../.."))
+
+import litellm
+from litellm.llms.vertex_ai.audio_transcription.transformation import (
+    VertexAIAudioTranscriptionConfig,
+)
+from litellm.llms.vertex_ai.common_utils import VertexAIError
+from litellm.types.utils import LlmProviders
+from litellm.utils import ProviderConfigManager, get_optional_params_transcription
+
+
+@pytest.fixture
+def config():
+    return VertexAIAudioTranscriptionConfig()
+
+
+class TestGetCompleteUrl:
+    def test_defaults_to_us_regional_host(self, config):
+        url = config.get_complete_url(
+            api_base=None,
+            api_key=None,
+            model="chirp_3",
+            optional_params={},
+            litellm_params={"vertex_project": "test-project"},
+        )
+        assert url == "https://us-speech.googleapis.com/v2/projects/test-project/locations/us/recognizers/_:recognize"
+
+    def test_uses_vertex_location_for_regional_host(self, config):
+        url = config.get_complete_url(
+            api_base=None,
+            api_key=None,
+            model="chirp_3",
+            optional_params={},
+            litellm_params={"vertex_project": "test-project", "vertex_location": "eu"},
+        )
+        assert url == "https://eu-speech.googleapis.com/v2/projects/test-project/locations/eu/recognizers/_:recognize"
+
+    def test_global_location_uses_unprefixed_host(self, config):
+        url = config.get_complete_url(
+            api_base=None,
+            api_key=None,
+            model="chirp_3",
+            optional_params={},
+            litellm_params={"vertex_project": "test-project", "vertex_location": "global"},
+        )
+        assert url == "https://speech.googleapis.com/v2/projects/test-project/locations/global/recognizers/_:recognize"
+
+    def test_api_base_override(self, config):
+        url = config.get_complete_url(
+            api_base="http://localhost:8080/",
+            api_key=None,
+            model="chirp_3",
+            optional_params={},
+            litellm_params={"vertex_project": "test-project"},
+        )
+        assert url == "http://localhost:8080/v2/projects/test-project/locations/us/recognizers/_:recognize"
+
+    @pytest.mark.parametrize(
+        "location,expected_netloc",
+        [
+            ("us", "us-speech.googleapis.com"),
+            ("us-central1", "us-central1-speech.googleapis.com"),
+            ("eu", "eu-speech.googleapis.com"),
+            ("global", "speech.googleapis.com"),
+        ],
+    )
+    def test_valid_location_netloc_always_google(self, config, location, expected_netloc):
+        url = config.get_complete_url(
+            api_base=None,
+            api_key=None,
+            model="chirp_3",
+            optional_params={},
+            litellm_params={"vertex_project": "test-project", "vertex_location": location},
+        )
+        netloc = urlparse(url).netloc
+        assert netloc == expected_netloc
+        assert netloc.endswith("speech.googleapis.com")
+
+    @pytest.mark.parametrize(
+        "malicious_location",
+        [
+            "attacker.example/",
+            "evil.com#",
+            "us.attacker.example",
+            "us/../..",
+            "US",
+            "us_central1",
+            "us central1",
+            "attacker.example:443",
+            "-us",
+        ],
+    )
+    def test_malicious_location_is_rejected(self, config, malicious_location):
+        """SSRF/credential-exfil guard: vertex_location is client-controllable on
+        the proxy, so a host-injecting value must raise rather than steer the
+        request (and its admin-minted Google bearer token) at another host."""
+        with pytest.raises(VertexAIError):
+            config.get_complete_url(
+                api_base=None,
+                api_key=None,
+                model="chirp_3",
+                optional_params={},
+                litellm_params={"vertex_project": "test-project", "vertex_location": malicious_location},
+            )
+
+    @pytest.mark.parametrize(
+        "malicious_project",
+        [
+            "proj/../../locations",
+            "proj/evil",
+            "proj#frag",
+            "proj?a=b",
+            "proj:evil",
+            "proj space",
+        ],
+    )
+    def test_malicious_project_is_rejected(self, config, malicious_project):
+        with pytest.raises(VertexAIError):
+            config.get_complete_url(
+                api_base=None,
+                api_key=None,
+                model="chirp_3",
+                optional_params={},
+                litellm_params={"vertex_project": malicious_project, "vertex_location": "us"},
+            )
+
+
+class TestTransformRequest:
+    def test_request_body_shape(self, config):
+        audio_bytes = b"fake-audio-bytes"
+        request_data = config.transform_audio_transcription_request(
+            model="chirp_3",
+            audio_file=audio_bytes,
+            optional_params={},
+            litellm_params={},
+        )
+        assert request_data.files is None
+        assert request_data.data == {
+            "config": {
+                "model": "chirp_3",
+                "languageCodes": ["auto"],
+                "features": {"enableAutomaticPunctuation": True},
+                "autoDecodingConfig": {},
+            },
+            "content": base64.b64encode(audio_bytes).decode("utf-8"),
+        }
+
+    @pytest.mark.parametrize(
+        "language,expected_language_codes",
+        [
+            ("en", ["en-US"]),
+            ("en-US", ["en-US"]),
+            ("es-ES", ["es-ES"]),
+            ("fr", ["fr-FR"]),
+            (None, ["auto"]),
+        ],
+    )
+    def test_language_param_maps_to_language_codes(self, config, language, expected_language_codes):
+        request_data = config.transform_audio_transcription_request(
+            model="chirp_3",
+            audio_file=b"fake-audio-bytes",
+            optional_params={"language": language} if language is not None else {},
+            litellm_params={},
+        )
+        assert request_data.data["config"]["languageCodes"] == expected_language_codes
+
+    def test_model_prefix_is_stripped(self, config):
+        request_data = config.transform_audio_transcription_request(
+            model="vertex_ai/chirp_3",
+            audio_file=b"fake-audio-bytes",
+            optional_params={},
+            litellm_params={},
+        )
+        assert request_data.data["config"]["model"] == "chirp_3"
+
+    def test_body_is_json_serializable(self, config):
+        request_data = config.transform_audio_transcription_request(
+            model="chirp_3",
+            audio_file=b"fake-audio-bytes",
+            optional_params={},
+            litellm_params={},
+        )
+        json.dumps(request_data.data)
+
+
+class TestTransformResponse:
+    def test_multi_result_transcripts_are_joined(self, config):
+        raw_response = httpx.Response(
+            status_code=200,
+            json={
+                "results": [
+                    {"alternatives": [{"transcript": "Hello world.", "confidence": 0.98}], "languageCode": "en-US"},
+                    {"alternatives": [{"transcript": "How are you?", "confidence": 0.97}], "languageCode": "en-US"},
+                ],
+                "metadata": {"totalBilledDuration": "15s"},
+            },
+        )
+        response = config.transform_audio_transcription_response(raw_response)
+        assert response.text == "Hello world. How are you?"
+        assert response["task"] == "transcribe"
+        assert response["language"] == "en-US"
+        assert response["duration"] == 15.0
+
+    def test_results_without_alternatives_are_skipped(self, config):
+        raw_response = httpx.Response(
+            status_code=200,
+            json={
+                "results": [
+                    {"alternatives": [{"transcript": "First."}]},
+                    {"alternatives": []},
+                    {},
+                    {"alternatives": [{"transcript": "Last."}]},
+                ]
+            },
+        )
+        response = config.transform_audio_transcription_response(raw_response)
+        assert response.text == "First. Last."
+
+    def test_empty_results_returns_empty_text(self, config):
+        raw_response = httpx.Response(status_code=200, json={})
+        response = config.transform_audio_transcription_response(raw_response)
+        assert response.text == ""
+
+    def test_fractional_billed_duration(self, config):
+        raw_response = httpx.Response(
+            status_code=200,
+            json={
+                "results": [{"alternatives": [{"transcript": "Hi."}]}],
+                "metadata": {"totalBilledDuration": "3.5s"},
+            },
+        )
+        response = config.transform_audio_transcription_response(raw_response)
+        assert response["duration"] == 3.5
+
+
+class TestValidateEnvironment:
+    def test_sets_oauth_headers(self):
+        class StubbedConfig(VertexAIAudioTranscriptionConfig):
+            def _ensure_access_token(self, credentials, project_id, custom_llm_provider):
+                return "fake-token", "resolved-project"
+
+        headers = StubbedConfig().validate_environment(
+            headers={},
+            model="chirp_3",
+            messages=[],
+            optional_params={},
+            litellm_params={"vertex_project": "resolved-project"},
+        )
+        assert headers["Authorization"] == "Bearer fake-token"
+        assert headers["x-goog-user-project"] == "resolved-project"
+        assert headers["Content-Type"] == "application/json"
+
+
+class TestProviderRouting:
+    def test_provider_config_manager_returns_vertex_config(self):
+        provider_config = ProviderConfigManager.get_provider_audio_transcription_config(
+            model="chirp_3",
+            provider=LlmProviders.VERTEX_AI,
+        )
+        assert isinstance(provider_config, VertexAIAudioTranscriptionConfig)
+
+    def test_get_optional_params_transcription_maps_language(self):
+        optional_params = get_optional_params_transcription(
+            model="chirp_3",
+            custom_llm_provider="vertex_ai",
+            language="fr-FR",
+            response_format="json",
+        )
+        assert optional_params["language"] == "fr-FR"
+        assert optional_params["response_format"] == "json"
+
+    def test_get_optional_params_transcription_rejects_unsupported_param(self):
+        with pytest.raises(litellm.utils.UnsupportedParamsError):
+            get_optional_params_transcription(
+                model="chirp_3",
+                custom_llm_provider="vertex_ai",
+                temperature=1,
+            )
+
+    @pytest.mark.parametrize("response_format", ["json", "text"])
+    def test_supported_response_formats_pass_through(self, response_format):
+        optional_params = get_optional_params_transcription(
+            model="chirp_3",
+            custom_llm_provider="vertex_ai",
+            response_format=response_format,
+        )
+        assert optional_params["response_format"] == response_format
+
+    @pytest.mark.parametrize("response_format", ["verbose_json", "srt", "vtt"])
+    def test_unsupported_response_format_raises(self, response_format):
+        with pytest.raises(litellm.utils.UnsupportedParamsError, match="response_format"):
+            get_optional_params_transcription(
+                model="chirp_3",
+                custom_llm_provider="vertex_ai",
+                response_format=response_format,
+            )
+
+    @pytest.mark.parametrize("response_format", ["verbose_json", "srt", "vtt"])
+    def test_unsupported_response_format_dropped_with_drop_params(self, response_format):
+        optional_params = get_optional_params_transcription(
+            model="chirp_3",
+            custom_llm_provider="vertex_ai",
+            language="fr-FR",
+            response_format=response_format,
+            drop_params=True,
+        )
+        assert "response_format" not in optional_params
+        assert optional_params["language"] == "fr-FR"
+
+
+class TestModelCostEntry:
+    REPO_ROOT = os.path.abspath(os.path.join(os.path.dirname(__file__), "../../../../.."))
+
+    @pytest.mark.parametrize(
+        "cost_map_path",
+        [
+            "model_prices_and_context_window.json",
+            "litellm/model_prices_and_context_window_backup.json",
+        ],
+    )
+    def test_chirp_3_registered_as_audio_transcription(self, cost_map_path):
+        with open(os.path.join(self.REPO_ROOT, cost_map_path)) as f:
+            entry = json.load(f)["vertex_ai/chirp_3"]
+        assert entry["mode"] == "audio_transcription"
+        assert entry["litellm_provider"] == "vertex_ai"
+        assert entry["input_cost_per_second"] == pytest.approx(0.016 / 60, rel=1e-3)
+        assert entry["supported_endpoints"] == ["/v1/audio/transcriptions"]
diff --git a/tests/test_litellm/llms/vertex_ai/test_vertex_ai_common_utils.py b/tests/test_litellm/llms/vertex_ai/test_vertex_ai_common_utils.py
index bebf856ee6e..b83d4742b64 100644
--- a/tests/test_litellm/llms/vertex_ai/test_vertex_ai_common_utils.py
+++ b/tests/test_litellm/llms/vertex_ai/test_vertex_ai_common_utils.py
@@ -18,10 +18,25 @@
     pop_vertex_request_labels,
     set_schema_property_ordering,
     supports_response_json_schema,
+    validate_vertex_location,
     vertex_request_labels_from_litellm_params,
 )
 
 
+@pytest.mark.parametrize("location", ["us", "eu", "us-central1", "europe-west1", "global"])
+def test_validate_vertex_location_accepts_valid(location):
+    assert validate_vertex_location(location) == location
+
+
+@pytest.mark.parametrize(
+    "location",
+    ["attacker.example/", "evil.com#", "us.attacker.example", "us/../..", "US", "us_central1", "-us", "", None],
+)
+def test_validate_vertex_location_rejects_invalid(location):
+    with pytest.raises(ValueError):
+        validate_vertex_location(location)
+
+
 @pytest.mark.asyncio
 async def test_get_vertex_project_id_from_url():
     """Test _get_vertex_project_id_from_url with various URLs"""
diff --git a/tests/test_litellm/test_cost_calculator.py b/tests/test_litellm/test_cost_calculator.py
index 7f1ceba532c..93bdb40ae2b 100644
--- a/tests/test_litellm/test_cost_calculator.py
+++ b/tests/test_litellm/test_cost_calculator.py
@@ -347,6 +347,30 @@ def test_transcription_cost_falls_back_to_duration():
     assert pytest.approx(cost, rel=1e-6) == expected_cost
 
 
+def test_vertex_chirp_3_transcription_cost_from_duration():
+    """Regression: the chirp_3 cost map entry shipped with output_cost_per_second 0.0,
+    and cost_per_second prefers output_cost_per_second whenever it is not None, so
+    every transcription priced to $0.00 instead of using input_cost_per_second."""
+    from litellm import completion_cost
+
+    os.environ["LITELLM_LOCAL_MODEL_COST_MAP"] = "True"
+    litellm.model_cost = litellm.get_model_cost_map(url="")
+
+    response = TranscriptionResponse(text="demo text")
+    response.duration = 18.0
+
+    cost = completion_cost(
+        completion_response=response,
+        model="vertex_ai/chirp_3",
+        custom_llm_provider="vertex_ai",
+        call_type="atranscription",
+    )
+
+    expected_cost = 18.0 * 0.00026667
+    assert cost > 0
+    assert pytest.approx(cost, rel=1e-6) == expected_cost
+
+
 def test_handle_realtime_stream_cost_calculation():
     from litellm.cost_calculator import RealtimeAPITokenUsageProcessor
 

From eae1d2aa799e15e927999f69dc486ae8eafb7d60 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Mon, 6 Jul 2026 18:25:49 -0700
Subject: [PATCH 049/370] test(proxy): cover per-key per-model TPM limit
 triggering gateway fallback

Drive the real parallel_request_limiter through _pre_call_with_fallbacks for
the LIT-3890 customer scenario: a key-level model_tpm_limit raises
ProxyRateLimitError from the pre-call hook and the configured gateway fallback
serves the request instead of returning a 429. Unlike the existing tests, this
exercises the actual limiter rather than a hand-built error.

Also switch the new _pre_call_with_fallbacks return annotation to builtin
tuple to stay within the ruff UP006 strict-rule budget.
---
 litellm/proxy/common_request_processing.py    |   2 +-
 .../proxy/test_common_request_processing.py   | 136 ++++++++++++++++++
 2 files changed, 137 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/common_request_processing.py b/litellm/proxy/common_request_processing.py
index 1534b59ac14..02bb66388ca 100644
--- a/litellm/proxy/common_request_processing.py
+++ b/litellm/proxy/common_request_processing.py
@@ -1214,7 +1214,7 @@ async def _pre_call_with_fallbacks(
         model: Optional[str],
         route_type: str,
         llm_router: Optional[Router],
-    ) -> Tuple[dict, LiteLLMLoggingObj]:
+    ) -> tuple[dict, LiteLLMLoggingObj]:
         from litellm.proxy.common_utils.proxy_rate_limit_error import ProxyRateLimitError
 
         try:
diff --git a/tests/test_litellm/proxy/test_common_request_processing.py b/tests/test_litellm/proxy/test_common_request_processing.py
index b46cfa84f78..aa1911f80bc 100644
--- a/tests/test_litellm/proxy/test_common_request_processing.py
+++ b/tests/test_litellm/proxy/test_common_request_processing.py
@@ -4735,3 +4735,139 @@ async def mock_pre_call_logic(**kwargs):
                 )
 
         assert processor.data["model"] == primary_model
+
+    @pytest.mark.asyncio
+    async def test_real_parallel_request_limiter_model_tpm_limit_triggers_fallback(self):
+        """
+        Customer-reported scenario from LIT-3890 / GH #8822.
+
+        The prior tests in this class hand-build a ``ProxyRateLimitError``. The
+        customer's production setup is different: they set a *per-key per-model*
+        TPM cap on the key itself::
+
+            Model TPM Limits: {"gpt-4.1-20250414-test": 100}
+
+        and configure a proxy-side fallback (gpt-4.1-...-test -> gpt-4.1-...).
+        When the per-model TPM cap trips, the real
+        ``parallel_request_limiter`` raises ``ProxyRateLimitError`` from inside
+        ``proxy_logging_obj.pre_call_hook`` — the seam ``_pre_call_with_fallbacks``
+        wraps. This test drives that *real* limiter (not a mock error) end-to-end
+        to prove the customer's exact knob triggers the gateway fallback instead
+        of returning a 429 to the client.
+        """
+        from litellm.caching.caching import DualCache
+        from litellm.proxy._types import UserAPIKeyAuth
+        from litellm.proxy.common_request_processing import (
+            ProxyBaseLLMRequestProcessing,
+        )
+        from litellm.proxy.common_utils.proxy_rate_limit_error import (
+            ProxyRateLimitError,
+        )
+        from litellm.proxy.hooks.parallel_request_limiter import (
+            _PROXY_MaxParallelRequestsHandler,
+        )
+        from litellm.proxy.utils import InternalUsageCache
+
+        primary_model = "gpt-4"
+        fallback_model = "gpt-3.5-turbo"
+
+        # Freeze the limiter's clock so the per-minute counter key is stable and
+        # the pre-seeded counter is guaranteed to be the one it reads.
+        class _FrozenClock(datetime.datetime):
+            @classmethod
+            def now(cls, tz=None):
+                return cls(2026, 1, 1, 12, 30, 0)
+
+        precise_minute = "2026-01-01-12-30"
+
+        # Real per-key per-model TPM limiter + a key carrying the customer's
+        # `model_tpm_limit` metadata (only the primary is capped).
+        limiter = _PROXY_MaxParallelRequestsHandler(
+            internal_usage_cache=InternalUsageCache(DualCache())
+        )
+        user_api_key_dict = UserAPIKeyAuth(
+            api_key="sk-lit3890",
+            metadata={"model_tpm_limit": {primary_model: 100}},
+        )
+
+        # Pre-seed the primary's per-model token counter at the cap so the very
+        # next request trips it. The counter key uses the *hashed* api_key.
+        counter_key = (
+            f"{user_api_key_dict.api_key}::{primary_model}"
+            f"::{precise_minute}::request_count"
+        )
+        await limiter.internal_usage_cache.async_set_cache(
+            key=counter_key,
+            value={"current_requests": 0, "current_tpm": 100, "current_rpm": 0},
+            litellm_parent_otel_span=None,
+            local_only=True,
+        )
+
+        processor = ProxyBaseLLMRequestProcessing(data={"model": primary_model})
+
+        # Stand in for common_processing_pre_call_logic's pre_call_hook step by
+        # invoking the real limiter for whatever model is currently selected.
+        limiter_calls = []
+
+        async def real_limiter_pre_call(**kwargs):
+            current_model = processor.data["model"]
+            limiter_calls.append(current_model)
+            await limiter.async_pre_call_hook(
+                user_api_key_dict=user_api_key_dict,
+                cache=DualCache(),
+                data={
+                    "model": current_model,
+                    "messages": [{"role": "user", "content": "hi"}],
+                },
+                call_type="acompletion",
+            )
+            return processor.data, MagicMock()
+
+        mock_router = MagicMock()
+        mock_router.fallbacks = [{primary_model: [fallback_model]}]
+
+        with patch(
+            "litellm.proxy.hooks.parallel_request_limiter.datetime", _FrozenClock
+        ):
+            with patch.object(
+                processor,
+                "common_processing_pre_call_logic",
+                side_effect=real_limiter_pre_call,
+            ):
+                data, logging_obj = await processor._pre_call_with_fallbacks(
+                    request=MagicMock(),
+                    general_settings={},
+                    proxy_logging_obj=MagicMock(),
+                    user_api_key_dict=user_api_key_dict,
+                    version=None,
+                    proxy_config=MagicMock(),
+                    user_model=None,
+                    user_temperature=None,
+                    user_request_timeout=None,
+                    user_max_tokens=None,
+                    user_api_base=None,
+                    model=primary_model,
+                    route_type="acompletion",
+                    llm_router=mock_router,
+                )
+
+        # The capped primary tripped the real limiter, and the fallback (which
+        # has no per-model cap) served the request — no 429 to the client.
+        assert processor.data["model"] == fallback_model
+        assert limiter_calls == [primary_model, fallback_model]
+
+        # Sanity-check the premise: the limiter genuinely raises a
+        # ProxyRateLimitError for the capped primary under the frozen clock.
+        with patch(
+            "litellm.proxy.hooks.parallel_request_limiter.datetime", _FrozenClock
+        ):
+            with pytest.raises(ProxyRateLimitError):
+                await limiter.async_pre_call_hook(
+                    user_api_key_dict=user_api_key_dict,
+                    cache=DualCache(),
+                    data={
+                        "model": primary_model,
+                        "messages": [{"role": "user", "content": "hi"}],
+                    },
+                    call_type="acompletion",
+                )

From 4e3ebbb164e884dc94ff6fad78ad55df50aaaf47 Mon Sep 17 00:00:00 2001
From: tin-berri <tin@berri.ai>
Date: Mon, 6 Jul 2026 18:42:08 -0700
Subject: [PATCH 050/370] feat(mcp): startup backfill stamping oauth2_flow on
 legacy null rows (#32290)

* feat(mcp): startup backfill stamping oauth2_flow on legacy null rows

Rows created before the write-side stamps carry a null oauth2_flow and rely on
read-time field-shape inference, which cannot tell a DCR-registered interactive
server (client creds + token_url, no persisted authorization_url) from an M2M
server unless endpoint discovery succeeds first; on a transient discovery failure
those servers flip to client_credentials for that registry load

The backfill classifies each null oauth2 row once, at rest, ordered by signal
strength: per-user token rows (only the interactive flow mints them, so this is
definitive and catches the DCR-trap cohort), then a persisted authorization_url,
then a persisted registration_url (DCR implies interactive; this covers
registered-but-never-signed-in rows), then the M2M credential shape mirroring the
legacy inference, else the interactive default that matches how
needs_user_oauth_token treats a null flow. Every stamp is logged with the rule
that fired and written with updated_by=oauth2_flow_backfill for auditability

Runs in _init_mcp_servers_in_db before the registry load so the first build of
the boot classifies from the column, is isolated so a failure cannot block server
loading, and is idempotent: a healed fleet exits after one indexed query. This
unblocks deleting the read-time inference for DB rows in the follow-up

Third step of the oauth2_flow persistence sequence, after #32283 and #32288

* fix(mcp): backfill leaves the ambiguous M2M shape unstamped instead of guessing client_credentials

The credential shape (client_id + client_secret + token_url, no interactive signal) is
shared by real M2M servers and DCR-registered interactive servers nobody has signed
into: the DCR persist writes creds and token_url but not authorization_url or
registration_url. Stamping client_credentials from that shape permanently mislabeled
the interactive cohort, and once explicit the value is authoritative, so per-user
traffic would run on the proxy's stored client credential with no discovery rescue
and no backstop (it only guards null rows)

The backfill now stamps only what it can prove. Interactive signals keep stamping
authorization_code; the ambiguous shape is left null with an actionable warning naming
the server and the fix (set oauth2_flow via the dashboard or PUT /v1/mcp/server). A
true M2M row keeps working per-request through the security backstop while the warning
nags; an interactive row keeps its Authorize button (null renders interactive), and one
completed sign-in creates the per-user token that stamps it authorization_code at the
next boot. Mirrors the config-level rule: M2M is asserted by a human, never guessed

Raised by review on the PR

* perf(mcp): batch the backfill stamps into one update_many per flow value

The per-row update loop issued one DB round-trip per legacy row at startup; rows
sharing a stamped value now go out as a single update_many, so the DB cost is
constant in fleet size. Per-row logging keeps the rule that fired for each server

Raised by review on the PR

* fix(mcp): backfill stamps only rows still null at write time and counts only real OAuth token rows as sign-in proof

Two review findings. The batched update_many matched on server_id alone, so an
explicit oauth2_flow set between the backfill's read and its write (an admin PUT or
a sign-in's DCR stamp landing in the boot window) would be overwritten with the
inferred value; the where clause now also requires oauth2_flow to still be null, so
an explicit value can never be clobbered under any interleaving

And the per_user_tokens rule counted any LiteLLM_MCPUserCredentials row as proof of
an interactive sign-in, but that table doubles as BYOK storage for user-supplied API
keys; a BYOK-flavored row would have stamped an M2M-shaped server authorization_code.
The rule now counts only rows whose payload decodes as a type oauth2 token via the
existing _decode_oauth_payload discriminator, so bare keys, undecodable rows, and
stale leftovers from a BYOK-to-oauth2 auth switch prove nothing

Raised by review on the PR
---
 .../mcp_server/oauth2_flow_backfill.py        | 155 ++++++++++++
 litellm/proxy/proxy_server.py                 |  11 +
 .../mcp_server/test_oauth2_flow_backfill.py   | 234 ++++++++++++++++++
 3 files changed, 400 insertions(+)
 create mode 100644 litellm/proxy/_experimental/mcp_server/oauth2_flow_backfill.py
 create mode 100644 tests/test_litellm/proxy/_experimental/mcp_server/test_oauth2_flow_backfill.py

diff --git a/litellm/proxy/_experimental/mcp_server/oauth2_flow_backfill.py b/litellm/proxy/_experimental/mcp_server/oauth2_flow_backfill.py
new file mode 100644
index 00000000000..02cec2475e2
--- /dev/null
+++ b/litellm/proxy/_experimental/mcp_server/oauth2_flow_backfill.py
@@ -0,0 +1,155 @@
+"""Startup backfill for oauth2 MCP server rows persisted before oauth2_flow was written.
+
+Rows created before the write-side stamps (DCR persist, UI create, REST create) carry a
+null ``oauth2_flow`` and rely on read-time field-shape inference, which cannot tell a
+DCR-registered interactive server from an M2M server unless endpoint discovery succeeds
+first. This backfill classifies each null row once, at rest, using signals inference
+never had, and persists the result so the read path never has to infer again.
+
+Signal order, strongest first:
+
+1. Per-user OAuth token rows exist for the server: only the interactive flow mints
+   per-user tokens, so this is definitive and immune to the discovery trap. BYOK API
+   keys share the same table (``LiteLLM_MCPUserCredentials``), so only rows whose
+   payload decodes as a ``type: oauth2`` token count as proof; bare keys and
+   undecodable rows prove nothing about the flow.
+2. ``authorization_url`` persisted: interactive needs a user-facing authorization
+   endpoint; M2M (RFC 6749 section 4.4) never has one.
+3. ``registration_url`` persisted: dynamic client registration (RFC 7591) exists to mint
+   clients for the interactive flow; M2M servers are configured with static credentials.
+4. ``token_url`` plus decryptable ``client_id`` and ``client_secret``: ambiguous, left
+   unstamped. The shape is shared by M2M servers and DCR-registered interactive servers
+   whose authorization endpoint lives only in discovery (registered but never signed
+   in), so stamping client_credentials here could permanently route per-user traffic
+   through the proxy's stored client credential. The row keeps working through the
+   request-time backstop and a warning names it with the one-line fix (set oauth2_flow
+   via the dashboard or ``PUT /v1/mcp/server``); a completed interactive sign-in also
+   heals it via rule 1 at the next boot.
+5. Anything else is interactive: matching how ``needs_user_oauth_token`` treats a null
+   flow, so the stamp never changes runtime routing for rows no rule recognizes.
+
+The backfill never stamps client_credentials: M2M is asserted by a human (config
+requires it, the API accepts it, the dashboard sets it), mirroring the config-level
+validation error. Runs before the first registry load on every boot and is idempotent:
+a healed fleet has no null rows and the backfill exits after one query.
+"""
+
+import json
+from collections import Counter
+from typing import Any, Literal, Optional
+
+from litellm._logging import verbose_proxy_logger
+from litellm.proxy._experimental.mcp_server.db import _decode_oauth_payload, decrypt_credentials
+from litellm.proxy.utils import PrismaClient
+from litellm.types.mcp import MCPCredentials
+
+OAuth2Flow = Literal["client_credentials", "authorization_code"]
+BackfillRule = Literal[
+    "per_user_tokens",
+    "authorization_url",
+    "registration_url",
+    "ambiguous_m2m_shape",
+    "interactive_default",
+]
+
+_BACKFILL_AUDIT_ACTOR = "oauth2_flow_backfill"
+
+
+def _decrypted_credentials(raw_credentials: Any) -> Optional[MCPCredentials]:
+    if raw_credentials is None:
+        return None
+    if isinstance(raw_credentials, str):
+        try:
+            parsed = json.loads(raw_credentials)
+        except (ValueError, TypeError):
+            return None
+    else:
+        parsed = raw_credentials
+    if not isinstance(parsed, dict):
+        return None
+    return decrypt_credentials(credentials=dict(parsed))
+
+
+def classify_null_flow_row(
+    *,
+    has_per_user_tokens: bool,
+    authorization_url: Optional[str],
+    registration_url: Optional[str],
+    token_url: Optional[str],
+    credentials: Optional[MCPCredentials],
+) -> tuple[Optional[OAuth2Flow], BackfillRule]:
+    if has_per_user_tokens:
+        return "authorization_code", "per_user_tokens"
+    if authorization_url:
+        return "authorization_code", "authorization_url"
+    if registration_url:
+        return "authorization_code", "registration_url"
+    if token_url and credentials and credentials.get("client_id") and credentials.get("client_secret"):
+        return None, "ambiguous_m2m_shape"
+    return "authorization_code", "interactive_default"
+
+
+async def backfill_null_oauth2_flows(prisma_client: PrismaClient) -> dict[BackfillRule, int]:
+    """Classify every ``auth_type=oauth2`` row whose ``oauth2_flow`` is null; stamp the provable
+    ones, warn on the ambiguous ones, and return counts per rule."""
+    null_rows: list[Any] = await prisma_client.db.litellm_mcpservertable.find_many(
+        where={"auth_type": "oauth2", "oauth2_flow": None},
+    )
+    if not null_rows:
+        return {}
+
+    server_ids = [row.server_id for row in null_rows]
+    token_rows: list[Any] = await prisma_client.db.litellm_mcpusercredentials.find_many(
+        where={"server_id": {"in": server_ids}},
+    )
+    server_ids_with_oauth_tokens: set[str] = {
+        token_row.server_id for token_row in token_rows if _decode_oauth_payload(token_row.credential_b64) is not None
+    }
+
+    classified = tuple(
+        (
+            row,
+            classify_null_flow_row(
+                has_per_user_tokens=row.server_id in server_ids_with_oauth_tokens,
+                authorization_url=row.authorization_url,
+                registration_url=row.registration_url,
+                token_url=row.token_url,
+                credentials=_decrypted_credentials(row.credentials),
+            ),
+        )
+        for row in null_rows
+    )
+
+    for row, (flow, rule) in classified:
+        if flow is None:
+            verbose_proxy_logger.warning(
+                "oauth2_flow backfill: server_id=%s is ambiguous (client credentials + token_url, "
+                "no interactive signal); left unstamped. Set oauth2_flow explicitly via the "
+                "dashboard or PUT /v1/mcp/server: client_credentials if this server is M2M, or "
+                "complete an interactive sign-in and it will be stamped authorization_code at the "
+                "next boot.",
+                row.server_id,
+            )
+        else:
+            verbose_proxy_logger.info(
+                "oauth2_flow backfill: server_id=%s stamped %s (rule=%s)",
+                row.server_id,
+                flow,
+                rule,
+            )
+
+    stamped_flows = {flow for _, (flow, _) in classified if flow is not None}
+    for stamped_flow in stamped_flows:
+        server_ids_for_flow = [row.server_id for row, (row_flow, _) in classified if row_flow == stamped_flow]
+        await prisma_client.db.litellm_mcpservertable.update_many(
+            where={"server_id": {"in": server_ids_for_flow}, "oauth2_flow": None},
+            data={"oauth2_flow": stamped_flow, "updated_by": _BACKFILL_AUDIT_ACTOR},
+        )
+
+    counts: dict[BackfillRule, int] = dict(Counter(rule for _, (_, rule) in classified))
+    verbose_proxy_logger.info(
+        "oauth2_flow backfill: processed %d oauth2 server row(s): %s",
+        len(null_rows),
+        counts,
+    )
+    return counts
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 1474c15e778..c619133cebd 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -6366,6 +6366,17 @@ async def _init_mcp_servers_in_db(self):
         from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
             global_mcp_server_manager,
         )
+        from litellm.proxy._experimental.mcp_server.oauth2_flow_backfill import (
+            backfill_null_oauth2_flows,
+        )
+
+        try:
+            if prisma_client is not None:
+                await backfill_null_oauth2_flows(prisma_client)
+        except Exception as e:  # noqa: BLE001
+            verbose_proxy_logger.exception(
+                "litellm.proxy.proxy_server.py::ProxyConfig:_init_mcp_servers_in_db backfill - {}".format(str(e))
+            )
 
         try:
             await global_mcp_server_manager.reload_servers_from_database()
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_oauth2_flow_backfill.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_oauth2_flow_backfill.py
new file mode 100644
index 00000000000..c1239c228aa
--- /dev/null
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_oauth2_flow_backfill.py
@@ -0,0 +1,234 @@
+"""
+Tests for the startup oauth2_flow backfill.
+
+Legacy oauth2 rows with a null oauth2_flow are classified once, at rest, using
+signals read-time inference never had (per-user token rows first), and the
+result is persisted so the read path never infers again. The signal order is
+the spec, and so is the refusal to stamp client_credentials: the M2M credential
+shape is shared by DCR-registered interactive servers whose authorization
+endpoint lives only in discovery, so ambiguous rows are left unstamped for a
+human to assert rather than being permanently mislabeled M2M.
+"""
+
+import base64
+import json
+from types import SimpleNamespace
+from unittest.mock import AsyncMock, MagicMock
+
+import pytest
+
+from litellm.proxy._experimental.mcp_server.oauth2_flow_backfill import (
+    backfill_null_oauth2_flows,
+    classify_null_flow_row,
+)
+
+
+def test_classify_per_user_tokens_beat_m2m_shape():
+    """The DCR trap row: creds + token_url, no authorization_url, but a user has
+    signed in. Tokens are definitive; the M2M shape must not win."""
+    flow, rule = classify_null_flow_row(
+        has_per_user_tokens=True,
+        authorization_url=None,
+        registration_url=None,
+        token_url="https://idp.example.com/token",
+        credentials={"client_id": "cid", "client_secret": "csecret"},
+    )
+    assert flow == "authorization_code"
+    assert rule == "per_user_tokens"
+
+
+def test_classify_authorization_url_beats_m2m_shape():
+    flow, rule = classify_null_flow_row(
+        has_per_user_tokens=False,
+        authorization_url="https://idp.example.com/authorize",
+        registration_url=None,
+        token_url="https://idp.example.com/token",
+        credentials={"client_id": "cid", "client_secret": "csecret"},
+    )
+    assert flow == "authorization_code"
+    assert rule == "authorization_url"
+
+
+def test_classify_registration_url_beats_m2m_shape():
+    """A registration endpoint means DCR, and DCR exists to mint interactive
+    clients; an abandoned-DCR row (no sign-in yet) must not be stamped M2M."""
+    flow, rule = classify_null_flow_row(
+        has_per_user_tokens=False,
+        authorization_url=None,
+        registration_url="https://idp.example.com/register",
+        token_url="https://idp.example.com/token",
+        credentials={"client_id": "cid", "client_secret": "csecret"},
+    )
+    assert flow == "authorization_code"
+    assert rule == "registration_url"
+
+
+def test_classify_m2m_shape_is_ambiguous_and_unstamped():
+    """The M2M shape alone must never stamp client_credentials: a DCR-registered
+    interactive server that nobody signed into yet has the identical shape, and a
+    wrong M2M stamp would permanently route its per-user traffic through the
+    proxy's stored client credential."""
+    flow, rule = classify_null_flow_row(
+        has_per_user_tokens=False,
+        authorization_url=None,
+        registration_url=None,
+        token_url="https://idp.example.com/token",
+        credentials={"client_id": "cid", "client_secret": "csecret"},
+    )
+    assert flow is None
+    assert rule == "ambiguous_m2m_shape"
+
+
+def test_classify_partial_credentials_default_interactive():
+    """token_url without a full credential pair is not the M2M shape."""
+    flow, rule = classify_null_flow_row(
+        has_per_user_tokens=False,
+        authorization_url=None,
+        registration_url=None,
+        token_url="https://idp.example.com/token",
+        credentials={"client_id": "cid"},
+    )
+    assert flow == "authorization_code"
+    assert rule == "interactive_default"
+
+
+def test_classify_bare_row_default_interactive():
+    flow, rule = classify_null_flow_row(
+        has_per_user_tokens=False,
+        authorization_url=None,
+        registration_url=None,
+        token_url=None,
+        credentials=None,
+    )
+    assert flow == "authorization_code"
+    assert rule == "interactive_default"
+
+
+def _row(server_id, *, authorization_url=None, registration_url=None, token_url=None, credentials=None):
+    return SimpleNamespace(
+        server_id=server_id,
+        authorization_url=authorization_url,
+        registration_url=registration_url,
+        token_url=token_url,
+        credentials=credentials,
+    )
+
+
+def _oauth_token_row(server_id):
+    payload = json.dumps({"type": "oauth2", "access_token": "tok", "connected_at": "2026-07-01T00:00:00Z"})
+    return SimpleNamespace(
+        server_id=server_id,
+        user_id="u1",
+        credential_b64=base64.urlsafe_b64encode(payload.encode()).decode(),
+    )
+
+
+def _byok_key_row(server_id):
+    return SimpleNamespace(
+        server_id=server_id,
+        user_id="u1",
+        credential_b64=base64.urlsafe_b64encode(b"sk-user-supplied-upstream-key").decode(),
+    )
+
+
+def _mock_prisma(null_rows, token_rows):
+    mock_prisma = MagicMock()
+    mock_prisma.db.litellm_mcpservertable.find_many = AsyncMock(return_value=null_rows)
+    mock_prisma.db.litellm_mcpservertable.update_many = AsyncMock(return_value=MagicMock())
+    mock_prisma.db.litellm_mcpusercredentials.find_many = AsyncMock(return_value=token_rows)
+    return mock_prisma
+
+
+@pytest.mark.asyncio
+async def test_backfill_only_targets_null_flow_oauth2_rows():
+    """The where clause is the guard that explicit and non-oauth2 rows are never touched."""
+    mock_prisma = _mock_prisma([], [])
+
+    counts = await backfill_null_oauth2_flows(mock_prisma)
+
+    assert counts == {}
+    mock_prisma.db.litellm_mcpservertable.find_many.assert_awaited_once_with(
+        where={"auth_type": "oauth2", "oauth2_flow": None},
+    )
+    mock_prisma.db.litellm_mcpusercredentials.find_many.assert_not_awaited()
+    mock_prisma.db.litellm_mcpservertable.update_many.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_backfill_stamps_rows_and_reports_rule_counts():
+    dcr_trap_row = _row(
+        "signed_in_dcr",
+        token_url="https://idp.example.com/token",
+        credentials={"client_id": "cid", "client_secret": "csecret"},
+    )
+    m2m_row = _row(
+        "legacy_m2m",
+        token_url="https://idp.example.com/token",
+        credentials={"client_id": "cid", "client_secret": "csecret"},
+    )
+    interactive_row = _row("legacy_interactive", authorization_url="https://idp.example.com/authorize")
+
+    mock_prisma = _mock_prisma(
+        [dcr_trap_row, m2m_row, interactive_row],
+        [_oauth_token_row("signed_in_dcr")],
+    )
+
+    counts = await backfill_null_oauth2_flows(mock_prisma)
+
+    assert counts == {"per_user_tokens": 1, "ambiguous_m2m_shape": 1, "authorization_url": 1}
+
+    mock_prisma.db.litellm_mcpservertable.update_many.assert_awaited_once()
+    call = mock_prisma.db.litellm_mcpservertable.update_many.await_args
+    assert sorted(call.kwargs["where"]["server_id"]["in"]) == ["legacy_interactive", "signed_in_dcr"]
+    assert "oauth2_flow" in call.kwargs["where"] and call.kwargs["where"]["oauth2_flow"] is None
+    assert call.kwargs["data"] == {"oauth2_flow": "authorization_code", "updated_by": "oauth2_flow_backfill"}
+
+
+@pytest.mark.asyncio
+async def test_backfill_handles_json_string_credentials():
+    """JSON-string credential blobs must decode: the M2M shape is recognized (and
+    therefore deliberately left unstamped) rather than misread as credential-less."""
+    m2m_row = _row(
+        "json_creds_m2m",
+        token_url="https://idp.example.com/token",
+        credentials='{"client_id": "cid", "client_secret": "csecret"}',
+    )
+    mock_prisma = _mock_prisma([m2m_row], [])
+
+    counts = await backfill_null_oauth2_flows(mock_prisma)
+
+    assert counts == {"ambiguous_m2m_shape": 1}
+    mock_prisma.db.litellm_mcpservertable.update_many.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_backfill_treats_undecodable_credentials_as_absent():
+    row = _row(
+        "corrupt_creds",
+        token_url="https://idp.example.com/token",
+        credentials="not-json",
+    )
+    mock_prisma = _mock_prisma([row], [])
+
+    counts = await backfill_null_oauth2_flows(mock_prisma)
+
+    assert counts == {"interactive_default": 1}
+
+
+@pytest.mark.asyncio
+async def test_backfill_byok_key_rows_are_not_sign_in_proof():
+    """BYOK API keys live in the same table as per-user OAuth tokens; a bare key row
+    must not satisfy the per_user_tokens rule, or a BYOK-flavored M2M-shaped server
+    would be permanently stamped authorization_code. Only rows whose payload decodes
+    as a type oauth2 token count."""
+    byok_shaped_row = _row(
+        "byok_m2m_shape",
+        token_url="https://idp.example.com/token",
+        credentials={"client_id": "cid", "client_secret": "csecret"},
+    )
+    mock_prisma = _mock_prisma([byok_shaped_row], [_byok_key_row("byok_m2m_shape")])
+
+    counts = await backfill_null_oauth2_flows(mock_prisma)
+
+    assert counts == {"ambiguous_m2m_shape": 1}
+    mock_prisma.db.litellm_mcpservertable.update_many.assert_not_awaited()

From 40048814ee126b5554a6c1ab6e4c399733af4477 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Mon, 6 Jul 2026 18:42:55 -0700
Subject: [PATCH 051/370] docs(github): note greptile runs automatically and
 require commit hashes in proof of fix (#32303)

---
 .github/pull_request_template.md | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
index 1051459ed44..bd9fc2285d1 100644
--- a/.github/pull_request_template.md
+++ b/.github/pull_request_template.md
@@ -13,7 +13,7 @@
 - [ ] I have added meaningful tests
 - [ ] My PR passes all CI/CD checks (e.g., lint, format, unit tests)
 - [ ] My PR's scope is as isolated as possible; it only solves 1 specific problem
-- [ ] I have requested a Greptile review by commenting `@greptileai` and received a **Confidence Score of at least 4/5** before requesting a maintainer review
+- [ ] I have received a Greptile **Confidence Score of at least 4/5** before requesting a maintainer review (Greptile reviews automatically once the PR is opened; only comment `@greptileai` to re-request a review after pushing changes)
 
 ## Delays in PR merge?
 
@@ -24,6 +24,7 @@ If you're seeing a delay in your PR being merged, ping the LiteLLM Team on [Slac
 <!-- Include screenshots, screen recordings, or command (e.g., curl) + output demonstrating that your changes work as expected
      The proof must be completely e2e with no mocks, using, for example, actual LLM calls costing real $. `pytest` commands are not enough
      For bug fixes: show reproduction before the fix and passing behavior after
+     Include the commit hash each proof was captured at, for both the before and the after runs
      For new features: show the feature working end-to-end
      For UI changes: include before/after screenshots -->
 

From a1873d89cce385848bc326df81c113de4fc2a69d Mon Sep 17 00:00:00 2001
From: mubashir1osmani <mubashir.osmani777@gmail.com>
Date: Mon, 6 Jul 2026 19:11:27 -0700
Subject: [PATCH 052/370] test(e2e): add management suite covering
 key/team/user/org lifecycle and route permissions (#32300)

* test(e2e): add management suite covering key/team/user/org lifecycle and route permissions

* test(e2e): decouple the enforcement-flip assertion from upstream health

Polling for a 200 on the newly-allowed model required it to be a routable,
healthy upstream, which is not the contract under test; poll until the
key_model_access_denied 403 lifts instead, excluding 401 so a revoked key
cannot read as success. Also document that the delete test's deferred teardown
firing on an already-deleted key is deliberate: cleanup must survive the test
failing before the in-body delete, and the repeat delete is a warn-free no-op
(the proxy answers 404 No keys found)

* test(e2e): inline the management suite's model and tpm literals

* test(e2e): drop the models_mgmt suite line from the folder list

* test(e2e): write the tpm limit as a plain integer literal
---
 tests/e2e/CLAUDE.md                         |   2 +-
 tests/e2e/management/conftest.py            |  17 ++
 tests/e2e/management/management_client.py   | 222 +++++++++++++++
 tests/e2e/management/test_management_e2e.py | 286 ++++++++++++++++++++
 tests/e2e/models.py                         | 127 +++++++++
 5 files changed, 653 insertions(+), 1 deletion(-)
 create mode 100644 tests/e2e/management/conftest.py
 create mode 100644 tests/e2e/management/management_client.py
 create mode 100644 tests/e2e/management/test_management_e2e.py

diff --git a/tests/e2e/CLAUDE.md b/tests/e2e/CLAUDE.md
index ae2bf3ce754..20ab0212854 100644
--- a/tests/e2e/CLAUDE.md
+++ b/tests/e2e/CLAUDE.md
@@ -13,7 +13,7 @@ Each subdirectory under `tests/e2e/` is one suite, scoped to an endpoint family
 - `realtime/` - realtime websocket sessions, including the pipecat audio path
 - `budgets/` - budget definition, enforcement, and reset windows (key, team, tag, soft, multi-window)
 - `spend_tracking/` - spend logging and cost attribution on `/spend/*`
-- `models_mgmt/` - model-management routes (add/update, tpm persistence)
+- `management/` - key/team/user/organization management routes: create/update/delete persistence via the info routes, team membership, and llm-only-key route denials
 - `logging/` - logging-integration delivery (datadog and friends)
 - `security/` - secret handling and log-leak protection
 - `router/` - routing and reliability behavior (rate limits, fallbacks, cooldowns)
diff --git a/tests/e2e/management/conftest.py b/tests/e2e/management/conftest.py
new file mode 100644
index 00000000000..1a1a740cc0d
--- /dev/null
+++ b/tests/e2e/management/conftest.py
@@ -0,0 +1,17 @@
+"""Management suite client fixture; lifecycle/skip/marker live in the parent conftest."""
+
+import pytest
+
+from management_client import ManagementClient, build_client
+
+
+def pytest_configure(config: pytest.Config) -> None:
+    config.addinivalue_line(
+        "markers",
+        "covers: registry cell a test covers, e.g. mgmt.key.generate.persists",
+    )
+
+
+@pytest.fixture(scope="session")
+def client() -> ManagementClient:
+    return build_client()
diff --git a/tests/e2e/management/management_client.py b/tests/e2e/management/management_client.py
new file mode 100644
index 00000000000..5520b44993d
--- /dev/null
+++ b/tests/e2e/management/management_client.py
@@ -0,0 +1,222 @@
+"""Client for the management-routes e2e suite: the shared Gateway plus the
+key/team/user/organization writes, the info/list read-backs the tests assert,
+and the raw-status calls judged by HTTP outcome (chat under a scoped key, an
+llm-only key hitting a management route).
+"""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+
+from e2e_gateway import Gateway, build_gateway
+from e2e_http import NoBody, ProbeResult, StreamingResponse, unwrap
+from models import (
+    ChatBody,
+    ChatMessage,
+    KeyDeleteBody,
+    KeyGenerateBody,
+    KeyListParams,
+    KeyListResponse,
+    KeyUpdateBody,
+    OrgDeleteBody,
+    OrgInfoParams,
+    OrgInfoResponse,
+    OrgNewBody,
+    OrgNewResponse,
+    TeamData,
+    TeamDeleteBody,
+    TeamInfoParams,
+    TeamInfoResponse,
+    TeamMemberAddBody,
+    TeamMemberDeleteBody,
+    TeamMemberEntry,
+    TeamNewBody,
+    TeamNewResponse,
+    UserDeleteBody,
+    UserInfoParams,
+    UserInfoResponse,
+    UserListParams,
+    UserListResponse,
+    UserNewBody,
+    UserNewResponse,
+)
+
+MODEL_ACCESS_DENIED_MARKER = "key_model_access_denied"
+ROUTE_NOT_ALLOWED_MARKER = "not allowed to call this route"
+
+
+@dataclass(frozen=True, slots=True)
+class ManagementClient:
+    gateway: Gateway
+
+    def llm_only_key(self) -> str:
+        return self.gateway.generate_key(KeyGenerateBody(models=[], allowed_routes=["llm_api_routes"]))
+
+    def update_key_models(self, key: str, models: list[str]) -> None:
+        _ = unwrap(
+            self.gateway.transport.post(
+                "/key/update",
+                headers=self.gateway.transport.master,
+                json=KeyUpdateBody(key=key, models=models),
+                response_type=NoBody,
+            )
+        )
+
+    def delete_key_strict(self, key: str) -> None:
+        """Strict delete for the act phase of a test: a failed delete is a hard
+        failure, unlike the warn-only Gateway.delete_key used at teardown."""
+        _ = unwrap(
+            self.gateway.transport.post(
+                "/key/delete",
+                headers=self.gateway.transport.master,
+                json=KeyDeleteBody(keys=[key]),
+                response_type=NoBody,
+            )
+        )
+
+    def key_alias_count(self, key_alias: str) -> int:
+        return unwrap(
+            self.gateway.transport.get(
+                "/key/list",
+                headers=self.gateway.transport.master,
+                params=KeyListParams(key_alias=key_alias),
+                response_type=KeyListResponse,
+            )
+        ).total_count
+
+    def create_team(self, body: TeamNewBody) -> str:
+        return unwrap(
+            self.gateway.transport.post(
+                "/team/new",
+                headers=self.gateway.transport.master,
+                json=body,
+                response_type=TeamNewResponse,
+            )
+        ).team_id
+
+    def delete_team(self, team_id: str) -> None:
+        _ = self.gateway.transport.post(
+            "/team/delete",
+            headers=self.gateway.transport.master,
+            json=TeamDeleteBody(team_ids=[team_id]),
+            response_type=NoBody,
+        )
+
+    def team_info(self, team_id: str) -> TeamData:
+        return unwrap(
+            self.gateway.transport.get(
+                "/team/info",
+                headers=self.gateway.transport.master,
+                params=TeamInfoParams(team_id=team_id),
+                response_type=TeamInfoResponse,
+            )
+        ).team_info
+
+    def team_info_status(self, team_id: str) -> ProbeResult:
+        return self.gateway.transport.probe("/team/info", params=TeamInfoParams(team_id=team_id))
+
+    def add_team_member(self, team_id: str, user_id: str) -> None:
+        _ = unwrap(
+            self.gateway.transport.post(
+                "/team/member_add",
+                headers=self.gateway.transport.master,
+                json=TeamMemberAddBody(team_id=team_id, member=TeamMemberEntry(role="user", user_id=user_id)),
+                response_type=NoBody,
+            )
+        )
+
+    def delete_team_member(self, team_id: str, user_id: str) -> None:
+        _ = unwrap(
+            self.gateway.transport.post(
+                "/team/member_delete",
+                headers=self.gateway.transport.master,
+                json=TeamMemberDeleteBody(team_id=team_id, user_id=user_id),
+                response_type=NoBody,
+            )
+        )
+
+    def create_user(self, body: UserNewBody) -> str:
+        return unwrap(
+            self.gateway.transport.post(
+                "/user/new",
+                headers=self.gateway.transport.master,
+                json=body,
+                response_type=UserNewResponse,
+            )
+        ).user_id
+
+    def delete_user(self, user_id: str) -> None:
+        _ = self.gateway.transport.post(
+            "/user/delete",
+            headers=self.gateway.transport.master,
+            json=UserDeleteBody(user_ids=[user_id]),
+            response_type=NoBody,
+        )
+
+    def user_info(self, user_id: str) -> UserInfoResponse:
+        return unwrap(
+            self.gateway.transport.get(
+                "/user/info",
+                headers=self.gateway.transport.master,
+                params=UserInfoParams(user_id=user_id),
+                response_type=UserInfoResponse,
+            )
+        )
+
+    def user_count(self, user_id: str) -> int:
+        return unwrap(
+            self.gateway.transport.get(
+                "/user/list",
+                headers=self.gateway.transport.master,
+                params=UserListParams(user_ids=user_id),
+                response_type=UserListResponse,
+            )
+        ).total
+
+    def create_org(self, body: OrgNewBody) -> str:
+        return unwrap(
+            self.gateway.transport.post(
+                "/organization/new",
+                headers=self.gateway.transport.master,
+                json=body,
+                response_type=OrgNewResponse,
+            )
+        ).organization_id
+
+    def delete_org(self, organization_id: str) -> None:
+        _ = self.gateway.transport.delete(
+            "/organization/delete",
+            headers=self.gateway.transport.master,
+            json=OrgDeleteBody(organization_ids=[organization_id]),
+            response_type=NoBody,
+        )
+
+    def org_info(self, organization_id: str) -> OrgInfoResponse:
+        return unwrap(
+            self.gateway.transport.get(
+                "/organization/info",
+                headers=self.gateway.transport.master,
+                params=OrgInfoParams(organization_id=organization_id),
+                response_type=OrgInfoResponse,
+            )
+        )
+
+    def chat_status(self, key: str, model: str, content: str) -> StreamingResponse:
+        return self.gateway.transport.send(
+            "/chat/completions",
+            headers=self.gateway.transport.bearer(key),
+            json=ChatBody(model=model, messages=[ChatMessage(role="user", content=content)], max_tokens=16),
+        )
+
+    def key_generate_status(self, key: str, body: KeyGenerateBody) -> StreamingResponse:
+        return self.gateway.transport.send("/key/generate", headers=self.gateway.transport.bearer(key), json=body)
+
+    def team_new_status(self, key: str, body: TeamNewBody) -> StreamingResponse:
+        return self.gateway.transport.send("/team/new", headers=self.gateway.transport.bearer(key), json=body)
+
+    def user_new_status(self, key: str, body: UserNewBody) -> StreamingResponse:
+        return self.gateway.transport.send("/user/new", headers=self.gateway.transport.bearer(key), json=body)
+
+
+def build_client() -> ManagementClient:
+    return ManagementClient(gateway=build_gateway())
diff --git a/tests/e2e/management/test_management_e2e.py b/tests/e2e/management/test_management_e2e.py
new file mode 100644
index 00000000000..3beb039b8bd
--- /dev/null
+++ b/tests/e2e/management/test_management_e2e.py
@@ -0,0 +1,286 @@
+"""Live e2e: the key/team/user/organization management routes' lifecycle contract.
+
+Each test creates its resources under unique names (deleted on teardown) and
+asserts both halves of the contract: the recorded state (the info route reflects
+the write) and the enforced behavior (the data plane serves or refuses traffic
+accordingly). Key writes reach the data plane when its auth cache entry expires,
+so the traffic-facing read-backs poll to a deadline instead of asserting once.
+"""
+
+from __future__ import annotations
+
+import time
+from collections.abc import Callable
+
+import pytest
+
+from e2e_config import unique_marker
+from e2e_http import StreamingResponse
+from lifecycle import ResourceManager
+from management_client import (
+    MODEL_ACCESS_DENIED_MARKER,
+    ROUTE_NOT_ALLOWED_MARKER,
+    ManagementClient,
+)
+from models import KeyGenerateBody, OrgNewBody, TeamNewBody, UserNewBody
+
+pytestmark = pytest.mark.e2e
+
+def _poll[T](client: ManagementClient, attempt: Callable[[], T | None], failure: str) -> T:
+    deadline = time.monotonic() + client.gateway.poll_timeout
+    while time.monotonic() < deadline:
+        found = attempt()
+        if found is not None:
+            return found
+        time.sleep(client.gateway.poll_interval)
+    pytest.fail(failure)
+
+
+def _generate_key(client: ManagementClient, resources: ResourceManager, body: KeyGenerateBody) -> str:
+    key = client.gateway.generate_key(body)
+    resources.defer(lambda: client.gateway.delete_key(key))
+    return key
+
+
+def _create_team(client: ManagementClient, resources: ResourceManager, alias: str, models: list[str]) -> str:
+    team_id = client.create_team(TeamNewBody(team_alias=alias, models=models))
+    resources.defer(lambda: client.delete_team(team_id))
+    return team_id
+
+
+def _create_user(client: ManagementClient, resources: ResourceManager, body: UserNewBody) -> str:
+    user_id = client.create_user(body)
+    resources.defer(lambda: client.delete_user(user_id))
+    return user_id
+
+
+def _is_model_denial(outcome: StreamingResponse) -> bool:
+    return outcome.status_code == 403 and MODEL_ACCESS_DENIED_MARKER in outcome.body
+
+
+def _assert_model_denied(outcome: StreamingResponse, model: str) -> None:
+    assert outcome.status_code == 403, (
+        f"chat on {model!r} outside the key's model list must be denied 403, got "
+        f"{outcome.status_code}: {outcome.body[:300]}"
+    )
+    assert MODEL_ACCESS_DENIED_MARKER in outcome.body, (
+        f"403 body must be a model-access denial, got: {outcome.body[:300]}"
+    )
+
+
+def _poll_chat_ok(client: ManagementClient, key: str, model: str) -> None:
+    def attempt() -> bool | None:
+        outcome = client.chat_status(key, model, f"reply with one word {unique_marker()}")
+        return True if outcome.ok else None
+
+    _ = _poll(client, attempt, f"chat on {model} never succeeded for the key before the deadline")
+
+
+def _poll_chat_denied(client: ManagementClient, key: str, model: str) -> None:
+    def attempt() -> bool | None:
+        return True if _is_model_denial(client.chat_status(key, model, f"say hi {unique_marker()}")) else None
+
+    _ = _poll(
+        client,
+        attempt,
+        f"chat on {model} was never denied with {MODEL_ACCESS_DENIED_MARKER} before the deadline",
+    )
+
+
+def _poll_model_access_granted(client: ManagementClient, key: str, model: str) -> None:
+    """The key's model-access check stopped denying `model`: any outcome other than
+    the key_model_access_denied 403 (a 200, or an upstream error) proves the flip.
+    Requiring a 200 would couple the assertion to `model` being a healthy routable
+    upstream, which is not the enforcement contract under test."""
+
+    def attempt() -> bool | None:
+        outcome = client.chat_status(key, model, f"say hi {unique_marker()}")
+        if _is_model_denial(outcome) or outcome.status_code == 401:
+            return None
+        return True
+
+    _ = _poll(client, attempt, f"model-access denial on {model} never lifted before the deadline")
+
+
+class TestKeyRoutes:
+    @pytest.mark.covers("mgmt.key.generate.persists")
+    def test_generate_persists_to_key_info_and_scopes_chat(
+        self, client: ManagementClient, resources: ResourceManager
+    ) -> None:
+        alias = f"e2e-mgmt-key-{unique_marker()}"
+        key = _generate_key(
+            client,
+            resources,
+            KeyGenerateBody(models=["gemini-2.5-flash"], key_alias=alias, tpm_limit=424242),
+        )
+
+        info = client.gateway.key_info(key)
+        assert info.key_alias == alias, f"/key/info reports key_alias {info.key_alias!r}, configured {alias!r}"
+        assert info.models == ["gemini-2.5-flash"], (
+            f"/key/info reports models {info.models}, configured ['gemini-2.5-flash']"
+        )
+        assert info.tpm_limit == 424242, (
+            f"/key/info reports tpm_limit {info.tpm_limit}, configured 424242"
+        )
+
+        _poll_chat_ok(client, key, "gemini-2.5-flash")
+        _assert_model_denied(
+            client.chat_status(key, "gpt-5.5", f"say hi {unique_marker()}"), "gpt-5.5"
+        )
+
+    @pytest.mark.covers("mgmt.key.update.persists")
+    def test_update_models_persists_and_flips_enforcement(
+        self, client: ManagementClient, resources: ResourceManager
+    ) -> None:
+        key = _generate_key(client, resources, KeyGenerateBody(models=["gemini-2.5-flash"]))
+        _poll_chat_ok(client, key, "gemini-2.5-flash")
+        _assert_model_denied(
+            client.chat_status(key, "gpt-5.5", f"say hi {unique_marker()}"), "gpt-5.5"
+        )
+
+        client.update_key_models(key, ["gpt-5.5"])
+
+        info = client.gateway.key_info(key)
+        assert info.models == ["gpt-5.5"], (
+            f"/key/info reports models {info.models} after /key/update to ['gpt-5.5']"
+        )
+
+        _poll_model_access_granted(client, key, "gpt-5.5")
+        _poll_chat_denied(client, key, "gemini-2.5-flash")
+
+    @pytest.mark.covers("mgmt.key.delete.persists")
+    def test_delete_revokes_the_key_on_chat(self, client: ManagementClient, resources: ResourceManager) -> None:
+        """The teardown's deferred delete fires again on the already-deleted key by
+        design: the deferred cleanup must survive this test failing before the
+        in-body delete, and a repeat /key/delete is a cheap no-op the warn-only
+        teardown absorbs."""
+        key = _generate_key(client, resources, KeyGenerateBody(models=["gemini-2.5-flash"]))
+        _poll_chat_ok(client, key, "gemini-2.5-flash")
+
+        client.delete_key_strict(key)
+
+        def rejected() -> bool | None:
+            outcome = client.chat_status(key, "gemini-2.5-flash", f"say hi {unique_marker()}")
+            return True if outcome.status_code == 401 else None
+
+        _ = _poll(client, rejected, "deleted key was still accepted on chat (never rejected 401) at the deadline")
+
+
+class TestTeamRoutes:
+    @pytest.mark.covers("management.team.new.persists")
+    def test_new_persists_to_team_info_and_binds_keys(
+        self, client: ManagementClient, resources: ResourceManager
+    ) -> None:
+        alias = f"e2e-mgmt-team-{unique_marker()}"
+        team_id = _create_team(client, resources, alias, ["gemini-2.5-flash"])
+
+        info = client.team_info(team_id)
+        assert info.team_alias == alias, f"/team/info reports team_alias {info.team_alias!r}, configured {alias!r}"
+        assert info.models == ["gemini-2.5-flash"], (
+            f"/team/info reports models {info.models}, configured ['gemini-2.5-flash']"
+        )
+
+        key = _generate_key(client, resources, KeyGenerateBody(team_id=team_id))
+        key_info = client.gateway.key_info(key)
+        assert key_info.team_id == team_id, (
+            f"key generated under team {team_id} carries team_id {key_info.team_id!r} in /key/info"
+        )
+
+    @pytest.mark.covers("mgmt.team.member_add.persists")
+    def test_member_add_and_delete_persist_to_team_info(
+        self, client: ManagementClient, resources: ResourceManager
+    ) -> None:
+        user_id = _create_user(
+            client,
+            resources,
+            UserNewBody(user_email=f"e2e-mgmt-{unique_marker()}@example.com", user_role="internal_user"),
+        )
+        team_id = _create_team(client, resources, f"e2e-mgmt-team-{unique_marker()}", ["gemini-2.5-flash"])
+
+        client.add_team_member(team_id, user_id)
+        member = next(
+            (entry for entry in client.team_info(team_id).members_with_roles if entry.user_id == user_id), None
+        )
+        assert member is not None, f"/team/info does not list {user_id} after /team/member_add"
+        assert member.role == "user", f"member {user_id} added with role 'user' but /team/info reports {member.role!r}"
+
+        client.delete_team_member(team_id, user_id)
+        remaining = client.team_info(team_id).members_with_roles
+        assert all(entry.user_id != user_id for entry in remaining), (
+            f"/team/info still lists {user_id} after /team/member_delete"
+        )
+
+
+class TestUserRoutes:
+    @pytest.mark.covers("mgmt.user.new.persists")
+    def test_new_persists_to_user_info(self, client: ManagementClient, resources: ResourceManager) -> None:
+        email = f"e2e-mgmt-{unique_marker()}@example.com"
+        user_id = _create_user(client, resources, UserNewBody(user_email=email, user_role="internal_user"))
+
+        info = client.user_info(user_id).user_info
+        assert info.user_email == email, f"/user/info reports user_email {info.user_email!r}, configured {email!r}"
+        assert info.user_role == "internal_user", (
+            f"/user/info reports user_role {info.user_role!r}, configured 'internal_user'"
+        )
+
+
+class TestOrganizationRoutes:
+    @pytest.mark.covers("mgmt.organization.new.persists")
+    def test_new_persists_to_organization_info(
+        self, client: ManagementClient, resources: ResourceManager
+    ) -> None:
+        alias = f"e2e-mgmt-org-{unique_marker()}"
+        org_id = client.create_org(OrgNewBody(organization_alias=alias, models=["gemini-2.5-flash"]))
+        resources.defer(lambda: client.delete_org(org_id))
+
+        info = client.org_info(org_id)
+        assert info.organization_alias == alias, (
+            f"/organization/info reports alias {info.organization_alias!r}, configured {alias!r}"
+        )
+        assert info.models == ["gemini-2.5-flash"], (
+            f"/organization/info reports models {info.models}, configured ['gemini-2.5-flash']"
+        )
+
+
+def _assert_route_forbidden(route: str, outcome: StreamingResponse) -> None:
+    assert outcome.status_code == 403, (
+        f"llm-only key POSTing {route} must be denied exactly 403, got {outcome.status_code}: {outcome.body[:300]}"
+    )
+    assert ROUTE_NOT_ALLOWED_MARKER in outcome.body, (
+        f"{route} denial body must be a route-permission denial, got: {outcome.body[:300]}"
+    )
+
+
+class TestManagementRoutePermissions:
+    @pytest.mark.covers("mgmt.key.generate.member_forbidden")
+    def test_llm_only_key_forbidden_from_management_writes(
+        self, client: ManagementClient, resources: ResourceManager
+    ) -> None:
+        key = client.llm_only_key()
+        resources.defer(lambda: client.gateway.delete_key(key))
+        marker = unique_marker()
+        alias = f"e2e-mgmt-forbidden-key-{marker}"
+        team_id = f"e2e-mgmt-forbidden-team-{marker}"
+        user_id = f"e2e-mgmt-forbidden-user-{marker}"
+
+        _assert_route_forbidden(
+            "/key/generate", client.key_generate_status(key, KeyGenerateBody(models=[], key_alias=alias))
+        )
+        _assert_route_forbidden(
+            "/team/new", client.team_new_status(key, TeamNewBody(team_alias=team_id, team_id=team_id))
+        )
+        _assert_route_forbidden(
+            "/user/new",
+            client.user_new_status(
+                key,
+                UserNewBody(user_email=f"{user_id}@example.com", user_role="internal_user", user_id=user_id),
+            ),
+        )
+
+        assert client.key_alias_count(alias) == 0, f"key {alias} was created despite the 403 route denial"
+        team_probe = client.team_info_status(team_id)
+        assert team_probe.status_code == 404, (
+            f"team {team_id} was created despite the 403 route denial: "
+            f"/team/info returned {team_probe.status_code}: {team_probe.body[:300]}"
+        )
+        assert client.user_count(user_id) == 0, f"user {user_id} was created despite the 403 route denial"
diff --git a/tests/e2e/models.py b/tests/e2e/models.py
index e5d9d27e114..0490db286ea 100644
--- a/tests/e2e/models.py
+++ b/tests/e2e/models.py
@@ -61,6 +61,10 @@ class LiteLLMBudgetTable(BaseModel):
 
 
 class KeyInfo(BaseModel):
+    key_alias: str | None = None
+    models: list[str] = []
+    tpm_limit: int | None = None
+    team_id: str | None = None
     spend: float | None = None
     max_budget: float | None = None
     budget_reset_at: str | None = None
@@ -408,3 +412,126 @@ class ModelNewResponse(BaseModel):
 
 class ModelDeleteBody(BaseModel):
     id: str
+
+
+# ---------- key / team / user / organization management ----------
+
+
+class KeyUpdateBody(BaseModel):
+    key: str
+    models: list[str]
+
+
+class KeyListParams(BaseModel):
+    key_alias: str
+
+
+class KeyListResponse(BaseModel):
+    total_count: int
+
+
+class TeamMemberEntry(BaseModel):
+    role: Literal["admin", "user"]
+    user_id: str
+
+
+class TeamNewBody(BaseModel):
+    team_alias: str
+    models: list[str] = []
+    team_id: str | None = None
+
+
+class TeamNewResponse(BaseModel):
+    team_id: str
+
+
+class TeamInfoParams(BaseModel):
+    team_id: str
+
+
+class TeamData(BaseModel):
+    team_alias: str | None = None
+    models: list[str] = []
+    members_with_roles: list[TeamMemberEntry] = []
+
+
+class TeamInfoResponse(BaseModel):
+    team_id: str
+    team_info: TeamData
+
+
+class TeamMemberAddBody(BaseModel):
+    team_id: str
+    member: TeamMemberEntry
+
+
+class TeamMemberDeleteBody(BaseModel):
+    team_id: str
+    user_id: str
+
+
+class TeamDeleteBody(BaseModel):
+    team_ids: list[str]
+
+
+UserRole = Literal["proxy_admin", "proxy_admin_viewer", "internal_user", "internal_user_viewer"]
+
+
+class UserNewBody(BaseModel):
+    user_email: str
+    user_role: UserRole
+    user_id: str | None = None
+
+
+class UserNewResponse(BaseModel):
+    user_id: str
+
+
+class UserInfoParams(BaseModel):
+    user_id: str
+
+
+class UserData(BaseModel):
+    user_id: str | None = None
+    user_email: str | None = None
+    user_role: str | None = None
+
+
+class UserInfoResponse(BaseModel):
+    user_id: str
+    user_info: UserData
+
+
+class UserDeleteBody(BaseModel):
+    user_ids: list[str]
+
+
+class UserListParams(BaseModel):
+    user_ids: str
+
+
+class UserListResponse(BaseModel):
+    total: int
+
+
+class OrgNewBody(BaseModel):
+    organization_alias: str
+    models: list[str] = []
+
+
+class OrgNewResponse(BaseModel):
+    organization_id: str
+
+
+class OrgInfoParams(BaseModel):
+    organization_id: str
+
+
+class OrgInfoResponse(BaseModel):
+    organization_id: str
+    organization_alias: str | None = None
+    models: list[str] = []
+
+
+class OrgDeleteBody(BaseModel):
+    organization_ids: list[str]

From 8449ecee6ad3a5da3a974fa3d1eaf42503816867 Mon Sep 17 00:00:00 2001
From: yucheng-berri <yucheng@berri.ai>
Date: Mon, 6 Jul 2026 19:30:31 -0700
Subject: [PATCH 053/370] fix(streaming): stamp completion_start_time on first
 chunk for /v1/messages and /v1/responses (#32284)

Streaming pass-through for native Anthropic /v1/messages and the /v1/responses
streaming iterator never set logging_obj.completion_start_time, so
_success_handler_helper_fn fell back to completion_start_time = end_time.
Downstream TTFT consumers (Prometheus, OTEL, Langfuse, Admin UI, spend logs
completionStartTime) then reported time-to-first-token equal to total request
duration.

Stamp completion_start_time on the first chunk in PassThroughStreamingHandler.
chunk_processor and BaseResponsesAPIStreamingIterator._process_chunk, mirroring
CustomStreamWrapper for /chat/completions.

Resolves LIT-4185

Co-authored-by: yucheng <yucheng@yuchengs-MBP.localdomain>
---
 .../streaming_handler.py                      |   7 +
 litellm/responses/streaming_iterator.py       |   3 +
 ...t_base_responses_api_streaming_iterator.py |  11 ++
 .../test_responses_hooks.py                   |   5 +
 ...x_ai_anthropic_streaming_cost_injection.py |   4 +
 .../test_streaming_handler_interrupt.py       | 120 +++++++++++++++++
 .../responses/test_streaming_iterator.py      | 124 ++++++++++++++++++
 7 files changed, 274 insertions(+)
 create mode 100644 tests/test_litellm/responses/test_streaming_iterator.py

diff --git a/litellm/proxy/pass_through_endpoints/streaming_handler.py b/litellm/proxy/pass_through_endpoints/streaming_handler.py
index af61281243d..4dc1e0e70dd 100644
--- a/litellm/proxy/pass_through_endpoints/streaming_handler.py
+++ b/litellm/proxy/pass_through_endpoints/streaming_handler.py
@@ -25,6 +25,11 @@
 
 
 class PassThroughStreamingHandler:
+    @staticmethod
+    def _stamp_first_chunk_if_needed(litellm_logging_obj: LiteLLMLoggingObj) -> None:
+        if litellm_logging_obj.completion_start_time is None:
+            litellm_logging_obj._update_completion_start_time(completion_start_time=datetime.now())
+
     @staticmethod
     async def chunk_processor(
         response: httpx.Response,
@@ -58,6 +63,7 @@ async def chunk_processor(
                 # Hot path: just buffer for end-of-stream logging and forward.
                 async for chunk in response.aiter_bytes():
                     raw_bytes.append(chunk)
+                    PassThroughStreamingHandler._stamp_first_chunk_if_needed(litellm_logging_obj)
                     yield chunk
             else:
                 # ``cost_injection_active`` already requires ``model_name`` to
@@ -67,6 +73,7 @@ async def chunk_processor(
                 resolved_model_name: str = model_name
                 async for chunk in response.aiter_bytes():
                     raw_bytes.append(chunk)
+                    PassThroughStreamingHandler._stamp_first_chunk_if_needed(litellm_logging_obj)
                     if endpoint_type == EndpointType.VERTEX_AI:
                         if "streamRawPredict" in url_route or "rawPredict" in url_route:
                             modified_chunk = ProxyBaseLLMRequestProcessing._process_chunk_with_cost_injection(
diff --git a/litellm/responses/streaming_iterator.py b/litellm/responses/streaming_iterator.py
index 6df544dee3e..890b3b636ba 100644
--- a/litellm/responses/streaming_iterator.py
+++ b/litellm/responses/streaming_iterator.py
@@ -128,6 +128,9 @@ def _process_chunk(self, chunk) -> Optional[Any]:
             self.finished = True
             return None
 
+        if self.logging_obj.completion_start_time is None:
+            self.logging_obj._update_completion_start_time(completion_start_time=datetime.now())
+
         try:
             # Parse the JSON chunk
             parsed_chunk = json.loads(chunk)
diff --git a/tests/llm_responses_api_testing/test_base_responses_api_streaming_iterator.py b/tests/llm_responses_api_testing/test_base_responses_api_streaming_iterator.py
index 37fcc602d37..2acced4c679 100644
--- a/tests/llm_responses_api_testing/test_base_responses_api_streaming_iterator.py
+++ b/tests/llm_responses_api_testing/test_base_responses_api_streaming_iterator.py
@@ -67,6 +67,7 @@ async def mock_aiter_bytes():
 
         mock_logging_obj = Mock(spec=LiteLLMLoggingObj)
         mock_logging_obj.model_call_details = {"litellm_params": {}}
+        mock_logging_obj.completion_start_time = None
         mock_config = Mock(spec=BaseResponsesAPIConfig)
 
         mock_responses_api_response = Mock(spec=ResponsesAPIResponse)
@@ -107,6 +108,7 @@ def test_process_chunk_with_response_completed_event(self):
         mock_response.headers = {}
         mock_logging_obj = Mock(spec=LiteLLMLoggingObj)
         mock_logging_obj.model_call_details = {"litellm_params": {}}
+        mock_logging_obj.completion_start_time = None
         mock_config = Mock(spec=BaseResponsesAPIConfig)
 
         # Create a mock ResponsesAPIResponse for the completed event
@@ -179,6 +181,7 @@ def test_process_chunk_with_delta_event_no_id_update(self):
         mock_response.headers = {}
         mock_logging_obj = Mock(spec=LiteLLMLoggingObj)
         mock_logging_obj.model_call_details = {"litellm_params": {}}
+        mock_logging_obj.completion_start_time = None
         mock_config = Mock(spec=BaseResponsesAPIConfig)
 
         # Create a mock OutputTextDeltaEvent (not a completed event)
@@ -239,6 +242,7 @@ def test_process_chunk_handles_invalid_json(self):
         mock_response.headers = {}
         mock_logging_obj = Mock(spec=LiteLLMLoggingObj)
         mock_logging_obj.model_call_details = {"litellm_params": {}}
+        mock_logging_obj.completion_start_time = None
         mock_config = Mock(spec=BaseResponsesAPIConfig)
 
         # Create the iterator instance
@@ -265,6 +269,7 @@ def test_process_chunk_handles_done_marker(self):
         mock_response.headers = {}
         mock_logging_obj = Mock(spec=LiteLLMLoggingObj)
         mock_logging_obj.model_call_details = {"litellm_params": {}}
+        mock_logging_obj.completion_start_time = None
         mock_config = Mock(spec=BaseResponsesAPIConfig)
 
         # Create the iterator instance
@@ -291,6 +296,7 @@ def test_process_chunk_handles_empty_chunk(self):
         mock_response.headers = {}
         mock_logging_obj = Mock(spec=LiteLLMLoggingObj)
         mock_logging_obj.model_call_details = {"litellm_params": {}}
+        mock_logging_obj.completion_start_time = None
         mock_config = Mock(spec=BaseResponsesAPIConfig)
 
         # Create the iterator instance
@@ -329,6 +335,7 @@ def test_handle_logging_completed_response_with_unpickleable_objects(self):
         mock_response.aiter_bytes = Mock()
         mock_logging_obj = Mock(spec=LiteLLMLoggingObj)
         mock_logging_obj.model_call_details = {"litellm_params": {}}
+        mock_logging_obj.completion_start_time = None
         mock_logging_obj.async_success_handler = Mock()
         mock_logging_obj.success_handler = Mock()
         mock_config = Mock(spec=BaseResponsesAPIConfig)
@@ -397,6 +404,7 @@ async def mock_aiter_bytes():
 
         mock_logging_obj = Mock(spec=LiteLLMLoggingObj)
         mock_logging_obj.model_call_details = {"litellm_params": {}}
+        mock_logging_obj.completion_start_time = None
         mock_logging_obj.async_failure_handler = Mock()
         mock_logging_obj.failure_handler = Mock()
 
@@ -457,6 +465,7 @@ def mock_iter_bytes():
 
         mock_logging_obj = Mock(spec=LiteLLMLoggingObj)
         mock_logging_obj.model_call_details = {"litellm_params": {}}
+        mock_logging_obj.completion_start_time = None
         mock_logging_obj.async_failure_handler = Mock()
         mock_logging_obj.failure_handler = Mock()
 
@@ -505,6 +514,7 @@ def test_process_chunk_response_failed_calls_failure_handler(self):
         mock_response.aiter_bytes = Mock()
         mock_logging_obj = Mock(spec=LiteLLMLoggingObj)
         mock_logging_obj.model_call_details = {"litellm_params": {}}
+        mock_logging_obj.completion_start_time = None
         mock_logging_obj.async_failure_handler = Mock()
         mock_logging_obj.failure_handler = Mock()
         mock_logging_obj.async_success_handler = Mock()
@@ -587,6 +597,7 @@ def test_process_chunk_response_incomplete_calls_success_handler(self):
         mock_response.aiter_bytes = Mock()
         mock_logging_obj = Mock(spec=LiteLLMLoggingObj)
         mock_logging_obj.model_call_details = {"litellm_params": {}}
+        mock_logging_obj.completion_start_time = None
         mock_logging_obj.async_failure_handler = Mock()
         mock_logging_obj.failure_handler = Mock()
         mock_logging_obj.async_success_handler = Mock()
diff --git a/tests/llm_responses_api_testing/test_responses_hooks.py b/tests/llm_responses_api_testing/test_responses_hooks.py
index 3799a0b9121..3cc5e3984e2 100644
--- a/tests/llm_responses_api_testing/test_responses_hooks.py
+++ b/tests/llm_responses_api_testing/test_responses_hooks.py
@@ -34,6 +34,7 @@ def __init__(self):
         self.last_success_kwargs = None
         self.last_async_success_kwargs = None
         self.start_time = datetime.now()
+        self.completion_start_time = None
         self.model_call_details = {"litellm_params": {}}
 
     # Signature alignment with Logging handlers
@@ -51,6 +52,10 @@ def failure_handler(self, *args, **kwargs):
     async def async_failure_handler(self, *args, **kwargs):
         self.async_failure_calls += 1
 
+    def _update_completion_start_time(self, completion_start_time):
+        self.completion_start_time = completion_start_time
+        self.model_call_details["completion_start_time"] = completion_start_time
+
 
 def _make_completed_response(response_id: str = "resp_test") -> ResponseCompletedEvent:
     return ResponseCompletedEvent(
diff --git a/tests/pass_through_unit_tests/test_vertex_ai_anthropic_streaming_cost_injection.py b/tests/pass_through_unit_tests/test_vertex_ai_anthropic_streaming_cost_injection.py
index b42f1fe6f0a..ac754aefaea 100644
--- a/tests/pass_through_unit_tests/test_vertex_ai_anthropic_streaming_cost_injection.py
+++ b/tests/pass_through_unit_tests/test_vertex_ai_anthropic_streaming_cost_injection.py
@@ -57,6 +57,7 @@ async def mock_aiter_bytes():
         # Setup logging object with model info
         litellm_logging_obj = MagicMock(spec=LiteLLMLoggingObj)
         litellm_logging_obj.model_call_details = {"model": "claude-sonnet-4@20250514"}
+        litellm_logging_obj.completion_start_time = None
         litellm_logging_obj.async_success_handler = AsyncMock()
 
         request_body = {"model": "claude-sonnet-4@20250514"}
@@ -135,6 +136,7 @@ async def mock_aiter_bytes():
 
         litellm_logging_obj = MagicMock(spec=LiteLLMLoggingObj)
         litellm_logging_obj.model_call_details = {"model": "claude-sonnet-4@20250514"}
+        litellm_logging_obj.completion_start_time = None
         litellm_logging_obj.async_success_handler = AsyncMock()
 
         request_body = {"model": "claude-sonnet-4@20250514"}
@@ -196,6 +198,7 @@ async def mock_aiter_bytes():
 
         litellm_logging_obj = MagicMock(spec=LiteLLMLoggingObj)
         litellm_logging_obj.model_call_details = {"model": "claude-sonnet-4@20250514"}
+        litellm_logging_obj.completion_start_time = None
         litellm_logging_obj.async_success_handler = AsyncMock()
 
         request_body = {"model": "claude-sonnet-4@20250514"}
@@ -250,6 +253,7 @@ async def mock_aiter_bytes():
 
         litellm_logging_obj = MagicMock(spec=LiteLLMLoggingObj)
         litellm_logging_obj.model_call_details = {}
+        litellm_logging_obj.completion_start_time = None
         litellm_logging_obj.async_success_handler = AsyncMock()
 
         # Test model extraction from request body
diff --git a/tests/test_litellm/proxy/pass_through_endpoints/test_streaming_handler_interrupt.py b/tests/test_litellm/proxy/pass_through_endpoints/test_streaming_handler_interrupt.py
index 80702e605e7..163a0cbff3c 100644
--- a/tests/test_litellm/proxy/pass_through_endpoints/test_streaming_handler_interrupt.py
+++ b/tests/test_litellm/proxy/pass_through_endpoints/test_streaming_handler_interrupt.py
@@ -241,6 +241,126 @@ def _capture(async_coroutine):
     assert asyncio.iscoroutine(enqueued[0])
 
 
+def _logging_obj_with_write_once_cst():
+    """Build a MagicMock that mirrors the real Logging behavior: _update_completion_start_time
+    latches self.completion_start_time so the write-once guard actually latches."""
+    obj = MagicMock()
+    obj.completion_start_time = None
+
+    def _update(*, completion_start_time):
+        obj.completion_start_time = completion_start_time
+
+    obj._update_completion_start_time.side_effect = _update
+    return obj
+
+
+@pytest.mark.asyncio
+async def test_chunk_processor_stamps_completion_start_time_on_first_chunk():
+    """Regression: LIT-4185 — streaming pass-through must stamp completion_start_time on
+    the first upstream chunk. Otherwise _success_handler_helper_fn falls back to
+    completion_start_time = end_time, and Prometheus/OTEL/SpendLogs TTFT reads as
+    total request duration (0 speedup)."""
+    chunks = [b"chunk-1", b"chunk-2", b"chunk-3"]
+    response = _make_streaming_response(chunks)
+
+    mock_logging_obj = _logging_obj_with_write_once_cst()
+    mock_passthrough_handler = MagicMock()
+
+    with patch.object(
+        PassThroughStreamingHandler,
+        "_route_streaming_logging_to_handler",
+        new=AsyncMock(),
+    ):
+        received = []
+        async for chunk in PassThroughStreamingHandler.chunk_processor(
+            response=response,
+            request_body={"model": "claude-haiku-4-5"},
+            litellm_logging_obj=mock_logging_obj,
+            endpoint_type=EndpointType.ANTHROPIC,
+            start_time=datetime.now(),
+            passthrough_success_handler_obj=mock_passthrough_handler,
+            url_route="/v1/messages",
+        ):
+            received.append(chunk)
+
+        await asyncio.sleep(0)
+
+    assert received == chunks
+    mock_logging_obj._update_completion_start_time.assert_called_once()
+    stamped = mock_logging_obj._update_completion_start_time.call_args.kwargs["completion_start_time"]
+    assert isinstance(stamped, datetime)
+
+
+@pytest.mark.asyncio
+async def test_chunk_processor_does_not_reset_completion_start_time_on_later_chunks():
+    """The stamp must be write-once: reading it on chunk 2/3 must not overwrite a real TTFT
+    from chunk 1 (which would collapse TTFT to time-to-last-chunk)."""
+    chunks = [b"chunk-1", b"chunk-2", b"chunk-3"]
+    response = _make_streaming_response(chunks)
+
+    real_first = datetime(2020, 1, 1, 0, 0, 0)
+    mock_logging_obj = MagicMock()
+    # Simulate first-chunk stamp having already landed (e.g. under contention or a
+    # prior wrapper that already set it): later chunks must be no-ops.
+    mock_logging_obj.completion_start_time = real_first
+    mock_passthrough_handler = MagicMock()
+
+    with patch.object(
+        PassThroughStreamingHandler,
+        "_route_streaming_logging_to_handler",
+        new=AsyncMock(),
+    ):
+        async for _ in PassThroughStreamingHandler.chunk_processor(
+            response=response,
+            request_body={"model": "claude-haiku-4-5"},
+            litellm_logging_obj=mock_logging_obj,
+            endpoint_type=EndpointType.ANTHROPIC,
+            start_time=datetime.now(),
+            passthrough_success_handler_obj=mock_passthrough_handler,
+            url_route="/v1/messages",
+        ):
+            pass
+
+    mock_logging_obj._update_completion_start_time.assert_not_called()
+    assert mock_logging_obj.completion_start_time == real_first
+
+
+@pytest.mark.asyncio
+async def test_chunk_processor_stamps_completion_start_time_on_cost_injection_path():
+    """The cost-injection branch runs alongside a hot path; both must stamp TTFT."""
+    import litellm as litellm_mod
+
+    chunks = [b"event: message_start\ndata: {}\n\n"]
+    response = _make_streaming_response(chunks)
+
+    mock_logging_obj = _logging_obj_with_write_once_cst()
+    mock_logging_obj.model_call_details = {"model": "claude-haiku-4-5"}
+    mock_passthrough_handler = MagicMock()
+
+    original = getattr(litellm_mod, "include_cost_in_streaming_usage", False)
+    litellm_mod.include_cost_in_streaming_usage = True
+    try:
+        with patch.object(
+            PassThroughStreamingHandler,
+            "_route_streaming_logging_to_handler",
+            new=AsyncMock(),
+        ):
+            async for _ in PassThroughStreamingHandler.chunk_processor(
+                response=response,
+                request_body={"model": "claude-haiku-4-5"},
+                litellm_logging_obj=mock_logging_obj,
+                endpoint_type=EndpointType.ANTHROPIC,
+                start_time=datetime.now(),
+                passthrough_success_handler_obj=mock_passthrough_handler,
+                url_route="/v1/messages",
+            ):
+                pass
+    finally:
+        litellm_mod.include_cost_in_streaming_usage = original
+
+    mock_logging_obj._update_completion_start_time.assert_called_once()
+
+
 def test_convert_raw_bytes_survives_truncated_multibyte_sequence():
     """A stream cut mid-multibyte-sequence (client disconnect) must still decode
     via errors="replace" so the usage events already received are logged, instead
diff --git a/tests/test_litellm/responses/test_streaming_iterator.py b/tests/test_litellm/responses/test_streaming_iterator.py
new file mode 100644
index 00000000000..3e4b07fce18
--- /dev/null
+++ b/tests/test_litellm/responses/test_streaming_iterator.py
@@ -0,0 +1,124 @@
+"""Regression tests for LIT-4185 — /v1/responses streaming must stamp
+completion_start_time on the first chunk so downstream TTFT consumers
+(Prometheus, OTEL, SpendLogs completionStartTime) do not fall back to
+completion_start_time = end_time."""
+
+import json
+from datetime import datetime
+from unittest.mock import Mock
+
+import pytest
+
+from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
+from litellm.llms.base_llm.responses.transformation import BaseResponsesAPIConfig
+from litellm.responses.streaming_iterator import ResponsesAPIStreamingIterator
+from litellm.types.llms.openai import (
+    ResponseCompletedEvent,
+    ResponsesAPIResponse,
+    ResponsesAPIStreamEvents,
+)
+
+
+def _sse_event(payload: dict) -> bytes:
+    return f"data: {json.dumps(payload)}\n\n".encode("utf-8")
+
+
+def _make_iterator(
+    *,
+    sse_events: list[bytes],
+    logging_obj: LiteLLMLoggingObj,
+) -> ResponsesAPIStreamingIterator:
+    async def aiter_bytes():
+        for evt in sse_events:
+            yield evt
+
+    mock_response = Mock()
+    mock_response.headers = {}
+    mock_response.aiter_bytes = aiter_bytes
+
+    mock_config = Mock(spec=BaseResponsesAPIConfig)
+    mock_responses_api_response = Mock(spec=ResponsesAPIResponse)
+    mock_responses_api_response.id = "resp_ttft"
+
+    def _transform(model, parsed_chunk, logging_obj):
+        evt_type = parsed_chunk.get("type")
+        if evt_type == "response.completed":
+            completed = Mock(spec=ResponseCompletedEvent)
+            completed.type = ResponsesAPIStreamEvents.RESPONSE_COMPLETED
+            completed.response = mock_responses_api_response
+            return completed
+        stub = Mock()
+        stub.type = evt_type
+        return stub
+
+    mock_config.transform_streaming_response.side_effect = _transform
+
+    return ResponsesAPIStreamingIterator(
+        response=mock_response,
+        model="gpt-4o-mini",
+        responses_api_provider_config=mock_config,
+        logging_obj=logging_obj,
+        litellm_metadata={},
+        custom_llm_provider="openai",
+    )
+
+
+@pytest.mark.asyncio
+async def test_responses_streaming_stamps_completion_start_time_on_first_chunk():
+    """Without the fix, `logging_obj.completion_start_time` stays None across the
+    entire stream and _success_handler_helper_fn falls back to end_time — collapsing
+    the reported TTFT to full generation time."""
+    logging_obj = Mock(spec=LiteLLMLoggingObj)
+    logging_obj.completion_start_time = None
+    logging_obj.model_call_details = {"litellm_params": {}}
+    stamped: list[datetime] = []
+
+    def _update(*, completion_start_time):
+        stamped.append(completion_start_time)
+        logging_obj.completion_start_time = completion_start_time
+        logging_obj.model_call_details["completion_start_time"] = completion_start_time
+
+    logging_obj._update_completion_start_time.side_effect = _update
+
+    iterator = _make_iterator(
+        sse_events=[
+            _sse_event({"type": "response.created"}),
+            _sse_event({"type": "response.output_text.delta", "delta": "hi"}),
+            _sse_event({"type": "response.completed"}),
+        ],
+        logging_obj=logging_obj,
+    )
+
+    async for _ in iterator:
+        pass
+
+    assert len(stamped) == 1, (
+        f"Expected exactly one first-chunk stamp; got {len(stamped)}. "
+        "Later chunks must not re-stamp completion_start_time."
+    )
+    assert isinstance(stamped[0], datetime)
+
+
+@pytest.mark.asyncio
+async def test_responses_streaming_does_not_reset_prior_completion_start_time():
+    """If `completion_start_time` is already set (e.g. by an outer wrapper), the
+    iterator must not overwrite it — otherwise TTFT would collapse to
+    time-to-last-chunk under contention."""
+    prior = datetime(2020, 1, 1, 0, 0, 0)
+    logging_obj = Mock(spec=LiteLLMLoggingObj)
+    logging_obj.completion_start_time = prior
+    logging_obj.model_call_details = {"litellm_params": {}}
+
+    iterator = _make_iterator(
+        sse_events=[
+            _sse_event({"type": "response.created"}),
+            _sse_event({"type": "response.completed"}),
+        ],
+        logging_obj=logging_obj,
+    )
+
+    async for _ in iterator:
+        pass
+
+    logging_obj._update_completion_start_time.assert_not_called()
+    assert logging_obj.completion_start_time == prior

From 5e739944416dcbb6a195a925be196d98984e7a88 Mon Sep 17 00:00:00 2001
From: tin-berri <tin@berri.ai>
Date: Mon, 6 Jul 2026 20:00:17 -0700
Subject: [PATCH 054/370] fix(mcp_semantic_filter): keep tool names whole in
 filter response header (#32282)

The x-litellm-semantic-filter-tools response header was sliced mid-name at
MAX_MCP_SEMANTIC_FILTER_TOOLS_HEADER_LENGTH with a trailing "...", so the
admin UI test panel rendered the last selected tool name chopped. Truncate
the CSV at a tool name boundary instead so the header only ever carries
complete names, and note in the test panel how many selected tools did not
fit in the header
---
 .../proxy/hooks/mcp_semantic_filter/hook.py   | 23 +++++--
 .../mcp_server/test_semantic_tool_filter.py   | 61 +++++++++++++++++++
 .../MCPSemanticFilterTestPanel.test.tsx       | 12 ++++
 .../MCPSemanticFilterTestPanel.tsx            |  5 ++
 4 files changed, 96 insertions(+), 5 deletions(-)

diff --git a/litellm/proxy/hooks/mcp_semantic_filter/hook.py b/litellm/proxy/hooks/mcp_semantic_filter/hook.py
index 92b74848188..a374d9ce18f 100644
--- a/litellm/proxy/hooks/mcp_semantic_filter/hook.py
+++ b/litellm/proxy/hooks/mcp_semantic_filter/hook.py
@@ -24,6 +24,18 @@
     from litellm.router import Router
 
 
+def _truncate_csv_at_tool_name_boundary(tool_names_csv: str, max_length: int) -> str:
+    """Cap a CSV of tool names to max_length, dropping any name that does not fit whole."""
+    if len(tool_names_csv) <= max_length:
+        return tool_names_csv
+
+    head = tool_names_csv[: max_length + 1]
+    if "," not in head:
+        return ""
+
+    return head.rsplit(",", 1)[0]
+
+
 class SemanticToolFilterHook(CustomLogger):
     """
     Pre-call hook that filters MCP tools semantically.
@@ -327,11 +339,12 @@ async def async_post_call_response_headers_hook(
 
         # Add CSV of filtered tool names (nginx-safe length)
         tool_names_csv = metadata.get("litellm_semantic_filter_tools", "")
-        if tool_names_csv:
-            if len(tool_names_csv) > MAX_MCP_SEMANTIC_FILTER_TOOLS_HEADER_LENGTH:
-                tool_names_csv = tool_names_csv[: MAX_MCP_SEMANTIC_FILTER_TOOLS_HEADER_LENGTH - 3] + "..."
-
-            headers["x-litellm-semantic-filter-tools"] = tool_names_csv
+        header_safe_csv = _truncate_csv_at_tool_name_boundary(
+            tool_names_csv=tool_names_csv,
+            max_length=MAX_MCP_SEMANTIC_FILTER_TOOLS_HEADER_LENGTH,
+        )
+        if header_safe_csv:
+            headers["x-litellm-semantic-filter-tools"] = header_safe_csv
 
         return headers
 
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_semantic_tool_filter.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_semantic_tool_filter.py
index cebc265a148..39e630cb1e0 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_semantic_tool_filter.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_semantic_tool_filter.py
@@ -1050,3 +1050,64 @@ def test_does_not_collide_with_local_function_on_unprefixed_canonical(self):
         )
 
         assert matched == []
+
+
+@pytest.mark.asyncio
+async def test_semantic_filter_headers_hook_emits_only_complete_tool_names():
+    """
+    Regression test for LIT-4215.
+
+    The x-litellm-semantic-filter-tools header used to be sliced mid-name at
+    MAX_MCP_SEMANTIC_FILTER_TOOLS_HEADER_LENGTH with a "..." suffix, so the UI
+    rendered a chopped tool name as the last entry. The header must only ever
+    contain complete tool names, in their original order, within the cap.
+    """
+    from litellm.constants import MAX_MCP_SEMANTIC_FILTER_TOOLS_HEADER_LENGTH
+    from litellm.proxy._experimental.mcp_server.semantic_tool_filter import (
+        SemanticMCPToolFilter,
+    )
+    from litellm.proxy.hooks.mcp_semantic_filter import SemanticToolFilterHook
+
+    filter_instance = SemanticMCPToolFilter(
+        embedding_model="text-embedding-3-small",
+        litellm_router_instance=Mock(),
+        top_k=10,
+        similarity_threshold=0.3,
+        enabled=True,
+    )
+    hook = SemanticToolFilterHook(filter_instance)
+
+    tool_names = [f"metrics_mcp-very_long_tool_name_for_header_{i:02d}" for i in range(8)]
+    data = {
+        "metadata": {
+            "litellm_semantic_filter_stats": "40->8",
+            "litellm_semantic_filter_tools": ",".join(tool_names),
+        }
+    }
+
+    headers = await hook.async_post_call_response_headers_hook(
+        data=data,
+        user_api_key_dict=Mock(),
+        response=None,
+    )
+
+    assert headers is not None
+    assert headers["x-litellm-semantic-filter"] == "40->8"
+
+    tools_header = headers["x-litellm-semantic-filter-tools"]
+    assert len(tools_header) <= MAX_MCP_SEMANTIC_FILTER_TOOLS_HEADER_LENGTH
+    emitted_names = tools_header.split(",")
+    assert emitted_names == tool_names[: len(emitted_names)]
+    assert 0 < len(emitted_names) < len(tool_names)
+
+
+def test_truncate_csv_at_tool_name_boundary_edges():
+    from litellm.proxy.hooks.mcp_semantic_filter.hook import (
+        _truncate_csv_at_tool_name_boundary,
+    )
+
+    assert _truncate_csv_at_tool_name_boundary(tool_names_csv="a,b,c", max_length=150) == "a,b,c"
+    assert _truncate_csv_at_tool_name_boundary(tool_names_csv="abc,def", max_length=3) == "abc"
+    assert _truncate_csv_at_tool_name_boundary(tool_names_csv="ab,cd,ef", max_length=5) == "ab,cd"
+    assert _truncate_csv_at_tool_name_boundary(tool_names_csv="ab,cd,ef", max_length=4) == "ab"
+    assert _truncate_csv_at_tool_name_boundary(tool_names_csv="single_name_longer_than_cap", max_length=10) == ""
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.test.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.test.tsx
index 1302ac48376..af620ea3793 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.test.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.test.tsx
@@ -103,6 +103,18 @@ describe("MCPSemanticFilterTestPanel", () => {
     expect(screen.getByText("wiki-fetch")).toBeInTheDocument();
     expect(screen.getByText("github-search")).toBeInTheDocument();
     expect(screen.getByText("slack-post")).toBeInTheDocument();
+    expect(screen.queryByText(/more selected tools not shown/i)).not.toBeInTheDocument();
+  });
+
+  it("should note how many selected tools are missing when the header list is incomplete", () => {
+    const testResult: TestResult = {
+      totalTools: 40,
+      selectedTools: 8,
+      tools: ["metrics_mcp-node_query_by_id", "metrics_mcp-latency_query_api", "inventory_mcp-site_lookup"],
+    };
+    render(<MCPSemanticFilterTestPanel {...buildProps({ testResult })} />);
+
+    expect(screen.getByText("+5 more selected tools not shown")).toBeInTheDocument();
   });
 
   it("should not render the results section when testResult is null", () => {
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.tsx
index d8dc675361a..550eabf1f58 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.tsx
@@ -103,6 +103,11 @@ export default function MCPSemanticFilterTestPanel({
                           </li>
                         ))}
                       </ul>
+                      {testResult.selectedTools > testResult.tools.length && (
+                        <Typography.Text type="secondary" style={{ display: "block", marginTop: 8 }}>
+                          +{testResult.selectedTools - testResult.tools.length} more selected tools not shown
+                        </Typography.Text>
+                      )}
                     </div>
                   </div>
                 )}

From 9076c3334760d4c4d6be4b2555c874e9d49c2733 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Mon, 6 Jul 2026 20:33:57 -0700
Subject: [PATCH 055/370] fix(batches): price anthropic passthrough message
 batches correctly in batch cost job (#32307)

* fix(batches): price anthropic passthrough message batches correctly in batch cost job

Anthropic message batches created via the /anthropic passthrough were never
cost tracked. The CheckBatchCost job fetched batch results from the Files API
(POST /v1/files/msgbatch_.../content), which Anthropic rejects with "File id
must have file_ prefix"; the error response was silently wrapped as file
content, parsed as zero successful rows, logged as a $0 aretrieve_batch spend
row, and the job was marked batch_processed=true so the $0 was permanent.

Route msgbatch_ file ids to GET /v1/messages/batches/{id}/results in the
anthropic files transformation, raise on HTTP error status in
retrieve_file_content instead of returning the error body as content, parse
Anthropic's results JSONL shape (result.type == "succeeded",
result.message.usage with cache creation/read tokens) in batch_utils, price
cache creation tokens at cache_creation_input_token_cost in the batch cost
fallback (50% batch discount preserved for base input, cache reads, cache
writes, and output), and leave the managed object row unprocessed when cost
tracking fails so a later poll retries instead of permanently recording $0.

* fix(batches): carry cache token details into aggregated anthropic batch usage
---
 basedpyright-code-budget.json                 |   2 +-
 .../proxy/common_utils/check_batch_cost.py    | 381 ++++++++++--------
 litellm/batches/batch_utils.py                |  70 +++-
 litellm/cost_calculator.py                    |  12 +-
 .../llms/anthropic/files/transformation.py    |   3 +
 litellm/llms/custom_httpx/llm_http_handler.py |  14 +
 .../proxy_unit_tests/test_check_batch_cost.py |  66 +++
 .../test_litellm/batches/test_batch_utils.py  | 189 +++++++++
 .../test_anthropic_files_transformation.py    |  25 ++
 .../custom_httpx/test_llm_http_handler.py     |  60 +++
 tests/test_litellm/test_cost_calculator.py    |  57 +++
 11 files changed, 687 insertions(+), 192 deletions(-)

diff --git a/basedpyright-code-budget.json b/basedpyright-code-budget.json
index 7e3f6a20281..cb3427bed4d 100644
--- a/basedpyright-code-budget.json
+++ b/basedpyright-code-budget.json
@@ -99,7 +99,7 @@
     "limit": 0
   },
   "reportUnknownArgumentType": {
-    "limit": 45895
+    "limit": 45894
   },
   "reportUnknownLambdaType": {
     "limit": 113
diff --git a/enterprise/litellm_enterprise/proxy/common_utils/check_batch_cost.py b/enterprise/litellm_enterprise/proxy/common_utils/check_batch_cost.py
index 831a23ff3cd..b9ac98f515c 100644
--- a/enterprise/litellm_enterprise/proxy/common_utils/check_batch_cost.py
+++ b/enterprise/litellm_enterprise/proxy/common_utils/check_batch_cost.py
@@ -17,6 +17,7 @@
     from litellm.proxy._types import LiteLLM_ManagedObjectTable
     from litellm.proxy.utils import PrismaClient, ProxyLogging
     from litellm.router import Router
+    from litellm.types.utils import LiteLLMBatch
 
 
 CHECK_BATCH_COST_USER_AGENT = "LiteLLM Proxy/CheckBatchCost"
@@ -277,13 +278,20 @@ def _get_input_file_id(job: "LiteLLM_ManagedObjectTable") -> Optional[str]:
         except Exception:
             return None
 
-    async def check_batch_cost(self):
+    async def _track_completed_batch_cost(
+        self,
+        job: "LiteLLM_ManagedObjectTable",
+        response: "LiteLLMBatch",
+        model_id: str,
+        batch_id: str,
+        prom_logger: Optional["PrometheusLogger"],
+    ) -> Optional[Tuple[Optional[str], Optional[str]]]:
         """
-        Check if the batch JOB has been tracked.
-        - get all status="validating" and file_purpose="batch" jobs
-        - check if batch is now complete
-        - if not, return False
-        - if so, return True
+        Fetch a completed batch's results, compute cost/usage, and emit the
+        aretrieve_batch spend log. Returns (model_name, llm_provider) on
+        success, None when the job can't be routed to a deployment. Raises on
+        results-fetch or cost-computation failures so the caller can leave the
+        job unprocessed and retry it on a later poll.
         """
         from litellm.batches.batch_utils import (
             _get_file_content_as_dictionary,
@@ -296,6 +304,184 @@ async def check_batch_cost(self):
             _is_base64_encoded_unified_file_id,
         )
 
+        verbose_proxy_logger.info(
+            f"Batch ID: {batch_id} is complete, tracking cost and usage"
+        )
+
+        # aretrieve_batch is called with the raw provider batch ID, so response.id
+        # is the raw provider value (e.g. "batch_20260223-0518.234"). We need the
+        # unified base64 ID in the S3 log so downstream consumers can correlate it
+        # back to the batch they submitted via the proxy.
+        #
+        # CheckBatchCost builds its own LiteLLMLogging object (logging_obj below) and
+        # calls async_success_handler(result=response) directly. That handler calls
+        # _build_standard_logging_payload(response, ...) which reads response.id at
+        # that point — so setting response.id here is sufficient.
+        #
+        # The HTTP endpoint does this substitution via the managed files hook
+        # (async_post_call_success_hook). CheckBatchCost bypasses that hook entirely,
+        # so we do it explicitly here.
+        response.id = job.unified_object_id
+
+        # This background job runs as default_user_id, so going through the HTTP endpoint
+        # would trigger check_managed_file_id_access and get 403. Instead, extract the raw
+        # provider file ID and call afile_content directly with deployment credentials.
+        raw_output_file_id = response.output_file_id
+        decoded = _is_base64_encoded_unified_file_id(raw_output_file_id)
+        if decoded:
+            try:
+                raw_output_file_id = decoded.split("llm_output_file_id,")[1].split(";")[0]
+            except (IndexError, AttributeError):
+                pass
+
+        credentials = self.llm_router.get_deployment_credentials_with_provider(model_id) or {}
+        _file_content = await afile_content(
+            file_id=raw_output_file_id,
+            **credentials,
+        )
+
+        # Access content - handle both direct attribute and method call
+        if hasattr(_file_content, 'content'):
+            content_bytes = _file_content.content  # type: ignore[union-attr]
+        elif hasattr(_file_content, 'read'):
+            content_bytes = await _file_content.read()  # type: ignore[misc]
+        else:
+            content_bytes = _file_content  # type: ignore[assignment]
+
+        file_content_as_dict = _get_file_content_as_dictionary(
+            content_bytes  # type: ignore[arg-type]
+        )
+
+        # Record output file size
+        if prom_logger and content_bytes:
+            try:
+                prom_logger.record_managed_file_size(
+                    size_bytes=len(content_bytes),  # type: ignore
+                    purpose="batch",
+                    file_type="output",
+                    model=model_id,
+                )
+            except Exception:
+                pass
+
+        deployment_info = self.llm_router.get_deployment(model_id=model_id)
+        if deployment_info is None:
+            verbose_proxy_logger.info(
+                f"Skipping job {job.unified_object_id} because it is not a valid deployment info"
+            )
+            self._record_error(prom_logger, "deployment_not_found")
+            return None
+        custom_llm_provider = deployment_info.litellm_params.custom_llm_provider
+        litellm_model_name = deployment_info.litellm_params.model
+
+        model_name, llm_provider, _, _ = get_llm_provider(
+            model=litellm_model_name,
+            custom_llm_provider=custom_llm_provider,
+        )
+
+        # CheckBatchCost bypasses async_post_call_success_hook, so convert raw
+        # output/error file IDs to managed base64 IDs before the DB write here.
+        managed_files_hook = self.proxy_logging_obj.get_proxy_hook("managed_files")
+        if managed_files_hook is not None:
+            from litellm.proxy._types import UserAPIKeyAuth
+            _minimal_auth = UserAPIKeyAuth(
+                user_id=job.created_by or "default-user-id",
+                team_id=getattr(job, "team_id", None),
+            )
+            for _file_attr in ["output_file_id", "error_file_id"]:
+                _raw_file_id = getattr(response, _file_attr, None)
+                if _raw_file_id and not _is_base64_encoded_unified_file_id(_raw_file_id):
+                    try:
+                        _unified_file_id = managed_files_hook.get_unified_output_file_id(
+                            output_file_id=_raw_file_id,
+                            model_id=model_id,
+                            model_name=str(model_name) if model_name else deployment_info.model_name or None,
+                        )
+                        await managed_files_hook.store_unified_file_id(
+                            file_id=_unified_file_id,
+                            file_object=None,
+                            litellm_parent_otel_span=None,
+                            model_mappings={model_id: _raw_file_id},
+                            user_api_key_dict=_minimal_auth,
+                        )
+                        setattr(response, _file_attr, _unified_file_id)
+                        verbose_proxy_logger.info(
+                            f"CheckBatchCost: converted {_file_attr} "
+                            f"{_raw_file_id!r} -> managed ID for batch {batch_id}"
+                        )
+                    except Exception as _e:
+                        verbose_proxy_logger.warning(
+                            f"CheckBatchCost: failed to create managed file ID for "
+                            f"{_file_attr}={_raw_file_id!r}: {_e}"
+                        )
+
+        # Pass deployment model_info so custom batch pricing
+        # (input_cost_per_token_batches etc.) is used for cost calc
+        deployment_model_info = deployment_info.model_info.model_dump() if deployment_info.model_info else {}
+        batch_cost, batch_usage, batch_models = (
+            await calculate_batch_cost_and_usage(
+                file_content_dictionary=file_content_as_dict,
+                custom_llm_provider=llm_provider,  # type: ignore
+                model_name=model_name,
+                model_info=deployment_model_info,  # type: ignore[arg-type]
+            )
+        )
+        logging_obj = LiteLLMLogging(
+            model=batch_models[0],
+            messages=[{"role": "user", "content": "<retrieve_batch>"}],
+            stream=False,
+            call_type="aretrieve_batch",
+            start_time=datetime.now(),
+            litellm_call_id=str(uuid.uuid4()),
+            function_id=str(uuid.uuid4()),
+        )
+
+        creator_user_id = job.created_by
+        user_info = await self._get_user_info(batch_id, job.created_by)
+
+        logging_obj.update_environment_variables(
+            litellm_params={
+                # set the user-agent header so that S3 callback consumers can easily identify CheckBatchCost callbacks
+                "proxy_server_request": {
+                    "headers": {
+                        "user-agent": CHECK_BATCH_COST_USER_AGENT,
+                    }
+                },
+                "metadata": {
+                    "user_api_key_user_id": creator_user_id,
+                    **user_info,
+                },
+            },
+            optional_params={},
+        )
+
+        await logging_obj.async_success_handler(
+            result=response,
+            batch_cost=batch_cost,
+            batch_usage=batch_usage,
+            batch_models=batch_models,
+        )
+
+        # Record batch duration (completed_at - created_at)
+        if prom_logger and response.completed_at and response.created_at:
+            duration_seconds = float(response.completed_at - response.created_at)
+            if duration_seconds >= 0:
+                prom_logger.record_managed_batch_duration(
+                    duration_seconds=duration_seconds,
+                    model=model_name,
+                    api_provider=str(llm_provider) if llm_provider else None,
+                )
+
+        return model_name, str(llm_provider) if llm_provider else None
+
+    async def check_batch_cost(self):
+        """
+        Check if the batch JOB has been tracked.
+        - get all status="validating" and file_purpose="batch" jobs
+        - check if batch is now complete
+        - if not, return False
+        - if so, return True
+        """
         try:
             from litellm.integrations.prometheus import PrometheusLogger
             prom_logger = PrometheusLogger.get_instance()
@@ -381,177 +567,26 @@ async def check_batch_cost(self):
                 response.status == "completed"
                 and response.output_file_id is not None
             ):
-                verbose_proxy_logger.info(
-                    f"Batch ID: {batch_id} is complete, tracking cost and usage"
-                )
-
-                # aretrieve_batch is called with the raw provider batch ID, so response.id
-                # is the raw provider value (e.g. "batch_20260223-0518.234"). We need the
-                # unified base64 ID in the S3 log so downstream consumers can correlate it
-                # back to the batch they submitted via the proxy.
-                #
-                # CheckBatchCost builds its own LiteLLMLogging object (logging_obj below) and
-                # calls async_success_handler(result=response) directly. That handler calls
-                # _build_standard_logging_payload(response, ...) which reads response.id at
-                # that point — so setting response.id here is sufficient.
-                #
-                # The HTTP endpoint does this substitution via the managed files hook
-                # (async_post_call_success_hook). CheckBatchCost bypasses that hook entirely,
-                # so we do it explicitly here.
-                response.id = job.unified_object_id
-
-                # This background job runs as default_user_id, so going through the HTTP endpoint
-                # would trigger check_managed_file_id_access and get 403. Instead, extract the raw
-                # provider file ID and call afile_content directly with deployment credentials.
-                raw_output_file_id = response.output_file_id
-                decoded = _is_base64_encoded_unified_file_id(raw_output_file_id)
-                if decoded:
-                    try:
-                        raw_output_file_id = decoded.split("llm_output_file_id,")[1].split(";")[0]
-                    except (IndexError, AttributeError):
-                        pass
-
-                credentials = self.llm_router.get_deployment_credentials_with_provider(model_id) or {}
-                _file_content = await afile_content(
-                    file_id=raw_output_file_id,
-                    **credentials,
-                )
-
-                # Access content - handle both direct attribute and method call
-                if hasattr(_file_content, 'content'):
-                    content_bytes = _file_content.content  # type: ignore[union-attr]
-                elif hasattr(_file_content, 'read'):
-                    content_bytes = await _file_content.read()  # type: ignore[misc]
-                else:
-                    content_bytes = _file_content  # type: ignore[assignment]
-
-                file_content_as_dict = _get_file_content_as_dictionary(
-                    content_bytes  # type: ignore[arg-type]
-                )
-
-                # Record output file size
-                if prom_logger and content_bytes:
-                    try:
-                        prom_logger.record_managed_file_size(
-                            size_bytes=len(content_bytes),  # type: ignore
-                            purpose="batch",
-                            file_type="output",
-                            model=model_id,
-                        )
-                    except Exception:
-                        pass
-
-                deployment_info = self.llm_router.get_deployment(model_id=model_id)
-                if deployment_info is None:
-                    verbose_proxy_logger.info(
-                        f"Skipping job {job.unified_object_id} because it is not a valid deployment info"
-                    )
-                    if prom_logger:
-                        prom_logger.record_check_batch_cost_error("deployment_not_found")
-                    continue
-                custom_llm_provider = deployment_info.litellm_params.custom_llm_provider
-                litellm_model_name = deployment_info.litellm_params.model
-
-                model_name, llm_provider, _, _ = get_llm_provider(
-                    model=litellm_model_name,
-                    custom_llm_provider=custom_llm_provider,
-                )
-
-                # CheckBatchCost bypasses async_post_call_success_hook, so convert raw
-                # output/error file IDs to managed base64 IDs before the DB write here.
-                managed_files_hook = self.proxy_logging_obj.get_proxy_hook("managed_files")
-                if managed_files_hook is not None:
-                    from litellm.proxy._types import UserAPIKeyAuth
-                    _minimal_auth = UserAPIKeyAuth(
-                        user_id=job.created_by or "default-user-id",
-                        team_id=getattr(job, "team_id", None),
+                try:
+                    tracked = await self._track_completed_batch_cost(
+                        job=job,
+                        response=response,
+                        model_id=model_id,
+                        batch_id=batch_id,
+                        prom_logger=prom_logger,
                     )
-                    for _file_attr in ["output_file_id", "error_file_id"]:
-                        _raw_file_id = getattr(response, _file_attr, None)
-                        if _raw_file_id and not _is_base64_encoded_unified_file_id(_raw_file_id):
-                            try:
-                                _unified_file_id = managed_files_hook.get_unified_output_file_id(
-                                    output_file_id=_raw_file_id,
-                                    model_id=model_id,
-                                    model_name=str(model_name) if model_name else deployment_info.model_name or None,
-                                )
-                                await managed_files_hook.store_unified_file_id(
-                                    file_id=_unified_file_id,
-                                    file_object=None,
-                                    litellm_parent_otel_span=None,
-                                    model_mappings={model_id: _raw_file_id},
-                                    user_api_key_dict=_minimal_auth,
-                                )
-                                setattr(response, _file_attr, _unified_file_id)
-                                verbose_proxy_logger.info(
-                                    f"CheckBatchCost: converted {_file_attr} "
-                                    f"{_raw_file_id!r} -> managed ID for batch {batch_id}"
-                                )
-                            except Exception as _e:
-                                verbose_proxy_logger.warning(
-                                    f"CheckBatchCost: failed to create managed file ID for "
-                                    f"{_file_attr}={_raw_file_id!r}: {_e}"
-                                )
-
-                # Pass deployment model_info so custom batch pricing
-                # (input_cost_per_token_batches etc.) is used for cost calc
-                deployment_model_info = deployment_info.model_info.model_dump() if deployment_info.model_info else {}
-                batch_cost, batch_usage, batch_models = (
-                    await calculate_batch_cost_and_usage(
-                        file_content_dictionary=file_content_as_dict,
-                        custom_llm_provider=llm_provider,  # type: ignore
-                        model_name=model_name,
-                        model_info=deployment_model_info,  # type: ignore[arg-type]
+                except Exception as tracking_err:
+                    verbose_proxy_logger.error(
+                        f"CheckBatchCost: failed to track cost for batch {batch_id} "
+                        f"(job {job.id}); leaving it unprocessed so the next poll retries: {tracking_err}"
                     )
-                )
-                logging_obj = LiteLLMLogging(
-                    model=batch_models[0],
-                    messages=[{"role": "user", "content": "<retrieve_batch>"}],
-                    stream=False,
-                    call_type="aretrieve_batch",
-                    start_time=datetime.now(),
-                    litellm_call_id=str(uuid.uuid4()),
-                    function_id=str(uuid.uuid4()),
-                )
-
-                creator_user_id = job.created_by
-                user_info = await self._get_user_info(batch_id, job.created_by)
-
-                logging_obj.update_environment_variables(
-                    litellm_params={
-                        # set the user-agent header so that S3 callback consumers can easily identify CheckBatchCost callbacks
-                        "proxy_server_request": {
-                            "headers": {
-                                "user-agent": CHECK_BATCH_COST_USER_AGENT,
-                            }
-                        },
-                        "metadata": {
-                            "user_api_key_user_id": creator_user_id,
-                            **user_info,
-                        },
-                    },
-                    optional_params={},
-                )
-
-                await logging_obj.async_success_handler(
-                    result=response,
-                    batch_cost=batch_cost,
-                    batch_usage=batch_usage,
-                    batch_models=batch_models,
-                )
-
-                # Record batch duration (completed_at - created_at)
-                if prom_logger and response.completed_at and response.created_at:
-                    duration_seconds = float(response.completed_at - response.created_at)
-                    if duration_seconds >= 0:
-                        prom_logger.record_managed_batch_duration(
-                            duration_seconds=duration_seconds,
-                            model=model_name,
-                            api_provider=str(llm_provider) if llm_provider else None,
-                        )
+                    self._record_error(prom_logger, "cost_tracking_error")
+                    continue
+                if tracked is None:
+                    continue
 
                 # Track this job for the final metrics summary
-                processed_models.append((model_name, str(llm_provider) if llm_provider else None))
+                processed_models.append(tracked)
 
                 # mark the job as complete
                 try:
diff --git a/litellm/batches/batch_utils.py b/litellm/batches/batch_utils.py
index 985198ce7ce..11b07d39981 100644
--- a/litellm/batches/batch_utils.py
+++ b/litellm/batches/batch_utils.py
@@ -3,6 +3,7 @@
 
 import litellm
 from litellm._logging import verbose_logger
+from litellm.litellm_core_utils.llm_cost_calc.utils import _parse_prompt_tokens_details
 from litellm.types.llms.openai import Batch
 from litellm.types.utils import CallTypes, ModelInfo, Usage
 from litellm.utils import token_counter
@@ -34,7 +35,7 @@ async def calculate_batch_cost_and_usage(
         custom_llm_provider=custom_llm_provider,
         model_name=model_name,
     )
-    batch_models = _get_batch_models_from_file_content(file_content_dictionary, model_name)
+    batch_models = _get_batch_models_from_file_content(file_content_dictionary, model_name, custom_llm_provider)
 
     return batch_cost, batch_usage, batch_models
 
@@ -70,7 +71,7 @@ async def _handle_completed_batch(
         model_name=model_name,
     )
 
-    batch_models = _get_batch_models_from_file_content(file_content_dictionary, model_name)
+    batch_models = _get_batch_models_from_file_content(file_content_dictionary, model_name, custom_llm_provider)
 
     return batch_cost, batch_usage, batch_models
 
@@ -78,6 +79,7 @@ async def _handle_completed_batch(
 def _get_batch_models_from_file_content(
     file_content_dictionary: List[dict],
     model_name: Optional[str] = None,
+    custom_llm_provider: str = "openai",
 ) -> List[str]:
     """
     Get the models from the file content
@@ -86,8 +88,8 @@ def _get_batch_models_from_file_content(
         return [model_name]
     batch_models = []
     for _item in file_content_dictionary:
-        if _batch_response_was_successful(_item):
-            _response_body = _get_response_from_batch_job_output_file(_item)
+        if _batch_response_was_successful(_item, custom_llm_provider):
+            _response_body = _get_response_from_batch_job_output_file(_item, custom_llm_provider)
             _model = _response_body.get("model")
             if _model:
                 batch_models.append(_model)
@@ -373,10 +375,10 @@ def _get_batch_job_cost_from_file_content(
         # parse the file content as json
         verbose_logger.debug("file_content_dictionary=%s", json.dumps(file_content_dictionary, indent=4))
         for _item in file_content_dictionary:
-            if _batch_response_was_successful(_item):
-                _response_body = _get_response_from_batch_job_output_file(_item)
-                if model_info is not None:
-                    usage = _get_batch_job_usage_from_response_body(_response_body)
+            if _batch_response_was_successful(_item, custom_llm_provider):
+                _response_body = _get_response_from_batch_job_output_file(_item, custom_llm_provider)
+                if model_info is not None or custom_llm_provider == "anthropic":
+                    usage = _get_batch_job_usage_from_response_body(_response_body, custom_llm_provider)
                     model = _response_body.get("model", "")
                     prompt_cost, completion_cost = batch_cost_calculator(
                         usage=usage,
@@ -418,17 +420,31 @@ def _get_batch_job_total_usage_from_file_content(
     total_tokens: int = 0
     prompt_tokens: int = 0
     completion_tokens: int = 0
+    cache_read_tokens: int = 0
+    cache_creation_tokens: int = 0
     for _item in file_content_dictionary:
-        if _batch_response_was_successful(_item):
-            _response_body = _get_response_from_batch_job_output_file(_item)
-            usage: Usage = _get_batch_job_usage_from_response_body(_response_body)
+        if _batch_response_was_successful(_item, custom_llm_provider):
+            _response_body = _get_response_from_batch_job_output_file(_item, custom_llm_provider)
+            usage: Usage = _get_batch_job_usage_from_response_body(_response_body, custom_llm_provider)
             total_tokens += usage.total_tokens
             prompt_tokens += usage.prompt_tokens
             completion_tokens += usage.completion_tokens
+            prompt_details = _parse_prompt_tokens_details(usage)
+            cache_read_tokens += prompt_details["cache_hit_tokens"]
+            cache_creation_tokens += prompt_details["cache_creation_tokens"]
+    cache_token_params = {
+        key: tokens
+        for key, tokens in (
+            ("cache_read_input_tokens", cache_read_tokens),
+            ("cache_creation_input_tokens", cache_creation_tokens),
+        )
+        if tokens > 0
+    }
     return Usage(
         total_tokens=total_tokens,
         prompt_tokens=prompt_tokens,
         completion_tokens=completion_tokens,
+        **cache_token_params,
     )
 
 
@@ -465,27 +481,51 @@ def _count_prompt_or_input_tokens(model: str, value: Any) -> int:
     return 0
 
 
-def _get_batch_job_usage_from_response_body(response_body: dict) -> Usage:
+def _get_batch_job_usage_from_response_body(response_body: dict, custom_llm_provider: str = "openai") -> Usage:
     """
     Get the tokens of a batch job from the response body
     """
+    if custom_llm_provider == "anthropic":
+        from litellm.llms.anthropic.chat.transformation import AnthropicConfig
+
+        return AnthropicConfig().calculate_usage(
+            usage_object=response_body.get("usage", None) or {},
+            reasoning_content=None,
+        )
     _usage_dict = response_body.get("usage", None) or {}
     usage: Usage = Usage(**_usage_dict)
     return usage
 
 
-def _get_response_from_batch_job_output_file(batch_job_output_file: dict) -> Any:
+def _get_anthropic_result_from_batch_results_line(batch_results_line: dict) -> dict:
+    """
+    Get the ``result`` object from a line of an Anthropic message batch results JSONL file.
+
+    Anthropic batch results lines look like:
+    ``{"custom_id": ..., "result": {"type": "succeeded", "message": {..., "usage": {...}}}}``
+    """
+    return batch_results_line.get("result", None) or {}
+
+
+def _get_response_from_batch_job_output_file(batch_job_output_file: dict, custom_llm_provider: str = "openai") -> Any:
     """
     Get the response from the batch job output file
     """
+    if custom_llm_provider == "anthropic":
+        return _get_anthropic_result_from_batch_results_line(batch_job_output_file).get("message", None) or {}
     _response: dict = batch_job_output_file.get("response", None) or {}
     _response_body = _response.get("body", None) or {}
     return _response_body
 
 
-def _batch_response_was_successful(batch_job_output_file: dict) -> bool:
+def _batch_response_was_successful(batch_job_output_file: dict, custom_llm_provider: str = "openai") -> bool:
     """
-    Check if the batch job response status == 200
+    Check if the batch job response was successful
+
+    OpenAI-shaped output rows report ``response.status_code == 200``; Anthropic
+    message batch results lines report ``result.type == "succeeded"``.
     """
+    if custom_llm_provider == "anthropic":
+        return _get_anthropic_result_from_batch_results_line(batch_job_output_file).get("type") == "succeeded"
     _response: dict = batch_job_output_file.get("response", None) or {}
     return _response.get("status_code", None) == 200
diff --git a/litellm/cost_calculator.py b/litellm/cost_calculator.py
index 63ffe9d308b..74dc0e19da3 100644
--- a/litellm/cost_calculator.py
+++ b/litellm/cost_calculator.py
@@ -2155,17 +2155,23 @@ def batch_cost_calculator(
     if input_cost_per_token_batches:
         total_prompt_cost = usage.prompt_tokens * input_cost_per_token_batches
     elif input_cost_per_token:
+        details = _parse_prompt_tokens_details(usage)
+        cache_read_tokens = details["cache_hit_tokens"]
+        cache_creation_tokens = details["cache_creation_tokens"]
+
         # Subtract cached tokens from prompt_tokens before calculating cost
         # Fixes issue where cached tokens are being charged again
+        base_input_tokens = get_billable_input_tokens(usage) - cache_creation_tokens
         total_prompt_cost = (
-            get_billable_input_tokens(usage) * (input_cost_per_token) / 2
+            base_input_tokens * (input_cost_per_token) / 2
         )  # batch cost is usually half of the regular token cost
 
         # Add cache read cost if applicable
-        details = _parse_prompt_tokens_details(usage)
-        cache_read_tokens = details["cache_hit_tokens"]
         cache_read_cost_key = _get_service_tier_cost_key("cache_read_input_token_cost", None)
         total_prompt_cost += calculate_cost_component(model_info, cache_read_cost_key, cache_read_tokens) / 2
+
+        cache_creation_cost = model_info.get("cache_creation_input_token_cost") or input_cost_per_token
+        total_prompt_cost += cache_creation_tokens * cache_creation_cost / 2
     if output_cost_per_token_batches:
         total_completion_cost = usage.completion_tokens * output_cost_per_token_batches
     elif output_cost_per_token:
diff --git a/litellm/llms/anthropic/files/transformation.py b/litellm/llms/anthropic/files/transformation.py
index cf12ad9ab32..0fa01e09492 100644
--- a/litellm/llms/anthropic/files/transformation.py
+++ b/litellm/llms/anthropic/files/transformation.py
@@ -39,6 +39,7 @@
 
 ANTHROPIC_FILES_API_BASE = "https://api.anthropic.com"
 ANTHROPIC_FILES_BETA_HEADER = "files-api-2025-04-14"
+ANTHROPIC_MESSAGE_BATCH_ID_PREFIX = "msgbatch_"
 
 
 class AnthropicFilesConfig(BaseFilesConfig):
@@ -258,6 +259,8 @@ def transform_file_content_request(
         file_id = file_content_request.get("file_id")
         api_base = AnthropicModelInfo.get_api_base(litellm_params.get("api_base")) or ANTHROPIC_FILES_API_BASE
         encoded_file_id = encode_url_path_segment(file_id, field_name="file_id")
+        if file_id.startswith(ANTHROPIC_MESSAGE_BATCH_ID_PREFIX):
+            return f"{api_base.rstrip('/')}/v1/messages/batches/{encoded_file_id}/results", {}
         return f"{api_base.rstrip('/')}/v1/files/{encoded_file_id}/content", {}
 
     def transform_file_content_response(
diff --git a/litellm/llms/custom_httpx/llm_http_handler.py b/litellm/llms/custom_httpx/llm_http_handler.py
index e48011f23f1..6b3f5beb37d 100644
--- a/litellm/llms/custom_httpx/llm_http_handler.py
+++ b/litellm/llms/custom_httpx/llm_http_handler.py
@@ -4735,6 +4735,13 @@ def retrieve_file_content(
         except Exception as e:
             raise self._handle_error(e=e, provider_config=provider_config)
 
+        if response.status_code >= 400:
+            raise provider_config.get_error_class(
+                error_message=response.text,
+                status_code=response.status_code,
+                headers=response.headers,
+            )
+
         return provider_config.transform_file_content_response(
             raw_response=response,
             logging_obj=logging_obj,
@@ -4791,6 +4798,13 @@ async def async_retrieve_file_content(
         except Exception as e:
             raise self._handle_error(e=e, provider_config=provider_config)
 
+        if response.status_code >= 400:
+            raise provider_config.get_error_class(
+                error_message=response.text,
+                status_code=response.status_code,
+                headers=response.headers,
+            )
+
         return provider_config.transform_file_content_response(
             raw_response=response,
             logging_obj=logging_obj,
diff --git a/tests/proxy_unit_tests/test_check_batch_cost.py b/tests/proxy_unit_tests/test_check_batch_cost.py
index 63bbe147801..f8f15f2e008 100644
--- a/tests/proxy_unit_tests/test_check_batch_cost.py
+++ b/tests/proxy_unit_tests/test_check_batch_cost.py
@@ -397,6 +397,72 @@ async def test_primary_path_completion_update_includes_batch_processed(
         ), "update() must include batch_processed=True when column is present"
         assert update_data["status"] == "complete"
 
+    @pytest.mark.asyncio
+    async def test_cost_tracking_failure_leaves_job_unprocessed(
+        self, check_batch_cost_instance, mock_prisma_client, mock_llm_router
+    ):
+        """LIT-4008 regression: when fetching a completed batch's results fails
+        (e.g. Anthropic rejecting a msgbatch_ id on the Files API), the job must
+        NOT be marked complete/batch_processed. Pre-fix the $0 spend row was
+        written and batch_processed=True made it permanent; the failure must
+        instead leave the row untouched so the next poll retries, without
+        aborting the poll cycle.
+        """
+        from unittest.mock import patch
+
+        mock_prisma_client.db.litellm_managedobjecttable.update_many = AsyncMock(
+            return_value=0
+        )
+        mock_prisma_client.db.litellm_managedobjecttable.update = AsyncMock()
+        mock_prisma_client.db.litellm_usertable.find_unique = AsyncMock(
+            return_value=None
+        )
+
+        mock_job = MagicMock()
+        mock_job.id = "job-anthropic-1"
+        mock_job.unified_object_id = "dW5pZmllZF9iYXRjaF9pZA=="
+        mock_job.created_by = "user-1"
+
+        mock_prisma_client.db.litellm_managedobjecttable.find_many = AsyncMock(
+            return_value=[mock_job]
+        )
+
+        mock_response = MagicMock()
+        mock_response.status = "completed"
+        mock_response.output_file_id = "msgbatch_01WA5hdsa2Xx8w4zyPjV1frs"
+
+        mock_llm_router.aretrieve_batch = AsyncMock(return_value=mock_response)
+        mock_llm_router.get_deployment_credentials_with_provider = MagicMock(
+            return_value={"api_key": "sk-test", "custom_llm_provider": "anthropic"}
+        )
+
+        decoded_id = "llm_model_id,model-123;llm_batch_id,msgbatch_01WA5hdsa2Xx8w4zyPjV1frs;"
+
+        with (
+            patch(
+                "litellm.proxy.openai_files_endpoints.common_utils._is_base64_encoded_unified_file_id",
+                side_effect=[decoded_id, None],
+            ),
+            patch(
+                "litellm.proxy.openai_files_endpoints.common_utils.get_model_id_from_unified_batch_id",
+                return_value="model-123",
+            ),
+            patch(
+                "litellm.proxy.openai_files_endpoints.common_utils.get_batch_id_from_unified_batch_id",
+                return_value="msgbatch_01WA5hdsa2Xx8w4zyPjV1frs",
+            ),
+            patch(
+                "litellm.files.main.afile_content",
+                new_callable=AsyncMock,
+                side_effect=Exception("File id must have `file_` prefix."),
+            ),
+        ):
+            await check_batch_cost_instance.check_batch_cost()
+
+        assert (
+            mock_prisma_client.db.litellm_managedobjecttable.update.call_count == 0
+        ), "a failed cost tracking attempt must not mark the job processed"
+
     @pytest.mark.asyncio
     @pytest.mark.parametrize("terminal_status", ["failed", "expired", "cancelled"])
     async def test_terminal_status_marks_job_processed(
diff --git a/tests/test_litellm/batches/test_batch_utils.py b/tests/test_litellm/batches/test_batch_utils.py
index 3aebfcb911e..9de5cd69b1e 100644
--- a/tests/test_litellm/batches/test_batch_utils.py
+++ b/tests/test_litellm/batches/test_batch_utils.py
@@ -733,3 +733,192 @@ def test_total_usage_vertex_disable_transform_path(monkeypatch):
 
     usage = bu._get_batch_job_total_usage_from_file_content([], custom_llm_provider="vertex_ai", model_name="gemini-x")
     assert usage.total_tokens == 3
+
+
+def _anthropic_usage(input_tokens, output_tokens, cache_creation=0, cache_read=0):
+    return {
+        "input_tokens": input_tokens,
+        "output_tokens": output_tokens,
+        "cache_creation_input_tokens": cache_creation,
+        "cache_read_input_tokens": cache_read,
+    }
+
+
+def _anthropic_succeeded_row(model="claude-sonnet-4-5-20250929", usage=None):
+    return {
+        "custom_id": "req-1",
+        "result": {
+            "type": "succeeded",
+            "message": {
+                "id": "msg_1",
+                "type": "message",
+                "role": "assistant",
+                "model": model,
+                "content": [{"type": "text", "text": "ok"}],
+                "stop_reason": "end_turn",
+                "usage": usage or _anthropic_usage(10, 5),
+            },
+        },
+    }
+
+
+def _anthropic_errored_row():
+    return {
+        "custom_id": "req-2",
+        "result": {
+            "type": "errored",
+            "error": {"type": "invalid_request_error", "message": "bad request"},
+        },
+    }
+
+
+_ANTHROPIC_MODEL_INFO = {
+    "input_cost_per_token": 3e-6,
+    "output_cost_per_token": 15e-6,
+    "cache_read_input_token_cost": 3e-7,
+    "cache_creation_input_token_cost": 3.75e-6,
+}
+
+
+@pytest.mark.parametrize(
+    "row,expected",
+    [
+        (_anthropic_succeeded_row(), True),
+        (_anthropic_errored_row(), False),
+        ({"custom_id": "x", "result": {"type": "canceled"}}, False),
+        ({"custom_id": "x", "result": {"type": "expired"}}, False),
+        ({"custom_id": "x"}, False),
+        ({"custom_id": "x", "result": None}, False),
+    ],
+)
+def test_anthropic_result_line_success_check(row, expected):
+    """
+    LIT-4008 regression: anthropic batch results JSONL lines are not
+    OpenAI-shaped; success is result.type == "succeeded", not
+    response.status_code == 200. Pre-fix every anthropic line parsed as
+    unsuccessful, so completed batches were billed $0 forever.
+    """
+    assert bu._batch_response_was_successful(row, custom_llm_provider="anthropic") is expected
+
+
+def test_anthropic_response_body_is_result_message():
+    row = _anthropic_succeeded_row(model="claude-sonnet-4-5-20250929")
+    body = bu._get_response_from_batch_job_output_file(row, custom_llm_provider="anthropic")
+    assert body["model"] == "claude-sonnet-4-5-20250929"
+    assert body["usage"] == _anthropic_usage(10, 5)
+
+
+def test_anthropic_usage_conversion_includes_cache_tokens():
+    body = {"model": "claude-sonnet-4-5-20250929", "usage": _anthropic_usage(1000, 200, cache_creation=2000, cache_read=8000)}
+    usage = bu._get_batch_job_usage_from_response_body(body, custom_llm_provider="anthropic")
+    assert usage.prompt_tokens == 11000
+    assert usage.completion_tokens == 200
+    assert usage.total_tokens == 11200
+    assert usage.prompt_tokens_details.cached_tokens == 8000
+    assert usage.prompt_tokens_details.cache_creation_tokens == 2000
+
+
+def test_anthropic_total_usage_sums_succeeded_only():
+    rows = [
+        _anthropic_succeeded_row(usage=_anthropic_usage(10, 5)),
+        _anthropic_errored_row(),
+        _anthropic_succeeded_row(usage=_anthropic_usage(20, 10, cache_read=100)),
+    ]
+    usage = bu._get_batch_job_total_usage_from_file_content(rows, custom_llm_provider="anthropic")
+    assert (usage.prompt_tokens, usage.completion_tokens, usage.total_tokens) == (130, 15, 145)
+
+
+def test_anthropic_total_usage_aggregates_cache_token_details():
+    rows = [
+        _anthropic_succeeded_row(usage=_anthropic_usage(1000, 200, cache_creation=2000, cache_read=8000)),
+        _anthropic_errored_row(),
+        _anthropic_succeeded_row(usage=_anthropic_usage(50, 20, cache_creation=300, cache_read=700)),
+    ]
+    usage = bu._get_batch_job_total_usage_from_file_content(rows, custom_llm_provider="anthropic")
+    assert usage.prompt_tokens_details.cached_tokens == 8700
+    assert usage.prompt_tokens_details.cache_creation_tokens == 2300
+    assert usage.cache_read_input_tokens == 8700
+    assert usage.cache_creation_input_tokens == 2300
+
+
+def test_total_usage_without_cache_tokens_has_no_prompt_details():
+    rows = [
+        {
+            "custom_id": "req-1",
+            "response": {"status_code": 200, "body": {"model": "gpt-5.2", "usage": {"prompt_tokens": 10, "completion_tokens": 5, "total_tokens": 15}}},
+        }
+    ]
+    usage = bu._get_batch_job_total_usage_from_file_content(rows, custom_llm_provider="openai")
+    assert (usage.prompt_tokens, usage.completion_tokens, usage.total_tokens) == (10, 5, 15)
+    assert usage.prompt_tokens_details is None
+
+
+def test_anthropic_cost_applies_batch_discount_and_cache_pricing():
+    """Anthropic batches bill at 50% of the regular rate for base input,
+    cache reads, cache writes, and output tokens alike."""
+    rows = [
+        _anthropic_succeeded_row(usage=_anthropic_usage(1000, 200, cache_creation=2000, cache_read=8000)),
+        _anthropic_errored_row(),
+    ]
+
+    total = bu._get_batch_job_cost_from_file_content(
+        rows,
+        custom_llm_provider="anthropic",
+        model_info=_ANTHROPIC_MODEL_INFO,  # type: ignore[arg-type]
+    )
+
+    expected_half_price = (1000 * 3e-6 + 8000 * 3e-7 + 2000 * 3.75e-6 + 200 * 15e-6) / 2
+    assert total == pytest.approx(expected_half_price)
+
+
+def test_anthropic_cost_without_model_info_uses_batch_cost_calculator(monkeypatch):
+    import litellm.cost_calculator as cc
+
+    seen = []
+
+    def _fake_batch_cost_calculator(**kw):
+        seen.append(kw)
+        return (0.1, 0.2)
+
+    monkeypatch.setattr(cc, "batch_cost_calculator", _fake_batch_cost_calculator)
+    monkeypatch.setattr(
+        litellm,
+        "completion_cost",
+        lambda **kw: pytest.fail("anthropic rows must not go through completion_cost"),
+    )
+
+    total = bu._get_batch_job_cost_from_file_content(
+        [_anthropic_succeeded_row()], custom_llm_provider="anthropic"
+    )
+
+    assert total == pytest.approx(0.3)
+    assert seen[0]["model"] == "claude-sonnet-4-5-20250929"
+    assert seen[0]["custom_llm_provider"] == "anthropic"
+    assert seen[0]["usage"].prompt_tokens == 10
+
+
+def test_anthropic_batch_models_collected_from_succeeded_rows():
+    rows = [
+        _anthropic_succeeded_row(model="claude-sonnet-4-5-20250929"),
+        _anthropic_errored_row(),
+    ]
+    assert bu._get_batch_models_from_file_content(rows, None, "anthropic") == ["claude-sonnet-4-5-20250929"]
+
+
+@pytest.mark.asyncio
+async def test_calculate_batch_cost_and_usage_anthropic_end_to_end():
+    rows = [
+        _anthropic_succeeded_row(usage=_anthropic_usage(1000, 200, cache_creation=2000, cache_read=8000)),
+        _anthropic_errored_row(),
+    ]
+
+    cost, usage, models = await bu.calculate_batch_cost_and_usage(
+        file_content_dictionary=rows,
+        custom_llm_provider="anthropic",
+        model_name="claude-sonnet-4-5",
+        model_info=_ANTHROPIC_MODEL_INFO,  # type: ignore[arg-type]
+    )
+
+    assert cost == pytest.approx(1000 * 3e-6 / 2 + 8000 * 3e-7 / 2 + 2000 * 3.75e-6 / 2 + 200 * 15e-6 / 2)
+    assert (usage.prompt_tokens, usage.completion_tokens, usage.total_tokens) == (11000, 200, 11200)
+    assert models == ["claude-sonnet-4-5"]
diff --git a/tests/test_litellm/llms/anthropic/files/test_anthropic_files_transformation.py b/tests/test_litellm/llms/anthropic/files/test_anthropic_files_transformation.py
index 9fc4981510f..d9763f173a7 100644
--- a/tests/test_litellm/llms/anthropic/files/test_anthropic_files_transformation.py
+++ b/tests/test_litellm/llms/anthropic/files/test_anthropic_files_transformation.py
@@ -309,6 +309,31 @@ def test_transform_file_content_request(self):
         assert url == f"{ANTHROPIC_FILES_API_BASE}/v1/files/file-abc123/content"
         assert params == {}
 
+    def test_transform_file_content_request_routes_message_batch_id_to_batch_results(self):
+        """
+        Regression test for anthropic passthrough batch cost tracking (LIT-4008).
+
+        Anthropic batch results are exposed via output_file_id=<msgbatch_...>.
+        The Files API rejects those ids ("File id must have `file_` prefix"),
+        so file content for a msgbatch_ id must be fetched from the message
+        batches results endpoint instead.
+        """
+        url, params = self.config.transform_file_content_request(
+            file_content_request={"file_id": "msgbatch_01WA5hdsa2Xx8w4zyPjV1frs"},
+            optional_params={},
+            litellm_params={},
+        )
+        assert url == f"{ANTHROPIC_FILES_API_BASE}/v1/messages/batches/msgbatch_01WA5hdsa2Xx8w4zyPjV1frs/results"
+        assert params == {}
+
+    def test_transform_file_content_request_message_batch_id_custom_api_base(self):
+        url, _ = self.config.transform_file_content_request(
+            file_content_request={"file_id": "msgbatch_abc"},
+            optional_params={},
+            litellm_params={"api_base": "https://custom.example.com/"},
+        )
+        assert url == "https://custom.example.com/v1/messages/batches/msgbatch_abc/results"
+
     def test_transform_file_content_request_rejects_dot_segment(self):
         with pytest.raises(ValueError, match="file_id cannot be a dot path segment"):
             self.config.transform_file_content_request(
diff --git a/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py b/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
index 961f95a0659..f7808d23858 100644
--- a/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
+++ b/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
@@ -1685,3 +1685,63 @@ async def test_async_audio_transcriptions_sends_dict_data_as_json_body():
     assert captured["content_type"] == "application/json"
     assert captured["body"] == {"config": {"model": "test-model"}, "content": "YXVkaW8="}
     assert response.text == "transcribed"
+
+
+@pytest.mark.asyncio
+async def test_async_retrieve_file_content_raises_on_http_error():
+    """
+    LIT-4008 regression: a provider error response (e.g. Anthropic's 400
+    "File id must have `file_` prefix") must raise instead of being wrapped
+    as file content, which downstream batch cost tracking would parse as an
+    empty results file and bill $0.
+    """
+    from litellm.llms.anthropic.common_utils import AnthropicError
+    from litellm.llms.anthropic.files.transformation import AnthropicFilesConfig
+
+    handler = BaseLLMHTTPHandler()
+    client = Mock(spec=AsyncHTTPHandler)
+    client.get = AsyncMock(
+        return_value=httpx.Response(
+            status_code=400,
+            content=b'{"type":"error","error":{"type":"invalid_request_error","message":"File id must have `file_` prefix."}}',
+        )
+    )
+
+    with pytest.raises(AnthropicError) as exc_info:
+        await handler.async_retrieve_file_content(
+            file_content_request={"file_id": "msgbatch_123"},
+            provider_config=AnthropicFilesConfig(),
+            litellm_params={"api_key": "sk-test"},
+            headers={},
+            logging_obj=Mock(),
+            client=client,
+        )
+
+    assert exc_info.value.status_code == 400
+    assert "file_" in str(exc_info.value)
+
+
+def test_sync_retrieve_file_content_raises_on_http_error():
+    from litellm.llms.anthropic.common_utils import AnthropicError
+    from litellm.llms.anthropic.files.transformation import AnthropicFilesConfig
+
+    handler = BaseLLMHTTPHandler()
+    client = Mock(spec=HTTPHandler)
+    client.get = Mock(
+        return_value=httpx.Response(
+            status_code=404,
+            content=b'{"type":"error","error":{"type":"not_found_error","message":"not found"}}',
+        )
+    )
+
+    with pytest.raises(AnthropicError) as exc_info:
+        handler.retrieve_file_content(
+            file_content_request={"file_id": "file-abc"},
+            provider_config=AnthropicFilesConfig(),
+            litellm_params={"api_key": "sk-test"},
+            headers={},
+            logging_obj=Mock(),
+            client=client,
+        )
+
+    assert exc_info.value.status_code == 404
diff --git a/tests/test_litellm/test_cost_calculator.py b/tests/test_litellm/test_cost_calculator.py
index 93bdb40ae2b..751177014ce 100644
--- a/tests/test_litellm/test_cost_calculator.py
+++ b/tests/test_litellm/test_cost_calculator.py
@@ -3318,3 +3318,60 @@ def test_cost_per_token_per_second_pricing(monkeypatch):
 
     assert prompt_cost == pytest.approx(0.02 * 1.5)
     assert completion_cost_value == pytest.approx(0.04 * 1.5)
+
+
+def _batch_cache_usage() -> Usage:
+    return Usage(
+        prompt_tokens=11000,
+        completion_tokens=200,
+        total_tokens=11200,
+        prompt_tokens_details=PromptTokensDetailsWrapper(
+            cached_tokens=8000,
+            cache_creation_tokens=2000,
+            text_tokens=1000,
+        ),
+        cache_creation_input_tokens=2000,
+        cache_read_input_tokens=8000,
+    )
+
+
+def test_batch_cost_calculator_prices_cache_creation_tokens_at_cache_write_rate():
+    """
+    LIT-4008 regression: anthropic batch usage is dominated by cache tokens.
+    Cache creation tokens must be priced at cache_creation_input_token_cost / 2,
+    not folded into the base input rate, and must not also be billed as base
+    input tokens.
+    """
+    from litellm.cost_calculator import batch_cost_calculator
+
+    prompt_cost, completion_cost_value = batch_cost_calculator(
+        usage=_batch_cache_usage(),
+        model="claude-sonnet-4-5-20250929",
+        custom_llm_provider="anthropic",
+        model_info={  # type: ignore[arg-type]
+            "input_cost_per_token": 3e-6,
+            "output_cost_per_token": 15e-6,
+            "cache_read_input_token_cost": 3e-7,
+            "cache_creation_input_token_cost": 3.75e-6,
+        },
+    )
+
+    assert prompt_cost == pytest.approx((1000 * 3e-6 + 8000 * 3e-7 + 2000 * 3.75e-6) / 2)
+    assert completion_cost_value == pytest.approx(200 * 15e-6 / 2)
+
+
+def test_batch_cost_calculator_cache_creation_falls_back_to_input_rate():
+    from litellm.cost_calculator import batch_cost_calculator
+
+    prompt_cost, _ = batch_cost_calculator(
+        usage=_batch_cache_usage(),
+        model="claude-sonnet-4-5-20250929",
+        custom_llm_provider="anthropic",
+        model_info={  # type: ignore[arg-type]
+            "input_cost_per_token": 3e-6,
+            "output_cost_per_token": 15e-6,
+            "cache_read_input_token_cost": 3e-7,
+        },
+    )
+
+    assert prompt_cost == pytest.approx((1000 * 3e-6 + 8000 * 3e-7 + 2000 * 3e-6) / 2)

From 7d6a080d3f91229ab98e58fafd1aae439928d584 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Mon, 6 Jul 2026 22:45:25 -0700
Subject: [PATCH 056/370] fix(responses): surface upstream error status on get
 instead of 500 (#32287)

---
 .../exception_mapping_utils.py                | 10 +-
 litellm/llms/custom_httpx/llm_http_handler.py |  7 +-
 .../test_exception_mapping_utils.py           | 19 ++++
 .../custom_httpx/test_llm_http_handler.py     | 92 +++++++++++++++++++
 4 files changed, 125 insertions(+), 3 deletions(-)

diff --git a/litellm/litellm_core_utils/exception_mapping_utils.py b/litellm/litellm_core_utils/exception_mapping_utils.py
index d908c5d6f20..9dc202c4717 100644
--- a/litellm/litellm_core_utils/exception_mapping_utils.py
+++ b/litellm/litellm_core_utils/exception_mapping_utils.py
@@ -1944,7 +1944,7 @@ def _map_azure_exception(
             response=getattr(original_exception, "response", None),
             body=getattr(original_exception, "body", None),
         )
-    elif "invalid_request_error" in error_str:
+    elif "invalid_request_error" in error_str and getattr(original_exception, "status_code", None) in (None, 400):
         raise BadRequestError(
             message=f"AzureException BadRequestError - {message}",
             llm_provider="azure",
@@ -1986,6 +1986,14 @@ def _map_azure_exception(
                 litellm_debug_info=extra_information,
                 response=getattr(original_exception, "response", None),
             )
+        elif original_exception.status_code == 404:
+            raise NotFoundError(
+                message=f"AzureException NotFoundError - {message}",
+                llm_provider="azure",
+                model=model,
+                litellm_debug_info=extra_information,
+                response=getattr(original_exception, "response", None),
+            )
         elif original_exception.status_code == 408:
             raise Timeout(
                 message=f"AzureException Timeout - {message}",
diff --git a/litellm/llms/custom_httpx/llm_http_handler.py b/litellm/llms/custom_httpx/llm_http_handler.py
index 6b3f5beb37d..c426714a1bd 100644
--- a/litellm/llms/custom_httpx/llm_http_handler.py
+++ b/litellm/llms/custom_httpx/llm_http_handler.py
@@ -2912,6 +2912,7 @@ def get_responses(
 
         try:
             response = sync_httpx_client.get(url=url, headers=headers, params=data)
+            response.raise_for_status()
         except Exception as e:
             raise self._handle_error(
                 e=e,
@@ -2983,9 +2984,9 @@ async def async_get_responses(
 
         try:
             response = await async_httpx_client.get(url=url, headers=headers, params=data)
-
+            response.raise_for_status()
         except Exception as e:
-            verbose_logger.exception(f"Error retrieving response: {e}")
+            verbose_logger.debug(f"Error retrieving response: {e}")
             raise self._handle_error(
                 e=e,
                 provider_config=responses_api_provider_config,
@@ -3076,6 +3077,7 @@ def list_responses_input_items(
 
         try:
             response = sync_httpx_client.get(url=url, headers=headers, params=params)
+            response.raise_for_status()
         except Exception as e:
             raise self._handle_error(e=e, provider_config=responses_api_provider_config)
 
@@ -3149,6 +3151,7 @@ async def async_list_responses_input_items(
 
         try:
             response = await async_httpx_client.get(url=url, headers=headers, params=params)
+            response.raise_for_status()
         except Exception as e:
             raise self._handle_error(e=e, provider_config=responses_api_provider_config)
 
diff --git a/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py b/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py
index 234d04ec481..f441270be7c 100644
--- a/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py
+++ b/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py
@@ -649,3 +649,22 @@ def test_upstream_4xx_without_model_maps_to_bad_request():
 
     assert excinfo.value.status_code == 400
     assert "Cannot cancel a synchronous response." in excinfo.value.message
+
+
+def test_azure_404_with_invalid_request_error_type_maps_to_not_found():
+    from litellm.llms.base_llm.chat.transformation import BaseLLMException
+
+    original_exception = BaseLLMException(
+        status_code=404,
+        message='{"error": {"message": "Response with id \'resp_abc\' not found.", "type": "invalid_request_error"}}',
+    )
+
+    with pytest.raises(litellm.NotFoundError) as excinfo:
+        exception_type(
+            model=None,
+            original_exception=original_exception,
+            custom_llm_provider="azure",
+        )
+
+    assert excinfo.value.status_code == 404
+    assert "Response with id 'resp_abc' not found." in excinfo.value.message
diff --git a/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py b/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
index f7808d23858..10539dd2fab 100644
--- a/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
+++ b/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
@@ -1745,3 +1745,95 @@ def test_sync_retrieve_file_content_raises_on_http_error():
         )
 
     assert exc_info.value.status_code == 404
+
+
+_UPSTREAM_NOT_FOUND_BODY = {
+    "error": {
+        "message": "Response with id 'resp_abc' not found.",
+        "type": "invalid_request_error",
+        "param": None,
+        "code": None,
+    }
+}
+
+
+def _async_handler_returning(status_code: int, body: dict) -> AsyncHTTPHandler:
+    handler = AsyncHTTPHandler()
+    handler.client = httpx.AsyncClient(
+        transport=httpx.MockTransport(lambda request: httpx.Response(status_code, json=body))
+    )
+    return handler
+
+
+def _sync_handler_returning(status_code: int, body: dict) -> HTTPHandler:
+    handler = HTTPHandler()
+    handler.client = httpx.Client(transport=httpx.MockTransport(lambda request: httpx.Response(status_code, json=body)))
+    return handler
+
+
+@pytest.mark.asyncio
+async def test_aget_responses_surfaces_upstream_error_status_instead_of_500():
+    client = _async_handler_returning(404, _UPSTREAM_NOT_FOUND_BODY)
+
+    with pytest.raises(litellm.NotFoundError) as excinfo:
+        await litellm.aget_responses(
+            response_id="resp_abc",
+            custom_llm_provider="azure",
+            api_base="https://test.openai.azure.com",
+            api_key="test-key",
+            api_version="2025-03-01-preview",
+            client=client,
+        )
+
+    assert excinfo.value.status_code == 404
+    assert "Response with id 'resp_abc' not found." in excinfo.value.message
+
+
+def test_get_responses_surfaces_upstream_error_status_instead_of_500():
+    client = _sync_handler_returning(404, _UPSTREAM_NOT_FOUND_BODY)
+
+    with pytest.raises(litellm.NotFoundError) as excinfo:
+        litellm.get_responses(
+            response_id="resp_abc",
+            custom_llm_provider="azure",
+            api_base="https://test.openai.azure.com",
+            api_key="test-key",
+            api_version="2025-03-01-preview",
+            client=client,
+        )
+
+    assert excinfo.value.status_code == 404
+    assert "Response with id 'resp_abc' not found." in excinfo.value.message
+
+
+def test_list_input_items_surfaces_upstream_error_status():
+    client = _sync_handler_returning(404, _UPSTREAM_NOT_FOUND_BODY)
+
+    with pytest.raises(litellm.NotFoundError) as excinfo:
+        litellm.list_input_items(
+            response_id="resp_abc",
+            custom_llm_provider="azure",
+            api_base="https://test.openai.azure.com",
+            api_key="test-key",
+            api_version="2025-03-01-preview",
+            client=client,
+        )
+
+    assert excinfo.value.status_code == 404
+
+
+@pytest.mark.asyncio
+async def test_alist_input_items_surfaces_upstream_error_status():
+    client = _async_handler_returning(404, _UPSTREAM_NOT_FOUND_BODY)
+
+    with pytest.raises(litellm.NotFoundError) as excinfo:
+        await litellm.alist_input_items(
+            response_id="resp_abc",
+            custom_llm_provider="azure",
+            api_base="https://test.openai.azure.com",
+            api_key="test-key",
+            api_version="2025-03-01-preview",
+            client=client,
+        )
+
+    assert excinfo.value.status_code == 404

From ed66ee312cba4c5e07cd51da9b80842a5c8abc76 Mon Sep 17 00:00:00 2001
From: Shivam Rawat <shivam@berri.ai>
Date: Mon, 6 Jul 2026 22:52:03 -0700
Subject: [PATCH 057/370] fix(caching): pass only metadata to valkey semantic
 async embedding (#32295)

* fix(caching): pass only metadata to valkey semantic async embedding

ValkeySemanticCache async get/set passed **kwargs into _get_async_embedding,
which raised TypeError on cache_key and other fields and silently skipped
all cache writes. Match redis-semantic by forwarding metadata only.

Co-authored-by: Cursor <cursoragent@cursor.com>

* test(caching): add async_get_cache embedding call regression test

Mirror the async_set_cache spy test so async_get_cache passing **kwargs
into _get_async_embedding is caught by a real signature, not AsyncMock.

Co-authored-by: Cursor <cursoragent@cursor.com>

---------

Co-authored-by: Shivam Rawat <shivamrawat@Shivams-MacBook-Pro.local>
Co-authored-by: Cursor <cursoragent@cursor.com>
---
 litellm/caching/valkey_semantic_cache.py      |  4 +-
 .../caching/test_valkey_semantic_cache.py     | 53 +++++++++++++++++++
 2 files changed, 55 insertions(+), 2 deletions(-)

diff --git a/litellm/caching/valkey_semantic_cache.py b/litellm/caching/valkey_semantic_cache.py
index 746e91207d8..76b7f7d5b87 100644
--- a/litellm/caching/valkey_semantic_cache.py
+++ b/litellm/caching/valkey_semantic_cache.py
@@ -279,7 +279,7 @@ async def async_set_cache(self, key: str, value: Any, **kwargs: Any) -> None:
                 print_verbose("No prompt provided for semantic caching")
                 return
 
-            embedding = await self._get_async_embedding(prompt, **kwargs)
+            embedding = await self._get_async_embedding(prompt, metadata=kwargs.get("metadata"))
             await self._ensure_index_async(len(embedding))
 
             doc_key = self._doc_key(key)
@@ -298,7 +298,7 @@ async def async_get_cache(self, key: str, **kwargs: Any) -> Any:
                 kwargs.setdefault("metadata", {})["semantic-similarity"] = 0.0
                 return None
 
-            embedding = await self._get_async_embedding(prompt, **kwargs)
+            embedding = await self._get_async_embedding(prompt, metadata=kwargs.get("metadata"))
             await self._ensure_index_async(len(embedding))
 
             search_result = await self.async_client.ft(self.index_name).search(
diff --git a/tests/test_litellm/caching/test_valkey_semantic_cache.py b/tests/test_litellm/caching/test_valkey_semantic_cache.py
index 44b9f061998..d2df0a98e12 100644
--- a/tests/test_litellm/caching/test_valkey_semantic_cache.py
+++ b/tests/test_litellm/caching/test_valkey_semantic_cache.py
@@ -300,6 +300,59 @@ async def test_async_set_and_get_roundtrip():
     assert metadata["semantic-similarity"] == pytest.approx(0.95)
 
 
+@pytest.mark.asyncio
+async def test_async_set_cache_passes_only_metadata_to_get_async_embedding():
+    async_client = AsyncMock()
+    async_client.ft = _async_ft(0.05)
+    cache = _make_cache(async_client=async_client)
+    captured: dict[str, object] = {}
+
+    async def spy_embedding(prompt: str, metadata: dict | None = None) -> list[float]:
+        captured["prompt"] = prompt
+        captured["metadata"] = metadata
+        return [0.1, 0.2, 0.3]
+
+    cache._get_async_embedding = spy_embedding
+
+    await cache.async_set_cache(
+        key="cache-key",
+        value={"content": "Paris"},
+        messages=[{"role": "user", "content": "What is the capital of France?"}],
+        metadata={"user_api_key": "sk-test"},
+        cache_key="abc123",
+        custom_llm_provider="openai",
+    )
+
+    assert captured["metadata"] == {"user_api_key": "sk-test"}
+    async_client.hset.assert_awaited_once()
+
+
+@pytest.mark.asyncio
+async def test_async_get_cache_passes_only_metadata_to_get_async_embedding():
+    async_client = AsyncMock()
+    async_client.ft = _async_ft(0.05)
+    cache = _make_cache(async_client=async_client)
+    captured: dict[str, object] = {}
+
+    async def spy_embedding(prompt: str, metadata: dict | None = None) -> list[float]:
+        captured["prompt"] = prompt
+        captured["metadata"] = dict(metadata) if metadata is not None else None
+        return [0.1, 0.2, 0.3]
+
+    cache._get_async_embedding = spy_embedding
+
+    result = await cache.async_get_cache(
+        key="cache-key",
+        messages=[{"role": "user", "content": "What is the capital of France?"}],
+        metadata={"user_api_key": "sk-test"},
+        cache_key="abc123",
+        custom_llm_provider="openai",
+    )
+
+    assert result == {"content": "Paris"}
+    assert captured["metadata"] == {"user_api_key": "sk-test"}
+
+
 @pytest.mark.asyncio
 async def test_async_get_cache_misses_below_threshold():
     async_client = AsyncMock()

From 8417b962a2bb3f0c4f3dbaf706dc822b380a381e Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Tue, 7 Jul 2026 09:39:10 +0300
Subject: [PATCH 058/370] fix(proxy): recover Prisma DB reconnect loop when
 client is disconnected

Once the active Prisma client is in the disconnected state, every DB call
raises ClientNotConnectedError. The reconnect machinery was supposed to
recover from this, but _get_engine_pid() inspected the broken client via
prisma's _engine property, which re-raises that same error, so
recreate_prisma_client failed before it could build a replacement client
and the proxy looped on failed reconnects forever (issue #28322 showed
1486+ consecutive failures over 30 days with zero recoveries)

Guard both _get_engine_pid implementations with is_connected() so a
disconnected client reads as "no engine" (pid 0) and the recreate path
proceeds to construct and connect a fresh client
---
 litellm/proxy/db/prisma_client.py             | 11 +++++-
 litellm/proxy/utils.py                        | 15 ++++++-
 tests/test_litellm/proxy/conftest.py          | 25 ++++++++++++
 .../proxy/db/test_prisma_client.py            | 35 +++++++++++++++++
 .../db/test_prisma_planned_engine_restart.py  |  1 +
 .../proxy/db/test_prisma_self_heal.py         | 39 ++++++++++++++++++-
 .../test_prisma_client_engine_watcher.py      | 10 +++++
 7 files changed, 132 insertions(+), 4 deletions(-)

diff --git a/litellm/proxy/db/prisma_client.py b/litellm/proxy/db/prisma_client.py
index 4042755f80d..fbccb8a726c 100644
--- a/litellm/proxy/db/prisma_client.py
+++ b/litellm/proxy/db/prisma_client.py
@@ -137,8 +137,17 @@ def __init__(
         self.on_engine_replaced: Callable[[], None] | None = None
 
     def _get_engine_pid(self) -> int:
-        """Get the PID of the current Prisma engine subprocess, or 0 if unavailable."""
+        """Get the PID of the current Prisma engine subprocess, or 0 if unavailable.
+
+        Must never raise: it runs inside the reconnect path, where the client
+        may be in any broken state. Prisma's ``_engine`` is a property that
+        raises ``ClientNotConnectedError`` on a disconnected client; if that
+        escaped here, ``recreate_prisma_client`` would fail before it could
+        build a replacement client and the reconnect loop could never recover.
+        """
         try:
+            if self._original_prisma.is_connected() is not True:
+                return 0
             engine = self._original_prisma._engine
             process = getattr(engine, "process", None) if engine is not None else None
             if process is not None:
diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py
index 2880eef6908..d7649b524aa 100644
--- a/litellm/proxy/utils.py
+++ b/litellm/proxy/utils.py
@@ -4097,11 +4097,22 @@ async def disconnect(self):
             raise e
 
     def _get_engine_pid(self) -> int:
+        """Get the PID of the writer's engine subprocess, or 0 if unavailable.
+
+        Must never raise: prisma's ``_engine`` property raises
+        ``ClientNotConnectedError`` on a disconnected client, and an exception
+        escaping from the reconnect path would leave it unable to recover.
+        """
         try:
-            engine = self.db._original_prisma._engine  # type: ignore[attr-defined]
+            prisma_obj = self.writer_db._original_prisma
+            if prisma_obj.is_connected() is not True:
+                return 0
+            engine = prisma_obj._engine
             process = getattr(engine, "process", None) if engine is not None else None
             if process is not None:
-                return process.pid
+                pid = process.pid
+                if isinstance(pid, int):
+                    return pid
         except (AttributeError, TypeError):
             pass
         return 0
diff --git a/tests/test_litellm/proxy/conftest.py b/tests/test_litellm/proxy/conftest.py
index 607315eb246..1d71035b67f 100644
--- a/tests/test_litellm/proxy/conftest.py
+++ b/tests/test_litellm/proxy/conftest.py
@@ -20,6 +20,31 @@
 )
 
 
+class StubClientNotConnectedError(Exception):
+    pass
+
+
+class DisconnectedPrisma:
+    """Mimics prisma-client-py after disconnect(): ``is_connected()`` is False
+    and the ``_engine`` property raises ``ClientNotConnectedError``."""
+
+    def is_connected(self) -> bool:
+        return False
+
+    @property
+    def _engine(self) -> None:
+        raise StubClientNotConnectedError(
+            "Client is not connected to the query engine, you must call `connect()` "
+            "before attempting to query data."
+        )
+
+
+@pytest.fixture
+def disconnected_prisma() -> DisconnectedPrisma:
+    """A stand-in for a Prisma client wedged in the disconnected state."""
+    return DisconnectedPrisma()
+
+
 @pytest.fixture(autouse=True)
 def _isolate_proxy_module_globals():
     """
diff --git a/tests/test_litellm/proxy/db/test_prisma_client.py b/tests/test_litellm/proxy/db/test_prisma_client.py
index 397e3f36e41..eeaf726941f 100644
--- a/tests/test_litellm/proxy/db/test_prisma_client.py
+++ b/tests/test_litellm/proxy/db/test_prisma_client.py
@@ -92,6 +92,7 @@ async def test_recreate_prisma_client_kills_old_engine_on_disconnect_failure(
     """When disconnect() fails, recreate_prisma_client must SIGTERM/SIGKILL the old engine PID."""
     mock_prisma = AsyncMock()
     mock_prisma.disconnect.side_effect = Exception("engine hung")
+    mock_prisma.is_connected = MagicMock(return_value=True)
 
     # Simulate engine subprocess with a known PID
     mock_engine = MagicMock()
@@ -122,6 +123,7 @@ async def test_recreate_prisma_client_skips_kill_on_successful_disconnect(
 ):
     """When disconnect() succeeds, no kill should be attempted."""
     mock_prisma = AsyncMock()
+    mock_prisma.is_connected = MagicMock(return_value=True)
     mock_prisma.disconnect.return_value = None
 
     wrapper = PrismaWrapper(original_prisma=mock_prisma, iam_token_db_auth=False)
@@ -142,6 +144,7 @@ async def test_recreate_prisma_client_handles_missing_engine_pid(
 ):
     """When engine PID is unavailable (no _engine attr), kill is skipped gracefully."""
     mock_prisma = AsyncMock()
+    mock_prisma.is_connected = MagicMock(return_value=True)
     mock_prisma.disconnect.side_effect = Exception("engine hung")
     mock_prisma._engine = None  # No engine subprocess
 
@@ -158,3 +161,35 @@ async def test_recreate_prisma_client_handles_missing_engine_pid(
 
     mock_kill.assert_not_called()  # PID was 0, kill skipped
     mock_new_prisma.connect.assert_awaited_once()
+
+
+def test_get_engine_pid_returns_zero_for_disconnected_client(disconnected_prisma):
+    """A disconnected client must read as "no engine" instead of raising,
+    otherwise the reconnect path can never recover."""
+    wrapper = PrismaWrapper(
+        original_prisma=disconnected_prisma, iam_token_db_auth=False
+    )
+
+    assert wrapper._get_engine_pid() == 0
+
+
+@pytest.mark.asyncio
+async def test_recreate_prisma_client_recovers_from_disconnected_client(
+    mock_prisma_binary, disconnected_prisma
+):
+    """recreate_prisma_client must still build a replacement client when the
+    current one is disconnected."""
+    wrapper = PrismaWrapper(
+        original_prisma=disconnected_prisma, iam_token_db_auth=False
+    )
+
+    mock_new_prisma = AsyncMock()
+    mock_prisma_binary.Prisma.return_value = mock_new_prisma
+
+    with patch("os.kill") as mock_kill:
+        result = await wrapper.recreate_prisma_client("postgresql://new")
+
+    assert result is True
+    mock_kill.assert_not_called()
+    assert wrapper._original_prisma is mock_new_prisma
+    mock_new_prisma.connect.assert_awaited_once()
diff --git a/tests/test_litellm/proxy/db/test_prisma_planned_engine_restart.py b/tests/test_litellm/proxy/db/test_prisma_planned_engine_restart.py
index 5e74004cc0b..9b382a41964 100644
--- a/tests/test_litellm/proxy/db/test_prisma_planned_engine_restart.py
+++ b/tests/test_litellm/proxy/db/test_prisma_planned_engine_restart.py
@@ -42,6 +42,7 @@ def mock_prisma_binary():
 def _make_wrapper(engine_pid: int = 111, iam: bool = False) -> PrismaWrapper:
     mock_prisma = MagicMock()
     mock_prisma.connect = AsyncMock()
+    mock_prisma.is_connected = MagicMock(return_value=True)
     mock_prisma._engine = MagicMock()
     mock_prisma._engine.process.pid = engine_pid
     return PrismaWrapper(original_prisma=mock_prisma, iam_token_db_auth=iam)
diff --git a/tests/test_litellm/proxy/db/test_prisma_self_heal.py b/tests/test_litellm/proxy/db/test_prisma_self_heal.py
index 35ef0a965f3..7f723fa3ae0 100644
--- a/tests/test_litellm/proxy/db/test_prisma_self_heal.py
+++ b/tests/test_litellm/proxy/db/test_prisma_self_heal.py
@@ -20,7 +20,7 @@ def mock_prisma_binary():
     """Mock prisma.Prisma to avoid requiring generated Prisma binaries for unit tests."""
     mock_module = MagicMock()
     with patch.dict(sys.modules, {"prisma": mock_module}):
-        yield
+        yield mock_module
 
 
 @pytest.fixture
@@ -515,6 +515,43 @@ async def test_engine_confirmed_dead_persists_across_failed_heavy_reconnect(
     assert client._engine_confirmed_dead is True
 
 
+@pytest.mark.asyncio
+async def test_heavy_reconnect_recovers_from_disconnected_prisma_client(
+    mock_proxy_logging, mock_prisma_binary, disconnected_prisma
+):
+    """Once the active Prisma client is in the disconnected state, every DB
+    call raises ClientNotConnectedError. The heavy reconnect path is the only
+    way out, so it must not re-raise that same error while inspecting the
+    broken client; otherwise `recreate_prisma_client` fails before it can
+    build a replacement and the proxy loops on failed reconnects forever.
+
+    The full real reconnect path (attempt_db_reconnect -> _run_reconnect_cycle
+    -> recreate_prisma_client) must succeed from that wedged state.
+    """
+    client = PrismaClient(
+        database_url="mock://test", proxy_logging_obj=mock_proxy_logging
+    )
+    client.db._original_prisma = disconnected_prisma
+    client._engine_confirmed_dead = True
+    client._start_engine_watcher = AsyncMock()
+
+    replacement = MagicMock()
+    replacement.connect = AsyncMock()
+    mock_prisma_binary.Prisma.return_value = replacement
+
+    with patch.dict(os.environ, {"DATABASE_URL": "postgresql://test"}):
+        result = await client.attempt_db_reconnect(
+            reason="unit_test_disconnected_client",
+            force=True,
+        )
+
+    assert result is True
+    assert client.db._original_prisma is replacement
+    replacement.connect.assert_awaited_once()
+    assert client._consecutive_reconnect_failures == 0
+    assert client._engine_confirmed_dead is False
+
+
 @pytest.mark.asyncio
 async def test_db_health_watchdog_should_reconnect_degraded_writer(
     mock_proxy_logging,
diff --git a/tests/test_litellm/proxy/utils/prisma_and_spend/test_prisma_client_engine_watcher.py b/tests/test_litellm/proxy/utils/prisma_and_spend/test_prisma_client_engine_watcher.py
index 2fedd6bb134..25c04caabba 100644
--- a/tests/test_litellm/proxy/utils/prisma_and_spend/test_prisma_client_engine_watcher.py
+++ b/tests/test_litellm/proxy/utils/prisma_and_spend/test_prisma_client_engine_watcher.py
@@ -42,6 +42,7 @@ def test_get_engine_pid_extracts_process_pid(prisma_client: PrismaClient) -> Non
     fake_engine.process = MagicMock()
     fake_engine.process.pid = 4242
     prisma_client.db._original_prisma = MagicMock()
+    prisma_client.db._original_prisma.is_connected = MagicMock(return_value=True)
     prisma_client.db._original_prisma._engine = fake_engine
     actual = {
         "pid": prisma_client._get_engine_pid(),
@@ -58,6 +59,15 @@ def test_get_engine_pid_returns_zero_when_engine_attr_missing(
     assert prisma_client._get_engine_pid() == 0
 
 
+def test_get_engine_pid_returns_zero_when_client_disconnected(
+    prisma_client: PrismaClient, disconnected_prisma
+) -> None:
+    """The reconnect path calls this on an arbitrarily-broken client; it must
+    report "no engine" instead of re-raising ClientNotConnectedError."""
+    prisma_client.db._original_prisma = disconnected_prisma
+    assert prisma_client._get_engine_pid() == 0
+
+
 def test_is_engine_alive_true_when_pid_zero(prisma_client: PrismaClient) -> None:
     prisma_client._engine_pid = 0
     pinned = {

From 3c5ae3d0cd9651d4504a4b6d514e0a3da1a6fb27 Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Tue, 7 Jul 2026 15:18:33 +0300
Subject: [PATCH 059/370] refactor(helm): move litellm-helm chart to helm/ and
 drop deploy folder (#32234)

* refactor(helm): move litellm-helm chart to helm/ and drop deploy folder

* chore(gitignore): drop ignore on vendored litellm-helm subcharts
---
 .circleci/config.yml                          |   4 +-
 .github/workflows/helm_unit_test.yml          |   2 +-
 .gitignore                                    |   5 +-
 Makefile                                      |   2 +-
 .../azure_marketplace.zip                     | Bin 2371 -> 0 bytes
 .../azure_marketplace/createUiDefinition.json |  15 -----
 .../azure_marketplace/mainTemplate.json       |  63 ------------------
 deploy/azure_resource_manager/main.bicep      |  42 ------------
 .../charts => helm}/litellm-helm/.helmignore  |   0
 .../charts => helm}/litellm-helm/Chart.lock   |   0
 .../charts => helm}/litellm-helm/Chart.yaml   |   0
 .../charts => helm}/litellm-helm/README.md    |   0
 .../litellm-helm/charts/postgresql-14.3.1.tgz | Bin
 .../litellm-helm/charts/redis-18.19.1.tgz     | Bin
 .../litellm-helm/ci/test-values.yaml          |   0
 .../litellm-helm/templates/NOTES.txt          |   0
 .../litellm-helm/templates/_helpers.tpl       |   0
 .../templates/configmap-litellm.yaml          |   0
 .../litellm-helm/templates/deployment.yaml    |   0
 .../templates/extra-resources.yaml            |   0
 .../litellm-helm/templates/hpa.yaml           |   0
 .../litellm-helm/templates/ingress.yaml       |   0
 .../litellm-helm/templates/keda.yaml          |   0
 .../templates/migrations-job.yaml             |   0
 .../templates/poddisruptionbudget.yaml        |   0
 .../templates/secret-dbcredentials.yaml       |   0
 .../templates/secret-masterkey.yaml           |   0
 .../litellm-helm/templates/service.yaml       |   0
 .../templates/serviceaccount.yaml             |   0
 .../templates/servicemonitor.yaml             |   0
 .../templates/tests/test-connection.yaml      |   0
 .../templates/tests/test-env-vars.yaml        |   0
 .../templates/tests/test-servicemonitor.yaml  |   0
 .../deployment_command_args_labels_tests.yaml |   0
 .../litellm-helm/tests/deployment_tests.yaml  |   0
 .../litellm-helm/tests/hpa_tests.yaml         |   0
 .../litellm-helm/tests/ingress_tests.yaml     |   0
 .../tests/masterkey-secret_tests.yaml         |   0
 .../tests/migrations-job_tests.yaml           |   0
 .../litellm-helm/tests/pdb_tests.yaml         |   0
 .../litellm-helm/tests/service_tests.yaml     |   0
 .../charts => helm}/litellm-helm/values.yaml  |   0
 42 files changed, 6 insertions(+), 127 deletions(-)
 delete mode 100644 deploy/azure_resource_manager/azure_marketplace.zip
 delete mode 100644 deploy/azure_resource_manager/azure_marketplace/createUiDefinition.json
 delete mode 100644 deploy/azure_resource_manager/azure_marketplace/mainTemplate.json
 delete mode 100644 deploy/azure_resource_manager/main.bicep
 rename {deploy/charts => helm}/litellm-helm/.helmignore (100%)
 rename {deploy/charts => helm}/litellm-helm/Chart.lock (100%)
 rename {deploy/charts => helm}/litellm-helm/Chart.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/README.md (100%)
 rename {deploy/charts => helm}/litellm-helm/charts/postgresql-14.3.1.tgz (100%)
 rename {deploy/charts => helm}/litellm-helm/charts/redis-18.19.1.tgz (100%)
 rename {deploy/charts => helm}/litellm-helm/ci/test-values.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/templates/NOTES.txt (100%)
 rename {deploy/charts => helm}/litellm-helm/templates/_helpers.tpl (100%)
 rename {deploy/charts => helm}/litellm-helm/templates/configmap-litellm.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/templates/deployment.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/templates/extra-resources.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/templates/hpa.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/templates/ingress.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/templates/keda.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/templates/migrations-job.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/templates/poddisruptionbudget.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/templates/secret-dbcredentials.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/templates/secret-masterkey.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/templates/service.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/templates/serviceaccount.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/templates/servicemonitor.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/templates/tests/test-connection.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/templates/tests/test-env-vars.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/templates/tests/test-servicemonitor.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/tests/deployment_command_args_labels_tests.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/tests/deployment_tests.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/tests/hpa_tests.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/tests/ingress_tests.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/tests/masterkey-secret_tests.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/tests/migrations-job_tests.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/tests/pdb_tests.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/tests/service_tests.yaml (100%)
 rename {deploy/charts => helm}/litellm-helm/values.yaml (100%)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 032bb56becc..ce9aaa9be8a 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -1610,14 +1610,14 @@ jobs:
       - run:
           name: Run helm lint
           command: |
-            helm lint ./deploy/charts/litellm-helm
+            helm lint ./helm/litellm-helm
 
       # Run helm tests
       - run:
           name: Run helm tests
           command: |
             IMAGE_TAG=${CIRCLE_SHA1:-ci}
-            helm install litellm ./deploy/charts/litellm-helm -f ./deploy/charts/litellm-helm/ci/test-values.yaml \
+            helm install litellm ./helm/litellm-helm -f ./helm/litellm-helm/ci/test-values.yaml \
               --set image.repository=litellm-ci \
               --set image.tag=${IMAGE_TAG} \
               --set image.pullPolicy=Never
diff --git a/.github/workflows/helm_unit_test.yml b/.github/workflows/helm_unit_test.yml
index a280e5557bb..5b9d20d97f3 100644
--- a/.github/workflows/helm_unit_test.yml
+++ b/.github/workflows/helm_unit_test.yml
@@ -39,5 +39,5 @@ jobs:
 
       - name: Run unit tests
         run: |
-          helm unittest -f 'tests/*.yaml' deploy/charts/litellm-helm
+          helm unittest -f 'tests/*.yaml' helm/litellm-helm
           helm unittest -f 'tests/*.yaml' helm/litellm
diff --git a/.gitignore b/.gitignore
index 62db5fe6182..e3ccf50508f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -52,9 +52,8 @@ ui/litellm-dashboard/node_modules
 ui/litellm-dashboard/next-env.d.ts
 ui/litellm-dashboard/package.json
 ui/litellm-dashboard/package-lock.json
-deploy/charts/litellm/*.tgz
-deploy/charts/litellm/charts/*
-deploy/charts/*.tgz
+helm/litellm-helm/*.tgz
+helm/*.tgz
 litellm/proxy/vertex_key.json
 **/.vim/
 **/node_modules
diff --git a/Makefile b/Makefile
index f8d10de2917..f2753b09ff5 100644
--- a/Makefile
+++ b/Makefile
@@ -265,7 +265,7 @@ test-integration: install-test-deps
 	$(UV_RUN) pytest tests/ -k "not test_litellm"
 
 test-unit-helm: install-helm-unittest
-	helm unittest -f 'tests/*.yaml' deploy/charts/litellm-helm
+	helm unittest -f 'tests/*.yaml' helm/litellm-helm
 
 # LLM Translation testing targets
 test-llm-translation: install-test-deps
diff --git a/deploy/azure_resource_manager/azure_marketplace.zip b/deploy/azure_resource_manager/azure_marketplace.zip
deleted file mode 100644
index 347512586375847e07053f90d3fcde4d4ef4f8a3..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 2371
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diff --git a/deploy/azure_resource_manager/azure_marketplace/createUiDefinition.json b/deploy/azure_resource_manager/azure_marketplace/createUiDefinition.json
deleted file mode 100644
index 4eba73bdba4..00000000000
--- a/deploy/azure_resource_manager/azure_marketplace/createUiDefinition.json
+++ /dev/null
@@ -1,15 +0,0 @@
-{
-    "$schema": "https://schema.management.azure.com/schemas/0.1.2-preview/CreateUIDefinition.MultiVm.json#",
-    "handler": "Microsoft.Azure.CreateUIDef",
-    "version": "0.1.2-preview",
-    "parameters": {
-        "config": {
-            "isWizard": false,
-            "basics": { }
-        },
-        "basics": [ ],
-        "steps": [ ],
-        "outputs": { },
-        "resourceTypes": [ ]
-    }
-}
\ No newline at end of file
diff --git a/deploy/azure_resource_manager/azure_marketplace/mainTemplate.json b/deploy/azure_resource_manager/azure_marketplace/mainTemplate.json
deleted file mode 100644
index 114e855bf54..00000000000
--- a/deploy/azure_resource_manager/azure_marketplace/mainTemplate.json
+++ /dev/null
@@ -1,63 +0,0 @@
-{
-    "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
-    "contentVersion": "1.0.0.0",
-    "parameters": {
-      "imageName": {
-        "type": "string",
-        "defaultValue": "ghcr.io/berriai/litellm:main-latest"
-      },
-      "containerName": {
-        "type": "string",
-        "defaultValue": "litellm-container"
-      },
-      "dnsLabelName": {
-        "type": "string",
-        "defaultValue": "litellm"
-      },
-      "portNumber": {
-        "type": "int",
-        "defaultValue": 4000
-      }
-    },
-    "resources": [
-      {
-        "type": "Microsoft.ContainerInstance/containerGroups",
-        "apiVersion": "2021-03-01",
-        "name": "[parameters('containerName')]",
-        "location": "[resourceGroup().location]",
-        "properties": {
-          "containers": [
-            {
-              "name": "[parameters('containerName')]",
-              "properties": {
-                "image": "[parameters('imageName')]",
-                "resources": {
-                  "requests": {
-                    "cpu": 1,
-                    "memoryInGB": 2
-                  }
-                },
-                "ports": [
-                  {
-                    "port": "[parameters('portNumber')]"
-                  }
-                ]
-              }
-            }
-          ],
-          "osType": "Linux",
-          "restartPolicy": "Always",
-          "ipAddress": {
-            "type": "Public",
-            "ports": [
-              {
-                "protocol": "tcp",
-                "port": "[parameters('portNumber')]"
-              }
-            ],
-            "dnsNameLabel": "[parameters('dnsLabelName')]"
-          }
-        }
-      }
-    ]
-  }
\ No newline at end of file
diff --git a/deploy/azure_resource_manager/main.bicep b/deploy/azure_resource_manager/main.bicep
deleted file mode 100644
index b104cefe1e1..00000000000
--- a/deploy/azure_resource_manager/main.bicep
+++ /dev/null
@@ -1,42 +0,0 @@
-param imageName string = 'ghcr.io/berriai/litellm:main-latest'
-param containerName string = 'litellm-container'
-param dnsLabelName string = 'litellm'
-param portNumber int = 4000
-
-resource containerGroupName 'Microsoft.ContainerInstance/containerGroups@2021-03-01' = {
-  name: containerName
-  location: resourceGroup().location
-  properties: {
-    containers: [
-      {
-        name: containerName
-        properties: {
-          image: imageName
-          resources: {
-            requests: {
-              cpu: 1
-              memoryInGB: 2
-            }
-          }
-          ports: [
-            {
-              port: portNumber
-            }
-          ]
-        }
-      }
-    ]
-    osType: 'Linux'
-    restartPolicy: 'Always'
-    ipAddress: {
-      type: 'Public'
-      ports: [
-        {
-          protocol: 'tcp'
-          port: portNumber
-        }
-      ]
-      dnsNameLabel: dnsLabelName
-    }
-  }
-}
diff --git a/deploy/charts/litellm-helm/.helmignore b/helm/litellm-helm/.helmignore
similarity index 100%
rename from deploy/charts/litellm-helm/.helmignore
rename to helm/litellm-helm/.helmignore
diff --git a/deploy/charts/litellm-helm/Chart.lock b/helm/litellm-helm/Chart.lock
similarity index 100%
rename from deploy/charts/litellm-helm/Chart.lock
rename to helm/litellm-helm/Chart.lock
diff --git a/deploy/charts/litellm-helm/Chart.yaml b/helm/litellm-helm/Chart.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/Chart.yaml
rename to helm/litellm-helm/Chart.yaml
diff --git a/deploy/charts/litellm-helm/README.md b/helm/litellm-helm/README.md
similarity index 100%
rename from deploy/charts/litellm-helm/README.md
rename to helm/litellm-helm/README.md
diff --git a/deploy/charts/litellm-helm/charts/postgresql-14.3.1.tgz b/helm/litellm-helm/charts/postgresql-14.3.1.tgz
similarity index 100%
rename from deploy/charts/litellm-helm/charts/postgresql-14.3.1.tgz
rename to helm/litellm-helm/charts/postgresql-14.3.1.tgz
diff --git a/deploy/charts/litellm-helm/charts/redis-18.19.1.tgz b/helm/litellm-helm/charts/redis-18.19.1.tgz
similarity index 100%
rename from deploy/charts/litellm-helm/charts/redis-18.19.1.tgz
rename to helm/litellm-helm/charts/redis-18.19.1.tgz
diff --git a/deploy/charts/litellm-helm/ci/test-values.yaml b/helm/litellm-helm/ci/test-values.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/ci/test-values.yaml
rename to helm/litellm-helm/ci/test-values.yaml
diff --git a/deploy/charts/litellm-helm/templates/NOTES.txt b/helm/litellm-helm/templates/NOTES.txt
similarity index 100%
rename from deploy/charts/litellm-helm/templates/NOTES.txt
rename to helm/litellm-helm/templates/NOTES.txt
diff --git a/deploy/charts/litellm-helm/templates/_helpers.tpl b/helm/litellm-helm/templates/_helpers.tpl
similarity index 100%
rename from deploy/charts/litellm-helm/templates/_helpers.tpl
rename to helm/litellm-helm/templates/_helpers.tpl
diff --git a/deploy/charts/litellm-helm/templates/configmap-litellm.yaml b/helm/litellm-helm/templates/configmap-litellm.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/templates/configmap-litellm.yaml
rename to helm/litellm-helm/templates/configmap-litellm.yaml
diff --git a/deploy/charts/litellm-helm/templates/deployment.yaml b/helm/litellm-helm/templates/deployment.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/templates/deployment.yaml
rename to helm/litellm-helm/templates/deployment.yaml
diff --git a/deploy/charts/litellm-helm/templates/extra-resources.yaml b/helm/litellm-helm/templates/extra-resources.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/templates/extra-resources.yaml
rename to helm/litellm-helm/templates/extra-resources.yaml
diff --git a/deploy/charts/litellm-helm/templates/hpa.yaml b/helm/litellm-helm/templates/hpa.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/templates/hpa.yaml
rename to helm/litellm-helm/templates/hpa.yaml
diff --git a/deploy/charts/litellm-helm/templates/ingress.yaml b/helm/litellm-helm/templates/ingress.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/templates/ingress.yaml
rename to helm/litellm-helm/templates/ingress.yaml
diff --git a/deploy/charts/litellm-helm/templates/keda.yaml b/helm/litellm-helm/templates/keda.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/templates/keda.yaml
rename to helm/litellm-helm/templates/keda.yaml
diff --git a/deploy/charts/litellm-helm/templates/migrations-job.yaml b/helm/litellm-helm/templates/migrations-job.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/templates/migrations-job.yaml
rename to helm/litellm-helm/templates/migrations-job.yaml
diff --git a/deploy/charts/litellm-helm/templates/poddisruptionbudget.yaml b/helm/litellm-helm/templates/poddisruptionbudget.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/templates/poddisruptionbudget.yaml
rename to helm/litellm-helm/templates/poddisruptionbudget.yaml
diff --git a/deploy/charts/litellm-helm/templates/secret-dbcredentials.yaml b/helm/litellm-helm/templates/secret-dbcredentials.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/templates/secret-dbcredentials.yaml
rename to helm/litellm-helm/templates/secret-dbcredentials.yaml
diff --git a/deploy/charts/litellm-helm/templates/secret-masterkey.yaml b/helm/litellm-helm/templates/secret-masterkey.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/templates/secret-masterkey.yaml
rename to helm/litellm-helm/templates/secret-masterkey.yaml
diff --git a/deploy/charts/litellm-helm/templates/service.yaml b/helm/litellm-helm/templates/service.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/templates/service.yaml
rename to helm/litellm-helm/templates/service.yaml
diff --git a/deploy/charts/litellm-helm/templates/serviceaccount.yaml b/helm/litellm-helm/templates/serviceaccount.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/templates/serviceaccount.yaml
rename to helm/litellm-helm/templates/serviceaccount.yaml
diff --git a/deploy/charts/litellm-helm/templates/servicemonitor.yaml b/helm/litellm-helm/templates/servicemonitor.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/templates/servicemonitor.yaml
rename to helm/litellm-helm/templates/servicemonitor.yaml
diff --git a/deploy/charts/litellm-helm/templates/tests/test-connection.yaml b/helm/litellm-helm/templates/tests/test-connection.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/templates/tests/test-connection.yaml
rename to helm/litellm-helm/templates/tests/test-connection.yaml
diff --git a/deploy/charts/litellm-helm/templates/tests/test-env-vars.yaml b/helm/litellm-helm/templates/tests/test-env-vars.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/templates/tests/test-env-vars.yaml
rename to helm/litellm-helm/templates/tests/test-env-vars.yaml
diff --git a/deploy/charts/litellm-helm/templates/tests/test-servicemonitor.yaml b/helm/litellm-helm/templates/tests/test-servicemonitor.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/templates/tests/test-servicemonitor.yaml
rename to helm/litellm-helm/templates/tests/test-servicemonitor.yaml
diff --git a/deploy/charts/litellm-helm/tests/deployment_command_args_labels_tests.yaml b/helm/litellm-helm/tests/deployment_command_args_labels_tests.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/tests/deployment_command_args_labels_tests.yaml
rename to helm/litellm-helm/tests/deployment_command_args_labels_tests.yaml
diff --git a/deploy/charts/litellm-helm/tests/deployment_tests.yaml b/helm/litellm-helm/tests/deployment_tests.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/tests/deployment_tests.yaml
rename to helm/litellm-helm/tests/deployment_tests.yaml
diff --git a/deploy/charts/litellm-helm/tests/hpa_tests.yaml b/helm/litellm-helm/tests/hpa_tests.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/tests/hpa_tests.yaml
rename to helm/litellm-helm/tests/hpa_tests.yaml
diff --git a/deploy/charts/litellm-helm/tests/ingress_tests.yaml b/helm/litellm-helm/tests/ingress_tests.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/tests/ingress_tests.yaml
rename to helm/litellm-helm/tests/ingress_tests.yaml
diff --git a/deploy/charts/litellm-helm/tests/masterkey-secret_tests.yaml b/helm/litellm-helm/tests/masterkey-secret_tests.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/tests/masterkey-secret_tests.yaml
rename to helm/litellm-helm/tests/masterkey-secret_tests.yaml
diff --git a/deploy/charts/litellm-helm/tests/migrations-job_tests.yaml b/helm/litellm-helm/tests/migrations-job_tests.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/tests/migrations-job_tests.yaml
rename to helm/litellm-helm/tests/migrations-job_tests.yaml
diff --git a/deploy/charts/litellm-helm/tests/pdb_tests.yaml b/helm/litellm-helm/tests/pdb_tests.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/tests/pdb_tests.yaml
rename to helm/litellm-helm/tests/pdb_tests.yaml
diff --git a/deploy/charts/litellm-helm/tests/service_tests.yaml b/helm/litellm-helm/tests/service_tests.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/tests/service_tests.yaml
rename to helm/litellm-helm/tests/service_tests.yaml
diff --git a/deploy/charts/litellm-helm/values.yaml b/helm/litellm-helm/values.yaml
similarity index 100%
rename from deploy/charts/litellm-helm/values.yaml
rename to helm/litellm-helm/values.yaml

From 42f5b0bd34fcd7b01a17f52a41147fb04ab4d06d Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Tue, 7 Jul 2026 20:49:55 +0530
Subject: [PATCH 060/370] fix(proxy): wire general_settings SSRF allowlist to
 litellm globals (#32243)

* fix(proxy): wire general_settings SSRF allowlist to litellm globals

general_settings.user_url_allowed_hosts was documented in SSRF errors but
never applied at startup, so internal MCP/OpenAPI URLs stayed blocked.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(proxy): regenerate dashboard types and satisfy ruff UP006 budget

Use list[str] in ConfigGeneralSettings and run gen:api so schema.d.ts
matches the new SSRF general_settings fields.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix: normalize ssrf general settings

* fix: clear ssrf allowlists from null settings

---------

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 litellm/proxy/_types.py                       |  22 ++++
 litellm/proxy/proxy_server.py                 |  35 ++++++
 .../proxy/proxy_server/test_proxy_config.py   |  31 +++++
 tests/test_litellm/proxy/test_proxy_server.py | 114 ++++++++++++++++++
 ui/litellm-dashboard/src/lib/http/schema.d.ts |  15 +++
 5 files changed, 217 insertions(+)

diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index de35a705c68..e1d657f293b 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -2322,6 +2322,28 @@ class ConfigGeneralSettings(LiteLLMPydanticObjectBase):
             "is active as a reminder that hard enforcement is relaxed."
         ),
     )
+    user_url_validation: Optional[bool] = Field(
+        None,
+        description=(
+            "Master switch for the SSRF guard applied to user-supplied URLs "
+            "(image_url, file_url, MCP/OpenAPI spec URLs, etc). Defaults to True. "
+            "Set to False to disable DNS/IP validation entirely (not recommended)."
+        ),
+    )
+    user_url_allowed_hosts: Optional[list[str]] = Field(
+        None,
+        description=(
+            "SSRF allowlist for user-supplied URLs. Entries are `hostname` or "
+            "`hostname:port` (bracketed for IPv6, e.g. `[::1]:8080`). Allowlisted "
+            "hosts skip the blocked-network check in validate_url() but still "
+            "resolve DNS. Use this to permit legitimate internal targets, e.g. "
+            "an internal OpenAPI/MCP server."
+        ),
+    )
+    provider_url_destination_allowed_hosts: Optional[list[str]] = Field(
+        None,
+        description="Allowlist of hosts a request may redirect a provider call's destination URL to.",
+    )
 
 
 class ConfigYAML(LiteLLMPydanticObjectBase):
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index c619133cebd..810e94cdc27 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -3566,6 +3566,28 @@ def _scrub_db_overlay_remote_module_loads(section: str, db_value: Any) -> Any:
     return sanitized
 
 
+def _normalize_user_url_validation(value: object) -> Optional[bool]:
+    if value is None:
+        return None
+    if isinstance(value, str):
+        return str_to_bool(value)
+    return bool(value)
+
+
+def _apply_ssrf_general_settings(settings: Mapping[str, object]) -> None:
+    if "user_url_allowed_hosts" in settings:
+        litellm.user_url_allowed_hosts = cast(list[str], settings["user_url_allowed_hosts"])
+
+    user_url_validation = _normalize_user_url_validation(settings.get("user_url_validation"))
+    if user_url_validation is not None:
+        litellm.user_url_validation = user_url_validation
+
+    if "provider_url_destination_allowed_hosts" in settings:
+        litellm.provider_url_destination_allowed_hosts = cast(
+            list[str], settings["provider_url_destination_allowed_hosts"]
+        )
+
+
 class ProxyConfig:
     """
     Abstraction class on top of config loading/updating logic. Gives us one place to control all config updating logic.
@@ -4553,6 +4575,9 @@ async def load_config(self, router: Optional[litellm.Router], config_file_path:
                     RoleBasedPermissions(**role_permission) for role_permission in rbac_role_permissions
                 ]
 
+            ### SSRF URL VALIDATION SETTINGS ###
+            _apply_ssrf_general_settings(general_settings)
+
             ## check if user has set a premium feature in general_settings
             if general_settings.get("enforced_params") is not None and premium_user is not True:
                 raise ValueError("Trying to use `enforced_params`" + CommonProxyErrors.not_premium_user.value)
@@ -5590,6 +5615,15 @@ async def _update_general_settings(self, db_general_settings: Optional[Json]):
             if old_value != new_value:
                 await self._reschedule_spend_log_cleanup_job()
 
+        for key in (
+            "user_url_allowed_hosts",
+            "user_url_validation",
+            "provider_url_destination_allowed_hosts",
+        ):
+            if key in _general_settings:
+                general_settings[key] = _general_settings[key]
+        _apply_ssrf_general_settings(_general_settings)
+
     def _update_config_fields(
         self,
         current_config: dict,
@@ -14309,6 +14343,7 @@ async def update_config_general_settings(
 
     if data.field_name == "plugins":
         register_plugins_from_config(general_settings)
+    _apply_ssrf_general_settings(general_settings)
 
     return response
 
diff --git a/tests/test_litellm/proxy/proxy_server/test_proxy_config.py b/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
index 9a687addbdd..6cdaa17c0bf 100644
--- a/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
+++ b/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
@@ -720,6 +720,37 @@ async def test_ProxyConfig_load_config_minimal_yaml(tmp_path, monkeypatch):
     }
 
 
+@pytest.mark.asyncio
+async def test_ProxyConfig_load_config_wires_general_settings_url_validation(tmp_path, monkeypatch):
+    """Regression for #26599: SSRF settings in general_settings must reach litellm globals."""
+    f = tmp_path / "c.yaml"
+    f.write_text(
+        "model_list: []\n"
+        "general_settings:\n"
+        "  user_url_validation: false\n"
+        "  user_url_allowed_hosts:\n"
+        "    - internal.corp\n"
+        "  provider_url_destination_allowed_hosts:\n"
+        "    - api.example.com\n"
+    )
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", None)
+    monkeypatch.setattr("litellm.proxy.proxy_server.store_model_in_db", False)
+    monkeypatch.delenv("LITELLM_CONFIG_BUCKET_NAME", raising=False)
+
+    original_validation = litellm.user_url_validation
+    original_hosts = list(litellm.user_url_allowed_hosts)
+    original_provider_hosts = list(litellm.provider_url_destination_allowed_hosts)
+    try:
+        await ProxyConfig().load_config(router=None, config_file_path=str(f))
+        assert litellm.user_url_validation is False
+        assert litellm.user_url_allowed_hosts == ["internal.corp"]
+        assert litellm.provider_url_destination_allowed_hosts == ["api.example.com"]
+    finally:
+        litellm.user_url_validation = original_validation
+        litellm.user_url_allowed_hosts = original_hosts
+        litellm.provider_url_destination_allowed_hosts = original_provider_hosts
+
+
 @pytest.mark.asyncio
 async def test_ProxyConfig_load_config_missing_file_raises(monkeypatch):
     monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", None)
diff --git a/tests/test_litellm/proxy/test_proxy_server.py b/tests/test_litellm/proxy/test_proxy_server.py
index 533c37e690e..2dc67c827e3 100644
--- a/tests/test_litellm/proxy/test_proxy_server.py
+++ b/tests/test_litellm/proxy/test_proxy_server.py
@@ -2583,6 +2583,50 @@ async def test_load_config_max_budget_env_var_coerced_to_float(tmp_path, monkeyp
         litellm.max_budget = original_max_budget
 
 
+@pytest.mark.asyncio
+async def test_load_config_user_url_validation_handles_null_and_string_false(tmp_path, monkeypatch):
+    from litellm.proxy.proxy_server import ProxyConfig
+
+    monkeypatch.setattr(litellm, "user_url_validation", True)
+    monkeypatch.setattr(litellm, "user_url_allowed_hosts", ["internal.example"])
+    monkeypatch.setattr(litellm, "provider_url_destination_allowed_hosts", ["provider.example"])
+    null_config_file = tmp_path / "null_config.yaml"
+    null_config_file.write_text(
+        yaml.dump(
+            {
+                "model_list": [],
+                "general_settings": {
+                    "user_url_allowed_hosts": None,
+                    "user_url_validation": None,
+                    "provider_url_destination_allowed_hosts": None,
+                },
+            }
+        )
+    )
+
+    await ProxyConfig().load_config(
+        router=MagicMock(), config_file_path=str(null_config_file)
+    )
+    assert litellm.user_url_validation is True
+    assert litellm.user_url_allowed_hosts is None
+    assert litellm.provider_url_destination_allowed_hosts is None
+
+    false_config_file = tmp_path / "false_config.yaml"
+    false_config_file.write_text(
+        yaml.dump(
+            {
+                "model_list": [],
+                "general_settings": {"user_url_validation": "false"},
+            }
+        )
+    )
+
+    await ProxyConfig().load_config(
+        router=MagicMock(), config_file_path=str(false_config_file)
+    )
+    assert litellm.user_url_validation is False
+
+
 @pytest.mark.asyncio
 async def test_load_environment_variables_direct_and_os_environ():
     """
@@ -8871,6 +8915,76 @@ async def test_update_config_general_settings_emits_audit_log(monkeypatch):
     assert before["some_api_key"] != "sk-stored-secret"
 
 
+@pytest.mark.asyncio
+async def test_update_config_general_settings_applies_ssrf_globals(monkeypatch):
+    import litellm.proxy.proxy_server as proxy_server_module
+    from litellm.proxy._types import ConfigFieldUpdate
+    from litellm.proxy.proxy_server import update_config_general_settings
+
+    fake = _fake_prisma_with_config({})
+    monkeypatch.setattr(proxy_server_module, "prisma_client", fake)
+    monkeypatch.setattr(litellm, "store_audit_logs", False)
+    monkeypatch.setattr(litellm, "user_url_validation", True)
+    monkeypatch.setattr(litellm, "user_url_allowed_hosts", [])
+    monkeypatch.setattr(litellm, "provider_url_destination_allowed_hosts", [])
+
+    admin = UserAPIKeyAuth(
+        api_key="hashed-admin",
+        user_id="admin-1",
+        user_role=LitellmUserRoles.PROXY_ADMIN,
+    )
+    await update_config_general_settings(
+        data=ConfigFieldUpdate(
+            field_name="user_url_validation",
+            field_value="false",
+            config_type="general_settings",
+        ),
+        user_api_key_dict=admin,
+    )
+    await update_config_general_settings(
+        data=ConfigFieldUpdate(
+            field_name="user_url_allowed_hosts",
+            field_value=["internal.example"],
+            config_type="general_settings",
+        ),
+        user_api_key_dict=admin,
+    )
+    await update_config_general_settings(
+        data=ConfigFieldUpdate(
+            field_name="provider_url_destination_allowed_hosts",
+            field_value=["provider.example"],
+            config_type="general_settings",
+        ),
+        user_api_key_dict=admin,
+    )
+    await asyncio.sleep(0)
+
+    assert litellm.user_url_validation is False
+    assert litellm.user_url_allowed_hosts == ["internal.example"]
+    assert litellm.provider_url_destination_allowed_hosts == ["provider.example"]
+
+    await update_config_general_settings(
+        data=ConfigFieldUpdate(
+            field_name="user_url_allowed_hosts",
+            field_value=None,
+            config_type="general_settings",
+        ),
+        user_api_key_dict=admin,
+    )
+    await update_config_general_settings(
+        data=ConfigFieldUpdate(
+            field_name="provider_url_destination_allowed_hosts",
+            field_value=None,
+            config_type="general_settings",
+        ),
+        user_api_key_dict=admin,
+    )
+    await asyncio.sleep(0)
+
+    assert litellm.user_url_allowed_hosts is None
+    assert litellm.provider_url_destination_allowed_hosts is None
+
+
 @pytest.mark.asyncio
 async def test_delete_config_general_settings_emits_deleted_audit_log(monkeypatch):
     import litellm.proxy.proxy_server as proxy_server_module
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index 496a0462ebe..71568299529 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -22508,6 +22508,11 @@ export interface components {
              * @description external services registered as embeddable UI plugins
              */
             plugins?: components["schemas"]["PluginConfig"][] | null;
+            /**
+             * Provider Url Destination Allowed Hosts
+             * @description Allowlist of hosts a request may redirect a provider call's destination URL to.
+             */
+            provider_url_destination_allowed_hosts?: string[] | null;
             /**
              * Reject Clientside Metadata Tags
              * @description When set to True, rejects requests that contain client-side 'metadata.tags' to prevent users from influencing budgets by sending different tags. Tags can only be inherited from the API key metadata.
@@ -22566,6 +22571,16 @@ export interface components {
              * @description Controls how non-admin users interact with MCP servers in the dashboard. 'restricted' shows only accessible servers, 'view_all' lists every server in read-only mode.
              */
             user_mcp_management_mode?: ("restricted" | "view_all") | null;
+            /**
+             * User Url Allowed Hosts
+             * @description SSRF allowlist for user-supplied URLs. Entries are `hostname` or `hostname:port` (bracketed for IPv6, e.g. `[::1]:8080`). Allowlisted hosts skip the blocked-network check in validate_url() but still resolve DNS. Use this to permit legitimate internal targets, e.g. an internal OpenAPI/MCP server.
+             */
+            user_url_allowed_hosts?: string[] | null;
+            /**
+             * User Url Validation
+             * @description Master switch for the SSRF guard applied to user-supplied URLs (image_url, file_url, MCP/OpenAPI spec URLs, etc). Defaults to True. Set to False to disable DNS/IP validation entirely (not recommended).
+             */
+            user_url_validation?: boolean | null;
         };
         /** ConfigList */
         ConfigList: {

From a78dc69a09615008f240c6332ca9375ceef5ff95 Mon Sep 17 00:00:00 2001
From: Sameer Kankute <sameer@berri.ai>
Date: Tue, 7 Jul 2026 20:50:21 +0530
Subject: [PATCH 061/370] fix(mcp): alias/display-name tool routing, REST
 filters, BYOK auth (#32320)

* fix(mcp): resolve tool name prefix via known server prefixes, not string match

When an MCP server's alias differs from its server_name, tool names are
listed with the alias prefix but _execute_tool_calls compared that prefix
against the server_name stored in tool_server_map. The mismatch silently
skipped prefix stripping, forwarding the fully-prefixed tool name upstream
and causing "Unknown tool" failures. Resolve the actual MCPServer object
and strip using its known prefix forms (alias, server_name, server_id)
instead.

* fix(mcp): preserve tool overrides and scope REST tool listing

Return saved tool display/description overrides from the server table API
so the edit UI reloads them, resolve display names before prefix stripping
on tool calls, and honor mcp_server_name and toolset_name filters on the
REST tools list endpoint.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(mcp): inject BYOK credentials on Playground OpenAPI tool calls

Playground and Responses API route MCP execution through call_tool, which
skipped BYOK lookup and never set the OpenAPI auth ContextVar, so upstream
calls went out unauthenticated despite a stored user credential.

Co-authored-by: Cursor <cursoragent@cursor.com>

* test(mcp): cover alias-mismatch prefix stripping and display-name reverse mapping

Regression tests for _execute_tool_calls: an MCP server whose alias differs
from its server_name must still have its tool-name prefix stripped correctly,
and a tool called by its configured display name must resolve back to the
original tool name before dispatch.

* fix(mcp): validate tool display names against Bedrock's tool-name pattern

A display name replaces the tool name sent to the LLM provider, so a value
with spaces or other special characters saves successfully but fails every
subsequent Bedrock tool call. Validate tool_name_to_display_name server-side
(create/update payload) against Bedrock's [a-zA-Z0-9_-]+ constraint, and add
matching inline validation plus a save-blocking guard in the Admin UI's
create and edit MCP server forms.

* style(mcp): fix ruff/prettier formatting on CI

No logic changes; satisfies the format checks flagged on PR #32320.

* fix(mcp): fix CI failures on PR - complexity budget and stale test mock

Extract toolset-scope resolution and query-param normalization out of
list_tool_rest_api into helpers to bring it back under the C901 complexity
budget (was 18, now within the 15 threshold).

Add the missing get_mcp_server_by_name stub to the streaming iterator test's
mock manager; the alias-fallback resolution added for tool-name-prefix
stripping calls it unconditionally when _get_mcp_server_from_tool_name misses.

* test(mcp): cover BYOK OpenAPI auth-header helpers to close codecov patch gap

_format_byok_openapi_auth_header, _openapi_forwarded_extra_headers, and
_resolve_byok_mcp_auth_header were only exercised indirectly via a mocked
call_tool test, leaving their branches (auth-type formatting, header
forwarding/stripping, missing-credential 401) uncovered.

* fix(mcp): resolve BYOK auth before queuing the during-hook task

_resolve_byok_mcp_auth_header can raise a 401 when no credential is stored.
Resolving it after during_hook_task was already queued meant a hook's
side effects (audit logging, rate-limit bookkeeping) could run and record
success for a tool call that then fails on the missing credential.

* fix: correct mcp alias routing regressions

---------

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 .../mcp_server/mcp_server_manager.py          | 101 ++++-
 .../mcp_server/rest_endpoints.py              |  51 ++-
 .../proxy/_experimental/mcp_server/utils.py   |  48 ++-
 .../mcp/litellm_proxy_mcp_handler.py          |  21 +-
 .../mcp_server/test_mcp_hook_extra_headers.py | 380 ++++++++++++------
 .../mcp_server/test_mcp_server_manager.py     |  18 +
 .../mcp_server/test_rest_endpoints.py         | 286 +++++++++++++
 .../_experimental/mcp_server/test_utils.py    |  49 +++
 .../mcp/test_litellm_proxy_mcp_handler.py     |  82 ++++
 .../mcp/test_mcp_streaming_iterator.py        |   1 +
 .../mcp_tools/create_mcp_server.tsx           |  11 +-
 .../mcp_tools/mcp_server_edit.test.tsx        |  41 +-
 .../components/mcp_tools/mcp_server_edit.tsx  |  21 +-
 .../mcp_tools/mcp_tool_configuration.test.tsx |  74 ++++
 .../mcp_tools/mcp_tool_configuration.tsx      | 161 ++++----
 .../src/components/mcp_tools/utils.test.tsx   |  27 +-
 .../src/components/mcp_tools/utils.tsx        |  27 ++
 17 files changed, 1183 insertions(+), 216 deletions(-)
 create mode 100644 tests/test_litellm/proxy/_experimental/mcp_server/test_utils.py

diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index b2128cb0553..0d28d4d26c4 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -253,6 +253,76 @@ def _without_authorization(
     return filtered or None
 
 
+def _format_byok_openapi_auth_header(mcp_server: MCPServer, mcp_auth_header: str) -> str:
+    """Format a raw BYOK credential for OpenAPI tool ``Authorization`` injection."""
+    if mcp_server.auth_type == MCPAuth.api_key:
+        return f"ApiKey {mcp_auth_header}"
+    if mcp_server.auth_type == MCPAuth.basic:
+        return f"Basic {mcp_auth_header}"
+    return f"Bearer {mcp_auth_header}"
+
+
+def _openapi_forwarded_extra_headers(
+    mcp_server: MCPServer,
+    raw_headers: Optional[dict[str, str]],
+    user_api_key_auth: Optional[UserAPIKeyAuth],
+) -> Optional[dict[str, str]]:
+    if not mcp_server.extra_headers or not raw_headers:
+        return None
+    normalized_raw = {str(k).lower(): v for k, v in raw_headers.items() if isinstance(k, str)}
+    skip_caller_authorization = _should_strip_caller_authorization(
+        mcp_server=mcp_server,
+        raw_headers=raw_headers,
+        user_api_key_auth=user_api_key_auth,
+    )
+    forwarded: dict[str, str] = {}
+    for header_name in mcp_server.extra_headers:
+        if not isinstance(header_name, str):
+            continue
+        if skip_caller_authorization and header_name.lower() == "authorization":
+            continue
+        value = normalized_raw.get(header_name.lower())
+        if value is not None:
+            forwarded[header_name] = value
+    return forwarded or None
+
+
+async def _resolve_byok_mcp_auth_header(
+    mcp_server: MCPServer,
+    user_api_key_auth: Optional[UserAPIKeyAuth],
+    mcp_auth_header: Optional[str],
+) -> Optional[str]:
+    """Resolve BYOK credential for tool calls that bypass ``execute_mcp_tool``."""
+    if not mcp_server.is_byok:
+        return mcp_auth_header
+
+    from litellm.proxy._experimental.mcp_server.server import (
+        _check_byok_credential,
+        _get_byok_credential,
+    )
+
+    if not mcp_auth_header:
+        byok_cred = await _get_byok_credential(mcp_server, user_api_key_auth)
+        if byok_cred is None:
+            raise HTTPException(
+                status_code=401,
+                detail={
+                    "error": "byok_auth_required",
+                    "server_id": mcp_server.server_id,
+                    "server_name": mcp_server.server_name or mcp_server.name,
+                    "message": (
+                        "No stored credential found for this BYOK server. "
+                        "Complete the OAuth authorization flow to provide your API key."
+                    ),
+                },
+                headers={"WWW-Authenticate": 'Bearer resource_metadata="/.well-known/oauth-protected-resource"'},
+            )
+        return byok_cred
+
+    await _check_byok_credential(mcp_server, user_api_key_auth)
+    return mcp_auth_header
+
+
 def _extract_upstream_auth_failure(
     exc: BaseException,
 ) -> Optional[tuple[int, Optional[str]]]:
@@ -3861,6 +3931,15 @@ async def call_tool(
         start_time = datetime.datetime.now()
         mcp_server = self._resolve_mcp_server_for_tool_call(server_name, name)
 
+        # Resolved before any hook runs so a missing BYOK credential (401) never
+        # leaves during-hook side effects (audit logging, rate-limit bookkeeping)
+        # recorded against a call that ultimately fails.
+        mcp_auth_header = await _resolve_byok_mcp_auth_header(
+            mcp_server,
+            user_api_key_auth,
+            mcp_auth_header,
+        )
+
         #########################################################
         # Pre MCP Tool Call Hook
         # Allow validation and modification of tool calls before execution
@@ -3907,9 +3986,25 @@ async def call_tool(
                     server_name,
                 )
 
+            auth_header_value = (
+                _format_byok_openapi_auth_header(mcp_server, mcp_auth_header) if mcp_auth_header else None
+            )
+            forwarded_headers = _openapi_forwarded_extra_headers(mcp_server, raw_headers, user_api_key_auth)
+
             async def _call_openapi_via_handler():
-                async with self._limit_outbound_concurrency(mcp_server):
-                    return await self._call_openapi_tool_handler(mcp_server, name, arguments)
+                from litellm.proxy._experimental.mcp_server.openapi_to_mcp_generator import (
+                    _request_auth_header,
+                    _request_extra_headers,
+                )
+
+                auth_token = _request_auth_header.set(auth_header_value)
+                extra_token = _request_extra_headers.set(forwarded_headers)
+                try:
+                    async with self._limit_outbound_concurrency(mcp_server):
+                        return await self._call_openapi_tool_handler(mcp_server, name, arguments)
+                finally:
+                    _request_auth_header.reset(auth_token)
+                    _request_extra_headers.reset(extra_token)
 
             tasks.append(asyncio.create_task(_call_openapi_via_handler()))
         else:
@@ -4553,6 +4648,8 @@ def _build_mcp_server_table(self, server: MCPServer) -> LiteLLM_MCPServerTable:
             teams=[],
             mcp_access_groups=server.access_groups or [],
             allowed_tools=server.allowed_tools or [],
+            tool_name_to_display_name=server.tool_name_to_display_name,
+            tool_name_to_description=server.tool_name_to_description,
             extra_headers=server.extra_headers or [],
             mcp_info=server.mcp_info,
             static_headers=server.static_headers,
diff --git a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
index ce0698cb7ac..d482e537c5d 100644
--- a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
@@ -77,6 +77,7 @@ def _connection_error_message(exc: BaseException) -> str:
         ListMCPToolsRestAPIResponseObject,
         MCPInfo,
         MCPServer,
+        _apply_toolset_scope,
         _fire_mcp_success_logging,
         _tool_name_matches,
         execute_mcp_tool,
@@ -541,10 +542,37 @@ async def _list_tools_for_single_server(
             "message": "Successfully retrieved tools",
         }
 
+    def _as_query_str(value: Any) -> Optional[str]:
+        """Coerce an Optional[str] Query param to str|None, dropping unresolved FastAPI defaults."""
+        return value if isinstance(value, str) else None
+
+    async def _resolve_toolset_scope(
+        toolset_name: Optional[str],
+        user_api_key_dict: UserAPIKeyAuth,
+    ) -> UserAPIKeyAuth:
+        """Resolve ``toolset_name`` to its scoped ``UserAPIKeyAuth``, or return unchanged."""
+        if not toolset_name:
+            return user_api_key_dict
+
+        from litellm.proxy.utils import get_prisma_client_or_throw
+
+        prisma_client = get_prisma_client_or_throw("Database not available. Connect a database to your proxy")
+        toolset = await global_mcp_server_manager.get_toolset_by_name_cached(prisma_client, toolset_name)
+        if toolset is None:
+            raise HTTPException(
+                status_code=404,
+                detail=f"Toolset '{toolset_name}' not found",
+            )
+        return await _apply_toolset_scope(user_api_key_dict, toolset.toolset_id)
+
     @router.get("/tools/list", dependencies=[Depends(user_api_key_auth)])
     async def list_tool_rest_api(
         request: Request,
         server_id: Optional[str] = Query(None, description="The server id to list tools for"),
+        mcp_server_name: Optional[str] = Query(
+            None, description="Filter tools to a single MCP server by name or alias"
+        ),
+        toolset_name: Optional[str] = Query(None, description="Filter tools to a single toolset by name"),
         include_disabled_tools: bool = Query(
             False,
             description=(
@@ -582,16 +610,29 @@ async def list_tool_rest_api(
         )
 
         try:
+            mcp_server_name = _as_query_str(mcp_server_name)
+            toolset_name = _as_query_str(toolset_name)
+
             # The full catalog (allowlist filter skipped) is admin-only so the
             # REST endpoint can't be used to enumerate deliberately-disabled tools.
             apply_tool_filters = not (
                 include_disabled_tools and user_api_key_dict.user_role == LitellmUserRoles.PROXY_ADMIN
             )
 
-            if apply_tool_filters and getattr(
-                getattr(user_api_key_dict, "object_permission", None),
-                "mcp_tool_search_enabled",
-                False,
+            user_api_key_dict = await _resolve_toolset_scope(toolset_name, user_api_key_dict)
+
+            if server_id is None:
+                server_id = mcp_server_name
+
+            if (
+                apply_tool_filters
+                and server_id is None
+                and toolset_name is None
+                and getattr(
+                    getattr(user_api_key_dict, "object_permission", None),
+                    "mcp_tool_search_enabled",
+                    False,
+                )
             ):
                 from litellm.proxy._experimental.mcp_server.tool_search import (
                     get_virtual_tool_definitions,
@@ -719,6 +760,8 @@ async def list_tool_rest_api(
                 request_path=request.scope.get("_original_path") or request.url.path,
             )
         except HTTPException as http_exc:
+            if http_exc.status_code == status.HTTP_404_NOT_FOUND:
+                raise
             # Internal access/IP 403s keep the legacy error-dict response shape
             # so the existing contract stays intact.
             verbose_logger.exception("HTTPException in list_tool_rest_api: %s", str(http_exc))
diff --git a/litellm/proxy/_experimental/mcp_server/utils.py b/litellm/proxy/_experimental/mcp_server/utils.py
index 9cb6d404b01..c9c60030dbc 100644
--- a/litellm/proxy/_experimental/mcp_server/utils.py
+++ b/litellm/proxy/_experimental/mcp_server/utils.py
@@ -214,12 +214,14 @@ def server_applies_tool_allowlist(mcp_server: Any) -> bool:
 
 def validate_and_normalize_mcp_server_payload(payload: Any) -> None:
     """
-    Validate and normalize MCP server payload fields (server_name and alias).
+    Validate and normalize MCP server payload fields (server_name, alias, and
+    tool_name_to_display_name).
 
     This function:
     1. Validates that server_name and alias don't contain the MCP_TOOL_PREFIX_SEPARATOR
-    2. Normalizes alias by replacing spaces with underscores
-    3. Sets default alias if not provided (using server_name as base)
+    2. Validates that tool_name_to_display_name values satisfy Bedrock's tool-name pattern
+    3. Normalizes alias by replacing spaces with underscores
+    4. Sets default alias if not provided (using server_name as base)
 
     Args:
         payload: The payload object containing server_name and alias fields
@@ -235,6 +237,10 @@ def validate_and_normalize_mcp_server_payload(payload: Any) -> None:
     if hasattr(payload, "alias") and payload.alias:
         validate_mcp_server_name(payload.alias, raise_http_exception=True)
 
+    # Tool display name validation: must satisfy Bedrock's tool-name pattern
+    if hasattr(payload, "tool_name_to_display_name") and payload.tool_name_to_display_name:
+        validate_tool_display_names(payload.tool_name_to_display_name)
+
     # Alias normalization and defaulting
     alias = getattr(payload, "alias", None)
     server_name = getattr(payload, "server_name", None)
@@ -409,6 +415,42 @@ def validate_mcp_server_name(server_name: str, raise_http_exception: bool = Fals
             raise Exception(error_message)
 
 
+TOOL_DISPLAY_NAME_PATTERN = re.compile(r"^[a-zA-Z0-9_-]+$")
+
+
+def validate_tool_display_names(tool_name_to_display_name: Optional[Mapping[str, str]]) -> None:
+    """
+    Validate tool display name overrides against Bedrock's tool-name constraint.
+
+    A display name replaces the tool name sent to the LLM provider, so it must
+    satisfy the strictest provider requirement in use (Bedrock's
+    ``[a-zA-Z0-9_-]+``); a name with spaces or other characters saves
+    successfully but fails every subsequent Bedrock tool call.
+
+    Raises:
+        HTTPException: If any display name fails the pattern.
+    """
+    if not tool_name_to_display_name:
+        return
+
+    for original_name, display_name in tool_name_to_display_name.items():
+        if display_name and not TOOL_DISPLAY_NAME_PATTERN.match(display_name):
+            from fastapi import HTTPException
+            from starlette import status
+
+            raise HTTPException(
+                status_code=status.HTTP_400_BAD_REQUEST,
+                detail={
+                    "error": (
+                        f"Invalid display name '{display_name}' for tool '{original_name}'. "
+                        "Display names may only contain letters, digits, underscores, and "
+                        "hyphens (no spaces or other special characters), since they replace "
+                        "the tool name sent to the LLM provider."
+                    )
+                },
+            )
+
+
 class MCPMissingUserEnvVarsError(Exception):
     """Raised when an MCP request can't be built because the calling user has
     not supplied one or more required per-user environment variables.
diff --git a/litellm/responses/mcp/litellm_proxy_mcp_handler.py b/litellm/responses/mcp/litellm_proxy_mcp_handler.py
index 999945b3823..c1cf2d967eb 100644
--- a/litellm/responses/mcp/litellm_proxy_mcp_handler.py
+++ b/litellm/responses/mcp/litellm_proxy_mcp_handler.py
@@ -16,7 +16,10 @@
 from litellm._logging import verbose_logger
 from litellm.constants import MAXIMUM_TRACEBACK_LINES_TO_LOG
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
-from litellm.proxy._experimental.mcp_server.utils import split_server_prefix_from_name
+from litellm.proxy._experimental.mcp_server.utils import (
+    split_server_prefix_from_name,
+    strip_known_server_prefix,
+)
 from litellm.proxy.litellm_pre_call_utils import LiteLLMProxyRequestSetup
 from litellm.responses.main import aresponses
 from litellm.responses.streaming_iterator import BaseResponsesAPIStreamingIterator
@@ -628,6 +631,9 @@ async def _execute_tool_calls(
         from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
             global_mcp_server_manager,
         )
+        from litellm.proxy._experimental.mcp_server.server import (
+            _resolve_display_name_to_original,
+        )
         from litellm.proxy.proxy_server import proxy_logging_obj
 
         tool_results = []
@@ -654,11 +660,13 @@ async def _execute_tool_calls(
 
                 server_name = tool_server_map[tool_name]
 
-                # Remove the server name prefix if the tool name includes it.
-                sanitized_tool_name = tool_name
-                unprefixed_name, prefixed_server_name = split_server_prefix_from_name(tool_name)
-                if prefixed_server_name and prefixed_server_name == server_name and unprefixed_name:
-                    sanitized_tool_name = unprefixed_name
+                mcp_server = global_mcp_server_manager.get_mcp_server_by_name(
+                    server_name
+                ) or global_mcp_server_manager._get_mcp_server_from_tool_name(tool_name)
+                resolved_tool_name = (
+                    _resolve_display_name_to_original(tool_name, [mcp_server]) if mcp_server else tool_name
+                )
+                sanitized_tool_name = strip_known_server_prefix(resolved_tool_name, mcp_server)
 
                 start_time = datetime.now()
                 logging_input = [
@@ -741,7 +749,6 @@ async def _execute_tool_calls(
                     "arguments": parsed_arguments,
                     "namespaced_tool_name": tool_name,
                 }
-                mcp_server = global_mcp_server_manager._get_mcp_server_from_tool_name(tool_name)
                 if mcp_server:
                     mcp_info = mcp_server.mcp_info or {}
                     standard_logging_mcp_tool_call["mcp_server_name"] = (
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_hook_extra_headers.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_hook_extra_headers.py
index 363948ff4e6..73486fe0b6a 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_hook_extra_headers.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_hook_extra_headers.py
@@ -43,17 +43,13 @@ def test_returns_original_kwargs_when_response_is_empty_dict(self):
     def test_extracts_modified_arguments(self):
         original = {"arguments": {"old": "value"}}
         response = {"modified_arguments": {"new": "value"}}
-        result = self.proxy_logging._convert_mcp_hook_response_to_kwargs(
-            response, original
-        )
+        result = self.proxy_logging._convert_mcp_hook_response_to_kwargs(response, original)
         assert result["arguments"] == {"new": "value"}
 
     def test_extracts_extra_headers(self):
         original = {"arguments": {"key": "val"}}
         response = {"extra_headers": {"Authorization": "Bearer signed-jwt"}}
-        result = self.proxy_logging._convert_mcp_hook_response_to_kwargs(
-            response, original
-        )
+        result = self.proxy_logging._convert_mcp_hook_response_to_kwargs(response, original)
         assert result["extra_headers"] == {"Authorization": "Bearer signed-jwt"}
 
     def test_extracts_both_arguments_and_headers(self):
@@ -62,9 +58,7 @@ def test_extracts_both_arguments_and_headers(self):
             "modified_arguments": {"new": "value"},
             "extra_headers": {"X-Custom": "header-val"},
         }
-        result = self.proxy_logging._convert_mcp_hook_response_to_kwargs(
-            response, original
-        )
+        result = self.proxy_logging._convert_mcp_hook_response_to_kwargs(response, original)
         assert result["arguments"] == {"new": "value"}
         assert result["extra_headers"] == {"X-Custom": "header-val"}
 
@@ -72,9 +66,7 @@ def test_no_extra_headers_key_preserves_original(self):
         """Backward compat: hooks that only return modified_arguments still work."""
         original = {"arguments": {"key": "val"}}
         response = {"modified_arguments": {"key": "new_val"}}
-        result = self.proxy_logging._convert_mcp_hook_response_to_kwargs(
-            response, original
-        )
+        result = self.proxy_logging._convert_mcp_hook_response_to_kwargs(response, original)
         assert "extra_headers" not in result
         assert result["arguments"] == {"key": "new_val"}
 
@@ -82,9 +74,7 @@ def test_empty_extra_headers_not_set(self):
         """Empty dict for extra_headers is falsy and should not be set."""
         original = {"arguments": {"key": "val"}}
         response = {"extra_headers": {}}
-        result = self.proxy_logging._convert_mcp_hook_response_to_kwargs(
-            response, original
-        )
+        result = self.proxy_logging._convert_mcp_hook_response_to_kwargs(response, original)
         assert "extra_headers" not in result
 
 
@@ -107,18 +97,10 @@ async def test_returns_empty_dict_when_hook_has_no_headers(self):
         server = self._make_server()
 
         proxy_logging = MagicMock(spec=ProxyLogging)
-        proxy_logging._create_mcp_request_object_from_kwargs = MagicMock(
-            return_value=MagicMock()
-        )
-        proxy_logging._convert_mcp_to_llm_format = MagicMock(
-            return_value={"model": "fake"}
-        )
-        proxy_logging.pre_call_hook = AsyncMock(
-            return_value={"modified_arguments": {"key": "val"}}
-        )
-        proxy_logging._convert_mcp_hook_response_to_kwargs = MagicMock(
-            return_value={"arguments": {"key": "val"}}
-        )
+        proxy_logging._create_mcp_request_object_from_kwargs = MagicMock(return_value=MagicMock())
+        proxy_logging._convert_mcp_to_llm_format = MagicMock(return_value={"model": "fake"})
+        proxy_logging.pre_call_hook = AsyncMock(return_value={"modified_arguments": {"key": "val"}})
+        proxy_logging._convert_mcp_hook_response_to_kwargs = MagicMock(return_value={"arguments": {"key": "val"}})
 
         with patch.object(manager, "check_allowed_or_banned_tools", return_value=True):
             with patch.object(
@@ -146,15 +128,9 @@ async def test_returns_extra_headers_from_hook(self):
         hook_headers = {"Authorization": "Bearer signed-jwt", "X-Trace-Id": "abc123"}
 
         proxy_logging = MagicMock(spec=ProxyLogging)
-        proxy_logging._create_mcp_request_object_from_kwargs = MagicMock(
-            return_value=MagicMock()
-        )
-        proxy_logging._convert_mcp_to_llm_format = MagicMock(
-            return_value={"model": "fake"}
-        )
-        proxy_logging.pre_call_hook = AsyncMock(
-            return_value={"extra_headers": hook_headers}
-        )
+        proxy_logging._create_mcp_request_object_from_kwargs = MagicMock(return_value=MagicMock())
+        proxy_logging._convert_mcp_to_llm_format = MagicMock(return_value={"model": "fake"})
+        proxy_logging.pre_call_hook = AsyncMock(return_value={"extra_headers": hook_headers})
         proxy_logging._convert_mcp_hook_response_to_kwargs = MagicMock(
             return_value={"arguments": {"key": "val"}, "extra_headers": hook_headers}
         )
@@ -183,12 +159,8 @@ async def test_returns_empty_dict_when_hook_returns_none(self):
         server = self._make_server()
 
         proxy_logging = MagicMock(spec=ProxyLogging)
-        proxy_logging._create_mcp_request_object_from_kwargs = MagicMock(
-            return_value=MagicMock()
-        )
-        proxy_logging._convert_mcp_to_llm_format = MagicMock(
-            return_value={"model": "fake"}
-        )
+        proxy_logging._create_mcp_request_object_from_kwargs = MagicMock(return_value=MagicMock())
+        proxy_logging._convert_mcp_to_llm_format = MagicMock(return_value={"model": "fake"})
         proxy_logging.pre_call_hook = AsyncMock(return_value=None)
 
         with patch.object(manager, "check_allowed_or_banned_tools", return_value=True):
@@ -219,18 +191,10 @@ async def test_returns_modified_arguments_from_hook(self):
         modified_args = {"key": "modified", "extra": "added"}
 
         proxy_logging = MagicMock(spec=ProxyLogging)
-        proxy_logging._create_mcp_request_object_from_kwargs = MagicMock(
-            return_value=MagicMock()
-        )
-        proxy_logging._convert_mcp_to_llm_format = MagicMock(
-            return_value={"model": "fake"}
-        )
-        proxy_logging.pre_call_hook = AsyncMock(
-            return_value={"modified_arguments": modified_args}
-        )
-        proxy_logging._convert_mcp_hook_response_to_kwargs = MagicMock(
-            return_value={"arguments": modified_args}
-        )
+        proxy_logging._create_mcp_request_object_from_kwargs = MagicMock(return_value=MagicMock())
+        proxy_logging._convert_mcp_to_llm_format = MagicMock(return_value={"model": "fake"})
+        proxy_logging.pre_call_hook = AsyncMock(return_value={"modified_arguments": modified_args})
+        proxy_logging._convert_mcp_hook_response_to_kwargs = MagicMock(return_value={"arguments": modified_args})
 
         with patch.object(manager, "check_allowed_or_banned_tools", return_value=True):
             with patch.object(
@@ -260,12 +224,8 @@ async def test_returns_both_modified_arguments_and_headers(self):
         hook_headers = {"Authorization": "Bearer jwt"}
 
         proxy_logging = MagicMock(spec=ProxyLogging)
-        proxy_logging._create_mcp_request_object_from_kwargs = MagicMock(
-            return_value=MagicMock()
-        )
-        proxy_logging._convert_mcp_to_llm_format = MagicMock(
-            return_value={"model": "fake"}
-        )
+        proxy_logging._create_mcp_request_object_from_kwargs = MagicMock(return_value=MagicMock())
+        proxy_logging._convert_mcp_to_llm_format = MagicMock(return_value={"model": "fake"})
         proxy_logging.pre_call_hook = AsyncMock(return_value={"dummy": True})
         proxy_logging._convert_mcp_hook_response_to_kwargs = MagicMock(
             return_value={"arguments": modified_args, "extra_headers": hook_headers}
@@ -345,9 +305,7 @@ async def test_hook_headers_passed_to_call_regular_mcp_tool(self):
 
                         mock_call.assert_called_once()
                         call_kwargs = mock_call.call_args
-                        assert (
-                            call_kwargs.kwargs.get("hook_extra_headers") == hook_headers
-                        )
+                        assert call_kwargs.kwargs.get("hook_extra_headers") == hook_headers
 
     @pytest.mark.asyncio
     async def test_no_hook_headers_when_no_proxy_logging(self):
@@ -434,9 +392,7 @@ async def test_openapi_server_warns_and_continues_on_hook_headers(self):
             spec_path="/path/to/spec.yaml",
         )
 
-        with patch.object(
-            manager, "_get_mcp_server_from_tool_name", return_value=server
-        ):
+        with patch.object(manager, "_get_mcp_server_from_tool_name", return_value=server):
             with patch.object(
                 manager,
                 "pre_call_tool_check",
@@ -467,10 +423,7 @@ async def test_openapi_server_warns_and_continues_on_hook_headers(self):
                                 proxy_logging_obj=proxy_logging,
                             )
                             mock_logger.warning.assert_called_once()
-                            assert (
-                                "header injection is not supported"
-                                in mock_logger.warning.call_args[0][0]
-                            )
+                            assert "header injection is not supported" in mock_logger.warning.call_args[0][0]
 
     @pytest.mark.asyncio
     async def test_openapi_server_no_error_without_hook_headers(self):
@@ -486,9 +439,7 @@ async def test_openapi_server_no_error_without_hook_headers(self):
             spec_path="/path/to/spec.yaml",
         )
 
-        with patch.object(
-            manager, "_get_mcp_server_from_tool_name", return_value=server
-        ):
+        with patch.object(manager, "_get_mcp_server_from_tool_name", return_value=server):
             with patch.object(
                 manager,
                 "pre_call_tool_check",
@@ -539,25 +490,19 @@ def _make_server(
     async def test_hook_headers_override_static_headers(self):
         """Hook headers should take precedence over static_headers."""
         manager = MCPServerManager()
-        server = self._make_server(
-            static_headers={"Authorization": "Bearer static-token", "X-Static": "yes"}
-        )
+        server = self._make_server(static_headers={"Authorization": "Bearer static-token", "X-Static": "yes"})
 
         hook_headers = {"Authorization": "Bearer hook-signed-jwt"}
 
         captured_extra_headers: Dict[str, Any] = {}
 
-        async def fake_create_mcp_client(
-            server, mcp_auth_header=None, extra_headers=None, stdio_env=None, **kwargs
-        ):
+        async def fake_create_mcp_client(server, mcp_auth_header=None, extra_headers=None, stdio_env=None, **kwargs):
             captured_extra_headers["value"] = extra_headers
             mock_client = MagicMock()
             mock_client.call_tool = AsyncMock(return_value=MagicMock())
             return mock_client
 
-        with patch.object(
-            manager, "_create_mcp_client", side_effect=fake_create_mcp_client
-        ):
+        with patch.object(manager, "_create_mcp_client", side_effect=fake_create_mcp_client):
             with patch.object(manager, "_build_stdio_env", return_value=None):
                 try:
                     await manager._call_regular_mcp_tool(
@@ -587,17 +532,13 @@ async def test_no_hook_headers_preserves_existing_behavior(self):
 
         captured_extra_headers: Dict[str, Any] = {}
 
-        async def fake_create_mcp_client(
-            server, mcp_auth_header=None, extra_headers=None, stdio_env=None, **kwargs
-        ):
+        async def fake_create_mcp_client(server, mcp_auth_header=None, extra_headers=None, stdio_env=None, **kwargs):
             captured_extra_headers["value"] = extra_headers
             mock_client = MagicMock()
             mock_client.call_tool = AsyncMock(return_value=MagicMock())
             return mock_client
 
-        with patch.object(
-            manager, "_create_mcp_client", side_effect=fake_create_mcp_client
-        ):
+        with patch.object(manager, "_create_mcp_client", side_effect=fake_create_mcp_client):
             with patch.object(manager, "_build_stdio_env", return_value=None):
                 try:
                     await manager._call_regular_mcp_tool(
@@ -633,17 +574,13 @@ async def test_hook_headers_merge_with_oauth2(self):
 
         captured_extra_headers: Dict[str, Any] = {}
 
-        async def fake_create_mcp_client(
-            server, mcp_auth_header=None, extra_headers=None, stdio_env=None, **kwargs
-        ):
+        async def fake_create_mcp_client(server, mcp_auth_header=None, extra_headers=None, stdio_env=None, **kwargs):
             captured_extra_headers["value"] = extra_headers
             mock_client = MagicMock()
             mock_client.call_tool = AsyncMock(return_value=MagicMock())
             return mock_client
 
-        with patch.object(
-            manager, "_create_mcp_client", side_effect=fake_create_mcp_client
-        ):
+        with patch.object(manager, "_create_mcp_client", side_effect=fake_create_mcp_client):
             with patch.object(manager, "_build_stdio_env", return_value=None):
                 try:
                     await manager._call_regular_mcp_tool(
@@ -689,17 +626,13 @@ async def test_m2m_oauth2_does_not_forward_litellm_caller_authorization(self):
 
         captured_extra_headers: Dict[str, Any] = {}
 
-        async def fake_create_mcp_client(
-            server, mcp_auth_header=None, extra_headers=None, stdio_env=None, **kwargs
-        ):
+        async def fake_create_mcp_client(server, mcp_auth_header=None, extra_headers=None, stdio_env=None, **kwargs):
             captured_extra_headers["value"] = extra_headers
             mock_client = MagicMock()
             mock_client.call_tool = AsyncMock(return_value=MagicMock())
             return mock_client
 
-        with patch.object(
-            manager, "_create_mcp_client", side_effect=fake_create_mcp_client
-        ):
+        with patch.object(manager, "_create_mcp_client", side_effect=fake_create_mcp_client):
             with patch.object(manager, "_build_stdio_env", return_value=None):
                 try:
                     await manager._call_regular_mcp_tool(
@@ -737,17 +670,13 @@ async def test_m2m_oauth2_skips_authorization_in_configured_extra_headers(self):
 
         captured_extra_headers: Dict[str, Any] = {}
 
-        async def fake_create_mcp_client(
-            server, mcp_auth_header=None, extra_headers=None, stdio_env=None, **kwargs
-        ):
+        async def fake_create_mcp_client(server, mcp_auth_header=None, extra_headers=None, stdio_env=None, **kwargs):
             captured_extra_headers["value"] = extra_headers
             mock_client = MagicMock()
             mock_client.call_tool = AsyncMock(return_value=MagicMock())
             return mock_client
 
-        with patch.object(
-            manager, "_create_mcp_client", side_effect=fake_create_mcp_client
-        ):
+        with patch.object(manager, "_create_mcp_client", side_effect=fake_create_mcp_client):
             with patch.object(manager, "_build_stdio_env", return_value=None):
                 try:
                     await manager._call_regular_mcp_tool(
@@ -822,9 +751,7 @@ def test_convert_mcp_to_llm_format_surfaces_rate_limit_server_name(self):
         request_obj.tool_name = "list_repos"
         request_obj.arguments = {"org": "acme"}
 
-        result = self.proxy_logging._convert_mcp_to_llm_format(
-            request_obj, {"mcp_rate_limit_server_name": "github"}
-        )
+        result = self.proxy_logging._convert_mcp_to_llm_format(request_obj, {"mcp_rate_limit_server_name": "github"})
 
         assert result["mcp_server_name"] == "github"
 
@@ -861,16 +788,10 @@ def capture_convert(request_obj, kwargs):
             return {"model": "fake"}
 
         proxy_logging = MagicMock(spec=ProxyLogging)
-        proxy_logging._create_mcp_request_object_from_kwargs = MagicMock(
-            return_value=MagicMock()
-        )
-        proxy_logging._convert_mcp_to_llm_format = MagicMock(
-            side_effect=capture_convert
-        )
+        proxy_logging._create_mcp_request_object_from_kwargs = MagicMock(return_value=MagicMock())
+        proxy_logging._convert_mcp_to_llm_format = MagicMock(side_effect=capture_convert)
         proxy_logging.pre_call_hook = AsyncMock(return_value=None)
-        proxy_logging._convert_mcp_hook_response_to_kwargs = MagicMock(
-            return_value={"arguments": {}}
-        )
+        proxy_logging._convert_mcp_hook_response_to_kwargs = MagicMock(return_value={"arguments": {}})
 
         with patch.object(manager, "check_allowed_or_banned_tools", return_value=True):
             with patch.object(
@@ -889,3 +810,226 @@ def capture_convert(request_obj, kwargs):
                     )
 
         assert captured["kwargs"]["mcp_rate_limit_server_name"] == "gh"
+
+
+class TestOpenApiByokCallTool:
+    @pytest.mark.asyncio
+    async def test_call_tool_openapi_byok_injects_request_auth_contextvar(self):
+        """Playground/responses call call_tool directly; BYOK must reach OpenAPI handlers."""
+        from litellm.proxy._experimental.mcp_server.openapi_to_mcp_generator import (
+            _request_auth_header,
+        )
+
+        manager = MCPServerManager()
+        server = MCPServer(
+            server_id="byok-openapi",
+            name="firecrawl_byok_test",
+            server_name="firecrawl_byok_test",
+            url="https://api.firecrawl.dev",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.api_key,
+            spec_path="https://example.com/openapi.json",
+            is_byok=True,
+        )
+        user_auth = UserAPIKeyAuth(user_id="default_user_id", api_key="sk-dashboard")
+        captured_auth: dict[str, Optional[str]] = {}
+
+        async def fake_openapi_handler(_server, _name, _arguments):
+            captured_auth["value"] = _request_auth_header.get()
+            return MagicMock()
+
+        with patch.object(manager, "_resolve_mcp_server_for_tool_call", return_value=server):
+            with patch(
+                "litellm.proxy._experimental.mcp_server.mcp_server_manager._resolve_byok_mcp_auth_header",
+                new=AsyncMock(return_value="fc-test-key"),
+            ):
+                with patch.object(
+                    manager,
+                    "_call_openapi_tool_handler",
+                    side_effect=fake_openapi_handler,
+                ):
+                    await manager.call_tool(
+                        server_name=server.server_name,
+                        name="scrapeandextractfromurl",
+                        arguments={"body": {"url": "https://example.com"}},
+                        user_api_key_auth=user_auth,
+                    )
+
+        assert captured_auth["value"] == "ApiKey fc-test-key"
+
+
+class TestFormatByokOpenapiAuthHeader:
+    def _server(self, auth_type):
+        return MCPServer(
+            server_id="s1",
+            name="s1",
+            server_name="s1",
+            url="https://example.com",
+            transport=MCPTransport.http,
+            auth_type=auth_type,
+        )
+
+    def test_api_key_auth_type(self):
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            _format_byok_openapi_auth_header,
+        )
+
+        assert _format_byok_openapi_auth_header(self._server(MCPAuth.api_key), "secret") == "ApiKey secret"
+
+    def test_basic_auth_type(self):
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            _format_byok_openapi_auth_header,
+        )
+
+        assert _format_byok_openapi_auth_header(self._server(MCPAuth.basic), "secret") == "Basic secret"
+
+    def test_defaults_to_bearer(self):
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            _format_byok_openapi_auth_header,
+        )
+
+        assert _format_byok_openapi_auth_header(self._server(MCPAuth.oauth2), "secret") == "Bearer secret"
+
+
+class TestOpenapiForwardedExtraHeaders:
+    def _server(self, extra_headers):
+        return MCPServer(
+            server_id="s1",
+            name="s1",
+            server_name="s1",
+            url="https://example.com",
+            transport=MCPTransport.http,
+            extra_headers=extra_headers,
+        )
+
+    def test_returns_none_without_extra_headers_config(self):
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            _openapi_forwarded_extra_headers,
+        )
+
+        server = self._server(None)
+        assert _openapi_forwarded_extra_headers(server, {"X-Custom": "v"}, None) is None
+
+    def test_returns_none_without_raw_headers(self):
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            _openapi_forwarded_extra_headers,
+        )
+
+        server = self._server(["X-Custom"])
+        assert _openapi_forwarded_extra_headers(server, None, None) is None
+
+    def test_forwards_configured_header_case_insensitively(self):
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            _openapi_forwarded_extra_headers,
+        )
+
+        server = self._server(["X-Custom"])
+        result = _openapi_forwarded_extra_headers(server, {"x-custom": "v"}, None)
+        assert result == {"X-Custom": "v"}
+
+    def test_returns_none_when_no_configured_header_is_present(self):
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            _openapi_forwarded_extra_headers,
+        )
+
+        server = self._server(["X-Missing"])
+        assert _openapi_forwarded_extra_headers(server, {"x-custom": "v"}, None) is None
+
+    def test_skips_authorization_when_caller_header_must_be_stripped(self):
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            _openapi_forwarded_extra_headers,
+        )
+
+        server = self._server(["Authorization"])
+        server.auth_type = MCPAuth.oauth2_token_exchange
+        result = _openapi_forwarded_extra_headers(server, {"authorization": "Bearer caller-token"}, None)
+        assert result is None
+
+    def test_skips_non_string_header_entries(self):
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            _openapi_forwarded_extra_headers,
+        )
+
+        server = self._server(["X-Custom"])
+        server.extra_headers = [123, "X-Custom"]  # simulate malformed legacy config data
+        result = _openapi_forwarded_extra_headers(server, {"x-custom": "v"}, None)
+        assert result == {"X-Custom": "v"}
+
+
+class TestResolveByokMcpAuthHeader:
+    def _server(self, is_byok):
+        return MCPServer(
+            server_id="s1",
+            name="s1",
+            server_name="s1",
+            url="https://example.com",
+            transport=MCPTransport.http,
+            is_byok=is_byok,
+        )
+
+    @pytest.mark.asyncio
+    async def test_non_byok_server_passes_header_through_unchanged(self):
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            _resolve_byok_mcp_auth_header,
+        )
+
+        server = self._server(is_byok=False)
+        result = await _resolve_byok_mcp_auth_header(server, None, "caller-header")
+        assert result == "caller-header"
+
+    @pytest.mark.asyncio
+    async def test_byok_server_uses_stored_credential_when_no_header_supplied(self):
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            _resolve_byok_mcp_auth_header,
+        )
+
+        server = self._server(is_byok=True)
+        user_auth = UserAPIKeyAuth(user_id="user-1", api_key="sk-dashboard")
+
+        with patch(
+            "litellm.proxy._experimental.mcp_server.server._get_byok_credential",
+            new=AsyncMock(return_value="stored-cred"),
+        ):
+            result = await _resolve_byok_mcp_auth_header(server, user_auth, None)
+
+        assert result == "stored-cred"
+
+    @pytest.mark.asyncio
+    async def test_byok_server_raises_401_when_no_credential_stored(self):
+        from fastapi import HTTPException
+
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            _resolve_byok_mcp_auth_header,
+        )
+
+        server = self._server(is_byok=True)
+        user_auth = UserAPIKeyAuth(user_id="user-1", api_key="sk-dashboard")
+
+        with patch(
+            "litellm.proxy._experimental.mcp_server.server._get_byok_credential",
+            new=AsyncMock(return_value=None),
+        ):
+            with pytest.raises(HTTPException) as exc_info:
+                await _resolve_byok_mcp_auth_header(server, user_auth, None)
+
+        assert exc_info.value.status_code == 401
+        assert exc_info.value.detail["error"] == "byok_auth_required"
+
+    @pytest.mark.asyncio
+    async def test_byok_server_checks_credential_and_keeps_caller_header_when_supplied(self):
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            _resolve_byok_mcp_auth_header,
+        )
+
+        server = self._server(is_byok=True)
+        user_auth = UserAPIKeyAuth(user_id="user-1", api_key="sk-dashboard")
+        check_mock = AsyncMock(return_value=None)
+
+        with patch(
+            "litellm.proxy._experimental.mcp_server.server._check_byok_credential",
+            new=check_mock,
+        ):
+            result = await _resolve_byok_mcp_auth_header(server, user_auth, "caller-header")
+
+        check_mock.assert_awaited_once_with(server, user_auth)
+        assert result == "caller-header"
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index 6d3e09c6b75..358c0409db4 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -4074,6 +4074,24 @@ def test_build_mcp_server_table_none_timestamps_when_not_set(self):
         assert table.created_at is None
         assert table.updated_at is None
 
+    def test_build_mcp_server_table_preserves_tool_overrides(self):
+        """Tool display/description overrides must survive registry -> API table conversion."""
+        manager = MCPServerManager()
+        server = MCPServer(
+            server_id="override-server",
+            name="deepwiki",
+            server_name="deepwiki_mcp",
+            url="https://example.com/mcp",
+            transport=MCPTransport.http,
+            tool_name_to_display_name={"read_wiki_structure": "browse_docs"},
+            tool_name_to_description={"read_wiki_structure": "Browse repository documentation"},
+        )
+
+        table = manager._build_mcp_server_table(server)
+
+        assert table.tool_name_to_display_name == {"read_wiki_structure": "browse_docs"}
+        assert table.tool_name_to_description == {"read_wiki_structure": "Browse repository documentation"}
+
     @pytest.mark.asyncio
     async def test_round_trip_timestamps_preserved(self):
         """Timestamps survive the full round-trip: LiteLLM_MCPServerTable -> MCPServer -> LiteLLM_MCPServerTable."""
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py
index fb4eee54e1d..e114f46e866 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py
@@ -1050,6 +1050,292 @@ async def fake_get_allowed_mcp_servers(*args, **kwargs):
         assert result["error"] == "unexpected_error"
         assert "access_denied" in result["message"]
 
+    async def test_mcp_server_name_query_param_resolves_to_server(self, monkeypatch):
+        """mcp_server_name is a name-based alias for server_id: it should
+        resolve to the matching server and scope the response to it."""
+        from litellm.proxy._experimental.mcp_server.server import MCPServer
+        from litellm.types.mcp import MCPTransport
+
+        stub_server = MCPServer(
+            server_id="uuid-abc-123",
+            name="my-server",
+            transport=MCPTransport.sse,
+        )
+        stub_server.alias = "my-server"
+        stub_server.server_name = "my-server"
+        stub_server.available_on_public_internet = True
+        stub_server.allowed_tools = None
+        stub_server.mcp_info = {"server_name": "my-server"}
+
+        async def fake_contexts(user_api_key_auth):
+            return [user_api_key_auth]
+
+        async def fake_get_allowed_mcp_servers(*args, **kwargs):
+            return ["uuid-abc-123"]
+
+        captured = {"called": False, "server_arg": None}
+
+        async def fake_get_tools(
+            server,
+            server_auth_header,
+            raw_headers=None,
+            user_api_key_auth=None,
+            extra_headers=None,
+            apply_tool_filters=True,
+        ):
+            captured["called"] = True
+            captured["server_arg"] = server
+            return ["tool-x"]
+
+        monkeypatch.setattr(
+            rest_endpoints,
+            "build_effective_auth_contexts",
+            fake_contexts,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "get_allowed_mcp_servers",
+            fake_get_allowed_mcp_servers,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "get_mcp_server_by_name",
+            lambda name: stub_server if name == "my-server" else None,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "get_mcp_server_by_id",
+            lambda sid: stub_server if sid == "uuid-abc-123" else None,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            rest_endpoints,
+            "_get_tools_for_single_server",
+            fake_get_tools,
+            raising=False,
+        )
+
+        request = _build_request(path="/mcp-rest/tools/list", method="GET")
+        result = await rest_endpoints.list_tool_rest_api(
+            request,
+            server_id=None,
+            mcp_server_name="my-server",
+            user_api_key_dict=UserAPIKeyAuth(),
+        )
+
+        assert captured["called"] is True
+        assert captured["server_arg"] is stub_server
+        assert result["tools"] == ["tool-x"]
+        assert result["error"] is None
+
+    async def test_mcp_server_name_filter_uses_real_catalog_with_tool_search(self, monkeypatch):
+        from litellm.proxy._experimental.mcp_server.server import MCPServer
+        from litellm.proxy._types import LiteLLM_ObjectPermissionTable
+        from litellm.types.mcp import MCPTransport
+
+        stub_server = MCPServer(
+            server_id="uuid-search-123",
+            name="search-server",
+            transport=MCPTransport.sse,
+        )
+        stub_server.alias = "search-server"
+        stub_server.server_name = "search-server"
+        stub_server.available_on_public_internet = True
+        stub_server.allowed_tools = None
+        stub_server.mcp_info = {"server_name": "search-server"}
+        user_api_key_dict = UserAPIKeyAuth(
+            object_permission=LiteLLM_ObjectPermissionTable(
+                object_permission_id="search-scope",
+                mcp_tool_search_enabled=True,
+                mcp_servers=["uuid-search-123"],
+            )
+        )
+
+        async def fake_contexts(user_api_key_auth):
+            return [user_api_key_auth]
+
+        async def fake_get_allowed_mcp_servers(*args, **kwargs):
+            return ["uuid-search-123"]
+
+        async def fake_get_tools(
+            server,
+            server_auth_header,
+            raw_headers=None,
+            user_api_key_auth=None,
+            extra_headers=None,
+            apply_tool_filters=True,
+        ):
+            return ["scoped-tool"]
+
+        monkeypatch.setattr(
+            rest_endpoints,
+            "build_effective_auth_contexts",
+            fake_contexts,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "get_allowed_mcp_servers",
+            fake_get_allowed_mcp_servers,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "get_mcp_server_by_name",
+            lambda name: stub_server if name == "search-server" else None,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "get_mcp_server_by_id",
+            lambda server_id: stub_server if server_id == "uuid-search-123" else None,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            rest_endpoints,
+            "_get_tools_for_single_server",
+            fake_get_tools,
+            raising=False,
+        )
+
+        request = _build_request(path="/mcp-rest/tools/list", method="GET")
+        result = await rest_endpoints.list_tool_rest_api(
+            request,
+            server_id=None,
+            mcp_server_name="search-server",
+            user_api_key_dict=user_api_key_dict,
+        )
+
+        assert result["tools"] == ["scoped-tool"]
+        assert result["error"] is None
+
+    async def test_toolset_name_query_param_scopes_to_toolset_servers(self, monkeypatch):
+        """toolset_name should resolve the toolset, apply its scope to the
+        caller's UserAPIKeyAuth via _apply_toolset_scope, and only list tools
+        from servers the scoped auth is allowed to see."""
+        from litellm.proxy._types import LiteLLM_ObjectPermissionTable
+
+        scoped_auth = UserAPIKeyAuth(
+            object_permission=LiteLLM_ObjectPermissionTable(
+                object_permission_id="toolset-scope",
+                mcp_tool_search_enabled=True,
+                mcp_servers=["toolset-server-1"],
+            )
+        )
+
+        class StubToolset:
+            toolset_id = "toolset-1"
+
+        class StubServer:
+            alias = "toolset-server-1"
+            server_name = "toolset-server-1"
+            name = "toolset-server-1"
+            allowed_tools = None
+            mcp_info = {"server_name": "toolset-server-1"}
+            available_on_public_internet = True
+
+        stub_server = StubServer()
+
+        async def fake_get_toolset_by_name_cached(prisma_client, toolset_name):
+            assert toolset_name == "research_tools"
+            return StubToolset()
+
+        async def fake_apply_toolset_scope(user_api_key_auth, toolset_id):
+            assert toolset_id == "toolset-1"
+            return scoped_auth
+
+        async def fake_contexts(user_api_key_auth):
+            return [user_api_key_auth]
+
+        async def fake_get_allowed_mcp_servers(**kwargs):
+            assert kwargs["user_api_key_auth"] is scoped_auth
+            return ["toolset-server-1"]
+
+        async def fake_get_tools(server, server_auth_header, *args, **kwargs):
+            return ["toolset-tool-1"]
+
+        monkeypatch.setattr(
+            "litellm.proxy.utils.get_prisma_client_or_throw",
+            lambda *args, **kwargs: MagicMock(),
+        )
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "get_toolset_by_name_cached",
+            fake_get_toolset_by_name_cached,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            rest_endpoints,
+            "_apply_toolset_scope",
+            fake_apply_toolset_scope,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            rest_endpoints,
+            "build_effective_auth_contexts",
+            fake_contexts,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "get_allowed_mcp_servers",
+            fake_get_allowed_mcp_servers,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "get_mcp_server_by_id",
+            lambda server_id: stub_server if server_id == "toolset-server-1" else None,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            rest_endpoints,
+            "_get_tools_for_single_server",
+            fake_get_tools,
+            raising=False,
+        )
+
+        request = _build_request(path="/mcp-rest/tools/list", method="GET")
+        result = await rest_endpoints.list_tool_rest_api(
+            request,
+            server_id=None,
+            toolset_name="research_tools",
+            user_api_key_dict=UserAPIKeyAuth(),
+        )
+
+        assert result["tools"] == ["toolset-tool-1"]
+        assert result["error"] is None
+
+    async def test_toolset_name_not_found_returns_error(self, monkeypatch):
+        async def fake_get_toolset_by_name_cached(prisma_client, toolset_name):
+            return None
+
+        monkeypatch.setattr(
+            "litellm.proxy.utils.get_prisma_client_or_throw",
+            lambda *args, **kwargs: MagicMock(),
+        )
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "get_toolset_by_name_cached",
+            fake_get_toolset_by_name_cached,
+            raising=False,
+        )
+
+        request = _build_request(path="/mcp-rest/tools/list", method="GET")
+        with pytest.raises(HTTPException) as exc_info:
+            await rest_endpoints.list_tool_rest_api(
+                request,
+                server_id=None,
+                toolset_name="does-not-exist",
+                user_api_key_dict=UserAPIKeyAuth(),
+            )
+
+        assert exc_info.value.status_code == 404
+        assert "does-not-exist" in str(exc_info.value.detail)
+
     async def test_oauth2_user_token_injected_for_single_server(self, monkeypatch):
         """For a single-server OAuth2 request, _get_user_oauth_extra_headers is called
         and the returned headers are forwarded to _get_tools_for_single_server."""
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_utils.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_utils.py
new file mode 100644
index 00000000000..73fdee9cde3
--- /dev/null
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_utils.py
@@ -0,0 +1,49 @@
+import pytest
+from fastapi import HTTPException
+
+from litellm.proxy._experimental.mcp_server.utils import (
+    validate_and_normalize_mcp_server_payload,
+    validate_tool_display_names,
+)
+from litellm.proxy._types import NewMCPServerRequest
+
+
+class TestValidateToolDisplayNames:
+    def test_allows_none_and_empty(self):
+        validate_tool_display_names(None)
+        validate_tool_display_names({})
+
+    @pytest.mark.parametrize(
+        "display_name",
+        ["browse_repo_docs", "browse-repo-docs", "BrowseRepoDocs123"],
+    )
+    def test_allows_bedrock_safe_names(self, display_name):
+        validate_tool_display_names({"read_wiki_structure": display_name})
+
+    @pytest.mark.parametrize(
+        "display_name",
+        ["Browse Repo Docs", "browse.repo.docs", "browse/repo", "browse@docs"],
+    )
+    def test_rejects_names_bedrock_would_reject(self, display_name):
+        with pytest.raises(HTTPException) as exc_info:
+            validate_tool_display_names({"read_wiki_structure": display_name})
+        assert exc_info.value.status_code == 400
+        assert display_name in str(exc_info.value.detail)
+
+
+class TestValidateAndNormalizeMcpServerPayload:
+    def test_rejects_invalid_tool_display_name_on_create(self):
+        payload = NewMCPServerRequest(
+            server_name="deepwiki_mcp",
+            tool_name_to_display_name={"read_wiki_structure": "Browse Repo Docs"},
+        )
+        with pytest.raises(HTTPException) as exc_info:
+            validate_and_normalize_mcp_server_payload(payload)
+        assert exc_info.value.status_code == 400
+
+    def test_accepts_valid_tool_display_name_on_create(self):
+        payload = NewMCPServerRequest(
+            server_name="deepwiki_mcp",
+            tool_name_to_display_name={"read_wiki_structure": "browse_repo_docs"},
+        )
+        validate_and_normalize_mcp_server_payload(payload)
diff --git a/tests/test_litellm/responses/mcp/test_litellm_proxy_mcp_handler.py b/tests/test_litellm/responses/mcp/test_litellm_proxy_mcp_handler.py
index 35bfa6ea9e4..80e2eb48f62 100644
--- a/tests/test_litellm/responses/mcp/test_litellm_proxy_mcp_handler.py
+++ b/tests/test_litellm/responses/mcp/test_litellm_proxy_mcp_handler.py
@@ -28,6 +28,7 @@ def _setup_mcp_call_environment(monkeypatch: pytest.MonkeyPatch) -> AsyncMock:
         call_tool=AsyncMock(return_value=_DummyMCPResult()),
         # Newer logging path calls this to enrich spend logs metadata
         _get_mcp_server_from_tool_name=MagicMock(return_value=None),
+        get_mcp_server_by_name=MagicMock(return_value=None),
     )
     monkeypatch.setattr(
         "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager",
@@ -279,6 +280,87 @@ async def test_execute_tool_calls_keeps_tool_name_when_equal_to_server(monkeypat
     assert call_tool_mock.await_args.kwargs["name"] == tool_name
 
 
+@pytest.mark.asyncio
+async def test_execute_tool_calls_strips_prefix_when_alias_differs_from_server_name(
+    monkeypatch,
+):
+    call_tool_mock = _setup_mcp_call_environment(monkeypatch)
+    fake_server = types.SimpleNamespace(
+        alias="my_deepwiki",
+        server_name="deepwiki_test",
+        server_id="test-server-id",
+        short_prefix=None,
+        mcp_info=None,
+        tool_name_to_display_name=None,
+    )
+    from litellm.proxy._experimental.mcp_server import mcp_server_manager as _msm
+
+    _msm.global_mcp_server_manager._get_mcp_server_from_tool_name = MagicMock(
+        return_value=fake_server
+    )
+
+    tool_name = "my_deepwiki-read_wiki_structure"
+    tool_calls = [
+        {
+            "id": "call-4",
+            "function": {"name": tool_name, "arguments": "{}"},
+        }
+    ]
+
+    await LiteLLM_Proxy_MCP_Handler._execute_tool_calls(
+        tool_server_map={tool_name: "deepwiki_test"},
+        tool_calls=tool_calls,
+        user_api_key_auth=None,
+    )
+
+    assert call_tool_mock.await_count == 1
+    assert call_tool_mock.await_args is not None
+    assert call_tool_mock.await_args.kwargs["name"] == "read_wiki_structure"
+
+
+@pytest.mark.asyncio
+async def test_execute_tool_calls_reverse_maps_display_name(monkeypatch):
+    call_tool_mock = _setup_mcp_call_environment(monkeypatch)
+    colliding_server = types.SimpleNamespace(
+        alias=None,
+        server_name="other_mcp",
+        server_id="other-server-id",
+        short_prefix=None,
+        mcp_info=None,
+        tool_name_to_display_name={"search": "search_docs"},
+    )
+    fake_server = types.SimpleNamespace(
+        alias=None,
+        server_name="deepwiki_mcp",
+        server_id="test-server-id",
+        short_prefix=None,
+        mcp_info=None,
+        tool_name_to_display_name={"read_wiki_structure": "browse_repo_docs"},
+    )
+    from litellm.proxy._experimental.mcp_server import mcp_server_manager as _msm
+
+    _msm.global_mcp_server_manager._get_mcp_server_from_tool_name = MagicMock(return_value=colliding_server)
+    _msm.global_mcp_server_manager.get_mcp_server_by_name = MagicMock(return_value=fake_server)
+
+    tool_name = "browse_repo_docs"
+    tool_calls = [
+        {
+            "id": "call-5",
+            "function": {"name": tool_name, "arguments": "{}"},
+        }
+    ]
+
+    await LiteLLM_Proxy_MCP_Handler._execute_tool_calls(
+        tool_server_map={tool_name: "deepwiki_mcp"},
+        tool_calls=tool_calls,
+        user_api_key_auth=None,
+    )
+
+    assert call_tool_mock.await_count == 1
+    assert call_tool_mock.await_args is not None
+    assert call_tool_mock.await_args.kwargs["name"] == "read_wiki_structure"
+
+
 @pytest.mark.asyncio
 async def test_execute_tool_calls_logs_failure_via_post_call_failure_hook(monkeypatch):
     """
diff --git a/tests/test_litellm/responses/mcp/test_mcp_streaming_iterator.py b/tests/test_litellm/responses/mcp/test_mcp_streaming_iterator.py
index ecf89ce18d4..cdace5f6327 100644
--- a/tests/test_litellm/responses/mcp/test_mcp_streaming_iterator.py
+++ b/tests/test_litellm/responses/mcp/test_mcp_streaming_iterator.py
@@ -66,6 +66,7 @@ def _mock_mcp_environment(monkeypatch: pytest.MonkeyPatch) -> AsyncMock:
     fake_manager = types.SimpleNamespace(
         call_tool=call_tool,
         _get_mcp_server_from_tool_name=MagicMock(return_value=None),
+        get_mcp_server_by_name=MagicMock(return_value=None),
     )
     monkeypatch.setattr(
         "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager",
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index b2bf16abe39..9cac103d1a7 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -25,7 +25,7 @@ import OpenAPIFormSection, { OpenAPIKeyTool } from "./OpenAPIFormSection";
 import MCPLogoSelector from "./MCPLogoSelector";
 import EnvVarsSection from "./EnvVarsSection";
 import { isAdminRole } from "@/utils/roles";
-import { validateMCPServerUrl, validateMCPServerName, normalizeEnvVars } from "./utils";
+import { validateMCPServerUrl, validateMCPServerName, normalizeEnvVars, TOOL_DISPLAY_NAME_PATTERN } from "./utils";
 import NotificationsManager from "../molecules/notifications_manager";
 import { useMcpOAuthFlow } from "@/hooks/useMcpOAuthFlow";
 import { useTestMCPConnection } from "@/hooks/useTestMCPConnection";
@@ -326,6 +326,15 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
   }, [isModalVisible, prefillData, form]);
 
   const handleCreate = async (values: Record<string, any>) => {
+    const invalidDisplayName = Object.entries(toolNameToDisplayName).find(
+      ([, displayName]) => displayName && !TOOL_DISPLAY_NAME_PATTERN.test(displayName),
+    );
+    if (invalidDisplayName) {
+      NotificationsManager.fromBackend(
+        `Tool display name "${invalidDisplayName[1]}" is invalid. Only letters, digits, underscores, and hyphens are allowed (no spaces).`,
+      );
+      return;
+    }
     setIsLoading(true);
     try {
       const {
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index 44b2ba25f11..7671f29b5e6 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -65,12 +65,20 @@ vi.mock("./mcp_tool_configuration", () => ({
       <button
         type="button"
         onClick={() => {
-          onToolNameToDisplayNameChange({ read_user: "Read User" });
+          onToolNameToDisplayNameChange({ read_user: "ReadUser" });
           onToolNameToDescriptionChange({ read_user: "Reads users" });
         }}
       >
         Set tool overrides
       </button>
+      <button
+        type="button"
+        onClick={() => {
+          onToolNameToDisplayNameChange({ read_user: "Read User" });
+        }}
+      >
+        Set invalid tool override
+      </button>
     </div>
   ),
 }));
@@ -382,7 +390,7 @@ describe("MCPServerEdit (tool allowlist)", () => {
   it("saves tool overrides for legacy unrestricted servers", async () => {
     vi.mocked(networking.updateMCPServer).mockResolvedValue({
       ...interactiveOAuthServer,
-      tool_name_to_display_name: { read_user: "Read User" },
+      tool_name_to_display_name: { read_user: "ReadUser" },
       tool_name_to_description: { read_user: "Reads users" },
     });
 
@@ -416,9 +424,36 @@ describe("MCPServerEdit (tool allowlist)", () => {
     const [, payload] = vi.mocked(networking.updateMCPServer).mock.calls[0];
     expect(payload.mcp_info.tool_allowlist_enforced).toBe(false);
     expect(payload.allowed_tools).toBeUndefined();
-    expect(payload.tool_name_to_display_name).toEqual({ read_user: "Read User" });
+    expect(payload.tool_name_to_display_name).toEqual({ read_user: "ReadUser" });
     expect(payload.tool_name_to_description).toEqual({ read_user: "Reads users" });
   });
+
+  it("blocks save and does not call the API when a tool display name contains a space", async () => {
+    render(
+      <MCPServerEdit
+        mcpServer={{
+          ...interactiveOAuthServer,
+          allowed_tools: [],
+          mcp_info: { server_name: "OAuthServer" },
+        }}
+        accessToken="access-token"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+
+    await act(async () => {
+      fireEvent.click(screen.getByRole("button", { name: "Set invalid tool override" }));
+    });
+
+    const saveButtons = screen.getAllByRole("button", { name: "Save Changes" });
+    await act(async () => {
+      fireEvent.click(saveButtons[0]);
+    });
+
+    expect(networking.updateMCPServer).not.toHaveBeenCalled();
+  });
 });
 
 describe("MCPServerEdit (interactive OAuth)", () => {
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index bc9c3cfea07..413c7f1e11b 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -21,7 +21,13 @@ import StdioConfiguration from "./StdioConfiguration";
 import MCPLogoSelector from "./MCPLogoSelector";
 import EnvVarsSection from "./EnvVarsSection";
 import TokenEndpointAuthMethodField from "./TokenEndpointAuthMethodField";
-import { validateMCPServerUrl, validateMCPServerName, normalizeEnvVars } from "./utils";
+import {
+  validateMCPServerUrl,
+  validateMCPServerName,
+  normalizeEnvVars,
+  normalizeToolOverrideMap,
+  TOOL_DISPLAY_NAME_PATTERN,
+} from "./utils";
 import NotificationsManager from "../molecules/notifications_manager";
 import { useMcpOAuthFlow } from "@/hooks/useMcpOAuthFlow";
 import { getSecureItem, setSecureItem } from "@/utils/secureStorage";
@@ -257,8 +263,8 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
     if (hasExistingToolAllowlist) {
       setAllowedTools(mcpServer.allowed_tools ?? []);
     }
-    setToolNameToDisplayName(mcpServer.tool_name_to_display_name ?? {});
-    setToolNameToDescription(mcpServer.tool_name_to_description ?? {});
+    setToolNameToDisplayName(normalizeToolOverrideMap(mcpServer.tool_name_to_display_name));
+    setToolNameToDescription(normalizeToolOverrideMap(mcpServer.tool_name_to_description));
   }, [mcpServer, hasExistingToolAllowlist]);
 
   useEffect(() => {
@@ -449,6 +455,15 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
 
   const handleSave = async (values: Record<string, any>) => {
     if (!accessToken) return;
+    const invalidDisplayName = Object.entries(toolNameToDisplayName).find(
+      ([, displayName]) => displayName && !TOOL_DISPLAY_NAME_PATTERN.test(displayName),
+    );
+    if (invalidDisplayName) {
+      NotificationsManager.fromBackend(
+        `Tool display name "${invalidDisplayName[1]}" is invalid. Only letters, digits, underscores, and hyphens are allowed (no spaces).`,
+      );
+      return;
+    }
     try {
       // Ensure access groups is always a string array
       const {
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tool_configuration.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tool_configuration.test.tsx
index 064e3dea614..cd8282d29ed 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tool_configuration.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tool_configuration.test.tsx
@@ -109,4 +109,78 @@ describe("MCPToolConfiguration", () => {
       expect(screen.getAllByText("Disabled")).toHaveLength(2);
     });
   });
+
+  it("shows a validation error for a display name containing a space", async () => {
+    const Wrapper = () => {
+      const [toolNameToDisplayName, setToolNameToDisplayName] = useState<Record<string, string>>({});
+
+      return (
+        <MCPToolConfiguration
+          accessToken="token"
+          formValues={{ url: "https://example.com/mcp", transport: "http", auth_type: "none" }}
+          allowedTools={[]}
+          existingAllowedTools={null}
+          onAllowedToolsChange={vi.fn()}
+          toolNameToDisplayName={toolNameToDisplayName}
+          toolNameToDescription={{}}
+          onToolNameToDisplayNameChange={setToolNameToDisplayName}
+          onToolNameToDescriptionChange={vi.fn()}
+          externalTools={tools}
+          externalCanFetch
+          isEditMode
+        />
+      );
+    };
+
+    render(<Wrapper />);
+
+    fireEvent.click(screen.getByText("Flat List"));
+    fireEvent.click(screen.getAllByTitle("Edit display name and description")[0]);
+
+    const input = screen.getByPlaceholderText("read_user");
+    fireEvent.change(input, { target: { value: "Browse Repo Docs" } });
+
+    await waitFor(() => {
+      expect(
+        screen.getByText("Only letters, digits, underscores, and hyphens are allowed (no spaces)."),
+      ).toBeInTheDocument();
+    });
+  });
+
+  it("accepts a Bedrock-safe display name without showing a validation error", async () => {
+    const Wrapper = () => {
+      const [toolNameToDisplayName, setToolNameToDisplayName] = useState<Record<string, string>>({});
+
+      return (
+        <MCPToolConfiguration
+          accessToken="token"
+          formValues={{ url: "https://example.com/mcp", transport: "http", auth_type: "none" }}
+          allowedTools={[]}
+          existingAllowedTools={null}
+          onAllowedToolsChange={vi.fn()}
+          toolNameToDisplayName={toolNameToDisplayName}
+          toolNameToDescription={{}}
+          onToolNameToDisplayNameChange={setToolNameToDisplayName}
+          onToolNameToDescriptionChange={vi.fn()}
+          externalTools={tools}
+          externalCanFetch
+          isEditMode
+        />
+      );
+    };
+
+    render(<Wrapper />);
+
+    fireEvent.click(screen.getByText("Flat List"));
+    fireEvent.click(screen.getAllByTitle("Edit display name and description")[0]);
+
+    const input = screen.getByPlaceholderText("read_user");
+    fireEvent.change(input, { target: { value: "browse_repo_docs" } });
+
+    await waitFor(() => {
+      expect(
+        screen.queryByText("Only letters, digits, underscores, and hyphens are allowed (no spaces)."),
+      ).not.toBeInTheDocument();
+    });
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tool_configuration.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tool_configuration.tsx
index a1061c10515..1ebc07eac86 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tool_configuration.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tool_configuration.tsx
@@ -3,6 +3,7 @@ import { Card, Title, Text } from "@tremor/react";
 import { ToolOutlined, CheckCircleOutlined, SearchOutlined, EditOutlined } from "@ant-design/icons";
 import { Badge, Spin, Checkbox, Input, Radio } from "antd";
 import McpCrudPermissionPanel from "./McpCrudPermissionPanel";
+import { TOOL_DISPLAY_NAME_PATTERN } from "./utils";
 
 interface KeyTool {
   name: string;
@@ -60,86 +61,98 @@ const ToolRow: React.FC<ToolRowProps> = ({
   onToggleExpand,
   onDisplayNameChange,
   onDescriptionChange,
-}) => (
-  <div
-    className={`rounded-lg border transition-colors ${
-      isEnabled
-        ? "bg-blue-50 border-blue-300 hover:border-blue-400"
-        : "bg-gray-50 border-gray-200 hover:border-gray-300"
-    }`}
-  >
-    <div className="p-4 cursor-pointer" onClick={() => onToggle(tool.name)}>
-      <div className="flex items-start gap-3">
-        <Checkbox checked={isEnabled} onChange={() => onToggle(tool.name)} />
-        <div className="flex-1">
-          <div className="flex items-center gap-2">
-            <Text className="font-medium text-gray-900">{toolNameToDisplayName[tool.name] || tool.name}</Text>
-            <span
-              className={`px-2 py-0.5 text-xs rounded-full font-medium ${
-                isEnabled ? "bg-green-100 text-green-800" : "bg-red-100 text-red-800"
-              }`}
-            >
-              {isEnabled ? "Enabled" : "Disabled"}
-            </span>
-            {toolNameToDisplayName[tool.name] && (
-              <span className="px-2 py-0.5 text-xs rounded-full font-medium bg-purple-100 text-purple-800">
-                Custom name
+}) => {
+  const displayNameValue = toolNameToDisplayName[tool.name] || "";
+  const isDisplayNameInvalid = displayNameValue !== "" && !TOOL_DISPLAY_NAME_PATTERN.test(displayNameValue);
+
+  return (
+    <div
+      className={`rounded-lg border transition-colors ${
+        isEnabled
+          ? "bg-blue-50 border-blue-300 hover:border-blue-400"
+          : "bg-gray-50 border-gray-200 hover:border-gray-300"
+      }`}
+    >
+      <div className="p-4 cursor-pointer" onClick={() => onToggle(tool.name)}>
+        <div className="flex items-start gap-3">
+          <Checkbox checked={isEnabled} onChange={() => onToggle(tool.name)} />
+          <div className="flex-1">
+            <div className="flex items-center gap-2">
+              <Text className="font-medium text-gray-900">{toolNameToDisplayName[tool.name] || tool.name}</Text>
+              <span
+                className={`px-2 py-0.5 text-xs rounded-full font-medium ${
+                  isEnabled ? "bg-green-100 text-green-800" : "bg-red-100 text-red-800"
+                }`}
+              >
+                {isEnabled ? "Enabled" : "Disabled"}
               </span>
+              {toolNameToDisplayName[tool.name] && (
+                <span className="px-2 py-0.5 text-xs rounded-full font-medium bg-purple-100 text-purple-800">
+                  Custom name
+                </span>
+              )}
+            </div>
+            {(toolNameToDescription[tool.name] || tool.description) && (
+              <Text className="text-gray-500 text-sm block mt-1">
+                {toolNameToDescription[tool.name] || tool.description}
+              </Text>
             )}
-          </div>
-          {(toolNameToDescription[tool.name] || tool.description) && (
-            <Text className="text-gray-500 text-sm block mt-1">
-              {toolNameToDescription[tool.name] || tool.description}
+            <Text className="text-gray-400 text-xs block mt-1">
+              {isEnabled ? "✓ Users can call this tool" : "✗ Users cannot call this tool"}
             </Text>
-          )}
-          <Text className="text-gray-400 text-xs block mt-1">
-            {isEnabled ? "✓ Users can call this tool" : "✗ Users cannot call this tool"}
-          </Text>
+          </div>
+          <button
+            type="button"
+            onClick={(e) => onToggleExpand(tool.name, e)}
+            className={`p-1.5 rounded-md transition-colors ${
+              isEditExpanded ? "bg-blue-100 text-blue-600" : "text-gray-400 hover:text-gray-600 hover:bg-gray-100"
+            }`}
+            title="Edit display name and description"
+          >
+            <EditOutlined />
+          </button>
         </div>
-        <button
-          type="button"
-          onClick={(e) => onToggleExpand(tool.name, e)}
-          className={`p-1.5 rounded-md transition-colors ${
-            isEditExpanded ? "bg-blue-100 text-blue-600" : "text-gray-400 hover:text-gray-600 hover:bg-gray-100"
-          }`}
-          title="Edit display name and description"
-        >
-          <EditOutlined />
-        </button>
       </div>
-    </div>
-    {isEditExpanded && (
-      <div
-        className="px-4 pb-4 pt-3 border-t border-gray-200 space-y-3 bg-gray-50 rounded-b-lg"
-        onClick={(e) => e.stopPropagation()}
-      >
-        <div>
-          <Text className="text-xs font-medium text-gray-600 mb-1 block">Display Name</Text>
-          <Input
-            placeholder={tool.name}
-            value={toolNameToDisplayName[tool.name] || ""}
-            onChange={(e) => onDisplayNameChange(tool.name, e.target.value)}
-          />
-          <Text className="text-xs text-gray-400 mt-1 block">
-            Override how this tool&apos;s name appears to users. Leave blank to use original.
-          </Text>
-        </div>
-        <div>
-          <Text className="text-xs font-medium text-gray-600 mb-1 block">Description</Text>
-          <Input.TextArea
-            placeholder={tool.description || "No description"}
-            value={toolNameToDescription[tool.name] || ""}
-            onChange={(e) => onDescriptionChange(tool.name, e.target.value)}
-            rows={2}
-          />
-          <Text className="text-xs text-gray-400 mt-1 block">
-            Override the tool description shown to users. Leave blank to use original.
-          </Text>
+      {isEditExpanded && (
+        <div
+          className="px-4 pb-4 pt-3 border-t border-gray-200 space-y-3 bg-gray-50 rounded-b-lg"
+          onClick={(e) => e.stopPropagation()}
+        >
+          <div>
+            <Text className="text-xs font-medium text-gray-600 mb-1 block">Display Name</Text>
+            <Input
+              placeholder={tool.name}
+              value={toolNameToDisplayName[tool.name] || ""}
+              onChange={(e) => onDisplayNameChange(tool.name, e.target.value)}
+              status={isDisplayNameInvalid ? "error" : undefined}
+            />
+            {isDisplayNameInvalid ? (
+              <Text className="text-xs text-red-500 mt-1 block">
+                Only letters, digits, underscores, and hyphens are allowed (no spaces).
+              </Text>
+            ) : (
+              <Text className="text-xs text-gray-400 mt-1 block">
+                Override how this tool&apos;s name appears to users. Leave blank to use original.
+              </Text>
+            )}
+          </div>
+          <div>
+            <Text className="text-xs font-medium text-gray-600 mb-1 block">Description</Text>
+            <Input.TextArea
+              placeholder={tool.description || "No description"}
+              value={toolNameToDescription[tool.name] || ""}
+              onChange={(e) => onDescriptionChange(tool.name, e.target.value)}
+              rows={2}
+            />
+            <Text className="text-xs text-gray-400 mt-1 block">
+              Override the tool description shown to users. Leave blank to use original.
+            </Text>
+          </div>
         </div>
-      </div>
-    )}
-  </div>
-);
+      )}
+    </div>
+  );
+};
 
 const MCPToolConfiguration: React.FC<MCPToolConfigurationProps> = ({
   accessToken,
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/utils.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/utils.test.tsx
index c4c8c52888c..3b4fda400c2 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/utils.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/utils.test.tsx
@@ -1,5 +1,12 @@
 import { describe, it, expect } from "vitest";
-import { extractMCPToken, maskUrl, getMaskedAndFullUrl, validateMCPServerUrl, validateMCPServerName } from "./utils";
+import {
+  extractMCPToken,
+  maskUrl,
+  getMaskedAndFullUrl,
+  validateMCPServerUrl,
+  validateMCPServerName,
+  normalizeToolOverrideMap,
+} from "./utils";
 
 describe("extractMCPToken", () => {
   it("should extract token after /mcp/", () => {
@@ -67,3 +74,21 @@ describe("validateMCPServerName", () => {
     await expect(validateMCPServerName("my server")).rejects.toBeDefined();
   });
 });
+
+describe("normalizeToolOverrideMap", () => {
+  it("returns empty object for nullish input", () => {
+    expect(normalizeToolOverrideMap(null)).toEqual({});
+    expect(normalizeToolOverrideMap(undefined)).toEqual({});
+  });
+
+  it("parses JSON string maps from legacy API responses", () => {
+    expect(normalizeToolOverrideMap('{"read_wiki_structure":"browse_docs"}')).toEqual({
+      read_wiki_structure: "browse_docs",
+    });
+  });
+
+  it("passes through object maps unchanged", () => {
+    const map = { read_user: "Read User" };
+    expect(normalizeToolOverrideMap(map)).toBe(map);
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/utils.tsx b/ui/litellm-dashboard/src/components/mcp_tools/utils.tsx
index 6d9479a13c3..7d6e24fc480 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/utils.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/utils.tsx
@@ -54,6 +54,14 @@ export const validateMCPServerName = (value: string) => {
     : Promise.resolve();
 };
 
+export const TOOL_DISPLAY_NAME_PATTERN = /^[a-zA-Z0-9_-]+$/;
+
+export const validateToolDisplayName = (value: string) => {
+  return value && !TOOL_DISPLAY_NAME_PATTERN.test(value)
+    ? Promise.reject("Only letters, digits, underscores, and hyphens are allowed (no spaces).")
+    : Promise.resolve();
+};
+
 // Normalize the env_vars form list into the payload shape the backend expects.
 // Drops empty rows, invalid identifiers, and duplicate names; user-scoped entries never carry a value.
 export const normalizeEnvVars = (list: unknown): MCPEnvVar[] => {
@@ -77,3 +85,22 @@ export const normalizeEnvVars = (list: unknown): MCPEnvVar[] => {
   }
   return out;
 };
+
+/** Normalize tool override maps from API/DB (dict or JSON string) for form state. */
+export const normalizeToolOverrideMap = (
+  value: Record<string, string> | string | null | undefined,
+): Record<string, string> => {
+  if (!value) return {};
+  if (typeof value === "string") {
+    try {
+      const parsed = JSON.parse(value) as unknown;
+      if (parsed && typeof parsed === "object" && !Array.isArray(parsed)) {
+        return parsed as Record<string, string>;
+      }
+    } catch {
+      return {};
+    }
+    return {};
+  }
+  return value;
+};

From 4a769c954eab6896186a9de602e7df0dbaf0edf9 Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Tue, 7 Jul 2026 18:36:38 +0300
Subject: [PATCH 062/370] fix(gateway): keep the Prometheus /metrics Mount in
 the gateway route trim (#32317)

---
 gateway/main.py                               | 16 +++-
 gateway/routes/allowlist.py                   |  8 +-
 .../proxy/test_component_allowlists.py        | 95 ++++++++++++++++++-
 3 files changed, 110 insertions(+), 9 deletions(-)

diff --git a/gateway/main.py b/gateway/main.py
index 09d30f5da3f..61b885b27e4 100644
--- a/gateway/main.py
+++ b/gateway/main.py
@@ -25,17 +25,25 @@
 
 from litellm.proxy.proxy_server import app
 
-from gateway.routes.allowlist import GATEWAY_EXACT_PATHS, GATEWAY_PATH_PREFIXES
+from gateway.routes.allowlist import (
+    GATEWAY_EXACT_PATHS,
+    GATEWAY_MOUNT_PATHS,
+    GATEWAY_PATH_PREFIXES,
+)
 
 
 def _is_gateway_route(route) -> bool:
-    """Keep the route on the gateway if its path is in the LLM data-plane surface."""
+    """Keep the route on the gateway if its path is in the LLM data-plane surface.
+
+    Prometheus registers /metrics as a Mount (``app.mount("/metrics", make_asgi_app())``),
+    so Mounts are matched against GATEWAY_MOUNT_PATHS instead of being dropped with
+    the UI static mounts.
+    """
     path = getattr(route, "path", None)
     if path is None:
         return False
     if isinstance(route, Mount):
-        # Gateway never serves the static UI or its asset bundles.
-        return False
+        return path in GATEWAY_MOUNT_PATHS
     if path in GATEWAY_EXACT_PATHS:
         return True
     return any(path.startswith(prefix) for prefix in GATEWAY_PATH_PREFIXES)
diff --git a/gateway/routes/allowlist.py b/gateway/routes/allowlist.py
index 144bb4c473f..792a56a2cd8 100644
--- a/gateway/routes/allowlist.py
+++ b/gateway/routes/allowlist.py
@@ -106,7 +106,7 @@
     # Health & ops
     "/health",
     "/metrics",
-    "/watsonx"
+    "/watsonx",
 )
 
 GATEWAY_EXACT_PATHS: frozenset[str] = frozenset(
@@ -120,3 +120,9 @@
         "/test",
     }
 )
+
+GATEWAY_MOUNT_PATHS: frozenset[str] = frozenset(
+    {
+        "/metrics",
+    }
+)
diff --git a/tests/test_litellm/proxy/test_component_allowlists.py b/tests/test_litellm/proxy/test_component_allowlists.py
index 926ce3bee66..3dd8d8b28cd 100644
--- a/tests/test_litellm/proxy/test_component_allowlists.py
+++ b/tests/test_litellm/proxy/test_component_allowlists.py
@@ -11,10 +11,16 @@
 guarantees that the union of the two trimmed route sets equals the full set
 of routes on the proxy app — i.e. no endpoint is dropped on the floor.
 
-The test reproduces the same predicate that ``gateway/main.py`` and
-``backend/main.py`` use, without importing them. The component modules wrap
+The union-coverage test reproduces the same predicate that ``gateway/main.py``
+and ``backend/main.py`` use, without importing them. The component modules wrap
 the shared ``app.router.lifespan_context``; importing them in the test process
-would chain wrappers and corrupt the snapshot.
+would chain wrappers and corrupt the snapshot. The gateway Mount tests below
+import the real ``gateway.main._is_gateway_route`` instead, undoing both of the
+module's import-time side effects: the lifespan wrapper is restored right after
+the import, and the DATABASE_* env vars are popped for its duration because
+``gateway.main`` runs ``DatabaseURLSettings.from_env().apply_to_env()`` at
+import (which raises on a non-postgres ``DATABASE_URL`` scheme and can mint an
+RDS IAM token when ``IAM_TOKEN_DB_AUTH`` is set).
 """
 
 import os
@@ -36,6 +42,7 @@
     os.environ.setdefault(_key, _value)
 
 from fastapi.routing import Mount
+from prometheus_client import make_asgi_app
 
 # gateway/ and backend/ live at the repo root, not inside litellm/.
 _REPO_ROOT = os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "..", ".."))
@@ -47,7 +54,11 @@
     BACKEND_MOUNT_PATHS,
     BACKEND_PATH_PREFIXES,
 )
-from gateway.routes.allowlist import GATEWAY_EXACT_PATHS, GATEWAY_PATH_PREFIXES
+from gateway.routes.allowlist import (
+    GATEWAY_EXACT_PATHS,
+    GATEWAY_MOUNT_PATHS,
+    GATEWAY_PATH_PREFIXES,
+)
 from litellm.proxy.proxy_server import app
 
 for _key, _previous in _PRE_EXISTING_ENV.items():
@@ -56,6 +67,24 @@
     else:
         os.environ[_key] = _previous
 
+_DB_ENV_KEYS = (
+    "DATABASE_URL",
+    "DIRECT_URL",
+    "DATABASE_URL_READ_REPLICA",
+    "DATABASE_HOST",
+    "DATABASE_HOST_READ_REPLICA",
+    "DATABASE_PASSWORD",
+    "IAM_TOKEN_DB_AUTH",
+)
+_PRE_DB_ENV = {_key: os.environ.pop(_key, None) for _key in _DB_ENV_KEYS}
+_PRE_COMPONENT_LIFESPAN = app.router.lifespan_context
+from gateway.main import _is_gateway_route
+
+app.router.lifespan_context = _PRE_COMPONENT_LIFESPAN
+for _key, _previous in _PRE_DB_ENV.items():
+    if _previous is not None:
+        os.environ[_key] = _previous
+
 
 def _component_paths(routes, exact_paths, path_prefixes) -> set[str]:
     """Reproduce ``gateway.main._is_gateway_route`` / ``backend.main._is_backend_route``."""
@@ -133,3 +162,61 @@ def test_backend_drops_non_allowlisted_mounts():
     for mount_path in non_backend_mounts:
         assert mount_path not in BACKEND_MOUNT_PATHS, \
             f"Mount {mount_path} should not be in BACKEND_MOUNT_PATHS"
+
+
+def test_gateway_mount_paths_defined():
+    """GATEWAY_MOUNT_PATHS constant must exist and expose /metrics."""
+    assert isinstance(GATEWAY_MOUNT_PATHS, frozenset), \
+        f"GATEWAY_MOUNT_PATHS must be a frozenset, got {type(GATEWAY_MOUNT_PATHS)}"
+    assert "/metrics" in GATEWAY_MOUNT_PATHS, \
+        "/metrics Mount path must be in GATEWAY_MOUNT_PATHS"
+
+
+def test_gateway_trim_keeps_metrics_mount():
+    """The Prometheus /metrics Mount must survive the gateway route trim.
+
+    Regression test for https://github.com/BerriAI/litellm/issues/30291:
+    ``_is_gateway_route`` used to reject every Mount before the allowlist
+    check, so the /metrics Mount registered by
+    ``PrometheusLogger._mount_metrics_endpoint()`` was dropped at startup and
+    the gateway returned 404 on /metrics.
+    """
+    metrics_mount = Mount("/metrics", app=make_asgi_app())
+    routes = [*app.router.routes, metrics_mount]
+    trimmed = [r for r in routes if _is_gateway_route(r)]
+    assert metrics_mount in trimmed, \
+        "/metrics Mount must survive the gateway route trim"
+
+
+def test_gateway_drops_ui_and_swagger_mounts():
+    """UI static and swagger Mounts must still be trimmed from the gateway."""
+    for path in ("/ui", "/_next", "/litellm-asset-prefix/_next", "/swagger"):
+        assert not _is_gateway_route(Mount(path, app=make_asgi_app())), \
+            f"Mount {path} must not be served by the gateway"
+
+
+def test_every_app_mount_is_assigned_to_a_component():
+    """Every Mount on the proxy app must be consciously assigned to a component.
+
+    A Mount must be kept by the gateway (GATEWAY_MOUNT_PATHS), kept by the
+    backend (BACKEND_MOUNT_PATHS), or be a static mount served by the
+    dedicated UI container. A Mount matching none of these is unreachable in
+    a componentized deployment, which is exactly how the /metrics Mount was
+    silently dropped.
+    """
+    ui_served_prefixes = ("/ui", "/_next", "/litellm-asset-prefix")
+    mounts = [*app.router.routes, Mount("/metrics", app=make_asgi_app())]
+    unassigned = {
+        path
+        for r in mounts
+        if isinstance(r, Mount)
+        and (path := getattr(r, "path", None)) is not None
+        and path not in GATEWAY_MOUNT_PATHS
+        and path not in BACKEND_MOUNT_PATHS
+        and not path.startswith(ui_served_prefixes)
+    }
+    assert not unassigned, (
+        f"{len(unassigned)} Mount(s) are not exposed on any component. "
+        f"Add them to GATEWAY_MOUNT_PATHS, BACKEND_MOUNT_PATHS, or serve them "
+        f"from the UI container:\n  " + "\n  ".join(sorted(unassigned))
+    )

From db133d4bc4843d12aba16d677dbe49247fc3a919 Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Tue, 7 Jul 2026 18:57:24 +0300
Subject: [PATCH 063/370] fix(mcp): defer proxy import so completion(tools=...)
 works without proxy extras (#32339)

---
 .../mcp/litellm_proxy_mcp_handler.py          |  5 +-
 .../mcp/test_litellm_proxy_mcp_handler.py     | 48 +++++++++++++++++++
 2 files changed, 52 insertions(+), 1 deletion(-)

diff --git a/litellm/responses/mcp/litellm_proxy_mcp_handler.py b/litellm/responses/mcp/litellm_proxy_mcp_handler.py
index c1cf2d967eb..e03f0296109 100644
--- a/litellm/responses/mcp/litellm_proxy_mcp_handler.py
+++ b/litellm/responses/mcp/litellm_proxy_mcp_handler.py
@@ -20,7 +20,6 @@
     split_server_prefix_from_name,
     strip_known_server_prefix,
 )
-from litellm.proxy.litellm_pre_call_utils import LiteLLMProxyRequestSetup
 from litellm.responses.main import aresponses
 from litellm.responses.streaming_iterator import BaseResponsesAPIStreamingIterator
 from litellm.types.llms.openai import ResponsesAPIResponse
@@ -705,6 +704,10 @@ async def _execute_tool_calls(
                 if request_tags:
                     logging_request_data["metadata"]["tags"] = request_tags
                 if user_api_key_auth is not None:
+                    from litellm.proxy.litellm_pre_call_utils import (
+                        LiteLLMProxyRequestSetup,
+                    )
+
                     LiteLLMProxyRequestSetup.add_user_api_key_auth_to_request_metadata(
                         data=logging_request_data,
                         user_api_key_dict=user_api_key_auth,
diff --git a/tests/test_litellm/responses/mcp/test_litellm_proxy_mcp_handler.py b/tests/test_litellm/responses/mcp/test_litellm_proxy_mcp_handler.py
index 80e2eb48f62..6fdbb0741aa 100644
--- a/tests/test_litellm/responses/mcp/test_litellm_proxy_mcp_handler.py
+++ b/tests/test_litellm/responses/mcp/test_litellm_proxy_mcp_handler.py
@@ -1,4 +1,6 @@
+import subprocess
 import sys
+import textwrap
 import types
 from unittest.mock import AsyncMock, MagicMock
 
@@ -557,3 +559,49 @@ def fake_function_setup(*_args, **kwargs):
     )
 
     assert captured["metadata"]["tags"] == ["team-a", "prod"]
+
+
+def test_completion_with_function_tools_works_without_fastapi_installed():
+    script = textwrap.dedent(
+        """
+        import sys
+
+        class _FastapiBlocker:
+            def find_spec(self, fullname, path=None, target=None):
+                if fullname == "fastapi" or fullname.startswith("fastapi."):
+                    raise ModuleNotFoundError("No module named 'fastapi'")
+                return None
+
+        sys.meta_path.insert(0, _FastapiBlocker())
+
+        import litellm
+
+        response = litellm.completion(
+            model="openai/gpt-5.5",
+            messages=[{"role": "user", "content": "What is the weather in SF?"}],
+            tools=[
+                {
+                    "type": "function",
+                    "function": {
+                        "name": "get_weather",
+                        "description": "Get the current weather for a location",
+                        "parameters": {
+                            "type": "object",
+                            "properties": {"location": {"type": "string"}},
+                            "required": ["location"],
+                        },
+                    },
+                }
+            ],
+            mock_response="sunny",
+        )
+        assert response.choices[0].message.content == "sunny"
+        """
+    )
+    result = subprocess.run(
+        [sys.executable, "-c", script],
+        capture_output=True,
+        text=True,
+        timeout=120,
+    )
+    assert result.returncode == 0, result.stderr

From 765fd0762ee08bd38083568dda2b85f7c4ed5654 Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Tue, 7 Jul 2026 19:13:50 +0300
Subject: [PATCH 064/370] fix(responses): stop scheduling sync success_handler
 concurrently with async_success_handler (#32239)

---
 litellm/a2a_protocol/streaming_iterator.py    |  14 +-
 litellm/interactions/streaming_iterator.py    |  13 +-
 .../litellm_core_utils/realtime_streaming.py  |  11 +-
 litellm/responses/streaming_iterator.py       |  24 ++-
 ...t_base_responses_api_streaming_iterator.py |   5 +-
 .../test_responses_hooks.py                   |   5 +
 .../test_a2a_streaming_iterator.py            | 102 +++++++++++
 .../test_interactions_streaming_iterator.py   |  97 +++++++++++
 .../test_realtime_streaming.py                |   5 +-
 .../test_responses_streaming_iterator.py      | 158 ++++++++++++++++++
 .../test_responses_websocket_all_providers.py |  12 +-
 11 files changed, 395 insertions(+), 51 deletions(-)
 create mode 100644 tests/test_litellm/a2a_protocol/test_a2a_streaming_iterator.py
 create mode 100644 tests/test_litellm/interactions/test_interactions_streaming_iterator.py
 create mode 100644 tests/test_litellm/responses/test_responses_streaming_iterator.py

diff --git a/litellm/a2a_protocol/streaming_iterator.py b/litellm/a2a_protocol/streaming_iterator.py
index 529154919f3..1ef174a5eee 100644
--- a/litellm/a2a_protocol/streaming_iterator.py
+++ b/litellm/a2a_protocol/streaming_iterator.py
@@ -11,7 +11,6 @@
 from litellm.a2a_protocol.cost_calculator import A2ACostCalculator
 from litellm.a2a_protocol.utils import A2ARequestUtils
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
-from litellm.litellm_core_utils.thread_pool_executor import executor
 
 if TYPE_CHECKING:
     from a2a.types import SendStreamingMessageRequest, SendStreamingMessageResponse
@@ -128,22 +127,15 @@ async def _handle_stream_complete(self) -> None:
 
             # Call success handlers - they will build standard_logging_object
             asyncio.create_task(
-                self.logging_obj.async_success_handler(
-                    result=result,
+                self.logging_obj.dispatch_success_handlers(
+                    result,
                     start_time=self.start_time,
                     end_time=end_time,
                     cache_hit=None,
+                    prefer_async_handlers=True,
                 )
             )
 
-            executor.submit(
-                self.logging_obj.success_handler,
-                result=result,
-                cache_hit=None,
-                start_time=self.start_time,
-                end_time=end_time,
-            )
-
             verbose_logger.info(
                 f"A2A streaming completed: prompt_tokens={prompt_tokens}, "
                 f"completion_tokens={completion_tokens}, total_tokens={total_tokens}, "
diff --git a/litellm/interactions/streaming_iterator.py b/litellm/interactions/streaming_iterator.py
index 45c5443cfd2..0d9d1b4579c 100644
--- a/litellm/interactions/streaming_iterator.py
+++ b/litellm/interactions/streaming_iterator.py
@@ -174,22 +174,15 @@ def _handle_logging_completed_response(self):
         logging_response = copy.deepcopy(self.completed_response)
 
         asyncio.create_task(
-            self.logging_obj.async_success_handler(
-                result=logging_response,
+            self.logging_obj.dispatch_success_handlers(
+                logging_response,
                 start_time=self.start_time,
                 end_time=datetime.now(),
                 cache_hit=None,
+                prefer_async_handlers=True,
             )
         )
 
-        executor.submit(
-            self.logging_obj.success_handler,
-            result=logging_response,
-            cache_hit=None,
-            start_time=self.start_time,
-            end_time=datetime.now(),
-        )
-
 
 class SyncInteractionsAPIStreamingIterator(BaseInteractionsAPIStreamingIterator):
     """
diff --git a/litellm/litellm_core_utils/realtime_streaming.py b/litellm/litellm_core_utils/realtime_streaming.py
index a1a070eb5b7..220d1caa3d2 100644
--- a/litellm/litellm_core_utils/realtime_streaming.py
+++ b/litellm/litellm_core_utils/realtime_streaming.py
@@ -1,5 +1,4 @@
 import asyncio
-import concurrent.futures
 import json
 from typing import TYPE_CHECKING, Any, Dict, List, Optional, Protocol, Union, cast
 
@@ -25,9 +24,6 @@
 else:
     CLIENT_CONNECTION_CLASS = Any
 
-# Create a thread pool with a maximum of 10 threads
-executor = concurrent.futures.ThreadPoolExecutor(max_workers=10)
-
 
 class RealtimeEventNormalizer(Protocol):
     def should_drop(self, event: object) -> bool: ...
@@ -315,13 +311,12 @@ async def log_messages(self):
             if self.session_tools or self.tool_calls:
                 self.logging_obj.model_call_details["realtime_tools"] = self.session_tools
                 self.logging_obj.model_call_details["realtime_tool_calls"] = self.tool_calls
-            ## ASYNC LOGGING
             # Route through the bounded logging worker (per-coroutine timeout +
             # concurrency cap) instead of a bare create_task, so a slow callback
             # can't leave suspended tasks pinning each call's response in memory.
-            GLOBAL_LOGGING_WORKER.ensure_initialized_and_enqueue(self.logging_obj.async_success_handler(self.messages))
-            ## SYNC LOGGING
-            executor.submit(self.logging_obj.success_handler(self.messages))
+            GLOBAL_LOGGING_WORKER.ensure_initialized_and_enqueue(
+                self.logging_obj.dispatch_success_handlers(self.messages, prefer_async_handlers=True)
+            )
 
     async def _send_to_backend(self, message: str) -> bool:
         """Send a message to the backend WebSocket.
diff --git a/litellm/responses/streaming_iterator.py b/litellm/responses/streaming_iterator.py
index 890b3b636ba..3618331f0f5 100644
--- a/litellm/responses/streaming_iterator.py
+++ b/litellm/responses/streaming_iterator.py
@@ -287,11 +287,12 @@ def _log_completed_response(self, *, is_async: bool) -> None:
         end_time = datetime.now()
         if is_async:
             asyncio.create_task(
-                self.logging_obj.async_success_handler(
-                    result=logging_response,
+                self.logging_obj.dispatch_success_handlers(
+                    logging_response,
                     start_time=self.start_time,
                     end_time=end_time,
                     cache_hit=self._completed_response_cache_hit,
+                    prefer_async_handlers=True,
                 )
             )
         else:
@@ -302,14 +303,13 @@ def _log_completed_response(self, *, is_async: bool) -> None:
                 end_time=end_time,
                 cache_hit=self._completed_response_cache_hit,
             )
-
-        executor.submit(
-            self.logging_obj.success_handler,
-            result=logging_response,
-            cache_hit=self._completed_response_cache_hit,
-            start_time=self.start_time,
-            end_time=end_time,
-        )
+            executor.submit(
+                self.logging_obj.success_handler,
+                result=logging_response,
+                cache_hit=self._completed_response_cache_hit,
+                start_time=self.start_time,
+                end_time=end_time,
+            )
         self._run_post_success_hooks(end_time=end_time)
 
     def _handle_logging_completed_response(self):
@@ -1136,7 +1136,6 @@ def _build_synthetic_response_events(
 # ---------------------------------------------------------------------------
 
 from litellm._logging import verbose_logger
-from litellm.litellm_core_utils.thread_pool_executor import executor as _ws_executor
 
 RESPONSES_WS_LOGGED_EVENT_TYPES = [
     "response.created",
@@ -1251,8 +1250,7 @@ async def _log_messages(self) -> None:
         if self.input_messages:
             self.logging_obj.model_call_details["messages"] = self.input_messages
         if self.messages:
-            asyncio.create_task(self.logging_obj.async_success_handler(self.messages))
-            _ws_executor.submit(self.logging_obj.success_handler, self.messages)
+            asyncio.create_task(self.logging_obj.dispatch_success_handlers(self.messages, prefer_async_handlers=True))
 
     async def backend_to_client(self) -> None:
         """Forward events from backend WebSocket to the client."""
diff --git a/tests/llm_responses_api_testing/test_base_responses_api_streaming_iterator.py b/tests/llm_responses_api_testing/test_base_responses_api_streaming_iterator.py
index 2acced4c679..5388c5aef83 100644
--- a/tests/llm_responses_api_testing/test_base_responses_api_streaming_iterator.py
+++ b/tests/llm_responses_api_testing/test_base_responses_api_streaming_iterator.py
@@ -647,9 +647,10 @@ def test_process_chunk_response_incomplete_calls_success_handler(self):
             assert result.type == ResponsesAPIStreamEvents.RESPONSE_INCOMPLETE
             assert iterator.completed_response == result
 
-            # Success handler should have been called (via _handle_logging_completed_response)
+            # Success handlers are dispatched as one async task (via _handle_logging_completed_response);
+            # the sync handler must never be submitted to the executor concurrently (LIT-4210)
             mock_create_task.assert_called_once()
-            mock_executor.submit.assert_called_once()
+            mock_executor.submit.assert_not_called()
 
             # Failure handlers should NOT have been called
             mock_logging_obj.async_failure_handler.assert_not_called()
diff --git a/tests/llm_responses_api_testing/test_responses_hooks.py b/tests/llm_responses_api_testing/test_responses_hooks.py
index 3cc5e3984e2..2344a62de4d 100644
--- a/tests/llm_responses_api_testing/test_responses_hooks.py
+++ b/tests/llm_responses_api_testing/test_responses_hooks.py
@@ -38,6 +38,11 @@ def __init__(self):
         self.model_call_details = {"litellm_params": {}}
 
     # Signature alignment with Logging handlers
+    async def dispatch_success_handlers(self, *args, **kwargs):
+        kwargs.pop("prefer_async_handlers", None)
+        await self.async_success_handler(*args, **kwargs)
+        self.success_handler(*args, **kwargs)
+
     def success_handler(self, *args, **kwargs):
         self.success_calls += 1
         self.last_success_kwargs = kwargs
diff --git a/tests/test_litellm/a2a_protocol/test_a2a_streaming_iterator.py b/tests/test_litellm/a2a_protocol/test_a2a_streaming_iterator.py
new file mode 100644
index 00000000000..d86cbb94a91
--- /dev/null
+++ b/tests/test_litellm/a2a_protocol/test_a2a_streaming_iterator.py
@@ -0,0 +1,102 @@
+"""
+Regression test for LIT-4210: completing an A2A stream must not run the sync
+success_handler on the thread-pool executor concurrently with
+async_success_handler (cross-thread pydantic mutation segfaults pydantic-core).
+"""
+
+import asyncio
+import time
+from types import SimpleNamespace
+
+import pytest
+
+import litellm
+from litellm.a2a_protocol import streaming_iterator as a2a_streaming_iterator_module
+from litellm.a2a_protocol.streaming_iterator import A2AStreamingIterator
+from litellm.integrations.custom_logger import CustomLogger
+from litellm.litellm_core_utils import thread_pool_executor as thread_pool_executor_module
+from litellm.litellm_core_utils.litellm_logging import Logging as LitellmLogging
+
+
+class RecordingCustomLogger(CustomLogger):
+    def __init__(self):
+        super().__init__()
+        self.async_hook_fired = False
+
+    async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        self.async_hook_fired = True
+
+    async def async_log_stream_event(self, kwargs, response_obj, start_time, end_time):
+        self.async_hook_fired = True
+
+
+class RecordingExecutor:
+    def __init__(self, inner):
+        self._inner = inner
+        self.submits: list = []
+
+    def submit(self, fn, *args, **kwargs):
+        self.submits.append(fn)
+        return self._inner.submit(fn, *args, **kwargs)
+
+    def submitted_for(self, logging_obj) -> list:
+        return [fn for fn in self.submits if getattr(fn, "__self__", None) is logging_obj]
+
+
+@pytest.fixture(autouse=True)
+def _isolate_callbacks():
+    saved = (
+        litellm.callbacks,
+        litellm.success_callback,
+        litellm._async_success_callback,
+        litellm.failure_callback,
+        litellm._async_failure_callback,
+    )
+    yield
+    (
+        litellm.callbacks,
+        litellm.success_callback,
+        litellm._async_success_callback,
+        litellm.failure_callback,
+        litellm._async_failure_callback,
+    ) = saved
+
+
+@pytest.mark.asyncio
+async def test_custom_logger_only_never_submits_sync_success_handler(monkeypatch):
+    recording_executor = RecordingExecutor(thread_pool_executor_module.executor)
+    monkeypatch.setattr(thread_pool_executor_module, "executor", recording_executor)
+    monkeypatch.setattr(a2a_streaming_iterator_module, "executor", recording_executor, raising=False)
+
+    recorder = RecordingCustomLogger()
+    litellm.success_callback = [recorder]
+    litellm._async_success_callback = [recorder]
+
+    logging_obj = LitellmLogging(
+        model="a2a/test-agent",
+        messages=[{"role": "user", "content": "hi"}],
+        stream=True,
+        call_type="a2a_send_message_streaming",
+        start_time=time.time(),
+        litellm_call_id="lit-4210-test",
+        function_id="lit-4210-test",
+    )
+
+    async def _empty_stream():
+        return
+        yield
+
+    iterator = A2AStreamingIterator(
+        stream=_empty_stream(),
+        request=SimpleNamespace(
+            params=SimpleNamespace(message={"role": "user", "parts": [{"kind": "text", "text": "hi"}]})
+        ),
+        logging_obj=logging_obj,
+        agent_name="test-agent",
+    )
+
+    await iterator._handle_stream_complete()
+    await asyncio.sleep(0.5)
+
+    assert recorder.async_hook_fired is True
+    assert recording_executor.submitted_for(logging_obj) == []
diff --git a/tests/test_litellm/interactions/test_interactions_streaming_iterator.py b/tests/test_litellm/interactions/test_interactions_streaming_iterator.py
new file mode 100644
index 00000000000..9f88b2c9611
--- /dev/null
+++ b/tests/test_litellm/interactions/test_interactions_streaming_iterator.py
@@ -0,0 +1,97 @@
+"""
+Regression test for LIT-4210: completing an async Interactions API stream must
+not run the sync success_handler on the thread-pool executor concurrently with
+async_success_handler (cross-thread pydantic mutation segfaults pydantic-core).
+"""
+
+import asyncio
+import time
+
+import httpx
+import pytest
+
+import litellm
+from litellm.integrations.custom_logger import CustomLogger
+from litellm.interactions import streaming_iterator as interactions_streaming_iterator_module
+from litellm.interactions.streaming_iterator import InteractionsAPIStreamingIterator
+from litellm.litellm_core_utils import thread_pool_executor as thread_pool_executor_module
+from litellm.litellm_core_utils.litellm_logging import Logging as LitellmLogging
+from litellm.types.interactions import InteractionsAPIStreamingResponse
+
+
+class RecordingCustomLogger(CustomLogger):
+    def __init__(self):
+        super().__init__()
+        self.async_hook_fired = False
+
+    async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        self.async_hook_fired = True
+
+    async def async_log_stream_event(self, kwargs, response_obj, start_time, end_time):
+        self.async_hook_fired = True
+
+
+class RecordingExecutor:
+    def __init__(self, inner):
+        self._inner = inner
+        self.submits: list = []
+
+    def submit(self, fn, *args, **kwargs):
+        self.submits.append(fn)
+        return self._inner.submit(fn, *args, **kwargs)
+
+    def submitted_for(self, logging_obj) -> list:
+        return [fn for fn in self.submits if getattr(fn, "__self__", None) is logging_obj]
+
+
+@pytest.fixture(autouse=True)
+def _isolate_callbacks():
+    saved = (
+        litellm.callbacks,
+        litellm.success_callback,
+        litellm._async_success_callback,
+        litellm.failure_callback,
+        litellm._async_failure_callback,
+    )
+    yield
+    (
+        litellm.callbacks,
+        litellm.success_callback,
+        litellm._async_success_callback,
+        litellm.failure_callback,
+        litellm._async_failure_callback,
+    ) = saved
+
+
+@pytest.mark.asyncio
+async def test_custom_logger_only_never_submits_sync_success_handler(monkeypatch):
+    recording_executor = RecordingExecutor(thread_pool_executor_module.executor)
+    monkeypatch.setattr(thread_pool_executor_module, "executor", recording_executor)
+    monkeypatch.setattr(interactions_streaming_iterator_module, "executor", recording_executor)
+
+    recorder = RecordingCustomLogger()
+    litellm.success_callback = [recorder]
+    litellm._async_success_callback = [recorder]
+
+    logging_obj = LitellmLogging(
+        model="gemini/gemini-3-pro-preview",
+        messages=[{"role": "user", "content": "hi"}],
+        stream=True,
+        call_type="ainteraction",
+        start_time=time.time(),
+        litellm_call_id="lit-4210-test",
+        function_id="lit-4210-test",
+    )
+    iterator = InteractionsAPIStreamingIterator(
+        response=httpx.Response(200),
+        model="gemini/gemini-3-pro-preview",
+        interactions_api_config=None,
+        logging_obj=logging_obj,
+    )
+    iterator.completed_response = InteractionsAPIStreamingResponse()
+
+    iterator._handle_logging_completed_response()
+    await asyncio.sleep(0.5)
+
+    assert recorder.async_hook_fired is True
+    assert recording_executor.submitted_for(logging_obj) == []
diff --git a/tests/test_litellm/litellm_core_utils/test_realtime_streaming.py b/tests/test_litellm/litellm_core_utils/test_realtime_streaming.py
index 766befd1a99..dff54515098 100644
--- a/tests/test_litellm/litellm_core_utils/test_realtime_streaming.py
+++ b/tests/test_litellm/litellm_core_utils/test_realtime_streaming.py
@@ -2961,10 +2961,13 @@ async def test_log_messages_routes_async_logging_through_bounded_worker():
     with (
         patch("litellm.litellm_core_utils.realtime_streaming.GLOBAL_LOGGING_WORKER") as mock_worker,
         patch("litellm.litellm_core_utils.realtime_streaming.asyncio.create_task") as mock_create_task,
-        patch("litellm.litellm_core_utils.realtime_streaming.executor.submit"),
     ):
         await streaming.log_messages()
 
         mock_worker.ensure_initialized_and_enqueue.assert_called_once()
+        enqueued = mock_worker.ensure_initialized_and_enqueue.call_args
+        assert (enqueued.args or tuple(enqueued.kwargs.values()))[0] is logging_obj.dispatch_success_handlers.return_value
+        logging_obj.dispatch_success_handlers.assert_called_once_with(streaming.messages, prefer_async_handlers=True)
+        logging_obj.success_handler.assert_not_called()
         # the bare create_task path must no longer be used for success logging
         mock_create_task.assert_not_called()
diff --git a/tests/test_litellm/responses/test_responses_streaming_iterator.py b/tests/test_litellm/responses/test_responses_streaming_iterator.py
new file mode 100644
index 00000000000..9ba7dfcaa80
--- /dev/null
+++ b/tests/test_litellm/responses/test_responses_streaming_iterator.py
@@ -0,0 +1,158 @@
+"""
+Regression tests for LIT-4210: the streaming iterators must never run the sync
+success_handler on the thread-pool executor concurrently with
+async_success_handler. Concurrent mutation of the shared response object /
+model_call_details from two threads segfaults pydantic-core (customer pods
+crashed with exit 139 whenever any CustomLogger was registered).
+"""
+
+import asyncio
+import time
+
+import httpx
+import pytest
+
+import litellm
+from litellm.integrations.custom_logger import CustomLogger
+from litellm.litellm_core_utils import thread_pool_executor as thread_pool_executor_module
+from litellm.responses import streaming_iterator as responses_streaming_iterator_module
+from litellm.litellm_core_utils.litellm_logging import Logging as LitellmLogging
+from litellm.responses.streaming_iterator import ResponsesAPIStreamingIterator
+from litellm.types.llms.openai import ResponsesAPIResponse
+
+
+class RecordingCustomLogger(CustomLogger):
+    def __init__(self):
+        super().__init__()
+        self.async_hook_started: float | None = None
+        self.async_hook_finished: float | None = None
+
+    async def _record(self):
+        self.async_hook_started = time.monotonic()
+        await asyncio.sleep(0.2)
+        self.async_hook_finished = time.monotonic()
+
+    async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        await self._record()
+
+    async def async_log_stream_event(self, kwargs, response_obj, start_time, end_time):
+        await self._record()
+
+
+class RecordingExecutor:
+    def __init__(self, inner):
+        self._inner = inner
+        self.submits: list = []
+
+    def submit(self, fn, *args, **kwargs):
+        self.submits.append((time.monotonic(), fn))
+        return self._inner.submit(fn, *args, **kwargs)
+
+    def submit_times_for(self, logging_obj) -> list:
+        return [t for t, fn in self.submits if getattr(fn, "__self__", None) is logging_obj]
+
+
+@pytest.fixture(autouse=True)
+def _isolate_callbacks():
+    saved = (
+        litellm.callbacks,
+        litellm.success_callback,
+        litellm._async_success_callback,
+        litellm.failure_callback,
+        litellm._async_failure_callback,
+    )
+    yield
+    (
+        litellm.callbacks,
+        litellm.success_callback,
+        litellm._async_success_callback,
+        litellm.failure_callback,
+        litellm._async_failure_callback,
+    ) = saved
+
+
+@pytest.fixture
+def recording_executor(monkeypatch):
+    recording = RecordingExecutor(thread_pool_executor_module.executor)
+    monkeypatch.setattr(thread_pool_executor_module, "executor", recording)
+    monkeypatch.setattr(responses_streaming_iterator_module, "executor", recording)
+    return recording
+
+
+def _make_logging_obj() -> LitellmLogging:
+    logging_obj = LitellmLogging(
+        model="gpt-5.4-nano",
+        messages=[{"role": "user", "content": "hi"}],
+        stream=True,
+        call_type="aresponses",
+        start_time=time.time(),
+        litellm_call_id="lit-4210-test",
+        function_id="lit-4210-test",
+    )
+    logging_obj.model_call_details["litellm_params"] = {"aresponses": True}
+    return logging_obj
+
+
+def _make_iterator(logging_obj: LitellmLogging) -> ResponsesAPIStreamingIterator:
+    iterator = ResponsesAPIStreamingIterator(
+        response=httpx.Response(200),
+        model="gpt-5.4-nano",
+        responses_api_provider_config=None,
+        logging_obj=logging_obj,
+    )
+    iterator.completed_response = ResponsesAPIResponse(
+        id="resp_lit4210",
+        created_at=1700000000.0,
+        model="gpt-5.4-nano",
+        object="response",
+        output=[],
+        parallel_tool_calls=True,
+        tool_choice="auto",
+        tools=[],
+        error=None,
+        incomplete_details=None,
+        instructions=None,
+        metadata={},
+        temperature=1.0,
+        top_p=1.0,
+    )
+    return iterator
+
+
+@pytest.mark.asyncio
+async def test_custom_logger_only_never_submits_sync_success_handler(recording_executor):
+    recorder = RecordingCustomLogger()
+    litellm.success_callback = [recorder]
+    litellm._async_success_callback = [recorder]
+
+    logging_obj = _make_logging_obj()
+    iterator = _make_iterator(logging_obj)
+
+    iterator._log_completed_response(is_async=True)
+    await asyncio.sleep(0.6)
+
+    assert recorder.async_hook_started is not None
+    assert recording_executor.submit_times_for(logging_obj) == []
+
+
+@pytest.mark.asyncio
+async def test_sync_callbacks_run_only_after_async_handler_completes(recording_executor):
+    recorder = RecordingCustomLogger()
+    sync_events: list = []
+
+    def sync_callback(kwargs, response_obj, start_time, end_time):
+        sync_events.append(time.monotonic())
+
+    litellm.success_callback = [recorder, sync_callback]
+    litellm._async_success_callback = [recorder]
+
+    logging_obj = _make_logging_obj()
+    iterator = _make_iterator(logging_obj)
+
+    iterator._log_completed_response(is_async=True)
+    await asyncio.sleep(0.8)
+
+    assert recorder.async_hook_finished is not None
+    submit_times = recording_executor.submit_times_for(logging_obj)
+    assert len(submit_times) == 1
+    assert submit_times[0] >= recorder.async_hook_finished
diff --git a/tests/test_litellm/responses/test_responses_websocket_all_providers.py b/tests/test_litellm/responses/test_responses_websocket_all_providers.py
index 0d13ff4fd05..4509abc7749 100644
--- a/tests/test_litellm/responses/test_responses_websocket_all_providers.py
+++ b/tests/test_litellm/responses/test_responses_websocket_all_providers.py
@@ -1122,7 +1122,7 @@ async def recv(self, decode=False):
         client_ws = MagicMock()
         client_ws.send_text = AsyncMock()
         logging_obj = MagicMock()
-        logging_obj.async_success_handler = AsyncMock()
+        logging_obj.dispatch_success_handlers = AsyncMock()
 
         delta_event = json.dumps(
             {"type": "response.output_text.delta", "delta": "alice@example.com"}
@@ -1196,7 +1196,7 @@ async def recv(self, decode=False):
         client_ws = MagicMock()
         client_ws.send_text = AsyncMock()
         logging_obj = MagicMock()
-        logging_obj.async_success_handler = AsyncMock()
+        logging_obj.dispatch_success_handlers = AsyncMock()
 
         done_events = [
             json.dumps(
@@ -1895,7 +1895,7 @@ async def test_backend_to_client_suppresses_deltas_and_masks_completed(self):
             ]
         )
         logging_obj = MagicMock()
-        logging_obj.async_success_handler = AsyncMock()
+        logging_obj.dispatch_success_handlers = AsyncMock()
 
         handler = _make_streaming(
             websocket=websocket,
@@ -1951,7 +1951,7 @@ async def test_backend_to_client_suppresses_function_call_arguments_done(self):
             ]
         )
         logging_obj = MagicMock()
-        logging_obj.async_success_handler = AsyncMock()
+        logging_obj.dispatch_success_handlers = AsyncMock()
 
         handler = _make_streaming(
             websocket=websocket,
@@ -2014,7 +2014,7 @@ async def test_backend_to_client_suppresses_reasoning_summary_text_done(self):
             ]
         )
         logging_obj = MagicMock()
-        logging_obj.async_success_handler = AsyncMock()
+        logging_obj.dispatch_success_handlers = AsyncMock()
 
         handler = _make_streaming(
             websocket=websocket,
@@ -2077,7 +2077,7 @@ async def test_backend_to_client_suppresses_reasoning_summary_part_done(self):
             ]
         )
         logging_obj = MagicMock()
-        logging_obj.async_success_handler = AsyncMock()
+        logging_obj.dispatch_success_handlers = AsyncMock()
 
         handler = _make_streaming(
             websocket=websocket,

From 3116ed211bf1a2720cfeed1d533154a83d26a39a Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Tue, 7 Jul 2026 19:15:49 +0300
Subject: [PATCH 065/370] feat(otel): stamp gen_ai.response.time_to_first_chunk
 on streaming LLM spans (#32236)

---
 litellm/integrations/otel/logger.py           |  6 ++-
 litellm/integrations/otel/mappers/genai.py    |  1 +
 litellm/integrations/otel/model/metadata.py   | 19 +++++++++-
 litellm/integrations/otel/model/payloads.py   |  7 +++-
 litellm/integrations/otel/model/semconv.py    |  1 +
 litellm/integrations/otel/plumbing/metrics.py | 10 ++---
 .../integrations/otel/test_otel_v2_logger.py  | 37 +++++++++++++++++++
 7 files changed, 72 insertions(+), 9 deletions(-)

diff --git a/litellm/integrations/otel/logger.py b/litellm/integrations/otel/logger.py
index 5e729e12be0..e258b239d93 100644
--- a/litellm/integrations/otel/logger.py
+++ b/litellm/integrations/otel/logger.py
@@ -368,7 +368,11 @@ def _close_llm_call(
                 # it (named provisionally) so it isn't leaked as an open span.
                 carrier.span.end(end_time=to_ns(end_time))
             return None
-        data = LLMCallSpanData.from_standard_logging_payload(payload, capture_content=self.config.capture_span_content)
+        data = LLMCallSpanData.from_standard_logging_payload(
+            payload,
+            capture_content=self.config.capture_span_content,
+            time_to_first_chunk_seconds=call.time_to_first_chunk_seconds,
+        )
         end_time_ns = to_ns(end_time)
         if carrier.span is not None:
             # Born at the boundary: stamp attributes from the typed payload, set
diff --git a/litellm/integrations/otel/mappers/genai.py b/litellm/integrations/otel/mappers/genai.py
index c5d8c35de7d..f568afa9e3e 100644
--- a/litellm/integrations/otel/mappers/genai.py
+++ b/litellm/integrations/otel/mappers/genai.py
@@ -55,6 +55,7 @@ class GenAIMapper:
         GenAI.RESPONSE_MODEL: lambda d: d.response_model,
         GenAI.RESPONSE_ID: lambda d: d.response_id,
         GenAI.RESPONSE_FINISH_REASONS: lambda d: list(d.finish_reasons) if d.finish_reasons else None,
+        GenAI.RESPONSE_TIME_TO_FIRST_CHUNK: lambda d: d.time_to_first_chunk_seconds,
         GenAI.USAGE_INPUT_TOKENS: lambda d: d.usage.input_tokens,
         GenAI.USAGE_OUTPUT_TOKENS: lambda d: d.usage.output_tokens,
         Error.TYPE: lambda d: d.error.error_type if d.error else None,
diff --git a/litellm/integrations/otel/model/metadata.py b/litellm/integrations/otel/model/metadata.py
index 37bb5464315..7ff4f540908 100644
--- a/litellm/integrations/otel/model/metadata.py
+++ b/litellm/integrations/otel/model/metadata.py
@@ -41,7 +41,7 @@
 
 from litellm.constants import LITELLM_LOGGING_NO_UPSTREAM_LLM_CALL
 from litellm.integrations.otel.model.semconv import resolve_operation
-from litellm.integrations.otel.model.utils import as_str
+from litellm.integrations.otel.model.utils import as_str, to_seconds
 
 if TYPE_CHECKING:
     from litellm.types.utils import StandardLoggingPayload
@@ -201,6 +201,7 @@ class LLMCallEvent:
     # span is renamed from the typed payload at close (``finish_span``); this only
     # needs to be reasonable for a span that never gets closed (a leak).
     provisional_span_name: str
+    time_to_first_chunk_seconds: float | None
 
     @classmethod
     def from_dict(cls, kwargs: Mapping[str, Any]) -> "LLMCallEvent":
@@ -214,9 +215,25 @@ def from_dict(cls, kwargs: Mapping[str, Any]) -> "LLMCallEvent":
             dynamic_params=kwargs.get("standard_callback_dynamic_params"),
             is_no_upstream_call=bool(kwargs.get(LITELLM_LOGGING_NO_UPSTREAM_LLM_CALL)),
             provisional_span_name=f"{operation.value} {model}".strip(),
+            time_to_first_chunk_seconds=time_to_first_chunk_seconds(kwargs),
         )
 
 
+def time_to_first_chunk_seconds(kwargs: Mapping[str, Any]) -> float | None:
+    """Seconds from the upstream request being issued (``api_call_start_time``)
+    to the first streamed chunk (``completion_start_time``); ``None`` for
+    non-streaming calls, where ``completion_start_time`` is backfilled with the
+    end time and would not measure first-chunk latency."""
+    optional_params = cast(Mapping[str, Any], kwargs.get("optional_params") or {})
+    if not optional_params.get("stream"):
+        return None
+    api_call_start = to_seconds(kwargs.get("api_call_start_time"))
+    completion_start = to_seconds(kwargs.get("completion_start_time"))
+    if api_call_start is None or completion_start is None:
+        return None
+    return completion_start - api_call_start
+
+
 def _call_id(payload: "StandardLoggingPayload | None", kwargs: Mapping[str, Any]) -> str | None:
     """The call id from the payload (when closed) or the bare kwargs (at pre_call)."""
     if payload is not None:
diff --git a/litellm/integrations/otel/model/payloads.py b/litellm/integrations/otel/model/payloads.py
index b0dcf97b787..fcd710492f0 100644
--- a/litellm/integrations/otel/model/payloads.py
+++ b/litellm/integrations/otel/model/payloads.py
@@ -305,10 +305,14 @@ class LLMCallSpanData:
     messages_in: tuple[Mapping[str, object], ...] = ()
     choices_out: tuple[Mapping[str, object], ...] = ()
     system_fingerprint: str | None = None
+    time_to_first_chunk_seconds: float | None = None
 
     @classmethod
     def from_standard_logging_payload(
-        cls, payload: "StandardLoggingPayload", capture_content: bool = False
+        cls,
+        payload: "StandardLoggingPayload",
+        capture_content: bool = False,
+        time_to_first_chunk_seconds: float | None = None,
     ) -> "LLMCallSpanData":
         params = cast(Mapping[str, object], payload.get("model_parameters") or {})
         # The single parse of the request's metadata — the request-vs-provider
@@ -349,6 +353,7 @@ def from_standard_logging_payload(
             messages_in=_dicts(payload.get("messages")) if capture_content else (),
             choices_out=choices_out if capture_content else (),
             system_fingerprint=as_str(response.get("system_fingerprint")),
+            time_to_first_chunk_seconds=time_to_first_chunk_seconds,
         )
 
 
diff --git a/litellm/integrations/otel/model/semconv.py b/litellm/integrations/otel/model/semconv.py
index 6315a5a4a89..4e725ae0a29 100644
--- a/litellm/integrations/otel/model/semconv.py
+++ b/litellm/integrations/otel/model/semconv.py
@@ -69,6 +69,7 @@ class GenAI:
     RESPONSE_ID: Final = "gen_ai.response.id"
     RESPONSE_MODEL: Final = "gen_ai.response.model"
     RESPONSE_FINISH_REASONS: Final = "gen_ai.response.finish_reasons"
+    RESPONSE_TIME_TO_FIRST_CHUNK: Final = "gen_ai.response.time_to_first_chunk"
     # usage
     USAGE_INPUT_TOKENS: Final = "gen_ai.usage.input_tokens"
     USAGE_OUTPUT_TOKENS: Final = "gen_ai.usage.output_tokens"
diff --git a/litellm/integrations/otel/plumbing/metrics.py b/litellm/integrations/otel/plumbing/metrics.py
index cb1f9214876..50d0fb75962 100644
--- a/litellm/integrations/otel/plumbing/metrics.py
+++ b/litellm/integrations/otel/plumbing/metrics.py
@@ -21,6 +21,7 @@
     _build_metric_attribute_filter,
     _resolve_metric_attribute_filter,
 )
+from litellm.integrations.otel.model.metadata import time_to_first_chunk_seconds
 from litellm.integrations.otel.model.semconv import Metric, resolve_operation
 from litellm.integrations.otel.model.utils import to_seconds
 from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
@@ -181,13 +182,10 @@ def _record_token_usage(self, response_obj: Any, common_attrs: dict) -> None:
         self._metrics.token_usage.record(usage.get("completion_tokens", 0), attributes=out_attrs)
 
     def _record_time_to_first_token(self, kwargs: Mapping[str, Any], common_attrs: dict) -> None:
-        if not kwargs.get("optional_params", {}).get("stream", False):
+        time_to_first_chunk = time_to_first_chunk_seconds(kwargs)
+        if time_to_first_chunk is None:
             return
-        api_call_start = to_seconds(kwargs.get("api_call_start_time"))
-        completion_start = to_seconds(kwargs.get("completion_start_time"))
-        if api_call_start is None or completion_start is None:
-            return
-        self._metrics.time_to_first_token.record(completion_start - api_call_start, attributes=common_attrs)
+        self._metrics.time_to_first_token.record(time_to_first_chunk, attributes=common_attrs)
 
     def _record_time_per_output_token(
         self,
diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_logger.py b/tests/test_litellm/integrations/otel/test_otel_v2_logger.py
index 674b2bec829..697b9293eea 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_logger.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_logger.py
@@ -168,6 +168,43 @@ def test_async_log_success_event_emits_llm_call_span():
     assert span.status.status_code is StatusCode.UNSET
 
 
+def test_streaming_span_carries_time_to_first_chunk():
+    logger, exporter = _logger()
+    kwargs = {
+        **_kwargs(payload=_payload(stream=True)),
+        "optional_params": {"stream": True},
+        "api_call_start_time": datetime(2026, 5, 26, 12, 0, 0, tzinfo=timezone.utc),
+        "completion_start_time": datetime(2026, 5, 26, 12, 0, 0, 750000, tzinfo=timezone.utc),
+    }
+    _emit_llm(logger, kwargs)
+    (span,) = exporter.get_finished_spans()
+    assert span.attributes[GenAI.RESPONSE_TIME_TO_FIRST_CHUNK] == pytest.approx(0.75)
+
+
+def test_non_streaming_span_has_no_time_to_first_chunk():
+    logger, exporter = _logger()
+    kwargs = {
+        **_kwargs(),
+        "optional_params": {},
+        "api_call_start_time": datetime(2026, 5, 26, 12, 0, 0, tzinfo=timezone.utc),
+        "completion_start_time": datetime(2026, 5, 26, 12, 0, 5, tzinfo=timezone.utc),
+    }
+    _emit_llm(logger, kwargs)
+    (span,) = exporter.get_finished_spans()
+    assert GenAI.RESPONSE_TIME_TO_FIRST_CHUNK not in span.attributes
+
+
+def test_streaming_span_without_timing_omits_time_to_first_chunk():
+    logger, exporter = _logger()
+    kwargs = {
+        **_kwargs(payload=_payload(stream=True)),
+        "optional_params": {"stream": True},
+    }
+    _emit_llm(logger, kwargs)
+    (span,) = exporter.get_finished_spans()
+    assert GenAI.RESPONSE_TIME_TO_FIRST_CHUNK not in span.attributes
+
+
 def test_async_log_failure_event_marks_error_status():
     logger, exporter = _logger()
     payload = _payload(

From ce2582e9d0f04ff664356a6f43b3a7667ff8482e Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Tue, 7 Jul 2026 19:16:59 +0300
Subject: [PATCH 066/370] feat(terraform): vendor terraform-provider-litellm as
 source of truth with endpoint drift CI (#32241)

* feat(terraform): vendor terraform-provider-litellm as source of truth with endpoint drift CI

* fix(terraform): address review feedback on vendored provider

Replace deprecated io/ioutil with io. Remove the unused org/team CRUD
client methods so the endpoint audit only tracks live call sites
(54 -> 46). Redact request/response logs by parsing the JSON and
recursively masking sensitive fields, which fixes the nested-object
leak in the old credential_values regex, with a regex fallback for
non-JSON payloads; covered by new unit tests. Docs: stop showing
api_key inside vector store litellm_params and document that Sensitive
attributes still persist in plaintext state, recommending
litellm_credential_name and an encrypted state backend.

* fix(terraform): stop persisting server-returned litellm_params into vector store state

The vector store Read wrote litellm_params straight back from the API
response into state. The proxy redacts secrets in those responses, so
the readback overwrote user config with redaction sentinels and caused
perpetual diffs, and against a server that returns raw values it would
persist secrets into a non-Sensitive attribute. Read now preserves the
config value like the credential and model resources do, litellm_params
is marked Sensitive, and a regression test pins that a server-returned
api_key never lands in state

* fix(terraform): send role on team member update and stop persisting server env into MCP state

The team member update payload omitted role, and the proxy leaves role
unchanged when the field is absent, so a role downgrade reported as
applied by Terraform never took effect on the proxy. The update now
always sends the configured role (the attribute is Required).

The MCP server resource wrote env straight back from API responses
into a non-Sensitive attribute, pulling admin-visible secrets into
state and, for sanitized responses, blanking user config. Read now
preserves the config value, env is marked Sensitive, and the docs warn
against passing secrets via args. Regression tests cover both fixes
and fail against the previous behavior.
---
 .github/workflows/test-terraform-provider.yml | 113 +++++
 terraform/provider/.gitignore                 |  71 +++
 terraform/provider/.goreleaser.yml            |  81 ++++
 terraform/provider/CHANGELOG.md               | 294 +++++++++++++
 terraform/provider/LICENSE                    |  35 ++
 terraform/provider/Makefile                   |  32 ++
 terraform/provider/README.md                  | 223 ++++++++++
 terraform/provider/RELEASING.md               | 237 ++++++++++
 .../provider/docs/data-sources/credential.md  | 153 +++++++
 .../docs/data-sources/vector_store.md         | 225 ++++++++++
 terraform/provider/docs/index.md              | 117 +++++
 .../provider/docs/resources/credential.md     | 152 +++++++
 terraform/provider/docs/resources/key.md      | 116 +++++
 .../provider/docs/resources/mcp_server.md     | 217 ++++++++++
 terraform/provider/docs/resources/model.md    | 238 ++++++++++
 terraform/provider/docs/resources/team.md     | 130 ++++++
 .../provider/docs/resources/team_member.md    |  54 +++
 .../docs/resources/team_member_add.md         | 161 +++++++
 .../provider/docs/resources/vector_store.md   | 274 ++++++++++++
 .../examples/model_additional_params.tf       |  57 +++
 terraform/provider/go.mod                     |  61 +++
 terraform/provider/go.sum                     | 239 ++++++++++
 terraform/provider/litellm/client.go          | 386 +++++++++++++++++
 terraform/provider/litellm/client_test.go     |  71 +++
 .../litellm/data_source_credential.go         |  73 ++++
 .../litellm/data_source_vector_store.go       | 107 +++++
 terraform/provider/litellm/provider.go        |  63 +++
 terraform/provider/litellm/provider_test.go   |  83 ++++
 .../provider/litellm/resource_credential.go   |  44 ++
 .../litellm/resource_credential_crud.go       | 204 +++++++++
 .../litellm/resource_credential_crud_test.go  | 201 +++++++++
 terraform/provider/litellm/resource_key.go    | 319 ++++++++++++++
 .../provider/litellm/resource_key_utils.go    | 230 ++++++++++
 .../provider/litellm/resource_mcp_server.go   | 176 ++++++++
 .../litellm/resource_mcp_server_crud.go       | 317 ++++++++++++++
 .../litellm/resource_mcp_server_crud_test.go  |  44 ++
 terraform/provider/litellm/resource_model.go  | 177 ++++++++
 .../provider/litellm/resource_model_crud.go   | 407 ++++++++++++++++++
 .../provider/litellm/resource_organization.go | 210 +++++++++
 .../litellm/resource_organization_member.go   | 126 ++++++
 .../resource_organization_member_add.go       | 260 +++++++++++
 .../resource_organization_member_add_test.go  |  74 ++++
 .../resource_organization_member_test.go      |  66 +++
 .../litellm/resource_organization_test.go     |  59 +++
 terraform/provider/litellm/resource_team.go   | 311 +++++++++++++
 .../provider/litellm/resource_team_member.go  | 146 +++++++
 .../litellm/resource_team_member_add.go       | 342 +++++++++++++++
 .../litellm/resource_team_member_test.go      |  44 ++
 .../provider/litellm/resource_vector_store.go |  65 +++
 .../litellm/resource_vector_store_crud.go     | 168 ++++++++
 .../resource_vector_store_crud_test.go        |  55 +++
 terraform/provider/litellm/types.go           | 248 +++++++++++
 terraform/provider/litellm/utils.go           | 279 ++++++++++++
 terraform/provider/main.go                    |  14 +
 .../provider/terraform-registry-manifest.json |   6 +
 terraform/provider/tools/dump_openapi.py      |  23 +
 .../provider/tools/endpointaudit/main.go      | 345 +++++++++++++++
 .../provider/tools/endpointaudit/main_test.go | 187 ++++++++
 58 files changed, 9210 insertions(+)
 create mode 100644 .github/workflows/test-terraform-provider.yml
 create mode 100644 terraform/provider/.gitignore
 create mode 100644 terraform/provider/.goreleaser.yml
 create mode 100644 terraform/provider/CHANGELOG.md
 create mode 100644 terraform/provider/LICENSE
 create mode 100644 terraform/provider/Makefile
 create mode 100644 terraform/provider/README.md
 create mode 100644 terraform/provider/RELEASING.md
 create mode 100644 terraform/provider/docs/data-sources/credential.md
 create mode 100644 terraform/provider/docs/data-sources/vector_store.md
 create mode 100644 terraform/provider/docs/index.md
 create mode 100644 terraform/provider/docs/resources/credential.md
 create mode 100644 terraform/provider/docs/resources/key.md
 create mode 100644 terraform/provider/docs/resources/mcp_server.md
 create mode 100644 terraform/provider/docs/resources/model.md
 create mode 100644 terraform/provider/docs/resources/team.md
 create mode 100644 terraform/provider/docs/resources/team_member.md
 create mode 100644 terraform/provider/docs/resources/team_member_add.md
 create mode 100644 terraform/provider/docs/resources/vector_store.md
 create mode 100644 terraform/provider/examples/model_additional_params.tf
 create mode 100644 terraform/provider/go.mod
 create mode 100644 terraform/provider/go.sum
 create mode 100644 terraform/provider/litellm/client.go
 create mode 100644 terraform/provider/litellm/client_test.go
 create mode 100644 terraform/provider/litellm/data_source_credential.go
 create mode 100644 terraform/provider/litellm/data_source_vector_store.go
 create mode 100644 terraform/provider/litellm/provider.go
 create mode 100644 terraform/provider/litellm/provider_test.go
 create mode 100644 terraform/provider/litellm/resource_credential.go
 create mode 100644 terraform/provider/litellm/resource_credential_crud.go
 create mode 100644 terraform/provider/litellm/resource_credential_crud_test.go
 create mode 100644 terraform/provider/litellm/resource_key.go
 create mode 100644 terraform/provider/litellm/resource_key_utils.go
 create mode 100644 terraform/provider/litellm/resource_mcp_server.go
 create mode 100644 terraform/provider/litellm/resource_mcp_server_crud.go
 create mode 100644 terraform/provider/litellm/resource_mcp_server_crud_test.go
 create mode 100644 terraform/provider/litellm/resource_model.go
 create mode 100644 terraform/provider/litellm/resource_model_crud.go
 create mode 100644 terraform/provider/litellm/resource_organization.go
 create mode 100644 terraform/provider/litellm/resource_organization_member.go
 create mode 100644 terraform/provider/litellm/resource_organization_member_add.go
 create mode 100644 terraform/provider/litellm/resource_organization_member_add_test.go
 create mode 100644 terraform/provider/litellm/resource_organization_member_test.go
 create mode 100644 terraform/provider/litellm/resource_organization_test.go
 create mode 100644 terraform/provider/litellm/resource_team.go
 create mode 100644 terraform/provider/litellm/resource_team_member.go
 create mode 100644 terraform/provider/litellm/resource_team_member_add.go
 create mode 100644 terraform/provider/litellm/resource_team_member_test.go
 create mode 100644 terraform/provider/litellm/resource_vector_store.go
 create mode 100644 terraform/provider/litellm/resource_vector_store_crud.go
 create mode 100644 terraform/provider/litellm/resource_vector_store_crud_test.go
 create mode 100644 terraform/provider/litellm/types.go
 create mode 100644 terraform/provider/litellm/utils.go
 create mode 100644 terraform/provider/main.go
 create mode 100644 terraform/provider/terraform-registry-manifest.json
 create mode 100644 terraform/provider/tools/dump_openapi.py
 create mode 100644 terraform/provider/tools/endpointaudit/main.go
 create mode 100644 terraform/provider/tools/endpointaudit/main_test.go

diff --git a/.github/workflows/test-terraform-provider.yml b/.github/workflows/test-terraform-provider.yml
new file mode 100644
index 00000000000..03d8ff3461c
--- /dev/null
+++ b/.github/workflows/test-terraform-provider.yml
@@ -0,0 +1,113 @@
+name: Terraform Provider
+
+on:
+  push:
+    paths:
+      - "terraform/provider/**"
+      - ".github/workflows/test-terraform-provider.yml"
+  pull_request:
+    branches:
+      - main
+      - litellm_internal_staging
+      - litellm_oss_staging
+      - "litellm_**"
+    paths:
+      - "terraform/provider/**"
+      - "litellm/proxy/**"
+      - ".github/workflows/test-terraform-provider.yml"
+
+permissions:
+  contents: read
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  provider-checks:
+    name: gofmt, vet, build, test
+    runs-on: ubuntu-latest
+    timeout-minutes: 10
+    defaults:
+      run:
+        working-directory: terraform/provider
+    steps:
+      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
+        with:
+          persist-credentials: false
+
+      - uses: actions/setup-go@7a3fe6cf4cb3a834922a1244abfce67bcef6a0c5 # v6.2.0
+        with:
+          go-version-file: terraform/provider/go.mod
+          cache: true
+          cache-dependency-path: terraform/provider/go.sum
+
+      - name: gofmt
+        run: |
+          UNFORMATTED=$(gofmt -l .)
+          if [ -n "${UNFORMATTED}" ]; then
+            echo "::error::gofmt required for: ${UNFORMATTED}"
+            exit 1
+          fi
+
+      - name: go vet
+        run: go vet ./...
+
+      - name: Build
+        run: go build ./...
+
+      - name: Test
+        run: go test -timeout 120s ./...
+
+  endpoint-drift:
+    name: Provider endpoints vs proxy OpenAPI schema
+    runs-on: ubuntu-latest
+    timeout-minutes: 20
+    steps:
+      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
+        with:
+          persist-credentials: false
+
+      - name: Set up Python
+        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
+        with:
+          python-version: "3.12"
+
+      - name: Set up uv
+        uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7
+        with:
+          version: "0.10.9"
+
+      - name: Cache uv dependencies
+        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
+        with:
+          path: |
+            ~/.cache/uv
+            .venv
+          key: ${{ runner.os }}-uv-${{ hashFiles('uv.lock') }}
+          restore-keys: |
+            ${{ runner.os }}-uv-
+
+      - name: Install dependencies
+        run: |
+          .github/scripts/uv_sync_with_retries.sh --frozen --group ci --group proxy-dev --extra google --extra proxy --extra semantic-router
+
+      - name: Generate Prisma client
+        env:
+          PRISMA_BINARY_CACHE_DIR: ${{ runner.temp }}/prisma-cache
+        run: |
+          uv run --no-sync prisma generate --schema litellm/proxy/schema.prisma
+
+      - name: Generate proxy OpenAPI schema
+        run: |
+          uv run --no-sync python terraform/provider/tools/dump_openapi.py "${RUNNER_TEMP}/openapi.json"
+
+      - uses: actions/setup-go@7a3fe6cf4cb3a834922a1244abfce67bcef6a0c5 # v6.2.0
+        with:
+          go-version-file: terraform/provider/go.mod
+          cache: true
+          cache-dependency-path: terraform/provider/go.sum
+
+      - name: Audit provider endpoints against the schema
+        working-directory: terraform/provider
+        run: go run ./tools/endpointaudit -provider-dir ./litellm -spec "${RUNNER_TEMP}/openapi.json"
diff --git a/terraform/provider/.gitignore b/terraform/provider/.gitignore
new file mode 100644
index 00000000000..7606b250a4c
--- /dev/null
+++ b/terraform/provider/.gitignore
@@ -0,0 +1,71 @@
+# Local .terraform directories
+**/.terraform/*
+test_litellm/*
+
+# .tfstate files
+*.tfstate
+*.tfstate.*
+
+# Crash log files
+crash.log
+crash.*.log
+
+# Exclude all .tfvars files, which are likely to contain sensitive data
+*.tfvars
+!*.tfvars.example
+
+# Ignore override files as they are usually used to override resources locally
+override.tf
+override.tf.json
+*_override.tf
+*_override.tf.json
+
+# Ignore CLI configuration files
+.terraformrc
+terraform.rc
+
+# Binary files
+terraform-provider-litellm
+
+# IDE and editor files
+.idea/
+*.swp
+*.swo
+.vscode/
+*.sublime-workspace
+*.sublime-project
+
+# OS generated files
+.DS_Store
+.DS_Store?
+._*
+.Spotlight-V100
+.Trashes
+ehthumbs.db
+Thumbs.db
+
+# Go specific
+*.exe
+*.exe~
+*.dll
+*.so
+*.dylib
+*.test
+*.out
+go.work
+
+# Dependency directories (remove the comment below to include it)
+# vendor/
+
+# Output of the go coverage tool, specifically when used with LiteIDE
+*.out
+
+# Compiled Object files, Static and Dynamic libs (Shared Objects)
+*.o
+*.a
+
+# Log files
+*.log
+
+# Environment files
+.env
diff --git a/terraform/provider/.goreleaser.yml b/terraform/provider/.goreleaser.yml
new file mode 100644
index 00000000000..f41a29406b8
--- /dev/null
+++ b/terraform/provider/.goreleaser.yml
@@ -0,0 +1,81 @@
+# Visit https://goreleaser.com for documentation on how to customize this
+# behavior.
+version: 2
+before:
+  hooks:
+    # this is just an example and not a requirement for provider building/publishing
+    - go mod tidy
+builds:
+- env:
+    # goreleaser does not work with CGO, it could also complicate
+    # usage by users in CI/CD systems like HCP Terraform where
+    # they are unable to install libraries.
+    - CGO_ENABLED=0
+  mod_timestamp: '{{ .CommitTimestamp }}'
+  flags:
+    - -trimpath
+  ldflags:
+    - '-s -w -X main.version={{.Version}} -X main.commit={{.Commit}}'
+  goos:
+    - freebsd
+    - windows
+    - linux
+    - darwin
+  goarch:
+    - amd64
+    - '386'
+    - arm
+    - arm64
+  ignore:
+    # macOS doesn't support 32-bit anymore
+    - goos: darwin
+      goarch: '386'
+    # Windows ARM is uncommon for Terraform usage
+    - goos: windows
+      goarch: arm
+    - goos: windows
+      goarch: arm64
+    # FreeBSD ARM is rarely used
+    - goos: freebsd
+      goarch: arm
+    - goos: freebsd
+      goarch: arm64
+  # This builds the following key targets for Terraform users:
+  # - linux/amd64 (most common CI/CD)
+  # - linux/arm64 (Graviton, ARM-based CI)
+  # - linux/386 (legacy 32-bit systems)
+  # - linux/arm (Raspberry Pi, etc.)
+  # - darwin/amd64 (Intel Macs)
+  # - darwin/arm64 (Apple Silicon Macs)
+  # - windows/amd64 (Windows desktops)
+  # - freebsd/amd64, freebsd/386 (FreeBSD servers)
+  binary: '{{ .ProjectName }}_v{{ .Version }}'
+archives:
+- format: zip
+  name_template: '{{ .ProjectName }}_{{ .Version }}_{{ .Os }}_{{ .Arch }}'
+checksum:
+  extra_files:
+    - glob: 'terraform-registry-manifest.json'
+      name_template: '{{ .ProjectName }}_{{ .Version }}_manifest.json'
+  name_template: '{{ .ProjectName }}_{{ .Version }}_SHA256SUMS'
+  algorithm: sha256
+signs:
+  - artifacts: checksum
+    args:
+      # if you are using this in a GitHub action or some other automated pipeline, you 
+      # need to pass the batch flag to indicate its not interactive.
+      - "--batch"
+      - "--local-user"
+      - "{{ .Env.GPG_FINGERPRINT }}" # set this environment variable for your signing key
+      - "--output"
+      - "${signature}"
+      - "--detach-sign"
+      - "${artifact}"
+release:
+  extra_files:
+    - glob: 'terraform-registry-manifest.json'
+      name_template: '{{ .ProjectName }}_{{ .Version }}_manifest.json'
+  # If you want to manually examine the release before its live, uncomment this line:
+  # draft: true
+changelog:
+  disable: true
\ No newline at end of file
diff --git a/terraform/provider/CHANGELOG.md b/terraform/provider/CHANGELOG.md
new file mode 100644
index 00000000000..101519c0b08
--- /dev/null
+++ b/terraform/provider/CHANGELOG.md
@@ -0,0 +1,294 @@
+# Changelog
+
+All notable changes to this project will be documented in this file.
+
+The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
+and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
+
+## [Unreleased]
+
+### Fixed
+
+- **organization**: Send `PATCH` instead of `POST` to `/organization/update` and `/organization/member_update`, matching the methods the LiteLLM proxy serves; organization and organization member updates previously failed with a 405
+
+### Changed
+
+- The provider source of truth moved to `terraform/provider/` in [BerriAI/litellm](https://github.com/BerriAI/litellm); this repository is now a release mirror. CI in the monorepo statically audits every endpoint the provider calls against the proxy's OpenAPI schema on every change
+
+## [0.2.2] - 2026-05-13
+
+### Fixed
+
+- **key**: Include `tags` in `UpdateKey` payload so tag changes on an existing `litellm_key` are applied on update instead of being silently dropped (#41)
+
+## [0.2.1] - 2026-04-13
+
+### Fixed
+
+- **team, organization**: Use pointer types for `tpm_limit`, `rpm_limit`, and `max_budget` to prevent zero-value diffs on every `terraform plan` when these fields are not configured (#31)
+
+## [0.2.0] - 2026-04-03
+
+### ⚠️ Breaking Changes
+
+#### `litellm_key`: API keys are no longer stored in Terraform state
+
+**Why this change?** Storing raw API keys in Terraform state is a security risk — state files are often stored in S3, Terraform Cloud, or other backends where the key could be exposed even with encryption at rest. This release eliminates that risk entirely.
+
+**What changed:**
+- The `key` attribute is now **write-only** — available during `terraform apply` so you can pipe it to a secrets manager, but never persisted to state
+- The resource ID has changed from the raw key value to its **SHA-256 hash (`token_id`)** — safe to store in state, cannot be used to authenticate
+- **Requires Terraform 1.11+**
+
+**Migration steps for existing `litellm_key` resources:**
+
+1. Find the `token_id` for each key via the LiteLLM UI or `GET /key/info?key=<your-key>`
+2. Remove the old resource from state:
+   ```
+   terraform state rm litellm_key.example
+   ```
+3. Re-import using the token_id:
+   ```
+   terraform import litellm_key.example <token_id>
+   ```
+
+> ⚠️ After upgrading, you cannot retrieve the raw key from state. Make sure you have the key value stored somewhere safe before migrating, or plan to rotate the key after re-import.
+
+**Security best practice:** Since the key is only available during the initial `terraform apply`, pipe it directly to a secrets manager:
+
+```hcl
+resource "aws_ssm_parameter" "litellm_key" {
+  name  = "/myapp/litellm-key"
+  type  = "SecureString"
+  value = litellm_key.example.key
+}
+```
+
+### Fixed
+
+- **key**: API key is no longer stored in Terraform state. The `key` attribute is now write-only and `token_id` is used as the resource ID (#27)
+- **model**: Handle eventual consistency in model reads post-create (#26)
+
+## [0.1.2] - 2026-02-17
+
+### Added
+- **Documentation**: Added RELEASING.md with comprehensive release process documentation
+  - GPG key setup instructions
+  - Step-by-step release workflow
+  - Troubleshooting guide
+  - Security best practices
+
+## [0.1.1] - 2026-02-11
+
+### Added
+- **New Model Modes**: Added support for `audio_speech` and `rerank` model modes
+  - `audio_speech`: For text-to-speech models (e.g., Gemini TTS, OpenAI TTS)
+  - `rerank`: For reranking/semantic ranking models (e.g., Cohere Rerank, Vertex AI Semantic Ranker)
+
+### Fixed
+- Implemented exponential backoff for credential reads
+- Only include cost fields when explicitly set in model resource
+- Added litellm_credential_name support
+
+## [0.3.14] - 2025-08-24
+
+### Added
+- **Enhanced JSON Parsing**: Added support for JSON string parsing in `additional_litellm_params`
+  - JSON objects and arrays (starting with `{` or `[`) are now automatically parsed
+  - Maintains backward compatibility with existing string-to-type conversion
+  - Enables complex nested parameter configurations
+- **Parameter Dropping Feature**: Added `additional_drop_params` special parameter
+  - Allows removal of unwanted parameters from final `litellm_params` before API submission
+  - Specified as JSON array string: `"additional_drop_params" = "[\"reasoningEffort\"]"`
+  - Useful for overriding or removing built-in parameters when needed
+- **Enhanced Examples**: Updated `examples/model_additional_params.tf` with comprehensive JSON parsing examples
+  - Demonstrates all supported value types (boolean, integer, float, string, JSON objects/arrays)
+  - Includes real-world Azure model configuration with parameter dropping
+  - Shows both simple and complex use cases
+
+### Changed
+- **Documentation Enhancement**: Updated `docs/resources/model.md` with detailed JSON parsing documentation
+  - Added comprehensive explanation of conversion rules and behavior
+  - Included special `additional_drop_params` parameter documentation
+  - Enhanced examples showing all supported parameter types and JSON parsing capabilities
+
+### Technical Details
+- Enhanced parameter processing logic in `createOrUpdateModel()` function
+- Added JSON detection and parsing for string values starting with `[` or `{`
+- Implemented parameter filtering system for `additional_drop_params`
+- Maintains full backward compatibility with existing configurations
+
+## [0.3.13] - 2025-08-24
+
+### Changed
+- Documentation: Performed a documentation audit and improvements across resources and data-sources. Added missing argument references, clarified types/defaults, documented implementation behaviors (e.g., additional_litellm_params parsing and state-preservation), and added an `examples/` directory with runnable HCL examples (starting with `examples/model_additional_params.tf`).
+- Docs: Updated `docs/resources/model.md` with missing fields (`vertex_*`, pixel/second cost fields, and `additional_litellm_params`) and added conversion rules and an example.
+- Docs Index: Added references to the new `examples/` directory in `docs/index.md`.
+
+## [0.3.12] - 2025-08-13
+
+### Added
+- **New AWS Parameters**: Added `aws_session_name` and `aws_role_name` to model resource for cross-account access scenarios
+  - Support for AWS session names in cross-account access configurations
+  - Support for AWS IAM role names for cross-account access
+  - Enhanced AWS Bedrock integration capabilities
+
+### Changed
+- **Documentation Overhaul**: Comprehensive update to all provider documentation
+  - Updated provider source references from `bitop/litellm` to `registry.terraform.io/ncecere/litellm`
+  - Consolidated all scattered example files into organized documentation structure
+  - Enhanced all resource documentation with multiple real-world examples
+  - Added comprehensive cross-resource integration examples
+- **Vector Store Documentation**: Updated to reflect only officially supported LiteLLM providers
+  - Removed unsupported providers (Pinecone, Weaviate, Chroma, Qdrant, Milvus, FAISS)
+  - Added accurate examples for supported providers: AWS Bedrock Knowledge Bases, OpenAI Vector Stores, Azure Vector Stores, Vertex AI RAG Engine, PG Vector
+  - Updated provider-specific parameters with correct configurations
+  - Added references to official LiteLLM documentation
+- **Project Organization**: Cleaned up project structure
+  - Removed scattered example files from root directory
+  - Consolidated all examples into comprehensive documentation
+  - Updated README.md to reflect current capabilities and structure
+
+### Fixed
+- Corrected vector store provider documentation to match LiteLLM's official capabilities
+- Updated all documentation links and references for accuracy
+
+## [0.3.11] - 2025-08-10
+
+### Added
+- **New Resource**: `litellm_credential` - Manage credentials for secure authentication
+  - Support for storing sensitive credential values (API keys, tokens, etc.)
+  - Non-sensitive credential information storage
+  - Model ID association for credentials
+  - Secure handling of sensitive data with Terraform's sensitive attribute
+- **New Resource**: `litellm_vector_store` - Manage vector stores for embeddings and RAG
+  - Support for multiple vector store providers (Pinecone, Weaviate, Chroma, Qdrant, etc.)
+  - Integration with credential management for secure authentication
+  - Configurable metadata and provider-specific parameters
+  - Full CRUD operations for vector store lifecycle management
+- **New Data Source**: `litellm_credential` - Retrieve information about existing credentials
+  - Read-only access to credential metadata (sensitive values excluded for security)
+  - Support for model ID filtering
+  - Cross-stack and cross-configuration referencing capabilities
+- **New Data Source**: `litellm_vector_store` - Retrieve information about existing vector stores
+  - Complete vector store information retrieval
+  - Support for monitoring, validation, and cross-referencing use cases
+  - Metadata-based conditional logic support
+- Enhanced API response handling for credential and vector store operations
+- Comprehensive documentation and examples for new resources and data sources
+- Example Terraform configurations for common use cases
+
+### Changed
+- Extended `utils.go` with specialized API response handlers for credentials and vector stores
+- Updated provider configuration to include new resources and data sources
+- Enhanced error handling for credential and vector store not found scenarios
+
+## [0.3.10] - 2025-08-10
+
+### Added
+- **New Resource**: `litellm_mcp_server` - Manage MCP (Model Context Protocol) servers
+  - Support for HTTP, SSE, and stdio transport types
+  - Configurable authentication types (none, bearer, basic)
+  - MCP access groups for permission management
+  - Cost tracking configuration for MCP tools
+  - Environment variables and command arguments for stdio transport
+  - Health check status monitoring
+  - Comprehensive documentation and examples
+
+### Changed
+- Updated provider to support MCP server management functionality
+- Enhanced API response handling for MCP-specific operations
+
+## [0.3.9] - 2025-08-10
+
+### Fixed
+- Fixed issue where omitting `budget_duration` in key resource caused API error "Invalid duration format"
+- Added missing `omitempty` JSON tag to `BudgetDuration` field in Key struct to prevent sending empty strings to API
+
+## [0.3.8] - 2025-08-08
+
+### Added
+- Added `additional_litellm_params` field to model resource for custom parameters beyond standard ones
+- Support for passing custom parameters like `drop_params`, `timeout`, `max_retries`, `organization`, etc.
+- Automatic type conversion for string values to appropriate types (boolean, integer, float)
+- Full backward compatibility with existing model configurations
+- Comprehensive example demonstrating various use cases with different providers
+
+## [0.3.7] - 2025-08-08
+
+### Fixed
+- Fixed issue where changing max_budget_in_team didn't update existing team members with new budget
+- Added budget change detection using d.HasChange to update ALL existing members when budget changes
+- Implemented tracking to avoid duplicate API calls for members already updated
+- Enhanced debug logging for budget update operations
+
+## [0.3.6] - 2025-08-08
+
+### Fixed
+- Fixed issue where models deleted from LiteLLM proxy caused terraform plan to fail instead of planning recreation
+- Enhanced ErrorResponse struct to properly parse LiteLLM proxy error format with Detail field
+- Improved isModelNotFoundError function to detect "not found on litellm proxy" messages in Detail.Error field
+
+## [0.3.5] - 2025-08-08
+
+### Fixed
+- Fixed team member update behavior to use member_update endpoint instead of delete/re-add
+- Restored team_member_permissions functionality to litellm_team resource
+- Enhanced team resource with proper permissions management endpoints
+
+## [0.3.0] - 2025-04-23
+
+### Fixed
+- Implemented retry mechanism with exponential backoff for model read operations
+- Added detailed logging for retry attempts
+- Improved error handling for "model not found" errors
+
+## [0.2.9] - 2025-04-23
+
+### Fixed
+- Increased delay after model creation from 2 to 5 seconds to fix "model not found" errors
+- Added logging to confirm delay is working properly
+
+## [0.2.8] - 2025-04-23
+
+### Fixed
+- Added delay after model creation to fix "model not found" errors when the LiteLLM proxy hasn't fully registered the model yet
+
+## [0.2.7] - 2025-04-23
+
+### Fixed
+- Fixed issue where `thinking_enabled` and `merge_reasoning_content_in_choices` values were not being preserved in state, causing Terraform to want to modify them on every run
+
+## [0.2.6] - 2025-03-13
+
+### Added
+- Added new `merge_reasoning_content_in_choices` option to model resource
+
+## [0.2.5] - 2025-03-13
+
+### Fixed
+- Fixed issue where `thinking_budget_tokens` was being added to models that don't have `thinking_enabled = true`
+
+## [0.2.4] - 2025-03-13
+
+### Added
+- Added new `thinking` capability to model resource with configurable parameters:
+  - `thinking_enabled` - Boolean to enable/disable thinking capability (default: false)
+  - `thinking_budget_tokens` - Integer to set token budget for thinking (default: 1024)
+
+## [0.2.2] - 2025-02-06
+
+### Added
+- Added new `reasoning_effort` parameter to model resource with values: "low", "medium", "high"
+- Added "chat" mode to model resource
+
+### Changed
+- Updated model mode options to: "completion", "embedding", "image_generation", "chat", "moderation", "audio_transcription"
+
+## [1.0.0] - 2024-01-17
+
+### Added
+- Initial release of the LiteLLM Terraform Provider
+- Support for managing LiteLLM models
+- Support for managing teams and team members
+- Comprehensive documentation for all resources
diff --git a/terraform/provider/LICENSE b/terraform/provider/LICENSE
new file mode 100644
index 00000000000..967d4ac9b42
--- /dev/null
+++ b/terraform/provider/LICENSE
@@ -0,0 +1,35 @@
+Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
+   1. Definitions.
+
+      "License" shall mean the terms and conditions for use, reproduction,
+      and distribution as defined by Sections 1 through 9 of this document.
+
+      "Licensor" shall mean the copyright owner or entity authorized by
+      the copyright owner that is granting the License.
+
+      "Legal Entity" shall mean the union of the acting entity and all
+      other entities that control, are controlled by, or are under common
+      control with that entity. For the purposes of this definition,
+      "control" means (i) the power, direct or indirect, to cause the
+      direction or management of such entity, whether by contract or
+      otherwise, or (ii) ownership of fifty percent (50%) or more of the
+      outstanding shares, or (iii) beneficial ownership of such entity.
+
+      "You" (or "Your") shall mean an individual or Legal Entity
+      exercising permissions granted by this License.
+
+      "Source" form shall mean the preferred form for making modifications,
+      including but not limited to software source code, documentation
+      source, and configuration files.
+
+      "Object" form shall mean any form resulting from mechanical
+      transformation or translation of a Source form, including but
+      not limited to compiled object code, generated documentation,
+      and conversions to other media types.
+
+      "Work" shall mean the work of authorship, whether in Source
diff --git a/terraform/provider/Makefile b/terraform/provider/Makefile
new file mode 100644
index 00000000000..ddca16e1636
--- /dev/null
+++ b/terraform/provider/Makefile
@@ -0,0 +1,32 @@
+HOSTNAME=registry.terraform.io
+NAMESPACE=local
+NAME=litellm
+VERSION=1.0.0
+OS_ARCH=darwin_amd64
+
+default: install
+
+build:
+	go build -o terraform-provider-${NAME}
+
+install: build
+	mkdir -p ~/.terraform.d/plugins/${HOSTNAME}/${NAMESPACE}/${NAME}/${VERSION}/${OS_ARCH}
+	mv terraform-provider-${NAME} ~/.terraform.d/plugins/${HOSTNAME}/${NAMESPACE}/${NAME}/${VERSION}/${OS_ARCH}/terraform-provider-${NAME}_v${VERSION}
+
+test:
+	go test ./...
+
+fmt:
+	go fmt ./...
+
+vet:
+	go vet ./...
+
+lint:
+	golangci-lint run
+
+clean:
+	rm -f terraform-provider-${NAME}
+	rm -rf ~/.terraform.d/plugins/${HOSTNAME}/${NAMESPACE}/${NAME}/${VERSION}
+
+.PHONY: build install test fmt vet lint clean
diff --git a/terraform/provider/README.md b/terraform/provider/README.md
new file mode 100644
index 00000000000..3b59edd97c6
--- /dev/null
+++ b/terraform/provider/README.md
@@ -0,0 +1,223 @@
+# LiteLLM Terraform Provider
+
+This Terraform provider allows you to manage LiteLLM resources through Infrastructure as Code. It provides support for managing models, teams, team members, and API keys via the LiteLLM REST API.
+
+## Source of truth
+
+This directory (`terraform/provider/` in [BerriAI/litellm](https://github.com/BerriAI/litellm)) is the source of truth for the provider. [BerriAI/terraform-provider-litellm](https://github.com/BerriAI/terraform-provider-litellm) is a thin release mirror that the public Terraform Registry ingests from; do not open PRs there. Changes land here, where CI builds the provider, runs its tests, and statically audits every endpoint the provider calls against the proxy's generated OpenAPI schema (`tools/endpointaudit/`), so the provider cannot drift from the LiteLLM API silently. Releases are published by mirroring this directory into the split repo and tagging it, which triggers the goreleaser workflow there (see `RELEASING.md`)
+
+## Features
+
+- Manage LiteLLM model configurations
+- Associate models with specific teams
+- Create and manage teams
+- Configure team members and their permissions
+- Set usage limits and budgets
+- Control access to specific models
+- Specify model modes (e.g., completion, embedding, image generation)
+- Manage API keys with fine-grained controls
+- Support for reasoning effort configuration in the model resource
+
+## Requirements
+
+- [Terraform](https://www.terraform.io/downloads.html) >= 0.13.x
+- [Go](https://golang.org/doc/install) >= 1.16 (for development)
+
+## Using the Provider
+
+To use the LiteLLM provider in your Terraform configuration, you need to declare it in the <code>terraform</code> block:
+
+```hcl
+terraform {
+  required_providers {
+    litellm = {
+      source  = "BerriAI/litellm"
+      version = "~> 0.1.1" #HERE UPDATE VERSION ACCORDINGLY
+    }
+  }
+}
+
+provider "litellm" {
+  api_base = var.litellm_api_base
+  api_key  = var.litellm_api_key
+}
+```
+
+Then, you can use the provider to manage LiteLLM resources. Here's an example of creating a model configuration:
+
+```hcl
+resource "litellm_model" "gpt4" {
+  model_name          = "gpt-4-proxy"
+  custom_llm_provider = "openai"
+  model_api_key       = var.openai_api_key
+  model_api_base      = "https://api.openai.com/v1"
+  base_model          = "gpt-4"
+  tier                = "paid"
+  mode                = "chat"
+  reasoning_effort    = "medium"  # Optional: "low", "medium", or "high"
+  
+  input_cost_per_million_tokens  = 30.0
+  output_cost_per_million_tokens = 60.0
+}
+```
+
+For full details on the <code>litellm_model</code> resource, see the [model resource documentation](docs/resources/model.md).
+
+Here's an example of creating an API key with various options:
+
+```hcl
+resource "litellm_key" "example_key" {
+  models               = ["gpt-4", "claude-3.5-sonnet"]
+  max_budget           = 100.0
+  user_id              = "user123"
+  team_id              = "team456"
+  max_parallel_requests = 5
+  tpm_limit            = 1000
+  rpm_limit            = 60
+  budget_duration      = "monthly"
+  key_alias            = "prod-key-1"
+  duration             = "30d"
+  metadata             = {
+    environment = "production"
+  }
+  allowed_cache_controls = ["no-cache", "max-age=3600"]
+  soft_budget          = 80.0
+  aliases              = {
+    "gpt-4" = "gpt4"
+  }
+  config               = {
+    default_model = "gpt-4"
+  }
+  permissions          = {
+    can_create_keys = "true"
+  }
+  model_max_budget     = {
+    "gpt-4" = 50.0
+  }
+  model_rpm_limit      = {
+    "claude-3.5-sonnet" = 30
+  }
+  model_tpm_limit      = {
+    "gpt-4" = 500
+  }
+  guardrails           = ["content_filter", "token_limit"]
+  blocked              = false
+  tags                 = ["production", "api"]
+}
+```
+
+The <code>litellm_key</code> resource supports the following options:
+
+- <code>models</code>: List of allowed models for this key
+- <code>max_budget</code>: Maximum budget for the key
+- <code>user_id</code> and <code>team_id</code>: Associate the key with a user and team
+- <code>max_parallel_requests</code>: Limit concurrent requests
+- <code>tpm_limit</code> and <code>rpm_limit</code>: Set tokens and requests per minute limits
+- <code>budget_duration</code>: Specify budget duration (e.g., "monthly", "weekly")
+- <code>key_alias</code>: Set a friendly name for the key
+- <code>duration</code>: Set the key's validity period
+- <code>metadata</code>: Add custom metadata to the key
+- <code>allowed_cache_controls</code>: Specify allowed cache control directives
+- <code>soft_budget</code>: Set a soft budget limit
+- <code>aliases</code>: Define model aliases
+- <code>config</code>: Set configuration options
+- <code>permissions</code>: Specify key permissions
+- <code>model_max_budget</code>, <code>model_rpm_limit</code>, <code>model_tpm_limit</code>: Set per-model limits
+- <code>guardrails</code>: Apply specific guardrails to the key
+- <code>blocked</code>: Flag to block/unblock the key
+- <code>tags</code>: Add tags for organization and filtering
+
+For full details on the <code>litellm_key</code> resource, see the [key resource documentation](docs/resources/key.md).
+
+### Available Resources
+
+- <code>litellm_model</code>: Manage model configurations. [Documentation](docs/resources/model.md)
+- <code>litellm_team</code>: Manage teams. [Documentation](docs/resources/team.md)
+- <code>litellm_team_member</code>: Manage team members. [Documentation](docs/resources/team_member.md)
+- <code>litellm_team_member_add</code>: Add multiple members to teams. [Documentation](docs/resources/team_member_add.md)
+- <code>litellm_key</code>: Manage API keys. [Documentation](docs/resources/key.md)
+- <code>litellm_mcp_server</code>: Manage MCP (Model Context Protocol) servers. [Documentation](docs/resources/mcp_server.md)
+- <code>litellm_credential</code>: Manage credentials for secure authentication. [Documentation](docs/resources/credential.md)
+- <code>litellm_vector_store</code>: Manage vector stores for embeddings and RAG. [Documentation](docs/resources/vector_store.md)
+
+### Available Data Sources
+
+- <code>litellm_credential</code>: Retrieve information about existing credentials. [Documentation](docs/data-sources/credential.md)
+- <code>litellm_vector_store</code>: Retrieve information about existing vector stores. [Documentation](docs/data-sources/vector_store.md)
+
+## Development
+
+### Project Structure
+
+The project is organized as follows:
+
+```
+terraform-provider-litellm/
+├── litellm/
+│   ├── provider.go
+│   ├── resource_model.go
+│   ├── resource_model_crud.go
+│   ├── resource_team.go
+│   ├── resource_team_member.go
+│   ├── resource_key.go
+│   ├── resource_key_utils.go
+│   ├── types.go
+│   └── utils.go
+├── main.go
+├── go.mod
+├── go.sum
+├── Makefile
+└── ...
+```
+
+### Building the Provider
+
+1. Clone the repository:
+```sh
+git clone https://github.com/your-username/terraform-provider-litellm.git
+```
+
+2. Enter the repository directory:
+```sh
+cd terraform-provider-litellm
+```
+
+3. Build and install the provider:
+```sh
+make install
+```
+
+### Development Commands
+
+The Makefile provides several useful commands for development:
+
+- `make build`: Builds the provider
+- `make install`: Builds and installs the provider
+- `make test`: Runs the test suite
+- `make fmt`: Formats the code
+- `make vet`: Runs go vet
+- `make lint`: Runs golangci-lint
+- `make clean`: Removes build artifacts and installed provider
+
+### Testing
+
+To run the tests:
+```sh
+make test
+```
+
+### Contributing
+
+Contributions are welcome! Please read our [contributing guidelines](CONTRIBUTING.md) first.
+
+## License
+
+This project is licensed under the Apache License 2.0 - see the [LICENSE](LICENSE) file for details.
+
+## Notes
+
+- Always use environment variables or secure secret management solutions to handle sensitive information like API keys and AWS credentials.
+- Refer to the comprehensive documentation in the `docs/` directory for detailed usage examples and configuration options.
+- Make sure to keep your provider version updated for the latest features and bug fixes.
+- The provider now supports AWS cross-account access with `aws_session_name` and `aws_role_name` parameters in the model resource.
+- All example configurations have been consolidated into the documentation for better organization and maintenance.
diff --git a/terraform/provider/RELEASING.md b/terraform/provider/RELEASING.md
new file mode 100644
index 00000000000..1dc296f29b8
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@@ -0,0 +1,237 @@
+# Release Process
+
+This document describes the release process for the LiteLLM Terraform Provider.
+
+## Overview
+
+Releases are automated via GitHub Actions when a version tag is pushed. The workflow builds the provider for multiple platforms, signs the artifacts with GPG, and publishes them to GitHub Releases.
+
+## Prerequisites
+
+### GPG Key Setup (One-Time Setup for Repository Maintainers)
+
+The Terraform Registry requires all providers to be signed with a GPG key. This must be configured before the first release.
+
+#### 1. Generate a GPG Key
+
+If you don't already have a GPG key for provider signing:
+
+```bash
+gpg --full-generate-key
+```
+
+Configuration:
+- Key type: RSA and RSA (default)
+- Key size: 4096 bits
+- Expiration: No expiration (or set a long expiration period)
+- Email: Use an email associated with your GitHub account
+- Set a strong passphrase (or leave empty for CI/CD use)
+
+#### 2. Export the GPG Key
+
+```bash
+# List your keys to get the key ID
+gpg --list-secret-keys --keyid-format=long
+
+# Example output:
+# sec   rsa4096/ABCD1234EFGH5678 2024-01-01 [SC]
+#       1234567890ABCDEF1234567890ABCDEF12345678
+# uid                 [ultimate] Your Name <your.email@example.com>
+#
+# The key ID is: ABCD1234EFGH5678
+# The fingerprint is: 1234567890ABCDEF1234567890ABCDEF12345678
+
+# Export the private key (ASCII-armored format)
+gpg --armor --export-secret-keys ABCD1234EFGH5678
+
+# Export the public key
+gpg --armor --export ABCD1234EFGH5678
+```
+
+#### 3. Configure GitHub Repository Secrets
+
+Add the following secrets to the repository at: **Settings → Secrets and variables → Actions → New repository secret**
+
+| Secret Name | Description | Value |
+|-------------|-------------|-------|
+| `GPG_PRIVATE_KEY` | The GPG private key for signing releases | Full output from `gpg --armor --export-secret-keys` (including `-----BEGIN PGP PRIVATE KEY BLOCK-----` and `-----END PGP PRIVATE KEY BLOCK-----`) |
+| `PASSPHRASE` | The passphrase for the GPG key | Your GPG key passphrase (leave empty if no passphrase was set) |
+
+#### 4. Register Public Key with Terraform Registry
+
+Before publishing to the Terraform Registry:
+
+1. Go to https://registry.terraform.io/settings/gpg-keys
+2. Click "Add a key"
+3. Paste your public GPG key (output from `gpg --armor --export`)
+4. Submit
+
+**Note**: The public key fingerprint must match the key used to sign the provider releases.
+
+## Release Steps
+
+### 1. Prepare the Release
+
+Before creating a release:
+
+1. **Update CHANGELOG.md**
+   - Move items from `[Unreleased]` section to a new version section
+   - Follow [Keep a Changelog](https://keepachangelog.com/en/1.0.0/) format
+   - Use [Semantic Versioning](https://semver.org/spec/v2.0.0.html) for version numbers
+   - Include all notable changes since the last release
+
+   Example:
+   ```markdown
+   ## [0.1.2] - 2026-02-20
+
+   ### Added
+   - New feature description
+
+   ### Fixed
+   - Bug fix description
+
+   ### Changed
+   - Changed behavior description
+   ```
+
+2. **Verify tests pass**
+   ```bash
+   make test
+   ```
+
+3. **Verify the build works locally**
+   ```bash
+   make build
+   ```
+
+4. **Land the changes in BerriAI/litellm**
+
+   Open a PR to `BerriAI/litellm` updating `terraform/provider/CHANGELOG.md` (and any source changes) and merge it. Note the merge commit SHA; the release workflow takes it as `git_ref`
+
+### 2. Mirror and Tag via project-releaser
+
+The provider source lives at `terraform/provider/` in `BerriAI/litellm`; `BerriAI/terraform-provider-litellm` is a thin release mirror. Do not commit or tag the mirror directly
+
+1. Go to `BerriAI/project-releaser` > **Actions** > `Publish Terraform provider`
+2. Click **Run workflow**:
+   - `git_ref`: full 40-char commit SHA from `BerriAI/litellm` to release from
+   - `provider_version`: the new version without the `v` prefix (e.g. `0.3.0`)
+   - `dry_run`: optional; validates without pushing
+3. The workflow rsyncs `terraform/provider/` into the mirror repo, commits, and pushes tag `v<provider_version>`
+4. The tag push triggers the mirror's `Release` workflow (goreleaser), which is gated by the `production-release` environment approval
+
+**Important**:
+- Tags must follow the format: `v<MAJOR>.<MINOR>.<PATCH>` (e.g., `v0.1.2`, `v1.0.0`)
+- The workflow refuses to overwrite an existing tag; publish a new version instead
+
+### 3. Monitor the Release Workflow
+
+1. Go to: https://github.com/BerriAI/terraform-provider-litellm/actions
+2. Find the "Release" workflow run for your tag
+3. Monitor the progress and check for any errors
+
+The workflow will:
+- Check out the code
+- Set up Go
+- Import the GPG key
+- Run `go mod tidy`
+- Build binaries for multiple platforms (Linux, macOS, Windows, FreeBSD)
+- Create archives and checksums
+- Sign the checksums with GPG
+- Create a GitHub release
+- Upload all artifacts
+
+### 4. Verify the Release
+
+After the workflow completes successfully:
+
+1. **Check the GitHub Release**
+   - Go to: https://github.com/BerriAI/terraform-provider-litellm/releases
+   - Verify the release was created with the correct version
+   - Confirm all artifacts are present:
+     - Binary archives for each platform
+     - SHA256SUMS file
+     - SHA256SUMS.sig (GPG signature)
+     - terraform-registry-manifest.json
+
+2. **Verify the signature** (optional)
+   ```bash
+   # Download the checksums and signature
+   wget https://github.com/BerriAI/terraform-provider-litellm/releases/download/v0.1.2/terraform-provider-litellm_0.1.2_SHA256SUMS
+   wget https://github.com/BerriAI/terraform-provider-litellm/releases/download/v0.1.2/terraform-provider-litellm_0.1.2_SHA256SUMS.sig
+
+   # Verify the signature
+   gpg --verify terraform-provider-litellm_0.1.2_SHA256SUMS.sig terraform-provider-litellm_0.1.2_SHA256SUMS
+   ```
+
+### 5. Publish to Terraform Registry (Optional)
+
+If this provider is published to the Terraform Registry:
+
+1. The registry should automatically detect the new release via the GitHub webhook
+2. If not, you may need to manually trigger a sync on the Terraform Registry dashboard
+3. Verify the new version appears at: https://registry.terraform.io/providers/BerriAI/litellm/latest
+
+## Troubleshooting
+
+### Release Workflow Fails with GPG Error
+
+**Error**: `Input required and not supplied: gpg_private_key`
+
+**Solution**:
+- Verify that `GPG_PRIVATE_KEY` and `PASSPHRASE` secrets are configured in the repository
+- Ensure the secrets are not expired
+- Check that the secret names match exactly (case-sensitive)
+
+### GoReleaser Signing Fails
+
+**Error**: `gpg: signing failed: No secret key`
+
+**Solution**:
+- Verify the `GPG_PRIVATE_KEY` secret contains the complete private key block
+- Ensure the passphrase is correct
+- Check that the key hasn't expired: `gpg --list-keys`
+
+### Build Fails
+
+**Error**: Build errors during compilation
+
+**Solution**:
+- Run `make test` and `make build` locally first
+- Ensure `go.mod` and `go.sum` are up to date
+- Check that all dependencies are available
+
+### Tag Already Exists
+
+**Error**: The publish workflow refuses to push because the tag already exists on the mirror
+
+**Solution**: Tags are immutable by design. Re-run the workflow with a new patch version instead of deleting or moving an existing tag
+
+## Version Numbering
+
+This project follows [Semantic Versioning](https://semver.org/spec/v2.0.0.html):
+
+- **MAJOR** version (1.0.0): Incompatible API changes
+- **MINOR** version (0.1.0): New functionality in a backward-compatible manner
+- **PATCH** version (0.0.1): Backward-compatible bug fixes
+
+For pre-1.0 releases:
+- Breaking changes may occur in minor versions
+- Patch versions should only contain bug fixes
+
+## Security Considerations
+
+1. **Never commit private keys**: The GPG private key should only be stored as a GitHub secret
+2. **Protect repository secrets**: Limit who has access to manage repository secrets
+3. **Use a dedicated key**: Consider using a separate GPG key specifically for provider signing
+4. **Key rotation**: If the GPG key is compromised, generate a new key, update secrets, and register the new public key with the Terraform Registry
+5. **Passphrase**: Use a strong passphrase for the GPG key, or use a passphrase-less key specifically for CI/CD
+
+## References
+
+- [GoReleaser Documentation](https://goreleaser.com/)
+- [Terraform Provider Publishing](https://www.terraform.io/docs/registry/providers/publishing.html)
+- [HashiCorp GPG Signing Requirements](https://www.terraform.io/docs/registry/providers/publishing.html#signing-releases)
+- [GitHub Actions Secrets](https://docs.github.com/en/actions/security-guides/encrypted-secrets)
+- [Semantic Versioning](https://semver.org/)
+- [Keep a Changelog](https://keepachangelog.com/)
diff --git a/terraform/provider/docs/data-sources/credential.md b/terraform/provider/docs/data-sources/credential.md
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,153 @@
+---
+# generated by https://github.com/hashicorp/terraform-plugin-docs
+page_title: "litellm_credential Data Source - terraform-provider-litellm"
+subcategory: ""
+description: |-
+  Retrieves information about an existing LiteLLM credential.
+---
+
+# litellm_credential (Data Source)
+
+Retrieves information about an existing LiteLLM credential. This data source allows you to reference credentials that were created outside of Terraform or in other Terraform configurations.
+
+## Example Usage
+
+```terraform
+# Retrieve an existing credential by name
+data "litellm_credential" "existing_openai" {
+  credential_name = "openai-production-key"
+}
+
+# Use the credential in a model resource
+resource "litellm_model" "gpt4_with_existing_cred" {
+  model_name          = "gpt-4-with-existing-cred"
+  custom_llm_provider = "openai"
+  base_model          = "gpt-4"
+  tier                = "paid"
+  mode                = "chat"
+  
+  # Reference the existing credential's info
+  additional_litellm_params = {
+    credential_name = data.litellm_credential.existing_openai.credential_name
+  }
+}
+```
+
+## Example Usage with Model ID
+
+```terraform
+# Retrieve a credential associated with a specific model
+data "litellm_credential" "model_specific_cred" {
+  credential_name = "claude-api-key"
+  model_id        = "claude-3-sonnet"
+}
+
+# Use in a vector store
+resource "litellm_vector_store" "knowledge_base" {
+  vector_store_name       = "claude-knowledge-base"
+  custom_llm_provider     = "anthropic"
+  litellm_credential_name = data.litellm_credential.model_specific_cred.credential_name
+  
+  vector_store_description = "Knowledge base using Claude credentials"
+}
+```
+
+## Example Usage for Cross-Reference
+
+```terraform
+# Get credential info to use in other resources
+data "litellm_credential" "shared_cred" {
+  credential_name = "shared-api-key"
+}
+
+# Create multiple resources using the same credential
+resource "litellm_vector_store" "store_1" {
+  vector_store_name       = "store-1"
+  custom_llm_provider     = "pinecone"
+  litellm_credential_name = data.litellm_credential.shared_cred.credential_name
+  
+  vector_store_description = "First store using shared credential"
+}
+
+resource "litellm_vector_store" "store_2" {
+  vector_store_name       = "store-2"
+  custom_llm_provider     = "pinecone"
+  litellm_credential_name = data.litellm_credential.shared_cred.credential_name
+  
+  vector_store_description = "Second store using shared credential"
+}
+```
+
+## Argument Reference
+
+The following arguments are supported:
+
+* `credential_name` - (Required) Name of the credential to retrieve.
+* `model_id` - (Optional) Model ID associated with this credential. Use this when the same credential name is used for different models.
+
+## Attributes Reference
+
+In addition to all arguments above, the following attributes are exported:
+
+* `credential_info` - Map of additional non-sensitive information about the credential.
+
+## Security Note
+
+For security reasons, the `credential_values` (sensitive data like API keys) are not exposed through data sources. This prevents accidental exposure of sensitive information in Terraform plans and logs. If you need to access credential values, you should manage them through the resource directly or use external secret management systems.
+
+## Common Use Cases
+
+### 1. Cross-Stack References
+Use data sources to reference credentials created in other Terraform configurations or stacks:
+
+```terraform
+data "litellm_credential" "shared_openai" {
+  credential_name = "openai-shared-key"
+}
+
+resource "litellm_model" "gpt4" {
+  model_name          = "gpt-4-cross-stack"
+  custom_llm_provider = "openai"
+  base_model          = "gpt-4"
+  
+  additional_litellm_params = {
+    credential_reference = data.litellm_credential.shared_openai.credential_name
+  }
+}
+```
+
+### 2. Conditional Logic
+Use credential information for conditional resource creation:
+
+```terraform
+data "litellm_credential" "optional_cred" {
+  credential_name = var.credential_name
+}
+
+resource "litellm_vector_store" "conditional_store" {
+  count = length(data.litellm_credential.optional_cred.credential_info) > 0 ? 1 : 0
+  
+  vector_store_name       = "conditional-store"
+  custom_llm_provider     = "weaviate"
+  litellm_credential_name = data.litellm_credential.optional_cred.credential_name
+}
+```
+
+### 3. Validation and Verification
+Verify that required credentials exist before creating dependent resources:
+
+```terraform
+data "litellm_credential" "required_cred" {
+  credential_name = "production-api-key"
+}
+
+# This will fail if the credential doesn't exist
+resource "litellm_model" "production_model" {
+  model_name          = "production-gpt-4"
+  custom_llm_provider = "openai"
+  base_model          = "gpt-4"
+  
+  additional_litellm_params = {
+    credential_name = data.litellm_credential.required_cred.credential_name
+  }
+}
diff --git a/terraform/provider/docs/data-sources/vector_store.md b/terraform/provider/docs/data-sources/vector_store.md
new file mode 100644
index 00000000000..30bc26c163e
--- /dev/null
+++ b/terraform/provider/docs/data-sources/vector_store.md
@@ -0,0 +1,225 @@
+---
+# generated by https://github.com/hashicorp/terraform-plugin-docs
+page_title: "litellm_vector_store Data Source - terraform-provider-litellm"
+subcategory: ""
+description: |-
+  Retrieves information about an existing LiteLLM vector store.
+---
+
+# litellm_vector_store (Data Source)
+
+Retrieves information about an existing LiteLLM vector store. This data source allows you to reference vector stores that were created outside of Terraform or in other Terraform configurations.
+
+## Example Usage
+
+```terraform
+# Retrieve an existing vector store by ID
+data "litellm_vector_store" "existing_store" {
+  vector_store_id = "vs-12345"
+}
+
+# Use the vector store information in outputs
+output "vector_store_info" {
+  value = {
+    name        = data.litellm_vector_store.existing_store.vector_store_name
+    provider    = data.litellm_vector_store.existing_store.custom_llm_provider
+    created_at  = data.litellm_vector_store.existing_store.created_at
+  }
+}
+```
+
+## Example Usage for Cross-Reference
+
+```terraform
+# Get vector store info to reference in other configurations
+data "litellm_vector_store" "shared_store" {
+  vector_store_id = var.shared_vector_store_id
+}
+
+# Create a model that might use the same credential as the vector store
+data "litellm_credential" "store_credential" {
+  credential_name = data.litellm_vector_store.shared_store.litellm_credential_name
+}
+
+resource "litellm_model" "embedding_model" {
+  model_name          = "embedding-model"
+  custom_llm_provider = "openai"
+  base_model          = "text-embedding-ada-002"
+  mode                = "embedding"
+  
+  additional_litellm_params = {
+    credential_name = data.litellm_credential.store_credential.credential_name
+  }
+}
+```
+
+## Example Usage for Validation
+
+```terraform
+# Verify vector store exists and get its configuration
+data "litellm_vector_store" "production_store" {
+  vector_store_id = "production-vector-store-id"
+}
+
+# Create resources only if the vector store is properly configured
+resource "litellm_model" "rag_model" {
+  count = data.litellm_vector_store.production_store.custom_llm_provider == "pinecone" ? 1 : 0
+  
+  model_name          = "rag-enabled-model"
+  custom_llm_provider = "openai"
+  base_model          = "gpt-4"
+  mode                = "chat"
+  
+  additional_litellm_params = {
+    vector_store_id = data.litellm_vector_store.production_store.vector_store_id
+  }
+}
+```
+
+## Example Usage for Monitoring
+
+```terraform
+# Get vector store details for monitoring and alerting
+data "litellm_vector_store" "monitored_stores" {
+  for_each = toset(var.vector_store_ids)
+  
+  vector_store_id = each.value
+}
+
+# Output store information for monitoring systems
+output "vector_store_status" {
+  value = {
+    for k, v in data.litellm_vector_store.monitored_stores : k => {
+      name         = v.vector_store_name
+      provider     = v.custom_llm_provider
+      created_at   = v.created_at
+      updated_at   = v.updated_at
+      metadata     = v.vector_store_metadata
+    }
+  }
+}
+```
+
+## Argument Reference
+
+The following arguments are supported:
+
+* `vector_store_id` - (Required) Unique identifier for the vector store to retrieve.
+
+## Attributes Reference
+
+In addition to all arguments above, the following attributes are exported:
+
+* `vector_store_name` - Name of the vector store.
+* `custom_llm_provider` - Custom LLM provider for the vector store.
+* `vector_store_description` - Description of the vector store.
+* `vector_store_metadata` - Map of metadata associated with the vector store.
+* `litellm_credential_name` - Name of the LiteLLM credential used.
+* `litellm_params` - Map of additional LiteLLM parameters.
+* `created_at` - Timestamp when the vector store was created.
+* `updated_at` - Timestamp when the vector store was last updated.
+
+## Common Use Cases
+
+### 1. Cross-Stack References
+Reference vector stores created in other Terraform configurations:
+
+```terraform
+data "litellm_vector_store" "shared_knowledge_base" {
+  vector_store_id = var.knowledge_base_id
+}
+
+# Use the same credential for consistency
+resource "litellm_model" "knowledge_model" {
+  model_name          = "knowledge-retrieval-model"
+  custom_llm_provider = "openai"
+  base_model          = "gpt-4"
+  
+  additional_litellm_params = {
+    vector_store_credential = data.litellm_vector_store.shared_knowledge_base.litellm_credential_name
+  }
+}
+```
+
+### 2. Configuration Validation
+Validate vector store configuration before creating dependent resources:
+
+```terraform
+data "litellm_vector_store" "target_store" {
+  vector_store_id = var.target_vector_store_id
+}
+
+# Ensure the vector store uses the expected provider
+locals {
+  is_pinecone_store = data.litellm_vector_store.target_store.custom_llm_provider == "pinecone"
+}
+
+resource "litellm_model" "pinecone_optimized_model" {
+  count = local.is_pinecone_store ? 1 : 0
+  
+  model_name          = "pinecone-optimized"
+  custom_llm_provider = "openai"
+  base_model          = "text-embedding-ada-002"
+  mode                = "embedding"
+}
+```
+
+### 3. Metadata-Based Logic
+Use vector store metadata for conditional resource creation:
+
+```terraform
+data "litellm_vector_store" "environment_store" {
+  vector_store_id = var.vector_store_id
+}
+
+# Create different resources based on environment metadata
+resource "litellm_model" "production_model" {
+  count = lookup(data.litellm_vector_store.environment_store.vector_store_metadata, "environment", "") == "production" ? 1 : 0
+  
+  model_name          = "production-rag-model"
+  custom_llm_provider = "openai"
+  base_model          = "gpt-4"
+  mode                = "chat"
+}
+
+resource "litellm_model" "development_model" {
+  count = lookup(data.litellm_vector_store.environment_store.vector_store_metadata, "environment", "") == "development" ? 1 : 0
+  
+  model_name          = "development-rag-model"
+  custom_llm_provider = "openai"
+  base_model          = "gpt-3.5-turbo"
+  mode                = "chat"
+}
+```
+
+### 4. Audit and Compliance
+Retrieve vector store information for audit and compliance reporting:
+
+```terraform
+data "litellm_vector_store" "compliance_stores" {
+  for_each = toset(var.compliance_vector_store_ids)
+  
+  vector_store_id = each.value
+}
+
+# Generate compliance report
+output "compliance_report" {
+  value = {
+    for k, v in data.litellm_vector_store.compliance_stores : k => {
+      store_name   = v.vector_store_name
+      provider     = v.custom_llm_provider
+      credential   = v.litellm_credential_name
+      created_date = v.created_at
+      last_updated = v.updated_at
+      metadata     = v.vector_store_metadata
+    }
+  }
+}
+```
+
+## Notes
+
+* Vector store IDs are unique identifiers assigned by the LiteLLM system.
+* The data source will fail if the specified vector store ID does not exist.
+* All computed attributes reflect the current state of the vector store in the LiteLLM system.
+* Use this data source to integrate with existing vector stores or to reference stores created outside of Terraform.
diff --git a/terraform/provider/docs/index.md b/terraform/provider/docs/index.md
new file mode 100644
index 00000000000..c03071e7ed3
--- /dev/null
+++ b/terraform/provider/docs/index.md
@@ -0,0 +1,117 @@
+# LiteLLM Provider
+
+The LiteLLM provider allows Terraform to manage LiteLLM resources. LiteLLM is a proxy service that standardizes the input/output across different LLM APIs, providing a unified interface for various language model providers.
+
+## Example Usage
+
+```hcl
+terraform {
+  required_providers {
+    litellm = {
+      source = "registry.terraform.io/BerriAI/litellm"
+    }
+  }
+}
+
+provider "litellm" {
+  api_base = "https://your-litellm-proxy.com"
+  api_key  = var.litellm_api_key
+}
+
+# Basic model configuration
+resource "litellm_model" "gpt4" {
+  model_name          = "gpt-4-proxy"
+  custom_llm_provider = "openai"
+  model_api_key       = var.openai_api_key
+  base_model          = "gpt-4"
+  tier                = "paid"
+  mode                = "chat"
+  
+  input_cost_per_million_tokens  = 30.0
+  output_cost_per_million_tokens = 60.0
+}
+
+# Team configuration
+resource "litellm_team" "dev_team" {
+  team_alias = "development-team"
+  models     = [litellm_model.gpt4.model_name]
+  max_budget = 100.0
+}
+```
+
+## Available Resources
+
+The LiteLLM provider supports the following resources:
+
+* [`litellm_model`](./resources/model) - Manage LiteLLM model configurations
+* [`litellm_team`](./resources/team) - Manage teams and their permissions
+* [`litellm_team_member`](./resources/team_member) - Manage team member configurations
+* [`litellm_team_member_add`](./resources/team_member_add) - Add members to teams
+* [`litellm_key`](./resources/key) - Manage API keys
+* [`litellm_mcp_server`](./resources/mcp_server) - Manage MCP (Model Context Protocol) servers
+* [`litellm_credential`](./resources/credential) - Manage credentials for various providers
+* [`litellm_vector_store`](./resources/vector_store) - Manage vector stores
+
+## Available Data Sources
+
+The LiteLLM provider supports the following data sources:
+
+* [`litellm_credential`](./data-sources/credential) - Retrieve credential information
+* [`litellm_vector_store`](./data-sources/vector_store) - Retrieve vector store information
+
+## Authentication
+
+The LiteLLM provider requires an API key and base URL for authentication. These can be provided in the provider configuration block or via environment variables.
+
+### Environment Variables
+
+- `LITELLM_API_BASE` - The base URL of your LiteLLM instance
+- `LITELLM_API_KEY` - Your LiteLLM API key
+
+### Example with Environment Variables
+
+```bash
+export LITELLM_API_BASE="https://your-litellm-proxy.com"
+export LITELLM_API_KEY="your-api-key"
+```
+
+```hcl
+terraform {
+  required_providers {
+    litellm = {
+      source = "registry.terraform.io/BerriAI/litellm"
+    }
+  }
+}
+
+# Provider will automatically use environment variables
+provider "litellm" {}
+```
+
+## Provider Arguments
+
+The following arguments are supported in the provider block:
+
+* `api_base` - (Required) The base URL of your LiteLLM instance. This can also be provided via the `LITELLM_API_BASE` environment variable.
+* `api_key` - (Required) The API key used to authenticate with LiteLLM. This can also be provided via the `LITELLM_API_KEY` environment variable.
+
+## Getting Started
+
+1. Install the provider by adding it to your Terraform configuration
+2. Configure your LiteLLM instance URL and API key
+3. Start creating resources like models, teams, and credentials
+4. Use data sources to reference existing configurations
+
+For detailed examples and configuration options, see the individual resource and data source documentation pages.
+
+## Examples
+
+This repository includes an `examples/` directory with curated, ready-to-run HCL examples that demonstrate common and advanced usages of the provider. Examples are grouped by resource and illustrate provider-specific configuration, handling of sensitive values, and advanced options such as `additional_litellm_params`.
+
+See:
+* `examples/model_additional_params.tf` — demonstrates how to use `additional_litellm_params` (booleans, integers, floats, and strings).
+* Other example files will be added to `examples/` for credentials, vector stores, and MCP servers.
+
+You can reference these examples directly or copy snippets into your Terraform configurations for quick starts.
+
+For detailed examples and configuration options, see the individual resource and data source documentation pages.
diff --git a/terraform/provider/docs/resources/credential.md b/terraform/provider/docs/resources/credential.md
new file mode 100644
index 00000000000..554ac07c395
--- /dev/null
+++ b/terraform/provider/docs/resources/credential.md
@@ -0,0 +1,152 @@
+---
+# generated by https://github.com/hashicorp/terraform-plugin-docs
+page_title: "litellm_credential Resource - terraform-provider-litellm"
+subcategory: ""
+description: |-
+  Manages a LiteLLM credential for storing sensitive authentication information.
+---
+
+# litellm_credential (Resource)
+
+Manages a LiteLLM credential for storing sensitive authentication information. Credentials can be used to securely store API keys, tokens, and other sensitive data that can be referenced by models and vector stores.
+
+## Example Usage
+
+### Basic OpenAI Credential
+
+```terraform
+resource "litellm_credential" "openai_cred" {
+  credential_name = "openai-api-key"
+  model_id        = "gpt-4"
+  
+  credential_info = {
+    provider = "openai"
+    region   = "us-east-1"
+    purpose  = "chat-completions"
+  }
+  
+  credential_values = {
+    api_key = var.openai_api_key
+    org_id  = var.openai_org_id
+  }
+}
+```
+
+### Anthropic Credential
+
+```terraform
+resource "litellm_credential" "anthropic_cred" {
+  credential_name = "anthropic-api-key"
+  
+  credential_info = {
+    provider = "anthropic"
+    purpose  = "text-generation"
+  }
+  
+  credential_values = {
+    api_key = var.anthropic_api_key
+  }
+}
+```
+
+### Pinecone Vector Store Credential
+
+```terraform
+resource "litellm_credential" "pinecone_cred" {
+  credential_name = "pinecone-production"
+  
+  credential_info = {
+    provider    = "pinecone"
+    environment = "production"
+    region      = "us-east-1"
+  }
+  
+  credential_values = {
+    api_key    = var.pinecone_api_key
+    index_name = "document-embeddings"
+  }
+}
+```
+
+### Using Credentials with Vector Store
+
+```terraform
+resource "litellm_vector_store" "example" {
+  vector_store_name        = "my-vector-store"
+  custom_llm_provider      = "pinecone"
+  litellm_credential_name  = litellm_credential.pinecone_cred.credential_name
+  
+  vector_store_description = "Example vector store using Pinecone"
+  
+  vector_store_metadata = {
+    environment = "production"
+    team        = "ai-team"
+  }
+}
+```
+
+### Multiple Provider Credentials
+
+```terraform
+# AWS Bedrock credential
+resource "litellm_credential" "aws_bedrock" {
+  credential_name = "aws-bedrock-cred"
+  
+  credential_info = {
+    provider = "aws"
+    service  = "bedrock"
+    region   = "us-east-1"
+  }
+  
+  credential_values = {
+    aws_access_key_id     = var.aws_access_key_id
+    aws_secret_access_key = var.aws_secret_access_key
+    aws_region            = "us-east-1"
+  }
+}
+
+# Azure OpenAI credential
+resource "litellm_credential" "azure_openai" {
+  credential_name = "azure-openai-cred"
+  
+  credential_info = {
+    provider = "azure"
+    service  = "openai"
+  }
+  
+  credential_values = {
+    api_key      = var.azure_openai_key
+    api_base     = var.azure_openai_endpoint
+    api_version  = "2023-12-01-preview"
+  }
+}
+```
+
+## Argument Reference
+
+The following arguments are supported:
+
+* `credential_name` - (Required) Name of the credential. This will be used as the identifier for the credential.
+* `credential_values` - (Required, Sensitive) Map of sensitive credential values such as API keys, tokens, etc.
+* `model_id` - (Optional) Model ID associated with this credential.
+* `credential_info` - (Optional) Map of additional non-sensitive information about the credential.
+
+## Attributes Reference
+
+In addition to all arguments above, the following attributes are exported:
+
+* `credential_name` - The name of the credential.
+
+## Import
+
+Credentials can be imported using their name:
+
+```shell
+terraform import litellm_credential.example "credential-name"
+```
+
+## Security Considerations
+
+* The `credential_values` field is marked as sensitive and will not be displayed in Terraform output or logs.
+* Credential values are not read back from the API for security reasons, so they are preserved in the Terraform state.
+* Like every Terraform attribute marked `Sensitive`, `credential_values` is still written in plaintext to the state file. Anyone with read access to the state (or state artifacts such as plan files) can recover the configured secrets. Use an encrypted remote backend with tight access controls, and prefer feeding secrets in via variables sourced from a secret manager rather than hardcoding them in configuration.
diff --git a/terraform/provider/docs/resources/key.md b/terraform/provider/docs/resources/key.md
new file mode 100644
index 00000000000..b48d3334c14
--- /dev/null
+++ b/terraform/provider/docs/resources/key.md
@@ -0,0 +1,116 @@
+# litellm_key Resource
+
+Manages a LiteLLM API key.
+
+## Example Usage
+
+```hcl
+resource "litellm_key" "example" {
+  models               = ["gpt-3.5-turbo", "gpt-4"]
+  max_budget           = 100.0
+  user_id              = "user123"
+  team_id              = "team456"
+  max_parallel_requests = 5
+  metadata             = {
+    "environment" = "production"
+  }
+  tpm_limit            = 1000
+  rpm_limit            = 60
+  budget_duration      = "monthly"
+  allowed_cache_controls = ["no-cache", "max-age=3600"]
+  soft_budget          = 80.0
+  key_alias            = "prod-key-1"
+  duration             = "30d"
+  aliases              = {
+    "gpt-3.5-turbo" = "chatgpt"
+  }
+  config               = {
+    "default_model" = "gpt-3.5-turbo"
+  }
+  permissions          = {
+    "can_create_keys" = "true"
+  }
+  model_max_budget     = {
+    "gpt-4" = 50.0
+  }
+  model_rpm_limit      = {
+    "gpt-3.5-turbo" = 30
+  }
+  model_tpm_limit      = {
+    "gpt-4" = 500
+  }
+  guardrails           = ["content_filter", "token_limit"]
+  blocked              = false
+  tags                 = ["production", "api"]
+}
+```
+
+## Argument Reference
+
+The following arguments are supported:
+
+* `models` - (Optional) List of models that can be used with this key. This restricts the key to only use the specified models.
+
+* `max_budget` - (Optional) Maximum budget for this key. This sets an upper limit on the total spend allowed for this key.
+
+* `user_id` - (Optional) User ID associated with this key. This links the key to a specific user in the LiteLLM system.
+
+* `team_id` - (Optional) Team ID associated with this key. This links the key to a specific team in the LiteLLM system.
+
+* `max_parallel_requests` - (Optional) Maximum number of parallel requests allowed for this key. This helps in controlling concurrent usage.
+
+* `metadata` - (Optional) Metadata associated with this key. This can be used to store additional, custom information about the key.
+
+* `tpm_limit` - (Optional) Tokens per minute limit for this key. This sets a rate limit based on the number of tokens processed.
+
+* `rpm_limit` - (Optional) Requests per minute limit for this key. This sets a rate limit based on the number of API calls.
+
+* `budget_duration` - (Optional) Duration for the budget (e.g., "monthly", "weekly"). This defines the time period for which the `max_budget` applies.
+
+* `allowed_cache_controls` - (Optional) List of allowed cache control directives. This can be used to control caching behavior for requests made with this key.
+
+* `soft_budget` - (Optional) Soft budget limit for this key. This can be used to set a warning threshold before reaching the `max_budget`.
+
+* `key_alias` - (Optional) Alias for this key. This provides a human-readable identifier for the key.
+
+* `duration` - (Optional) Duration for which this key is valid. This sets an expiration time for the key.
+
+* `aliases` - (Optional) Map of model aliases. This allows you to create custom names for models when using this key.
+
+* `config` - (Optional) Configuration options for this key. This can be used to set key-specific settings.
+
+* `permissions` - (Optional) Permissions associated with this key. This defines what actions are allowed with this key.
+
+* `model_max_budget` - (Optional) Maximum budget per model. This allows setting different budget limits for each model.
+
+* `model_rpm_limit` - (Optional) Requests per minute limit per model. This allows setting different RPM limits for each model.
+
+* `model_tpm_limit` - (Optional) Tokens per minute limit per model. This allows setting different TPM limits for each model.
+
+* `guardrails` - (Optional) List of guardrails applied to this key. This can be used to enforce certain safety or quality checks.
+
+* `blocked` - (Optional) Whether this key is blocked. If set to true, the key will be unable to make any requests.
+
+* `tags` - (Optional) List of tags associated with this key. This can be used for organization and filtering of keys.
+
+## Attribute Reference
+
+In addition to all arguments above, the following attributes are exported:
+
+* `key` - The generated API key. This is the actual key value that will be used for authentication.
+
+* `spend` - The current spend for this key. This reflects the total amount spent using this key so far.
+
+## State Management
+
+Recent updates have improved how the Key resource manages its state. The provider now ensures that all non-zero and non-empty values are correctly persisted in the Terraform state file. This means that any value you set will be accurately reflected in your state, preventing unnecessary updates and ensuring consistency between your configuration and the actual resource state.
+
+## Import
+
+LiteLLM keys can be imported using the `id`, e.g.,
+
+```
+$ terraform import litellm_key.example 12345
+```
+
+This allows you to import existing keys into your Terraform state, enabling management of keys that were created outside of Terraform.
diff --git a/terraform/provider/docs/resources/mcp_server.md b/terraform/provider/docs/resources/mcp_server.md
new file mode 100644
index 00000000000..77457a5ae55
--- /dev/null
+++ b/terraform/provider/docs/resources/mcp_server.md
@@ -0,0 +1,217 @@
+---
+# generated by https://github.com/hashicorp/terraform-plugin-docs
+page_title: "litellm_mcp_server Resource - terraform-provider-litellm"
+subcategory: ""
+description: |-
+  Manages an MCP (Model Context Protocol) server in LiteLLM.
+---
+
+# litellm_mcp_server (Resource)
+
+Manages an MCP (Model Context Protocol) server in LiteLLM. MCP servers provide tools and resources that can be used by LLMs through the LiteLLM proxy.
+
+## Example Usage
+
+### Basic HTTP MCP Server
+
+```terraform
+resource "litellm_mcp_server" "github_server" {
+  server_name = "github-mcp-server"
+  alias       = "github"
+  description = "GitHub MCP server for repository operations"
+  url         = "https://api.github.com/mcp"
+  transport   = "http"
+  auth_type   = "bearer"
+  
+  mcp_access_groups = ["dev_team", "devops_team"]
+}
+```
+
+### SSE MCP Server with Comprehensive Cost Tracking
+
+```terraform
+resource "litellm_mcp_server" "zapier_server" {
+  server_name  = "zapier-automation"
+  alias        = "zapier"
+  description  = "Zapier MCP server for workflow automation"
+  url          = "https://actions.zapier.com/mcp/sk-xxxxx/sse"
+  transport    = "sse"
+  auth_type    = "bearer"
+  spec_version = "2024-11-05"
+  
+  mcp_access_groups = ["automation_team", "marketing_team"]
+  
+  mcp_info {
+    server_name = "Zapier Integration Server"
+    description = "Provides automation tools through Zapier's MCP interface"
+    logo_url    = "https://zapier.com/assets/images/zapier-logo.png"
+    
+    mcp_server_cost_info {
+      default_cost_per_query = 0.01
+      
+      tool_name_to_cost_per_query = {
+        "send_email"           = 0.05
+        "create_document"      = 0.03
+        "update_spreadsheet"   = 0.02
+        "post_to_slack"        = 0.01
+        "create_calendar_event" = 0.04
+      }
+    }
+  }
+}
+```
+
+### Stdio MCP Server for Local Development
+
+```terraform
+resource "litellm_mcp_server" "local_dev_server" {
+  server_name = "local-development-tools"
+  alias       = "local-dev"
+  description = "Local MCP server for development tools"
+  url         = "stdio://local-dev"
+  transport   = "stdio"
+  auth_type   = "none"
+  
+  command = "python3"
+  args    = ["/opt/mcp-servers/dev-tools/server.py", "--verbose"]
+  
+  env = {
+    "PYTHONPATH"    = "/opt/mcp-servers/dev-tools"
+    "DEBUG"         = "true"
+    "LOG_LEVEL"     = "info"
+    "WORKSPACE_DIR" = "/workspace"
+  }
+  
+  mcp_access_groups = ["local_developers"]
+  
+  mcp_info {
+    server_name = "Development Tools"
+    description = "Local development utilities and tools"
+    
+    mcp_server_cost_info {
+      default_cost_per_query = 0.0  # Free for local development
+    }
+  }
+}
+```
+
+### Enterprise MCP Server with Full Configuration
+
+```terraform
+resource "litellm_mcp_server" "enterprise_api_server" {
+  server_name  = "enterprise-api-gateway"
+  alias        = "enterprise"
+  description  = "Enterprise API gateway MCP server"
+  url          = "https://api.enterprise.com/mcp/v1"
+  transport    = "http"
+  auth_type    = "bearer"
+  spec_version = "2024-11-05"
+  
+  mcp_access_groups = [
+    "enterprise_users",
+    "api_consumers",
+    "integration_team"
+  ]
+  
+  mcp_info {
+    server_name = "Enterprise API Gateway"
+    description = "Provides access to enterprise APIs and services"
+    logo_url    = "https://enterprise.com/logo.png"
+    
+    mcp_server_cost_info {
+      default_cost_per_query = 0.10
+      
+      tool_name_to_cost_per_query = {
+        "query_database"       = 0.25
+        "generate_report"      = 0.50
+        "send_notification"    = 0.05
+        "create_user"          = 0.15
+        "update_permissions"   = 0.20
+        "audit_log_query"      = 0.30
+      }
+    }
+  }
+}
+```
+
+## Argument Reference
+
+The following arguments are supported:
+
+### Required Arguments
+
+* `server_name` - (Required) Name of the MCP server.
+* `url` - (Required) URL of the MCP server. For stdio transport, use `stdio://` prefix.
+* `transport` - (Required) Transport type for the MCP server. Valid values: `http`, `sse`, `stdio`.
+
+### Optional Arguments
+
+* `alias` - (Optional) Alias for the MCP server. Used for easier reference.
+* `description` - (Optional) Description of the MCP server.
+* `spec_version` - (Optional) MCP specification version. Defaults to `2024-11-05`.
+* `auth_type` - (Optional) Authentication type. Valid values: `none`, `bearer`, `basic`. Defaults to `none`.
+* `mcp_access_groups` - (Optional) List of access groups that can use this MCP server.
+* `command` - (Optional) Command to run for stdio transport.
+* `args` - (Optional) List of arguments for the command (stdio transport only). Do not pass secrets as arguments; args are shown in plans, stored unencrypted in state, and visible in the server's process list.
+* `env` - (Optional, Sensitive) Map of environment variables for the command (stdio transport only). Hidden from plan output but still stored unencrypted in state; secure your state backend when configuring tokens here.
+
+### MCP Info Block
+
+The `mcp_info` block supports:
+
+* `server_name` - (Optional) Server name in MCP info.
+* `description` - (Optional) Description in MCP info.
+* `logo_url` - (Optional) Logo URL for the MCP server.
+
+#### MCP Server Cost Info Block
+
+The `mcp_server_cost_info` block within `mcp_info` supports:
+
+* `default_cost_per_query` - (Optional) Default cost per query for all tools.
+* `tool_name_to_cost_per_query` - (Optional) Map of specific tool names to their cost per query.
+
+## Attribute Reference
+
+In addition to all arguments above, the following attributes are exported:
+
+* `server_id` - Unique identifier for the MCP server.
+* `created_at` - Timestamp when the server was created.
+* `created_by` - User who created the server.
+* `updated_at` - Timestamp when the server was last updated.
+* `updated_by` - User who last updated the server.
+* `status` - Current status of the MCP server.
+* `last_health_check` - Timestamp of the last health check.
+* `health_check_error` - Error message from the last health check, if any.
+
+## Import
+
+MCP servers can be imported using their server ID:
+
+```shell
+terraform import litellm_mcp_server.example server-id-here
+```
+
+## Transport Types
+
+### HTTP Transport
+- Standard HTTP/HTTPS communication
+- Suitable for REST API-based MCP servers
+- Supports authentication via `auth_type`
+
+### SSE (Server-Sent Events) Transport
+- Real-time streaming communication
+- Ideal for servers that need to push updates
+- Commonly used with services like Zapier
+
+### Stdio Transport
+- Standard input/output communication
+- Used for local MCP servers or command-line tools
+- Requires `command` and optionally `args` and `env`
+
+## Access Control
+
+Use `mcp_access_groups` to control which teams or users can access the MCP server tools. This integrates with LiteLLM's permission management system.
+
+## Cost Tracking
+
+Configure cost tracking through the `mcp_info.mcp_server_cost_info` block to monitor and control spending on MCP tool usage.
diff --git a/terraform/provider/docs/resources/model.md b/terraform/provider/docs/resources/model.md
new file mode 100644
index 00000000000..5a46fe2f073
--- /dev/null
+++ b/terraform/provider/docs/resources/model.md
@@ -0,0 +1,238 @@
+# litellm_model Resource
+
+Manages a LiteLLM model configuration. This resource allows you to create, update, and delete model configurations in your LiteLLM instance.
+
+## Example Usage
+
+### Basic OpenAI Model
+
+```hcl
+resource "litellm_model" "gpt4" {
+  model_name          = "gpt-4-proxy"
+  custom_llm_provider = "openai"
+  model_api_key       = var.openai_api_key
+  base_model          = "gpt-4"
+  tier                = "paid"
+  mode                = "chat"
+  
+  input_cost_per_million_tokens  = 30.0
+  output_cost_per_million_tokens = 60.0
+}
+```
+
+### Advanced Model with All Features
+
+```hcl
+resource "litellm_model" "advanced_gpt4" {
+  model_name          = "gpt-4-advanced"
+  custom_llm_provider = "openai"
+  model_api_key       = var.openai_api_key
+  model_api_base      = "https://api.openai.com/v1"
+  api_version         = "2023-05-15"
+  base_model          = "gpt-4"
+  tier                = "paid"
+  team_id             = "team-123"
+  mode                = "chat"
+  reasoning_effort    = "medium"
+  thinking_enabled    = true
+  thinking_budget_tokens = 1024
+  merge_reasoning_content_in_choices = true
+  tpm                 = 100000
+  rpm                 = 1000
+  
+  # Cost configuration (per million tokens)
+  input_cost_per_million_tokens  = 30.0    # $0.03 per 1k tokens = $30 per million
+  output_cost_per_million_tokens = 60.0    # $0.06 per 1k tokens = $60 per million
+}
+```
+
+### AWS Bedrock Model with Cross-Account Access
+
+```hcl
+resource "litellm_model" "bedrock_claude" {
+  model_name          = "bedrock-claude-proxy"
+  custom_llm_provider = "bedrock"
+  base_model          = "anthropic.claude-3-sonnet-20240229-v1:0"
+  tier                = "paid"
+  mode                = "chat"
+  
+  # AWS configuration with cross-account access
+  aws_access_key_id     = var.aws_access_key_id
+  aws_secret_access_key = var.aws_secret_access_key
+  aws_region_name       = "us-east-1"
+  aws_session_name      = "litellm-cross-account-session"
+  aws_role_name         = "arn:aws:iam::123456789012:role/LiteLLMCrossAccountRole"
+  
+  input_cost_per_million_tokens  = 3.0
+  output_cost_per_million_tokens = 15.0
+}
+```
+
+### Anthropic Model
+
+```hcl
+resource "litellm_model" "claude" {
+  model_name          = "claude-proxy"
+  custom_llm_provider = "anthropic"
+  model_api_key       = var.anthropic_api_key
+  base_model          = "claude-3-sonnet-20240229"
+  tier                = "paid"
+  mode                = "chat"
+  
+  input_cost_per_million_tokens  = 3.0
+  output_cost_per_million_tokens = 15.0
+}
+```
+
+### Azure OpenAI Model
+
+```hcl
+resource "litellm_model" "azure_gpt4" {
+  model_name          = "azure-gpt4-proxy"
+  custom_llm_provider = "azure"
+  model_api_key       = var.azure_openai_key
+  model_api_base      = var.azure_openai_endpoint
+  api_version         = "2023-12-01-preview"
+  base_model          = "gpt-4"
+  tier                = "paid"
+  mode                = "chat"
+  
+  input_cost_per_million_tokens  = 30.0
+  output_cost_per_million_tokens = 60.0
+}
+```
+
+## Argument Reference
+
+The following arguments are supported:
+
+* `model_name` - (Required) string. The name of the model configuration used to identify the model in API calls.
+
+* `custom_llm_provider` - (Required) string. The LLM provider for this model (e.g., "openai", "anthropic", "azure", "bedrock").
+
+* `model_api_key` - (Optional) string (Sensitive). The API key for the underlying model provider. Sensitive attributes are hidden from Terraform output but still stored in plaintext in the state file; prefer storing provider secrets in a `litellm_credential` and referencing it via `litellm_credential_name`, and secure your state backend.
+
+* `model_api_base` - (Optional) string. The base URL for the model provider's API.
+
+* `api_version` - (Optional) string. The API version to use for the model provider.
+
+* `base_model` - (Required) string. The actual model identifier from the provider (e.g., "gpt-4", "claude-2").
+
+* `litellm_credential_name` - (Optional) string. Name of a LiteLLM credential to use for this model.
+
+* `tier` - (Optional) string. The usage tier for this model. Valid values are `"free"` or `"paid"`. Default: `"free"`.
+
+* `team_id` - (Optional) string. Associate the model with a specific team.
+
+* `mode` - (Optional) string. The intended use of the model. Valid values are:
+  * `completion`
+  * `embedding`
+  * `image_generation`
+  * `chat`
+  * `moderation`
+  * `audio_transcription`
+  * `audio_speech`
+  * `rerank`
+
+* `tpm` - (Optional) integer. Tokens per minute limit for this model.
+
+* `rpm` - (Optional) integer. Requests per minute limit for this model.
+
+* `reasoning_effort` - (Optional) string. Configures the model's reasoning effort level. Valid values are:
+  * `low`
+  * `medium`
+  * `high`
+
+* `thinking_enabled` - (Optional) boolean. Enables the model's thinking capability. Default: `false`.
+
+* `thinking_budget_tokens` - (Optional) integer. Sets the token budget for the model's thinking capability. Default: `1024`. Note: this field is only relevant when `thinking_enabled = true`.
+
+* `merge_reasoning_content_in_choices` - (Optional) boolean. When set to `true`, merges reasoning content into the model's choices.
+
+* `input_cost_per_million_tokens` - (Optional) float. Cost per million input tokens. The provider converts this to a per-token cost sent to the API.
+
+* `output_cost_per_million_tokens` - (Optional) float. Cost per million output tokens. The provider converts this to a per-token cost sent to the API.
+
+* `input_cost_per_pixel` - (Optional) float. Cost applied per input pixel for models that charge by image size.
+
+* `output_cost_per_pixel` - (Optional) float. Cost applied per output pixel for image-generation models.
+
+* `input_cost_per_second` - (Optional) float. Cost applied per input second for audio/transcription models.
+
+* `output_cost_per_second` - (Optional) float. Cost applied per output second for audio/transcription models.
+
+* `vertex_project` - (Optional) string. Vertex AI project id (for `custom_llm_provider = "vertex"`).
+
+* `vertex_location` - (Optional) string. Vertex AI location (e.g., `us-central1`).
+
+* `vertex_credentials` - (Optional) string. Vertex credentials (JSON string or path depending on your setup).
+
+* `additional_litellm_params` - (Optional) map(string). A map of arbitrary additional parameters that will be merged into the `litellm_params` object sent to the LiteLLM API. This is intended for provider-specific or experimental options not exposed as dedicated arguments.
+
+  Conversion and behavior rules (how the provider handles values):
+  * When values in the map are strings the provider will attempt to coerce them:
+    * `"true"` / `"false"` (strings) -> boolean true / false
+    * Numeric strings are parsed first as integers; if integer parsing fails, parsed as floats (e.g., `"16384"` -> 16384, `"0.75"` -> 0.75)
+    * JSON strings (starting with `[` or `{`) are parsed as JSON objects/arrays
+    * Non-convertible strings remain strings
+  * Non-string map values (if supplied) are passed through unchanged.
+  * The provider merges these keys into the `litellm_params` payload sent to the API.
+  * Note: the remote API may not echo back all custom parameters; this provider preserves `additional_litellm_params` in state when present in configuration.
+
+  **Special parameter: `additional_drop_params`**
+  * When `additional_drop_params` is provided as a JSON array string, it specifies parameters to remove from the final `litellm_params` before sending to the API
+  * This allows you to override or remove built-in parameters if needed
+  * The `additional_drop_params` key itself is not included in the final parameters
+
+  Example showing booleans, integers, floats, strings, and parameter dropping:
+
+  ```hcl
+  resource "litellm_model" "with_additional" {
+    model_name          = "custom-model"
+    custom_llm_provider = "openai"
+    model_api_key       = var.openai_api_key
+    base_model          = "gpt-4"
+    mode                = "chat"
+
+    additional_litellm_params = {
+      "use_fine_tune"          = "true"                    # becomes boolean true
+      "max_context"            = "16384"                   # becomes integer 16384
+      "scale"                  = "0.75"                    # becomes float 0.75
+      "note"                   = "for testing"             # stays string
+      "complex_config"         = "{\"nested\": {\"value\": 42}}"  # parsed as JSON object
+      "additional_drop_params" = "[\"reasoningEffort\"]"   # removes reasoningEffort parameter
+    }
+  }
+  ```
+
+### AWS-specific Configuration
+
+* `aws_access_key_id` - (Optional) string (Sensitive). AWS access key ID for AWS-based models.
+
+* `aws_secret_access_key` - (Optional) string (Sensitive). AWS secret access key for AWS-based models. As with `model_api_key`, the value is stored in plaintext in the state file; prefer a `litellm_credential` referenced via `litellm_credential_name` and secure your state backend.
+
+* `aws_region_name` - (Optional) string. AWS region name for AWS-based models.
+
+* `aws_session_name` - (Optional) string (Sensitive). AWS session name for cross-account access scenarios.
+
+* `aws_role_name` - (Optional) string (Sensitive). AWS IAM role name for cross-account access scenarios.
+
+## Attribute Reference
+
+In addition to the arguments above, the following attributes are exported:
+
+* `id` - The ID of the model configuration.
+
+## Import
+
+Model configurations can be imported using the model ID:
+
+```shell
+terraform import litellm_model.gpt4 <model-id>
+```
+
+Note: The model ID is generated when the model is created and is different from the `model_name`.
+
+## Security Note
+
+When using this resource, ensure that sensitive information such as API keys and AWS credentials are stored securely. It's recommended to use environment variables or a secure secret management solution rather than hardcoding these values in your Terraform configuration files.
diff --git a/terraform/provider/docs/resources/team.md b/terraform/provider/docs/resources/team.md
new file mode 100644
index 00000000000..68535309f10
--- /dev/null
+++ b/terraform/provider/docs/resources/team.md
@@ -0,0 +1,130 @@
+# litellm_team Resource
+
+Manages a team configuration in LiteLLM. Teams allow you to group users and manage their access to models and usage limits.
+
+## Example Usage
+
+### Basic Team Configuration
+
+```hcl
+resource "litellm_team" "engineering" {
+  team_alias = "engineering-team"
+  models     = ["gpt-4-proxy", "claude-2"]
+  max_budget = 1000.0
+}
+```
+
+### Team with Comprehensive Configuration
+
+```hcl
+resource "litellm_team" "advanced_team" {
+  team_alias      = "ai-research-team"
+  organization_id = "org_123456"
+  models          = ["gpt-4-proxy", "claude-2", "gpt-3.5-turbo"]
+
+  # Budget and rate limiting
+  max_budget      = 1000.0
+  budget_duration = "1mo"
+  tpm_limit       = 500000
+  rpm_limit       = 5000
+  blocked         = false
+
+  # Team member permissions
+  team_member_permissions = [
+    "create_key",
+    "delete_key",
+    "view_spend",
+    "edit_team"
+  ]
+
+  # Metadata for organization
+  metadata = {
+    department = "Engineering"
+    project    = "AI Research"
+    cost_center = "R&D-001"
+  }
+}
+```
+
+### Team with Model Dependencies
+
+```hcl
+# First create models
+resource "litellm_model" "gpt4" {
+  model_name          = "gpt-4-proxy"
+  custom_llm_provider = "openai"
+  base_model          = "gpt-4"
+  model_api_key       = var.openai_api_key
+}
+
+resource "litellm_model" "claude" {
+  model_name          = "claude-proxy"
+  custom_llm_provider = "anthropic"
+  base_model          = "claude-3-sonnet-20240229"
+  model_api_key       = var.anthropic_api_key
+}
+
+# Then create team with access to these models
+resource "litellm_team" "model_dependent_team" {
+  team_alias = "model-users"
+  models = [
+    litellm_model.gpt4.model_name,
+    litellm_model.claude.model_name
+  ]
+  
+  max_budget      = 500.0
+  budget_duration = "1mo"
+  
+  team_member_permissions = [
+    "view_spend"
+  ]
+}
+```
+
+## Argument Reference
+
+The following arguments are supported:
+
+* `team_alias` - (Required) A human-readable identifier for the team.
+
+* `organization_id` - (Optional) The ID of the organization this team belongs to.
+
+* `models` - (Optional) List of model names that this team can access.
+
+* `metadata` - (Optional) A map of metadata key-value pairs associated with the team.
+
+* `blocked` - (Optional) Whether the team is blocked from making requests. Default is `false`.
+
+* `tpm_limit` - (Optional) Team-wide tokens per minute limit.
+
+* `rpm_limit` - (Optional) Team-wide requests per minute limit.
+
+* `max_budget` - (Optional) Maximum budget allocated to the team.
+
+* `budget_duration` - (Optional) Duration for the budget cycle. Valid values are:
+  * `daily`
+  * `weekly`
+  * `monthly`
+  * `yearly`
+
+* `team_member_permissions` - (Optional) List of permissions granted to team members. This controls what actions team members can perform within the team context.
+
+## Attribute Reference
+
+In addition to the arguments above, the following attributes are exported:
+
+* `id` - The unique identifier for the team.
+
+## Import
+
+Teams can be imported using the team ID:
+
+```shell
+terraform import litellm_team.engineering <team-id>
+```
+
+Note: The team ID is generated when the team is created and is different from the `team_alias`.
+
+## Note on Team Members
+
+Team members are managed through the separate `litellm_team_member` resource. This allows for more granular control over team membership and permissions. See the `litellm_team_member` resource documentation for details on managing team members.
diff --git a/terraform/provider/docs/resources/team_member.md b/terraform/provider/docs/resources/team_member.md
new file mode 100644
index 00000000000..426d8b8892f
--- /dev/null
+++ b/terraform/provider/docs/resources/team_member.md
@@ -0,0 +1,54 @@
+# litellm_team_member Resource
+
+Manages individual team member configurations in LiteLLM. This resource allows you to add, update, and remove team members with specific permissions and budget limits.
+
+## Example Usage
+
+```hcl
+resource "litellm_team_member" "engineer" {
+  team_id            = litellm_team.engineering.id
+  user_id            = "user_3"
+  user_email         = "engineer@example.com"
+  role               = "user"
+  max_budget_in_team = 200.0
+}
+```
+
+## Argument Reference
+
+The following arguments are supported:
+
+* `team_id` - (Required) The ID of the team this member belongs to.
+
+* `user_id` - (Required) Unique identifier for the user.
+
+* `user_email` - (Required) Email address of the user.
+
+* `role` - (Required) The role of the team member. Valid values are:
+  * `org_admin`
+  * `internal_user`
+  * `internal_user_viewer`
+  * `admin`
+  * `user`
+
+* `max_budget_in_team` - (Optional) Maximum budget allocated to this team member within the team's budget.
+
+## Attribute Reference
+
+In addition to the arguments above, the following attributes are exported:
+
+* `id` - The unique identifier for the team member configuration. This is typically a composite of the team_id and user_id.
+
+## Import
+
+Team members can be imported using the format `team_id:user_id`:
+
+```shell
+terraform import litellm_team_member.engineer <team_id>:<user_id>
+```
+
+Note: The team_id and user_id should match the values used in the resource configuration.
+
+## Security Note
+
+Ensure that sensitive information such as user emails and IDs are handled securely. It's recommended to use variables or a secure secret management solution rather than hardcoding these values in your Terraform configuration files.
diff --git a/terraform/provider/docs/resources/team_member_add.md b/terraform/provider/docs/resources/team_member_add.md
new file mode 100644
index 00000000000..f5398e49d9c
--- /dev/null
+++ b/terraform/provider/docs/resources/team_member_add.md
@@ -0,0 +1,161 @@
+# Resource: litellm_team_member_add
+
+Add multiple members to a team with a single resource. This resource efficiently manages team members by using the appropriate API endpoints for each operation:
+
+- **Adding new members**: Uses `/team/member_add` endpoint
+- **Updating existing members**: Uses `/team/member_update` endpoint (preserves member identity)
+- **Removing members**: Uses `/team/member_delete` endpoint
+
+When you modify an existing team member's attributes (like role), the resource will update the member in-place rather than deleting and re-adding them.
+
+## Example Usage
+
+### Basic Usage
+
+```hcl
+resource "litellm_team_member_add" "example" {
+  team_id = "team-123"
+  
+  member {
+    user_id = "user-456"
+    role    = "admin"
+  }
+
+  member {
+    user_email = "user@example.com"
+    role       = "user"
+  }
+
+  max_budget_in_team = 100.0
+}
+```
+
+### Complete Team Setup with Members
+
+```hcl
+# First create a team
+resource "litellm_team" "development" {
+  team_alias = "development-team"
+  max_budget = 500.0
+  models     = ["gpt-4", "gpt-3.5-turbo"]
+  
+  team_member_permissions = [
+    "create_key",
+    "view_spend"
+  ]
+}
+
+# Add members to the team
+resource "litellm_team_member_add" "dev_team_members" {
+  team_id = litellm_team.development.id
+  
+  # Team lead with admin role
+  member {
+    user_email = "team-lead@company.com"
+    role       = "admin"
+  }
+  
+  # Regular developers
+  member {
+    user_email = "developer1@company.com"
+    role       = "user"
+  }
+  
+  member {
+    user_email = "developer2@company.com"
+    role       = "user"
+  }
+  
+  member {
+    user_id = "existing-user-123"
+    role    = "user"
+  }
+  
+  # Budget per member
+  max_budget_in_team = 100.0
+}
+```
+
+### Dynamic Members Using Locals
+
+```hcl
+locals {
+  team_members = [
+    {
+      user_id  = "user-123"
+      role     = "admin"
+    },
+    {
+      user_email = "developer1@company.com"
+      role      = "user"
+    },
+    {
+      user_email = "developer2@company.com"
+      role      = "user"
+    }
+  ]
+}
+
+resource "litellm_team_member_add" "dynamic_example" {
+  team_id = "team-456"
+  
+  dynamic "member" {
+    for_each = local.team_members
+    content {
+      user_id    = lookup(member.value, "user_id", null)
+      user_email = lookup(member.value, "user_email", null)
+      role       = member.value.role
+    }
+  }
+
+  max_budget_in_team = 200.0
+}
+```
+
+### Budget Update Example
+
+```hcl
+# This example demonstrates how budget updates work correctly
+resource "litellm_team_member_add" "budget_example" {
+  team_id = litellm_team.example.id
+  
+  # Initial budget of $100 per member
+  max_budget_in_team = 100.0
+  
+  member {
+    user_email = "user1@example.com"
+    role       = "admin"
+  }
+  
+  member {
+    user_email = "user2@example.com"
+    role       = "user"
+  }
+  
+  member {
+    user_id = "user123"
+    role    = "user"
+  }
+}
+
+# To update the budget:
+# 1. Change max_budget_in_team from 100.0 to 120.0
+# 2. Run terraform plan - it will show the budget change
+# 3. Run terraform apply - all existing members will be updated with the new budget
+```
+
+## Argument Reference
+
+* `team_id` - (Required) The ID of the team to add members to.
+* `member` - (Required) One or more member blocks defining team members. Each block supports:
+  * `user_id` - (Optional) The ID of the user to add to the team.
+  * `user_email` - (Optional) The email of the user to add to the team.
+  * `role` - (Required) The role of the user in the team. Must be one of: "admin" or "user".
+* `max_budget_in_team` - (Optional) The maximum budget allocated for the team members.
+
+## Import
+
+Team members can be imported using a composite ID of the team ID and user ID:
+
+```shell
+terraform import litellm_team_member_add.example team-123:user-456
diff --git a/terraform/provider/docs/resources/vector_store.md b/terraform/provider/docs/resources/vector_store.md
new file mode 100644
index 00000000000..b839b327429
--- /dev/null
+++ b/terraform/provider/docs/resources/vector_store.md
@@ -0,0 +1,274 @@
+---
+# generated by https://github.com/hashicorp/terraform-plugin-docs
+page_title: "litellm_vector_store Resource - terraform-provider-litellm"
+subcategory: ""
+description: |-
+  Manages a LiteLLM vector store for storing and retrieving vector embeddings.
+---
+
+# litellm_vector_store (Resource)
+
+Manages a LiteLLM vector store for storing and retrieving vector embeddings. Vector stores enable semantic search and retrieval-augmented generation (RAG) capabilities using officially supported providers including AWS Bedrock Knowledge Bases, OpenAI Vector Stores, Azure Vector Stores, Vertex AI RAG Engine, and PG Vector.
+
+## Example Usage
+
+### AWS Bedrock Knowledge Base
+
+```terraform
+resource "litellm_credential" "bedrock_cred" {
+  credential_name = "bedrock-knowledge-base"
+  
+  credential_info = {
+    provider = "bedrock"
+    region   = "us-east-1"
+  }
+  
+  credential_values = {
+    aws_access_key_id     = var.aws_access_key_id
+    aws_secret_access_key = var.aws_secret_access_key
+    aws_region            = "us-east-1"
+  }
+}
+
+resource "litellm_vector_store" "bedrock_kb" {
+  vector_store_name        = "bedrock-litellm-website-knowledgebase"
+  custom_llm_provider      = "bedrock"
+  litellm_credential_name  = litellm_credential.bedrock_cred.credential_name
+  
+  vector_store_description = "Bedrock vector store for the LiteLLM website knowledgebase"
+  
+  vector_store_metadata = {
+    source = "https://www.litellm.com/docs"
+  }
+  
+  litellm_params = {
+    vector_store_id = "T37J8R4WTM"
+  }
+}
+```
+
+### OpenAI Vector Store
+
+```terraform
+resource "litellm_credential" "openai_cred" {
+  credential_name = "openai-vector-store"
+  
+  credential_info = {
+    provider = "openai"
+  }
+  
+  credential_values = {
+    api_key = var.openai_api_key
+  }
+}
+
+resource "litellm_vector_store" "openai_store" {
+  vector_store_name        = "openai-knowledge-base"
+  custom_llm_provider      = "openai"
+  litellm_credential_name  = litellm_credential.openai_cred.credential_name
+  
+  vector_store_description = "OpenAI vector store for document search"
+  
+  vector_store_metadata = {
+    environment = "production"
+    purpose     = "file-search"
+  }
+  
+  litellm_params = {
+    vector_store_id = "vs_687ae3b2439881918b433cb99d10662e"
+  }
+}
+```
+
+### Azure Vector Store
+
+```terraform
+resource "litellm_credential" "azure_cred" {
+  credential_name = "azure-vector-store"
+  
+  credential_info = {
+    provider = "azure"
+  }
+  
+  credential_values = {
+    api_key      = var.azure_openai_key
+    api_base     = var.azure_openai_endpoint
+    api_version  = "2023-12-01-preview"
+  }
+}
+
+resource "litellm_vector_store" "azure_store" {
+  vector_store_name        = "azure-knowledge-base"
+  custom_llm_provider      = "azure"
+  litellm_credential_name  = litellm_credential.azure_cred.credential_name
+  
+  vector_store_description = "Azure vector store for enterprise search"
+  
+  vector_store_metadata = {
+    environment = "production"
+    team        = "enterprise"
+  }
+  
+  litellm_params = {
+    vector_store_id = "vs_azure_example_id"
+  }
+}
+```
+
+### Vertex AI RAG Engine
+
+```terraform
+resource "litellm_credential" "vertex_cred" {
+  credential_name = "vertex-rag-engine"
+  
+  credential_info = {
+    provider = "vertex_ai"
+    project  = "your-gcp-project"
+  }
+  
+  credential_values = {
+    service_account_key = var.gcp_service_account_key
+  }
+}
+
+resource "litellm_vector_store" "vertex_rag" {
+  vector_store_name        = "vertex-rag-corpus"
+  custom_llm_provider      = "vertex_ai"
+  litellm_credential_name  = litellm_credential.vertex_cred.credential_name
+  
+  vector_store_description = "Vertex AI RAG Engine for enterprise knowledge"
+  
+  vector_store_metadata = {
+    project     = "your-gcp-project"
+    environment = "production"
+  }
+  
+  litellm_params = {
+    vector_store_id = "6917529027641081856"
+  }
+}
+```
+
+### PG Vector Store
+
+```terraform
+resource "litellm_credential" "pgvector_cred" {
+  credential_name = "pgvector-store"
+  
+  credential_info = {
+    provider = "pgvector"
+    host     = "your-pgvector-host.com"
+  }
+  
+  credential_values = {
+    api_key  = var.pgvector_api_key
+    api_base = "https://your-pgvector-host.com"
+  }
+}
+
+resource "litellm_vector_store" "pgvector_store" {
+  vector_store_name        = "postgres-vector-store"
+  custom_llm_provider      = "pgvector"
+  litellm_credential_name  = litellm_credential.pgvector_cred.credential_name
+  
+  vector_store_description = "PostgreSQL vector store with pgvector extension"
+  
+  vector_store_metadata = {
+    database    = "vector_db"
+    table       = "embeddings"
+    environment = "production"
+  }
+  
+  litellm_params = {
+    api_base = "https://your-pgvector-host.com"
+  }
+}
+```
+
+## Argument Reference
+
+The following arguments are supported:
+
+* `vector_store_name` - (Required) Name of the vector store.
+* `custom_llm_provider` - (Required) The vector store provider. Supported values: "bedrock", "openai", "azure", "vertex_ai", "pgvector".
+* `vector_store_description` - (Optional) Description of the vector store.
+* `vector_store_metadata` - (Optional) Map of metadata associated with the vector store.
+* `litellm_credential_name` - (Optional) Name of the LiteLLM credential to use for authentication.
+* `litellm_params` - (Optional, Sensitive) Map of additional parameters specific to the vector store provider. Do not put API keys or other secrets here; this map is stored unencrypted in state. Store secrets in a `litellm_credential` and reference it via `litellm_credential_name`.
+
+## Attributes Reference
+
+In addition to all arguments above, the following attributes are exported:
+
+* `vector_store_id` - The unique identifier of the vector store.
+* `created_at` - Timestamp when the vector store was created.
+* `updated_at` - Timestamp when the vector store was last updated.
+
+## Supported Providers
+
+The following vector store providers are officially supported by LiteLLM:
+
+* **AWS Bedrock Knowledge Bases** - Managed knowledge bases on AWS Bedrock
+* **OpenAI Vector Stores** - OpenAI's native vector store service
+* **Azure Vector Stores** - Azure OpenAI vector store integration
+* **Vertex AI RAG Engine** - Google Cloud's RAG API for vector search
+* **PG Vector** - PostgreSQL with pgvector extension
+
+## Provider-Specific Parameters
+
+### AWS Bedrock Knowledge Base
+
+```terraform
+litellm_params = {
+  vector_store_id = "T37J8R4WTM"  # Your Bedrock Knowledge Base ID
+}
+```
+
+### OpenAI Vector Store
+
+```terraform
+litellm_params = {
+  vector_store_id = "vs_687ae3b2439881918b433cb99d10662e"  # Your OpenAI Vector Store ID
+}
+```
+
+### Azure Vector Store
+
+```terraform
+litellm_params = {
+  vector_store_id = "vs_azure_example_id"  # Your Azure Vector Store ID
+}
+```
+
+### Vertex AI RAG Engine
+
+```terraform
+litellm_params = {
+  vector_store_id = "6917529027641081856"  # Your Vertex AI RAG Engine ID
+}
+```
+
+### PG Vector
+
+```terraform
+litellm_params = {
+  api_base = "https://your-pgvector-host.com"
+}
+```
+
+## Import
+
+Vector stores can be imported using their ID:
+
+```shell
+terraform import litellm_vector_store.example "vector-store-id"
+```
+
+## Notes
+
+* Vector stores require appropriate credentials for the chosen provider.
+* The `litellm_params` field allows provider-specific configuration.
+* Some providers may require additional setup outside of Terraform (e.g., creating Knowledge Bases in AWS Bedrock, Vector Stores in OpenAI).
+* Ensure your vector store provider is properly configured and accessible from your LiteLLM instance.
+* Only the officially supported providers listed above are guaranteed to work with LiteLLM's vector store integration.
+* For the most up-to-date list of supported providers, refer to the [LiteLLM documentation](https://docs.litellm.ai/docs/completion/knowledgebase).
diff --git a/terraform/provider/examples/model_additional_params.tf b/terraform/provider/examples/model_additional_params.tf
new file mode 100644
index 00000000000..fb4981ec6fb
--- /dev/null
+++ b/terraform/provider/examples/model_additional_params.tf
@@ -0,0 +1,57 @@
+provider "litellm" {
+  api_base = "https://your-litellm-proxy.com"
+  api_key  = var.litellm_api_key
+}
+
+# Example: using additional_litellm_params to pass provider-specific options.
+# Notes:
+# - String values "true"/"false" will be coerced to booleans.
+# - Numeric strings will be parsed to integer (if possible) otherwise float.
+# - JSON strings (starting with [ or {) will be parsed as JSON objects/arrays.
+# - Non-convertible strings remain strings.
+# - Non-string map values are passed through unchanged.
+# - Use "additional_drop_params" as a JSON array to remove parameters from the final request.
+
+resource "litellm_model" "with_additional" {
+  model_name          = "custom-model"
+  custom_llm_provider = "openai"
+  model_api_key       = var.openai_api_key
+  base_model          = "gpt-4"
+  mode                = "chat"
+
+  # Additional parameters not exposed as first-class arguments
+  additional_litellm_params = {
+    "use_fine_tune"          = "true"                           # becomes boolean true
+    "max_context"            = "16384"                          # becomes integer 16384
+    "temperature_scale"      = "0.75"                           # becomes float 0.75
+    "experimental_feature"   = "enabled"                        # stays string "enabled"
+    "complex_config"         = "{\"nested\": {\"value\": 42}}"  # parsed as JSON object
+    "additional_drop_params" = "[\"reasoningEffort\"]"          # removes reasoningEffort parameter
+    # You may also pass non-string values (they will be passed through unchanged)
+    # "raw_flag" = true
+  }
+
+  # Cost configuration (optional)
+  input_cost_per_million_tokens  = 30.0
+  output_cost_per_million_tokens = 60.0
+}
+
+# Example: Azure model with parameter dropping
+resource "litellm_model" "azure_with_drop_params" {
+  model_name          = "gpt-5-mini-coder"
+  custom_llm_provider = "azure"
+  model_api_key       = "your-azure-api-key"
+  model_api_base      = "https://your-azure-endpoint.openai.azure.com/"
+  api_version         = "2025-03-01-preview"
+  base_model          = "gpt-5-mini"
+  tier                = "paid"
+  mode                = "completion"
+
+  # Drop the reasoningEffort parameter that might be automatically added
+  additional_litellm_params = {
+    "additional_drop_params" = "[\"reasoningEffort\"]"
+  }
+
+  input_cost_per_million_tokens  = 0.25
+  output_cost_per_million_tokens = 2.00
+}
diff --git a/terraform/provider/go.mod b/terraform/provider/go.mod
new file mode 100644
index 00000000000..899af1a6fbe
--- /dev/null
+++ b/terraform/provider/go.mod
@@ -0,0 +1,61 @@
+module github.com/BerriAI/terraform-provider-litellm
+
+go 1.25.0
+
+require (
+	github.com/google/uuid v1.6.0
+	github.com/hashicorp/terraform-plugin-sdk/v2 v2.40.0
+)
+
+require (
+	github.com/ProtonMail/go-crypto v1.3.0 // indirect
+	github.com/agext/levenshtein v1.2.2 // indirect
+	github.com/apparentlymart/go-textseg/v15 v15.0.0 // indirect
+	github.com/cloudflare/circl v1.6.1 // indirect
+	github.com/fatih/color v1.16.0 // indirect
+	github.com/golang/protobuf v1.5.4 // indirect
+	github.com/google/go-cmp v0.7.0 // indirect
+	github.com/hashicorp/errwrap v1.0.0 // indirect
+	github.com/hashicorp/go-checkpoint v0.5.0 // indirect
+	github.com/hashicorp/go-cleanhttp v0.5.2 // indirect
+	github.com/hashicorp/go-cty v1.5.0 // indirect
+	github.com/hashicorp/go-hclog v1.6.3 // indirect
+	github.com/hashicorp/go-multierror v1.1.1 // indirect
+	github.com/hashicorp/go-plugin v1.7.0 // indirect
+	github.com/hashicorp/go-retryablehttp v0.7.8 // indirect
+	github.com/hashicorp/go-uuid v1.0.3 // indirect
+	github.com/hashicorp/go-version v1.8.0 // indirect
+	github.com/hashicorp/hc-install v0.9.3 // indirect
+	github.com/hashicorp/hcl/v2 v2.24.0 // indirect
+	github.com/hashicorp/logutils v1.0.0 // indirect
+	github.com/hashicorp/terraform-exec v0.25.0 // indirect
+	github.com/hashicorp/terraform-json v0.27.2 // indirect
+	github.com/hashicorp/terraform-plugin-go v0.31.0 // indirect
+	github.com/hashicorp/terraform-plugin-log v0.10.0 // indirect
+	github.com/hashicorp/terraform-registry-address v0.4.0 // indirect
+	github.com/hashicorp/terraform-svchost v0.1.1 // indirect
+	github.com/hashicorp/yamux v0.1.2 // indirect
+	github.com/mattn/go-colorable v0.1.13 // indirect
+	github.com/mattn/go-isatty v0.0.20 // indirect
+	github.com/mitchellh/copystructure v1.2.0 // indirect
+	github.com/mitchellh/go-testing-interface v1.14.1 // indirect
+	github.com/mitchellh/go-wordwrap v1.0.1 // indirect
+	github.com/mitchellh/mapstructure v1.5.0 // indirect
+	github.com/mitchellh/reflectwalk v1.0.2 // indirect
+	github.com/oklog/run v1.1.0 // indirect
+	github.com/vmihailenco/msgpack v4.0.4+incompatible // indirect
+	github.com/vmihailenco/msgpack/v5 v5.4.1 // indirect
+	github.com/vmihailenco/tagparser/v2 v2.0.0 // indirect
+	github.com/zclconf/go-cty v1.17.0 // indirect
+	golang.org/x/crypto v0.48.0 // indirect
+	golang.org/x/mod v0.33.0 // indirect
+	golang.org/x/net v0.49.0 // indirect
+	golang.org/x/sync v0.19.0 // indirect
+	golang.org/x/sys v0.41.0 // indirect
+	golang.org/x/text v0.34.0 // indirect
+	golang.org/x/tools v0.41.0 // indirect
+	google.golang.org/appengine v1.6.8 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20251202230838-ff82c1b0f217 // indirect
+	google.golang.org/grpc v1.79.2 // indirect
+	google.golang.org/protobuf v1.36.11 // indirect
+)
diff --git a/terraform/provider/go.sum b/terraform/provider/go.sum
new file mode 100644
index 00000000000..890703d4f8a
--- /dev/null
+++ b/terraform/provider/go.sum
@@ -0,0 +1,239 @@
+dario.cat/mergo v1.0.0 h1:AGCNq9Evsj31mOgNPcLyXc+4PNABt905YmuqPYYpBWk=
+dario.cat/mergo v1.0.0/go.mod h1:uNxQE+84aUszobStD9th8a29P2fMDhsBdgRYvZOxGmk=
+github.com/Microsoft/go-winio v0.6.2 h1:F2VQgta7ecxGYO8k3ZZz3RS8fVIXVxONVUPlNERoyfY=
+github.com/Microsoft/go-winio v0.6.2/go.mod h1:yd8OoFMLzJbo9gZq8j5qaps8bJ9aShtEA8Ipt1oGCvU=
+github.com/ProtonMail/go-crypto v1.3.0 h1:ILq8+Sf5If5DCpHQp4PbZdS1J7HDFRXz/+xKBiRGFrw=
+github.com/ProtonMail/go-crypto v1.3.0/go.mod h1:9whxjD8Rbs29b4XWbB8irEcE8KHMqaR2e7GWU1R+/PE=
+github.com/agext/levenshtein v1.2.2 h1:0S/Yg6LYmFJ5stwQeRp6EeOcCbj7xiqQSdNelsXvaqE=
+github.com/agext/levenshtein v1.2.2/go.mod h1:JEDfjyjHDjOF/1e4FlBE/PkbqA9OfWu2ki2W0IB5558=
+github.com/apparentlymart/go-textseg/v12 v12.0.0/go.mod h1:S/4uRK2UtaQttw1GenVJEynmyUenKwP++x/+DdGV/Ec=
+github.com/apparentlymart/go-textseg/v15 v15.0.0 h1:uYvfpb3DyLSCGWnctWKGj857c6ew1u1fNQOlOtuGxQY=
+github.com/apparentlymart/go-textseg/v15 v15.0.0/go.mod h1:K8XmNZdhEBkdlyDdvbmmsvpAG721bKi0joRfFdHIWJ4=
+github.com/bufbuild/protocompile v0.14.1 h1:iA73zAf/fyljNjQKwYzUHD6AD4R8KMasmwa/FBatYVw=
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+github.com/cloudflare/circl v1.6.1 h1:zqIqSPIndyBh1bjLVVDHMPpVKqp8Su/V+6MeDzzQBQ0=
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diff --git a/terraform/provider/litellm/client.go b/terraform/provider/litellm/client.go
new file mode 100644
index 00000000000..e0aba61477d
--- /dev/null
+++ b/terraform/provider/litellm/client.go
@@ -0,0 +1,386 @@
+package litellm
+
+import (
+	"bytes"
+	"crypto/tls"
+	"encoding/json"
+	"fmt"
+	"io"
+	"log"
+	"net/http"
+	"regexp"
+	"strings"
+)
+
+type Client struct {
+	APIBase            string
+	APIKey             string
+	httpClient         *http.Client
+	InsecureSkipVerify bool
+}
+
+func NewClient(apiBase, apiKey string, insecureSkipVerify bool) *Client {
+	tr := &http.Transport{
+		TLSClientConfig: &tls.Config{InsecureSkipVerify: insecureSkipVerify},
+	}
+
+	return &Client{
+		APIBase:            apiBase,
+		APIKey:             apiKey,
+		httpClient:         &http.Client{Transport: tr},
+		InsecureSkipVerify: insecureSkipVerify,
+	}
+}
+
+// Organization member methods
+func (c *Client) AddOrganizationMember(data map[string]interface{}) (map[string]interface{}, error) {
+	return c.sendRequest("POST", "/organization/member_add", data)
+}
+
+func (c *Client) UpdateOrganizationMember(data map[string]interface{}) (map[string]interface{}, error) {
+	return c.sendRequest("PATCH", "/organization/member_update", data)
+}
+
+func (c *Client) DeleteOrganizationMember(data map[string]interface{}) (map[string]interface{}, error) {
+	return c.sendRequest("DELETE", "/organization/member_delete", data)
+}
+
+// Key-related methods
+func (c *Client) CreateKey(key *Key) (*Key, error) {
+	resp, err := c.sendRequest("POST", "/key/generate", key)
+	if err != nil {
+		return nil, err
+	}
+
+	return c.parseKeyResponse(resp)
+}
+
+func (c *Client) GetKey(keyID string) (*Key, error) {
+	resp, err := c.sendRequest("GET", fmt.Sprintf("/key/info?key=%s", keyID), nil)
+	if err != nil {
+		return nil, err
+	}
+
+	return c.parseKeyResponse(resp)
+}
+
+func (c *Client) UpdateKey(key *Key) (*Key, error) {
+	// Create a new map with only the fields that can be updated
+	updateData := map[string]interface{}{
+		"key":              key.Key,
+		"team_id":          key.TeamID,
+		"metadata":         key.Metadata,
+		"budget_duration":  key.BudgetDuration,
+		"key_alias":        key.KeyAlias,
+		"aliases":          key.Aliases,
+		"permissions":      key.Permissions,
+		"model_max_budget": key.ModelMaxBudget,
+		"model_rpm_limit":  key.ModelRPMLimit,
+		"model_tpm_limit":  key.ModelTPMLimit,
+		"blocked":          key.Blocked,
+	}
+
+	// Only add pointer fields if they are explicitly set
+	if key.MaxBudget != nil {
+		updateData["max_budget"] = *key.MaxBudget
+	}
+	if key.SoftBudget != nil {
+		updateData["soft_budget"] = *key.SoftBudget
+	}
+	if key.MaxParallelRequests != nil {
+		updateData["max_parallel_requests"] = *key.MaxParallelRequests
+	}
+	if key.TPMLimit != nil {
+		updateData["tpm_limit"] = *key.TPMLimit
+	}
+	if key.RPMLimit != nil {
+		updateData["rpm_limit"] = *key.RPMLimit
+	}
+
+	// Only add array fields if they are non-empty
+	if len(key.Models) > 0 {
+		updateData["models"] = key.Models
+	}
+	if len(key.Guardrails) > 0 {
+		updateData["guardrails"] = key.Guardrails
+	}
+	if len(key.Tags) > 0 {
+		updateData["tags"] = key.Tags
+	}
+
+	resp, err := c.sendRequest("POST", "/key/update", updateData)
+	if err != nil {
+		return nil, err
+	}
+
+	return c.parseKeyResponse(resp)
+}
+
+func (c *Client) DeleteKey(keyID string) error {
+	payload := map[string]interface{}{
+		"keys": []string{keyID},
+	}
+	_, err := c.sendRequest("POST", "/key/delete", payload)
+	return err
+}
+
+func (c *Client) parseKeyResponse(resp map[string]interface{}) (*Key, error) {
+	if resp == nil {
+		return nil, fmt.Errorf("received nil response")
+	}
+
+	createdKey := &Key{}
+
+	for k, v := range resp {
+		if v == nil {
+			continue
+		}
+
+		switch k {
+		case "key":
+			if s, ok := v.(string); ok {
+				createdKey.Key = s
+			}
+		case "token_id":
+			if s, ok := v.(string); ok {
+				createdKey.TokenID = s
+			}
+		case "models":
+			if models, ok := v.([]interface{}); ok {
+				createdKey.Models = make([]string, len(models))
+				for i, model := range models {
+					if s, ok := model.(string); ok {
+						createdKey.Models[i] = s
+					}
+				}
+			}
+		case "spend":
+			if f, ok := v.(float64); ok {
+				createdKey.Spend = f
+			}
+		case "max_budget":
+			if f, ok := v.(float64); ok {
+				createdKey.MaxBudget = &f
+			}
+		case "user_id":
+			if s, ok := v.(string); ok {
+				createdKey.UserID = s
+			}
+		case "team_id":
+			if s, ok := v.(string); ok {
+				createdKey.TeamID = s
+			}
+		case "max_parallel_requests":
+			if i, ok := v.(float64); ok {
+				val := int(i)
+				createdKey.MaxParallelRequests = &val
+			}
+		case "metadata":
+			if m, ok := v.(map[string]interface{}); ok {
+				createdKey.Metadata = m
+			}
+		case "tpm_limit":
+			if i, ok := v.(float64); ok {
+				val := int(i)
+				createdKey.TPMLimit = &val
+			}
+		case "rpm_limit":
+			if i, ok := v.(float64); ok {
+				val := int(i)
+				createdKey.RPMLimit = &val
+			}
+		case "budget_duration":
+			if s, ok := v.(string); ok {
+				createdKey.BudgetDuration = s
+			}
+		case "soft_budget":
+			if f, ok := v.(float64); ok {
+				createdKey.SoftBudget = &f
+			}
+		case "key_alias":
+			if s, ok := v.(string); ok {
+				createdKey.KeyAlias = s
+			}
+		case "duration":
+			if s, ok := v.(string); ok {
+				createdKey.Duration = s
+			}
+		case "aliases":
+			if m, ok := v.(map[string]interface{}); ok {
+				createdKey.Aliases = m
+			}
+		case "config":
+			if m, ok := v.(map[string]interface{}); ok {
+				createdKey.Config = m
+			}
+		case "permissions":
+			if m, ok := v.(map[string]interface{}); ok {
+				createdKey.Permissions = m
+			}
+		case "model_max_budget":
+			if m, ok := v.(map[string]interface{}); ok {
+				createdKey.ModelMaxBudget = m
+			}
+		case "model_rpm_limit":
+			if m, ok := v.(map[string]interface{}); ok {
+				createdKey.ModelRPMLimit = m
+			}
+		case "model_tpm_limit":
+			if m, ok := v.(map[string]interface{}); ok {
+				createdKey.ModelTPMLimit = m
+			}
+		case "guardrails":
+			if guardrails, ok := v.([]interface{}); ok {
+				createdKey.Guardrails = make([]string, len(guardrails))
+				for i, guardrail := range guardrails {
+					if s, ok := guardrail.(string); ok {
+						createdKey.Guardrails[i] = s
+					}
+				}
+			}
+		case "blocked":
+			if b, ok := v.(bool); ok {
+				createdKey.Blocked = b
+			}
+		case "tags":
+			if tags, ok := v.([]interface{}); ok {
+				createdKey.Tags = make([]string, len(tags))
+				for i, tag := range tags {
+					if s, ok := tag.(string); ok {
+						createdKey.Tags[i] = s
+					}
+				}
+			}
+		}
+	}
+
+	return createdKey, nil
+}
+
+func (c *Client) sendRequest(method, path string, body interface{}) (map[string]interface{}, error) {
+	url := c.APIBase + path
+
+	var req *http.Request
+	var err error
+
+	if body != nil {
+		jsonBody, err := json.Marshal(body)
+		if err != nil {
+			return nil, fmt.Errorf("error marshaling request body: %v", err)
+		}
+		log.Printf("Making %s request to %s with body:\n%s", method, url, c.redactSensitiveData(string(jsonBody)))
+		req, err = http.NewRequest(method, url, bytes.NewBuffer(jsonBody))
+	} else {
+		log.Printf("Making %s request to %s", method, url)
+		req, err = http.NewRequest(method, url, nil)
+	}
+
+	if err != nil {
+		return nil, fmt.Errorf("error creating request: %v", err)
+	}
+
+	req.Header.Set("Content-Type", "application/json")
+	req.Header.Set("x-api-key", c.APIKey)
+	req.Header.Set("accept", "application/json")
+
+	resp, err := c.httpClient.Do(req)
+	if err != nil {
+		return nil, fmt.Errorf("error making request: %v", err)
+	}
+	defer resp.Body.Close()
+
+	bodyBytes, err := io.ReadAll(resp.Body)
+	if err != nil {
+		return nil, fmt.Errorf("error reading response body: %v", err)
+	}
+
+	log.Printf("Response status: %d", resp.StatusCode)
+	log.Printf("Response body: %s", c.redactSensitiveData(string(bodyBytes)))
+
+	if resp.StatusCode != http.StatusOK {
+		return nil, fmt.Errorf("API request failed with status code %d: %s", resp.StatusCode, string(bodyBytes))
+	}
+
+	var result map[string]interface{}
+	if err := json.Unmarshal(bodyBytes, &result); err != nil {
+		if (method == "POST" || method == "PATCH" || method == "PUT" || method == "DELETE") &&
+			(len(bodyBytes) == 0 || string(bodyBytes) == "null") {
+			return make(map[string]interface{}), nil
+		}
+		return nil, fmt.Errorf("error parsing response JSON: %v\nResponse body: %s", err, string(bodyBytes))
+	}
+
+	return result, nil
+}
+
+var sensitiveLogFields = map[string]bool{
+	"api_key":               true,
+	"key":                   true,
+	"token":                 true,
+	"password":              true,
+	"secret":                true,
+	"credential":            true,
+	"auth":                  true,
+	"model_api_key":         true,
+	"aws_access_key_id":     true,
+	"aws_secret_access_key": true,
+	"vertex_credentials":    true,
+	"x-api-key":             true,
+	"credential_values":     true,
+}
+
+func redactJSONValue(value interface{}) interface{} {
+	switch typed := value.(type) {
+	case map[string]interface{}:
+		redacted := make(map[string]interface{}, len(typed))
+		for k, v := range typed {
+			if sensitiveLogFields[k] {
+				redacted[k] = "[REDACTED]"
+			} else {
+				redacted[k] = redactJSONValue(v)
+			}
+		}
+		return redacted
+	case []interface{}:
+		redacted := make([]interface{}, len(typed))
+		for i, v := range typed {
+			redacted[i] = redactJSONValue(v)
+		}
+		return redacted
+	default:
+		return value
+	}
+}
+
+var sensitiveLogPatterns = []*regexp.Regexp{
+	regexp.MustCompile(`"(api_key|key|token|password|secret|credential|auth)":\s*"[^"]*"`),
+	regexp.MustCompile(`"(model_api_key|aws_access_key_id|aws_secret_access_key|vertex_credentials)":\s*"[^"]*"`),
+	regexp.MustCompile(`"(x-api-key)":\s*"[^"]*"`),
+}
+
+func redactWithPatterns(data string) string {
+	result := data
+	for _, re := range sensitiveLogPatterns {
+		result = re.ReplaceAllStringFunc(result, func(match string) string {
+			parts := strings.SplitN(match, ":", 2)
+			if len(parts) == 2 {
+				return parts[0] + `: "[REDACTED]"`
+			}
+			return "[REDACTED]"
+		})
+	}
+	return result
+}
+
+// redactSensitiveData masks sensitive information in logs
+func (c *Client) redactSensitiveData(data string) string {
+	var parsed interface{}
+	if err := json.Unmarshal([]byte(data), &parsed); err != nil {
+		return redactWithPatterns(data)
+	}
+	redactedBytes, err := json.Marshal(redactJSONValue(parsed))
+	if err != nil {
+		return redactWithPatterns(data)
+	}
+	return string(redactedBytes)
+}
diff --git a/terraform/provider/litellm/client_test.go b/terraform/provider/litellm/client_test.go
new file mode 100644
index 00000000000..56f76565616
--- /dev/null
+++ b/terraform/provider/litellm/client_test.go
@@ -0,0 +1,71 @@
+package litellm
+
+import (
+	"strings"
+	"testing"
+)
+
+func TestRedactSensitiveDataNestedCredentialValues(t *testing.T) {
+	c := NewClient("http://localhost:4000", "sk-test", false)
+
+	input := `{"credential_name":"azure-cred","credential_values":{"api_key":"sk-secret-123","config":{"region":"us-east-1","client_secret":"nested-secret"}}}`
+	got := c.redactSensitiveData(input)
+
+	for _, leaked := range []string{"sk-secret-123", "us-east-1", "nested-secret"} {
+		if strings.Contains(got, leaked) {
+			t.Errorf("redacted output leaked %q: %s", leaked, got)
+		}
+	}
+	if !strings.Contains(got, `"credential_values":"[REDACTED]"`) {
+		t.Errorf("credential_values not redacted: %s", got)
+	}
+	if !strings.Contains(got, `"credential_name":"azure-cred"`) {
+		t.Errorf("non-sensitive field mangled: %s", got)
+	}
+}
+
+func TestRedactSensitiveDataDeeplyNestedSensitiveKeys(t *testing.T) {
+	c := NewClient("http://localhost:4000", "sk-test", false)
+
+	input := `{"data":[{"litellm_params":{"model":"gpt-4","api_key":"sk-deep-456","aws_secret_access_key":"aws-secret"}}]}`
+	got := c.redactSensitiveData(input)
+
+	for _, leaked := range []string{"sk-deep-456", "aws-secret"} {
+		if strings.Contains(got, leaked) {
+			t.Errorf("redacted output leaked %q: %s", leaked, got)
+		}
+	}
+	if !strings.Contains(got, `"model":"gpt-4"`) {
+		t.Errorf("non-sensitive field mangled: %s", got)
+	}
+}
+
+func TestRedactSensitiveDataTopLevelStringFields(t *testing.T) {
+	c := NewClient("http://localhost:4000", "sk-test", false)
+
+	input := `{"model_api_key":"sk-top-789","vertex_credentials":"{\"type\":\"service_account\"}","team_alias":"eng"}`
+	got := c.redactSensitiveData(input)
+
+	for _, leaked := range []string{"sk-top-789", "service_account"} {
+		if strings.Contains(got, leaked) {
+			t.Errorf("redacted output leaked %q: %s", leaked, got)
+		}
+	}
+	if !strings.Contains(got, `"team_alias":"eng"`) {
+		t.Errorf("non-sensitive field mangled: %s", got)
+	}
+}
+
+func TestRedactSensitiveDataNonJSONFallback(t *testing.T) {
+	c := NewClient("http://localhost:4000", "sk-test", false)
+
+	input := `error before "api_key": "sk-fallback-000" after`
+	got := c.redactSensitiveData(input)
+
+	if strings.Contains(got, "sk-fallback-000") {
+		t.Errorf("fallback redaction leaked secret: %s", got)
+	}
+	if !strings.Contains(got, "[REDACTED]") {
+		t.Errorf("fallback redaction did not redact: %s", got)
+	}
+}
diff --git a/terraform/provider/litellm/data_source_credential.go b/terraform/provider/litellm/data_source_credential.go
new file mode 100644
index 00000000000..e4533546a67
--- /dev/null
+++ b/terraform/provider/litellm/data_source_credential.go
@@ -0,0 +1,73 @@
+package litellm
+
+import (
+	"fmt"
+	"net/http"
+
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+)
+
+func dataSourceLiteLLMCredential() *schema.Resource {
+	return &schema.Resource{
+		Read: dataSourceLiteLLMCredentialRead,
+
+		Schema: map[string]*schema.Schema{
+			"credential_name": {
+				Type:        schema.TypeString,
+				Required:    true,
+				Description: "Name of the credential to retrieve",
+			},
+			"model_id": {
+				Type:        schema.TypeString,
+				Optional:    true,
+				Description: "Model ID associated with this credential",
+			},
+			"credential_info": {
+				Type:        schema.TypeMap,
+				Computed:    true,
+				Elem:        &schema.Schema{Type: schema.TypeString},
+				Description: "Additional information about the credential",
+			},
+			// Note: credential_values are not exposed in data sources for security reasons
+		},
+	}
+}
+
+func dataSourceLiteLLMCredentialRead(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+	credentialName := d.Get("credential_name").(string)
+	modelID := d.Get("model_id").(string)
+
+	// Use the same endpoint as the resource read operation
+	endpoint := fmt.Sprintf("/credentials/by_name/%s", credentialName)
+	if modelID != "" {
+		endpoint += fmt.Sprintf("?model_id=%s", modelID)
+	}
+
+	resp, err := MakeRequest(client, "GET", endpoint, nil)
+	if err != nil {
+		return fmt.Errorf("failed to read credential: %w", err)
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode == http.StatusNotFound {
+		return fmt.Errorf("credential '%s' not found", credentialName)
+	}
+
+	var credentialResp CredentialResponse
+	err = handleCredentialAPIResponse(resp, &credentialResp, client)
+	if err != nil {
+		if err.Error() == "credential_not_found" {
+			return fmt.Errorf("credential '%s' not found", credentialName)
+		}
+		return fmt.Errorf("failed to read credential: %w", err)
+	}
+
+	// Set the data source ID to the credential name
+	d.SetId(credentialResp.CredentialName)
+	d.Set("credential_name", credentialResp.CredentialName)
+	d.Set("credential_info", credentialResp.CredentialInfo)
+	// Note: We don't expose credential_values in data sources for security reasons
+
+	return nil
+}
diff --git a/terraform/provider/litellm/data_source_vector_store.go b/terraform/provider/litellm/data_source_vector_store.go
new file mode 100644
index 00000000000..d39a2f92af4
--- /dev/null
+++ b/terraform/provider/litellm/data_source_vector_store.go
@@ -0,0 +1,107 @@
+package litellm
+
+import (
+	"fmt"
+	"net/http"
+
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+)
+
+func dataSourceLiteLLMVectorStore() *schema.Resource {
+	return &schema.Resource{
+		Read: dataSourceLiteLLMVectorStoreRead,
+
+		Schema: map[string]*schema.Schema{
+			"vector_store_id": {
+				Type:        schema.TypeString,
+				Required:    true,
+				Description: "Unique identifier for the vector store to retrieve",
+			},
+			"vector_store_name": {
+				Type:        schema.TypeString,
+				Computed:    true,
+				Description: "Name of the vector store",
+			},
+			"custom_llm_provider": {
+				Type:        schema.TypeString,
+				Computed:    true,
+				Description: "Custom LLM provider for the vector store",
+			},
+			"vector_store_description": {
+				Type:        schema.TypeString,
+				Computed:    true,
+				Description: "Description of the vector store",
+			},
+			"vector_store_metadata": {
+				Type:        schema.TypeMap,
+				Computed:    true,
+				Elem:        &schema.Schema{Type: schema.TypeString},
+				Description: "Metadata associated with the vector store",
+			},
+			"litellm_credential_name": {
+				Type:        schema.TypeString,
+				Computed:    true,
+				Description: "Name of the LiteLLM credential used",
+			},
+			"litellm_params": {
+				Type:        schema.TypeMap,
+				Computed:    true,
+				Elem:        &schema.Schema{Type: schema.TypeString},
+				Description: "Additional LiteLLM parameters",
+			},
+			"created_at": {
+				Type:        schema.TypeString,
+				Computed:    true,
+				Description: "Timestamp when the vector store was created",
+			},
+			"updated_at": {
+				Type:        schema.TypeString,
+				Computed:    true,
+				Description: "Timestamp when the vector store was last updated",
+			},
+		},
+	}
+}
+
+func dataSourceLiteLLMVectorStoreRead(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+	vectorStoreID := d.Get("vector_store_id").(string)
+
+	// Use the info endpoint to get vector store details
+	infoRequest := VectorStoreInfoRequest{
+		VectorStoreID: vectorStoreID,
+	}
+
+	resp, err := MakeRequest(client, "POST", "/vector_store/info", infoRequest)
+	if err != nil {
+		return fmt.Errorf("failed to read vector store: %w", err)
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode == http.StatusNotFound {
+		return fmt.Errorf("vector store '%s' not found", vectorStoreID)
+	}
+
+	var vectorStoreResp VectorStoreResponse
+	err = handleVectorStoreAPIResponse(resp, &vectorStoreResp, client)
+	if err != nil {
+		if err.Error() == "vector_store_not_found" {
+			return fmt.Errorf("vector store '%s' not found", vectorStoreID)
+		}
+		return fmt.Errorf("failed to read vector store: %w", err)
+	}
+
+	// Set the data source ID to the vector store ID
+	d.SetId(vectorStoreResp.VectorStoreID)
+	d.Set("vector_store_id", vectorStoreResp.VectorStoreID)
+	d.Set("vector_store_name", vectorStoreResp.VectorStoreName)
+	d.Set("custom_llm_provider", vectorStoreResp.CustomLLMProvider)
+	d.Set("vector_store_description", vectorStoreResp.VectorStoreDescription)
+	d.Set("vector_store_metadata", vectorStoreResp.VectorStoreMetadata)
+	d.Set("litellm_credential_name", vectorStoreResp.LiteLLMCredentialName)
+	d.Set("litellm_params", vectorStoreResp.LiteLLMParams)
+	d.Set("created_at", vectorStoreResp.CreatedAt)
+	d.Set("updated_at", vectorStoreResp.UpdatedAt)
+
+	return nil
+}
diff --git a/terraform/provider/litellm/provider.go b/terraform/provider/litellm/provider.go
new file mode 100644
index 00000000000..57f9cc24183
--- /dev/null
+++ b/terraform/provider/litellm/provider.go
@@ -0,0 +1,63 @@
+package litellm
+
+import (
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+)
+
+// Provider returns a terraform.ResourceProvider.
+func Provider() *schema.Provider {
+	return &schema.Provider{
+		ResourcesMap: map[string]*schema.Resource{
+			"litellm_model":                   resourceLiteLLMModel(),
+			"litellm_team":                    ResourceLiteLLMTeam(),
+			"litellm_organization":            resourceLiteLLMOrganization(),
+			"litellm_organization_member":     resourceLiteLLMOrganizationMember(),
+			"litellm_organization_member_add": resourceLiteLLMOrganizationMemberAdd(),
+			"litellm_team_member":             resourceLiteLLMTeamMember(),
+			"litellm_team_member_add":         resourceLiteLLMTeamMemberAdd(),
+			"litellm_key":                     resourceKey(),
+			"litellm_mcp_server":              resourceLiteLLMMCPServer(),
+			"litellm_credential":              resourceLiteLLMCredential(),
+			"litellm_vector_store":            resourceLiteLLMVectorStore(),
+		},
+		DataSourcesMap: map[string]*schema.Resource{
+			"litellm_credential":   dataSourceLiteLLMCredential(),
+			"litellm_vector_store": dataSourceLiteLLMVectorStore(),
+		},
+		Schema: map[string]*schema.Schema{
+			"api_base": {
+				Type:        schema.TypeString,
+				Required:    true,
+				Sensitive:   false,
+				DefaultFunc: schema.EnvDefaultFunc("LITELLM_API_BASE", nil),
+				Description: "The base URL of the LiteLLM API",
+			},
+			"api_key": {
+				Type:        schema.TypeString,
+				Required:    true,
+				Sensitive:   true,
+				DefaultFunc: schema.EnvDefaultFunc("LITELLM_API_KEY", nil),
+				Description: "The API key for authenticating with LiteLLM",
+			},
+			"insecure_skip_verify": {
+				Type:        schema.TypeBool,
+				Optional:    true,
+				Default:     false,
+				DefaultFunc: schema.EnvDefaultFunc("LITELLM_INSECURE_SKIP_VERIFY", false),
+				Description: "Skip TLS certificate verification. Only use for development or when using self-signed certificates",
+			},
+		},
+		ConfigureFunc: providerConfigure,
+	}
+}
+
+// providerConfigure configures the provider with the given schema data.
+func providerConfigure(d *schema.ResourceData) (interface{}, error) {
+	config := ProviderConfig{
+		APIBase:            d.Get("api_base").(string),
+		APIKey:             d.Get("api_key").(string),
+		InsecureSkipVerify: d.Get("insecure_skip_verify").(bool),
+	}
+
+	return NewClient(config.APIBase, config.APIKey, config.InsecureSkipVerify), nil
+}
diff --git a/terraform/provider/litellm/provider_test.go b/terraform/provider/litellm/provider_test.go
new file mode 100644
index 00000000000..00817e7c410
--- /dev/null
+++ b/terraform/provider/litellm/provider_test.go
@@ -0,0 +1,83 @@
+package litellm
+
+import (
+	"os"
+	"strings"
+	"testing"
+
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+)
+
+var testAccProviders map[string]*schema.Provider
+var testAccProvider *schema.Provider
+
+func init() {
+	testAccProvider = Provider()
+	testAccProviders = map[string]*schema.Provider{
+		"litellm": testAccProvider,
+	}
+}
+
+func TestProvider(t *testing.T) {
+	if err := Provider().InternalValidate(); err != nil {
+		t.Fatalf("err: %s", err)
+	}
+}
+
+func TestProvider_impl(t *testing.T) {
+	var _ *schema.Provider = Provider()
+}
+
+func testAccPreCheck(t *testing.T) {
+	if v := os.Getenv("LITELLM_API_BASE"); v == "" {
+		t.Fatal("LITELLM_API_BASE must be set for acceptance tests")
+	}
+	if v := os.Getenv("LITELLM_API_KEY"); v == "" {
+		t.Fatal("LITELLM_API_KEY must be set for acceptance tests")
+	}
+
+	// Create test users needed for organization member tests
+	createTestUsers(t)
+}
+
+func createTestUsers(t *testing.T) {
+	apiBase := os.Getenv("LITELLM_API_BASE")
+	apiKey := os.Getenv("LITELLM_API_KEY")
+
+	if apiBase == "" || apiKey == "" {
+		return
+	}
+
+	client := NewClient(apiBase, apiKey, false)
+
+	// Create test users
+	users := []map[string]interface{}{
+		{
+			"user_id":    "test-user-1",
+			"user_email": "test-user-1@example.com",
+			"user_role":  "internal_user",
+		},
+		{
+			"user_id":    "bulk-user-1",
+			"user_email": "bulk-user-1@example.com",
+			"user_role":  "internal_user",
+		},
+		{
+			"user_id":    "bulk-user-2",
+			"user_email": "bulk-user-2@example.com",
+			"user_role":  "internal_user",
+		},
+	}
+
+	for _, user := range users {
+		_, err := client.sendRequest("POST", "/user/new", user)
+		if err != nil {
+			// Silently ignore if user already exists (400 error)
+			// This is expected when running tests multiple times
+			errStr := err.Error()
+			if !strings.Contains(errStr, "400") && !strings.Contains(errStr, "already exists") {
+				t.Logf("Warning: Could not create user %s: %v", user["user_id"], err)
+			}
+		}
+	}
+}
diff --git a/terraform/provider/litellm/resource_credential.go b/terraform/provider/litellm/resource_credential.go
new file mode 100644
index 00000000000..f668a46a324
--- /dev/null
+++ b/terraform/provider/litellm/resource_credential.go
@@ -0,0 +1,44 @@
+package litellm
+
+import (
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+)
+
+func resourceLiteLLMCredential() *schema.Resource {
+	return &schema.Resource{
+		Create: resourceLiteLLMCredentialCreate,
+		Read:   resourceLiteLLMCredentialRead,
+		Update: resourceLiteLLMCredentialUpdate,
+		Delete: resourceLiteLLMCredentialDelete,
+		Importer: &schema.ResourceImporter{
+			StateContext: schema.ImportStatePassthroughContext,
+		},
+
+		Schema: map[string]*schema.Schema{
+			"credential_name": {
+				Type:        schema.TypeString,
+				Required:    true,
+				ForceNew:    true,
+				Description: "Name of the credential",
+			},
+			"model_id": {
+				Type:        schema.TypeString,
+				Optional:    true,
+				Description: "Model ID associated with this credential",
+			},
+			"credential_info": {
+				Type:        schema.TypeMap,
+				Optional:    true,
+				Elem:        &schema.Schema{Type: schema.TypeString},
+				Description: "Additional information about the credential",
+			},
+			"credential_values": {
+				Type:        schema.TypeMap,
+				Required:    true,
+				Sensitive:   true,
+				Elem:        &schema.Schema{Type: schema.TypeString},
+				Description: "Sensitive credential values (API keys, tokens, etc.)",
+			},
+		},
+	}
+}
diff --git a/terraform/provider/litellm/resource_credential_crud.go b/terraform/provider/litellm/resource_credential_crud.go
new file mode 100644
index 00000000000..dd9aef64f76
--- /dev/null
+++ b/terraform/provider/litellm/resource_credential_crud.go
@@ -0,0 +1,204 @@
+package litellm
+
+import (
+	"fmt"
+	"log"
+	"net/http"
+	"strings"
+	"time"
+
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+)
+
+// retryCredentialRead attempts to read a credential with exponential backoff.
+// If the read path clears the ID (e.g., transient 404 right after create),
+// we treat it as retryable instead of accepting an empty state.
+func retryCredentialRead(d *schema.ResourceData, m interface{}, maxRetries int) error {
+	var err error
+	delay := 1 * time.Second
+	maxDelay := 10 * time.Second
+	origID := d.Id()
+
+	for i := 0; i < maxRetries; i++ {
+		log.Printf("[INFO] Attempting to read credential (attempt %d/%d)", i+1, maxRetries)
+
+		err = resourceLiteLLMCredentialRead(d, m)
+		// If read succeeded but wiped the ID, treat as not found so we retry.
+		if err == nil && d.Id() == "" {
+			d.SetId(origID)
+			err = fmt.Errorf("credential_not_found")
+		}
+
+		if err == nil {
+			log.Printf("[INFO] Successfully read credential after %d attempts", i+1)
+			return nil
+		}
+
+		if !strings.Contains(err.Error(), "credential_not_found") {
+			return err
+		}
+
+		if i < maxRetries-1 {
+			log.Printf("[INFO] Credential not found yet, retrying in %v...", delay)
+			time.Sleep(delay)
+
+			delay *= 2
+			if delay > maxDelay {
+				delay = maxDelay
+			}
+		}
+	}
+
+	log.Printf("[WARN] Failed to read credential after %d attempts: %v", maxRetries, err)
+	return err
+}
+
+func resourceLiteLLMCredentialCreate(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+
+	credentialName := d.Get("credential_name").(string)
+	modelID := d.Get("model_id").(string)
+	credentialInfo := d.Get("credential_info").(map[string]interface{})
+	credentialValues := d.Get("credential_values").(map[string]interface{})
+
+	// Convert credential_info to map[string]interface{} for JSON
+	credInfoMap := make(map[string]interface{})
+	for k, v := range credentialInfo {
+		credInfoMap[k] = v
+	}
+
+	// Convert credential_values to map[string]interface{} for JSON
+	credValuesMap := make(map[string]interface{})
+	for k, v := range credentialValues {
+		credValuesMap[k] = v
+	}
+
+	credentialRequest := CredentialRequest{
+		CredentialName:   credentialName,
+		ModelID:          modelID,
+		CredentialInfo:   credInfoMap,
+		CredentialValues: credValuesMap,
+	}
+
+	resp, err := MakeRequest(client, "POST", "/credentials", credentialRequest)
+	if err != nil {
+		return fmt.Errorf("failed to create credential: %w", err)
+	}
+	defer resp.Body.Close()
+
+	err = handleCredentialAPIResponse(resp, nil, client)
+	if err != nil {
+		return fmt.Errorf("failed to create credential: %w", err)
+	}
+
+	// Set the resource ID to the credential name
+	d.SetId(credentialName)
+
+	log.Printf("[INFO] Credential created with name %s. Starting retry mechanism to read the credential...", credentialName)
+	return retryCredentialRead(d, m, 5)
+}
+
+func resourceLiteLLMCredentialRead(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+	credentialName := d.Id()
+
+	// Try to get credential by name first
+	modelID := d.Get("model_id").(string)
+	endpoint := fmt.Sprintf("/credentials/by_name/%s", credentialName)
+	if modelID != "" {
+		endpoint += fmt.Sprintf("?model_id=%s", modelID)
+	}
+
+	resp, err := MakeRequest(client, "GET", endpoint, nil)
+	if err != nil {
+		return fmt.Errorf("failed to read credential: %w", err)
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode == http.StatusNotFound {
+		d.SetId("")
+		return nil
+	}
+
+	var credentialResp CredentialResponse
+	err = handleCredentialAPIResponse(resp, &credentialResp, client)
+	if err != nil {
+		if err.Error() == "credential_not_found" {
+			d.SetId("")
+			return nil
+		}
+		return fmt.Errorf("failed to read credential: %w", err)
+	}
+
+	d.Set("credential_name", credentialResp.CredentialName)
+	d.Set("credential_info", credentialResp.CredentialInfo)
+	// Note: We don't set credential_values from the response for security reasons
+	// The API might not return sensitive values, and we want to preserve what's in state
+
+	return nil
+}
+
+func resourceLiteLLMCredentialUpdate(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+	credentialName := d.Id()
+
+	credentialInfo := d.Get("credential_info").(map[string]interface{})
+	credentialValues := d.Get("credential_values").(map[string]interface{})
+
+	// Convert credential_info to map[string]interface{} for JSON
+	credInfoMap := make(map[string]interface{})
+	for k, v := range credentialInfo {
+		credInfoMap[k] = v
+	}
+
+	// Convert credential_values to map[string]interface{} for JSON
+	credValuesMap := make(map[string]interface{})
+	for k, v := range credentialValues {
+		credValuesMap[k] = v
+	}
+
+	credentialRequest := CredentialRequest{
+		CredentialName:   credentialName,
+		CredentialInfo:   credInfoMap,
+		CredentialValues: credValuesMap,
+	}
+
+	endpoint := fmt.Sprintf("/credentials/%s", credentialName)
+	resp, err := MakeRequest(client, "PATCH", endpoint, credentialRequest)
+	if err != nil {
+		return fmt.Errorf("failed to update credential: %w", err)
+	}
+	defer resp.Body.Close()
+
+	err = handleCredentialAPIResponse(resp, nil, client)
+	if err != nil {
+		return fmt.Errorf("failed to update credential: %w", err)
+	}
+
+	log.Printf("[INFO] Credential updated with name %s. Starting retry mechanism to read the credential...", credentialName)
+	return retryCredentialRead(d, m, 5)
+}
+
+func resourceLiteLLMCredentialDelete(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+	credentialName := d.Id()
+
+	endpoint := fmt.Sprintf("/credentials/%s", credentialName)
+	resp, err := MakeRequest(client, "DELETE", endpoint, nil)
+	if err != nil {
+		return fmt.Errorf("failed to delete credential: %w", err)
+	}
+	defer resp.Body.Close()
+
+	err = handleCredentialAPIResponse(resp, nil, client)
+	if err != nil {
+		if err.Error() == "credential_not_found" {
+			d.SetId("")
+			return nil
+		}
+		return fmt.Errorf("failed to delete credential: %w", err)
+	}
+
+	d.SetId("")
+	return nil
+}
diff --git a/terraform/provider/litellm/resource_credential_crud_test.go b/terraform/provider/litellm/resource_credential_crud_test.go
new file mode 100644
index 00000000000..3398e58dd13
--- /dev/null
+++ b/terraform/provider/litellm/resource_credential_crud_test.go
@@ -0,0 +1,201 @@
+package litellm
+
+import (
+	"encoding/json"
+	"fmt"
+	"net/http"
+	"net/http/httptest"
+	"sync/atomic"
+	"testing"
+
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+)
+
+// newTestResourceData creates a *schema.ResourceData with the credential schema,
+// sets the ID and populates the required fields.
+func newTestResourceData(t *testing.T, id string) *schema.ResourceData {
+	t.Helper()
+	d := schema.TestResourceDataRaw(t, resourceLiteLLMCredential().Schema, map[string]interface{}{
+		"credential_name":   id,
+		"model_id":          "",
+		"credential_info":   map[string]interface{}{},
+		"credential_values": map[string]interface{}{"key": "val"},
+	})
+	d.SetId(id)
+	return d
+}
+
+func TestRetryCredentialRead_SuccessOnFirstAttempt(t *testing.T) {
+	resp := CredentialResponse{
+		CredentialName: "test-cred",
+		CredentialInfo: map[string]interface{}{"provider": "aws"},
+	}
+	body, _ := json.Marshal(resp)
+
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		w.Header().Set("Content-Type", "application/json")
+		w.WriteHeader(http.StatusOK)
+		w.Write(body)
+	}))
+	defer srv.Close()
+
+	client := NewClient(srv.URL, "test-key", true)
+	d := newTestResourceData(t, "test-cred")
+
+	err := retryCredentialRead(d, client, 3)
+	if err != nil {
+		t.Fatalf("expected nil error, got: %v", err)
+	}
+	if d.Id() != "test-cred" {
+		t.Fatalf("expected ID 'test-cred', got %q", d.Id())
+	}
+}
+
+func TestRetryCredentialRead_SuccessAfterRetries(t *testing.T) {
+	resp := CredentialResponse{
+		CredentialName: "test-cred",
+		CredentialInfo: map[string]interface{}{"provider": "aws"},
+	}
+	body, _ := json.Marshal(resp)
+
+	var callCount int32
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		n := atomic.AddInt32(&callCount, 1)
+		w.Header().Set("Content-Type", "application/json")
+		if n <= 2 {
+			// First two calls return 404, triggering retry
+			w.WriteHeader(http.StatusNotFound)
+			return
+		}
+		w.WriteHeader(http.StatusOK)
+		w.Write(body)
+	}))
+	defer srv.Close()
+
+	client := NewClient(srv.URL, "test-key", true)
+	d := newTestResourceData(t, "test-cred")
+
+	err := retryCredentialRead(d, client, 3)
+	if err != nil {
+		t.Fatalf("expected nil error, got: %v", err)
+	}
+	if d.Id() != "test-cred" {
+		t.Fatalf("expected ID 'test-cred', got %q", d.Id())
+	}
+	if atomic.LoadInt32(&callCount) != 3 {
+		t.Fatalf("expected 3 HTTP calls, got %d", callCount)
+	}
+}
+
+func TestRetryCredentialRead_ExhaustsRetries(t *testing.T) {
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		w.WriteHeader(http.StatusNotFound)
+	}))
+	defer srv.Close()
+
+	client := NewClient(srv.URL, "test-key", true)
+	d := newTestResourceData(t, "test-cred")
+
+	err := retryCredentialRead(d, client, 2)
+	if err == nil {
+		t.Fatal("expected error after exhausting retries, got nil")
+	}
+	if err.Error() != "credential_not_found" {
+		t.Fatalf("expected 'credential_not_found' error, got: %v", err)
+	}
+	// ID should still be restored (not wiped)
+	if d.Id() != "test-cred" {
+		t.Fatalf("expected ID to be restored to 'test-cred', got %q", d.Id())
+	}
+}
+
+func TestRetryCredentialRead_NonRetryableError(t *testing.T) {
+	var callCount int32
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		atomic.AddInt32(&callCount, 1)
+		w.WriteHeader(http.StatusInternalServerError)
+		w.Write([]byte(`{"error": "internal server error"}`))
+	}))
+	defer srv.Close()
+
+	client := NewClient(srv.URL, "test-key", true)
+	d := newTestResourceData(t, "test-cred")
+
+	err := retryCredentialRead(d, client, 3)
+	if err == nil {
+		t.Fatal("expected error for 500 response, got nil")
+	}
+	// Should fail on first attempt without retrying
+	if atomic.LoadInt32(&callCount) != 1 {
+		t.Fatalf("expected 1 HTTP call (no retries for non-retryable error), got %d", callCount)
+	}
+}
+
+func TestRetryCredentialRead_IDRestoredBetweenRetries(t *testing.T) {
+	// Verify the ID is restored after each failed attempt where the read clears it.
+	// resourceLiteLLMCredentialRead sets ID to "" on 404, and retryCredentialRead
+	// should restore it before the next attempt.
+	resp := CredentialResponse{
+		CredentialName: "my-cred",
+		CredentialInfo: map[string]interface{}{},
+	}
+	body, _ := json.Marshal(resp)
+
+	var callCount int32
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		n := atomic.AddInt32(&callCount, 1)
+		w.Header().Set("Content-Type", "application/json")
+		if n == 1 {
+			w.WriteHeader(http.StatusNotFound)
+			return
+		}
+		w.WriteHeader(http.StatusOK)
+		w.Write(body)
+	}))
+	defer srv.Close()
+
+	client := NewClient(srv.URL, "test-key", true)
+	d := newTestResourceData(t, "my-cred")
+
+	err := retryCredentialRead(d, client, 2)
+	if err != nil {
+		t.Fatalf("expected nil error, got: %v", err)
+	}
+	if d.Id() != "my-cred" {
+		t.Fatalf("expected ID 'my-cred', got %q", d.Id())
+	}
+}
+
+func TestRetryCredentialRead_MaxRetriesOne(t *testing.T) {
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		w.WriteHeader(http.StatusNotFound)
+	}))
+	defer srv.Close()
+
+	client := NewClient(srv.URL, "test-key", true)
+	d := newTestResourceData(t, "test-cred")
+
+	err := retryCredentialRead(d, client, 1)
+	if err == nil {
+		t.Fatal("expected error with maxRetries=1 and always-404, got nil")
+	}
+	if err.Error() != "credential_not_found" {
+		t.Fatalf("expected 'credential_not_found', got: %v", err)
+	}
+}
+
+func TestRetryCredentialRead_ConnectionError(t *testing.T) {
+	// Point to a server that's already closed to simulate connection failure
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {}))
+	srv.Close()
+
+	client := NewClient(srv.URL, "test-key", true)
+	d := newTestResourceData(t, "test-cred")
+
+	err := retryCredentialRead(d, client, 1)
+	if err == nil {
+		t.Fatal("expected error for connection failure, got nil")
+	}
+	// Connection error should not be retried (not a "credential_not_found")
+	fmt.Printf("connection error (expected): %v\n", err)
+}
diff --git a/terraform/provider/litellm/resource_key.go b/terraform/provider/litellm/resource_key.go
new file mode 100644
index 00000000000..5c80198cf6a
--- /dev/null
+++ b/terraform/provider/litellm/resource_key.go
@@ -0,0 +1,319 @@
+package litellm
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/hashicorp/terraform-plugin-sdk/v2/diag"
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+)
+
+func resourceKey() *schema.Resource {
+	return &schema.Resource{
+		CreateContext: resourceKeyCreate,
+		ReadContext:   resourceKeyRead,
+		UpdateContext: resourceKeyUpdate,
+		DeleteContext: resourceKeyDelete,
+		Importer: &schema.ResourceImporter{
+			StateContext: schema.ImportStatePassthroughContext,
+		},
+		Schema: map[string]*schema.Schema{
+			"key": {
+				Type:      schema.TypeString,
+				Optional:  true,
+				WriteOnly: true,
+				Sensitive: true,
+			},
+			"token_id": {
+				Type:     schema.TypeString,
+				Computed: true,
+			},
+			"models": {
+				Type:     schema.TypeList,
+				Optional: true,
+				Elem:     &schema.Schema{Type: schema.TypeString},
+			},
+			"max_budget": {
+				Type:     schema.TypeFloat,
+				Optional: true,
+				Computed: true,
+			},
+			"user_id": {
+				Type:     schema.TypeString,
+				Optional: true,
+			},
+			"team_id": {
+				Type:     schema.TypeString,
+				Optional: true,
+			},
+			"max_parallel_requests": {
+				Type:     schema.TypeInt,
+				Optional: true,
+				Computed: true,
+			},
+			"metadata": {
+				Type:     schema.TypeMap,
+				Optional: true,
+				Elem:     &schema.Schema{Type: schema.TypeString},
+			},
+			"tpm_limit": {
+				Type:     schema.TypeInt,
+				Optional: true,
+				Computed: true,
+			},
+			"rpm_limit": {
+				Type:     schema.TypeInt,
+				Optional: true,
+				Computed: true,
+			},
+			"budget_duration": {
+				Type:     schema.TypeString,
+				Optional: true,
+			},
+			"allowed_cache_controls": {
+				Type:     schema.TypeList,
+				Optional: true,
+				Elem:     &schema.Schema{Type: schema.TypeString},
+			},
+			"soft_budget": {
+				Type:     schema.TypeFloat,
+				Optional: true,
+				Computed: true,
+			},
+			"key_alias": {
+				Type:     schema.TypeString,
+				Optional: true,
+			},
+			"duration": {
+				Type:     schema.TypeString,
+				Optional: true,
+			},
+			"aliases": {
+				Type:     schema.TypeMap,
+				Optional: true,
+				Elem:     &schema.Schema{Type: schema.TypeString},
+			},
+			"config": {
+				Type:     schema.TypeMap,
+				Optional: true,
+				Elem:     &schema.Schema{Type: schema.TypeString},
+			},
+			"permissions": {
+				Type:     schema.TypeMap,
+				Optional: true,
+				Elem:     &schema.Schema{Type: schema.TypeString},
+			},
+			"model_max_budget": {
+				Type:     schema.TypeMap,
+				Optional: true,
+				Elem:     &schema.Schema{Type: schema.TypeFloat, Computed: true},
+			},
+			"model_rpm_limit": {
+				Type:     schema.TypeMap,
+				Optional: true,
+				Elem:     &schema.Schema{Type: schema.TypeInt, Computed: true},
+			},
+			"model_tpm_limit": {
+				Type:     schema.TypeMap,
+				Optional: true,
+				Elem:     &schema.Schema{Type: schema.TypeInt, Computed: true},
+			},
+			"guardrails": {
+				Type:     schema.TypeList,
+				Optional: true,
+				Elem:     &schema.Schema{Type: schema.TypeString},
+			},
+			"blocked": {
+				Type:     schema.TypeBool,
+				Optional: true,
+			},
+			"tags": {
+				Type:     schema.TypeList,
+				Optional: true,
+				Elem:     &schema.Schema{Type: schema.TypeString},
+			},
+			"spend": {
+				Type:     schema.TypeFloat,
+				Computed: true,
+			},
+		},
+	}
+}
+
+func resourceKeyCreate(ctx context.Context, d *schema.ResourceData, m interface{}) diag.Diagnostics {
+	c := m.(*Client)
+
+	key := &Key{}
+	mapResourceDataToKey(d, key)
+
+	createdKey, err := c.CreateKey(key)
+	if err != nil {
+		return diag.FromErr(fmt.Errorf("error creating key: %s", err))
+	}
+
+	d.SetId(createdKey.TokenID)
+	// Set the write-only key value so it's available during this apply
+	// but will not be persisted to state.
+	d.Set("key", createdKey.Key)
+	return resourceKeyRead(ctx, d, m)
+}
+
+func resourceKeyRead(ctx context.Context, d *schema.ResourceData, m interface{}) diag.Diagnostics {
+	c := m.(*Client)
+
+	key, err := c.GetKey(d.Id())
+	if err != nil {
+		return diag.FromErr(fmt.Errorf("error reading key: %s", err))
+	}
+
+	if key == nil {
+		d.SetId("")
+		return nil
+	}
+
+	mapKeyToResourceData(d, key)
+	return nil
+}
+
+func resourceKeyUpdate(ctx context.Context, d *schema.ResourceData, m interface{}) diag.Diagnostics {
+	c := m.(*Client)
+
+	key := &Key{Key: d.Id()}
+	mapResourceDataToKey(d, key)
+
+	_, err := c.UpdateKey(key)
+	if err != nil {
+		return diag.FromErr(fmt.Errorf("error updating key: %s", err))
+	}
+
+	return resourceKeyRead(ctx, d, m)
+}
+
+func resourceKeyDelete(ctx context.Context, d *schema.ResourceData, m interface{}) diag.Diagnostics {
+	c := m.(*Client)
+
+	err := c.DeleteKey(d.Id())
+	if err != nil {
+		return diag.FromErr(fmt.Errorf("error deleting key: %s", err))
+	}
+
+	d.SetId("")
+	return nil
+}
+
+func mapResourceDataToKey(d *schema.ResourceData, key *Key) {
+	key.Models = expandStringList(d.Get("models").([]interface{}))
+	if v, ok := d.GetOk("max_budget"); ok {
+		val := v.(float64)
+		key.MaxBudget = &val
+	}
+	key.UserID = d.Get("user_id").(string)
+	key.TeamID = d.Get("team_id").(string)
+	if v, ok := d.GetOk("max_parallel_requests"); ok {
+		val := v.(int)
+		key.MaxParallelRequests = &val
+	}
+	key.Metadata = d.Get("metadata").(map[string]interface{})
+	if v, ok := d.GetOk("tpm_limit"); ok {
+		val := v.(int)
+		key.TPMLimit = &val
+	}
+	if v, ok := d.GetOk("rpm_limit"); ok {
+		val := v.(int)
+		key.RPMLimit = &val
+	}
+	key.BudgetDuration = d.Get("budget_duration").(string)
+	key.AllowedCacheControls = expandStringList(d.Get("allowed_cache_controls").([]interface{}))
+	if v, ok := d.GetOk("soft_budget"); ok {
+		val := v.(float64)
+		key.SoftBudget = &val
+	}
+	key.KeyAlias = d.Get("key_alias").(string)
+	key.Duration = d.Get("duration").(string)
+	key.Aliases = d.Get("aliases").(map[string]interface{})
+	key.Config = d.Get("config").(map[string]interface{})
+	key.Permissions = d.Get("permissions").(map[string]interface{})
+	key.ModelMaxBudget = d.Get("model_max_budget").(map[string]interface{})
+	key.ModelRPMLimit = d.Get("model_rpm_limit").(map[string]interface{})
+	key.ModelTPMLimit = d.Get("model_tpm_limit").(map[string]interface{})
+	key.Guardrails = expandStringList(d.Get("guardrails").([]interface{}))
+	key.Blocked = d.Get("blocked").(bool)
+	key.Tags = expandStringList(d.Get("tags").([]interface{}))
+}
+
+func mapKeyToResourceData(d *schema.ResourceData, key *Key) {
+	// token_id is the SHA-256 hash of the key, used as the resource ID.
+	// It is safe to store in state since it cannot be used to authenticate.
+	d.Set("token_id", d.Id())
+
+	// Note: "key" is write-only and must not be set here (Read operations).
+	// It is only set during Create so it is available during apply.
+
+	if len(key.Models) > 0 {
+		d.Set("models", key.Models)
+	}
+	if key.MaxBudget != nil {
+		d.Set("max_budget", *key.MaxBudget)
+	}
+	if key.UserID != "" {
+		d.Set("user_id", key.UserID)
+	}
+	if key.TeamID != "" {
+		d.Set("team_id", key.TeamID)
+	}
+	if key.MaxParallelRequests != nil {
+		d.Set("max_parallel_requests", *key.MaxParallelRequests)
+	}
+	if key.Metadata != nil {
+		d.Set("metadata", key.Metadata)
+	}
+	if key.TPMLimit != nil {
+		d.Set("tpm_limit", *key.TPMLimit)
+	}
+	if key.RPMLimit != nil {
+		d.Set("rpm_limit", *key.RPMLimit)
+	}
+	if key.BudgetDuration != "" {
+		d.Set("budget_duration", key.BudgetDuration)
+	}
+	if len(key.AllowedCacheControls) > 0 {
+		d.Set("allowed_cache_controls", key.AllowedCacheControls)
+	}
+	if key.SoftBudget != nil {
+		d.Set("soft_budget", *key.SoftBudget)
+	}
+	if key.KeyAlias != "" {
+		d.Set("key_alias", key.KeyAlias)
+	}
+	if key.Duration != "" {
+		d.Set("duration", key.Duration)
+	}
+	if key.Aliases != nil {
+		d.Set("aliases", key.Aliases)
+	}
+	if key.Config != nil {
+		d.Set("config", key.Config)
+	}
+	if key.Permissions != nil {
+		d.Set("permissions", key.Permissions)
+	}
+	if key.ModelMaxBudget != nil {
+		d.Set("model_max_budget", key.ModelMaxBudget)
+	}
+	if key.ModelRPMLimit != nil {
+		d.Set("model_rpm_limit", key.ModelRPMLimit)
+	}
+	if key.ModelTPMLimit != nil {
+		d.Set("model_tpm_limit", key.ModelTPMLimit)
+	}
+	if len(key.Guardrails) > 0 {
+		d.Set("guardrails", key.Guardrails)
+	}
+	d.Set("blocked", key.Blocked)
+	if len(key.Tags) > 0 {
+		d.Set("tags", key.Tags)
+	}
+	if key.Spend != 0 {
+		d.Set("spend", key.Spend)
+	}
+}
diff --git a/terraform/provider/litellm/resource_key_utils.go b/terraform/provider/litellm/resource_key_utils.go
new file mode 100644
index 00000000000..d426fec05b2
--- /dev/null
+++ b/terraform/provider/litellm/resource_key_utils.go
@@ -0,0 +1,230 @@
+package litellm
+
+import (
+	"fmt"
+	"log"
+
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+)
+
+func buildKeyData(d *schema.ResourceData) map[string]interface{} {
+	keyData := make(map[string]interface{})
+
+	if v, ok := d.GetOkExists("models"); ok {
+		models := expandStringList(v.([]interface{}))
+		if len(models) > 0 {
+			keyData["models"] = models
+		}
+	}
+	if v, ok := d.GetOkExists("max_budget"); ok {
+		keyData["max_budget"] = v.(float64)
+	}
+	if v, ok := d.GetOkExists("user_id"); ok {
+		keyData["user_id"] = v.(string)
+	}
+	if v, ok := d.GetOkExists("team_id"); ok {
+		keyData["team_id"] = v.(string)
+	}
+	if v, ok := d.GetOkExists("max_parallel_requests"); ok {
+		keyData["max_parallel_requests"] = v.(int)
+	}
+	if v, ok := d.GetOkExists("metadata"); ok {
+		keyData["metadata"] = v.(map[string]interface{})
+	}
+	if v, ok := d.GetOkExists("tpm_limit"); ok {
+		keyData["tpm_limit"] = v.(int)
+	}
+	if v, ok := d.GetOkExists("rpm_limit"); ok {
+		keyData["rpm_limit"] = v.(int)
+	}
+	if v, ok := d.GetOkExists("budget_duration"); ok {
+		keyData["budget_duration"] = v.(string)
+	}
+	if v, ok := d.GetOkExists("allowed_cache_controls"); ok {
+		cacheControls := expandStringList(v.([]interface{}))
+		if len(cacheControls) > 0 {
+			keyData["allowed_cache_controls"] = cacheControls
+		}
+	}
+	if v, ok := d.GetOkExists("soft_budget"); ok {
+		keyData["soft_budget"] = v.(float64)
+	}
+	if v, ok := d.GetOkExists("key_alias"); ok {
+		keyData["key_alias"] = v.(string)
+	}
+	if v, ok := d.GetOkExists("duration"); ok {
+		keyData["duration"] = v.(string)
+	}
+	if v, ok := d.GetOkExists("aliases"); ok {
+		keyData["aliases"] = v.(map[string]interface{})
+	}
+	if v, ok := d.GetOkExists("config"); ok {
+		keyData["config"] = v.(map[string]interface{})
+	}
+	if v, ok := d.GetOkExists("permissions"); ok {
+		keyData["permissions"] = v.(map[string]interface{})
+	}
+	if v, ok := d.GetOkExists("model_max_budget"); ok {
+		keyData["model_max_budget"] = v.(map[string]interface{})
+	}
+	if v, ok := d.GetOkExists("model_rpm_limit"); ok {
+		keyData["model_rpm_limit"] = v.(map[string]interface{})
+	}
+	if v, ok := d.GetOkExists("model_tpm_limit"); ok {
+		keyData["model_tpm_limit"] = v.(map[string]interface{})
+	}
+	if v, ok := d.GetOkExists("guardrails"); ok {
+		guardrails := expandStringList(v.([]interface{}))
+		if len(guardrails) > 0 {
+			keyData["guardrails"] = guardrails
+		}
+	}
+	if v, ok := d.GetOkExists("blocked"); ok {
+		keyData["blocked"] = v.(bool)
+	}
+	if v, ok := d.GetOkExists("tags"); ok {
+		tags := expandStringList(v.([]interface{}))
+		if len(tags) > 0 {
+			keyData["tags"] = tags
+		}
+	}
+
+	return keyData
+}
+
+func setKeyResourceData(d *schema.ResourceData, key *Key) error {
+	fields := map[string]interface{}{
+		"key":                    key.Key,
+		"models":                 key.Models,
+		"spend":                  key.Spend,
+		"user_id":                key.UserID,
+		"team_id":                key.TeamID,
+		"metadata":               key.Metadata,
+		"budget_duration":        key.BudgetDuration,
+		"allowed_cache_controls": key.AllowedCacheControls,
+		"key_alias":              key.KeyAlias,
+		"duration":               key.Duration,
+		"aliases":                key.Aliases,
+		"config":                 key.Config,
+		"permissions":            key.Permissions,
+		"model_max_budget":       key.ModelMaxBudget,
+		"model_rpm_limit":        key.ModelRPMLimit,
+		"model_tpm_limit":        key.ModelTPMLimit,
+		"guardrails":             key.Guardrails,
+		"blocked":                key.Blocked,
+		"tags":                   key.Tags,
+	}
+
+	for field, value := range fields {
+		if err := d.Set(field, value); err != nil {
+			log.Printf("[WARN] Error setting %s: %s", field, err)
+			return fmt.Errorf("error setting %s: %s", field, err)
+		}
+	}
+
+	// Handle pointer fields separately - only set if not nil
+	if key.MaxBudget != nil {
+		if err := d.Set("max_budget", *key.MaxBudget); err != nil {
+			return fmt.Errorf("error setting max_budget: %s", err)
+		}
+	}
+	if key.SoftBudget != nil {
+		if err := d.Set("soft_budget", *key.SoftBudget); err != nil {
+			return fmt.Errorf("error setting soft_budget: %s", err)
+		}
+	}
+	if key.MaxParallelRequests != nil {
+		if err := d.Set("max_parallel_requests", *key.MaxParallelRequests); err != nil {
+			return fmt.Errorf("error setting max_parallel_requests: %s", err)
+		}
+	}
+	if key.TPMLimit != nil {
+		if err := d.Set("tpm_limit", *key.TPMLimit); err != nil {
+			return fmt.Errorf("error setting tpm_limit: %s", err)
+		}
+	}
+	if key.RPMLimit != nil {
+		if err := d.Set("rpm_limit", *key.RPMLimit); err != nil {
+			return fmt.Errorf("error setting rpm_limit: %s", err)
+		}
+	}
+
+	return nil
+}
+
+func expandStringList(list []interface{}) []string {
+	result := make([]string, len(list))
+	for i, v := range list {
+		result[i] = v.(string)
+	}
+	return result
+}
+
+func mapToKey(data map[string]interface{}) *Key {
+	key := &Key{}
+	for k, v := range data {
+		switch k {
+		case "key":
+			key.Key = v.(string)
+		case "models":
+			key.Models = v.([]string)
+		case "max_budget":
+			if v, ok := v.(float64); ok {
+				key.MaxBudget = &v
+			}
+		case "user_id":
+			key.UserID = v.(string)
+		case "team_id":
+			key.TeamID = v.(string)
+		case "max_parallel_requests":
+			if v, ok := v.(int); ok {
+				key.MaxParallelRequests = &v
+			}
+		case "metadata":
+			key.Metadata = v.(map[string]interface{})
+		case "tpm_limit":
+			if v, ok := v.(int); ok {
+				key.TPMLimit = &v
+			}
+		case "rpm_limit":
+			if v, ok := v.(int); ok {
+				key.RPMLimit = &v
+			}
+		case "budget_duration":
+			key.BudgetDuration = v.(string)
+		case "allowed_cache_controls":
+			key.AllowedCacheControls = v.([]string)
+		case "soft_budget":
+			if v, ok := v.(float64); ok {
+				key.SoftBudget = &v
+			}
+		case "key_alias":
+			key.KeyAlias = v.(string)
+		case "duration":
+			key.Duration = v.(string)
+		case "aliases":
+			key.Aliases = v.(map[string]interface{})
+		case "config":
+			key.Config = v.(map[string]interface{})
+		case "permissions":
+			key.Permissions = v.(map[string]interface{})
+		case "model_max_budget":
+			key.ModelMaxBudget = v.(map[string]interface{})
+		case "model_rpm_limit":
+			key.ModelRPMLimit = v.(map[string]interface{})
+		case "model_tpm_limit":
+			key.ModelTPMLimit = v.(map[string]interface{})
+		case "guardrails":
+			key.Guardrails = v.([]string)
+		case "blocked":
+			key.Blocked = v.(bool)
+		case "tags":
+			key.Tags = v.([]string)
+		}
+	}
+	return key
+}
+
+func buildKeyForCreation(data map[string]interface{}) *Key {
+	return mapToKey(data)
+}
diff --git a/terraform/provider/litellm/resource_mcp_server.go b/terraform/provider/litellm/resource_mcp_server.go
new file mode 100644
index 00000000000..b3eaef4a468
--- /dev/null
+++ b/terraform/provider/litellm/resource_mcp_server.go
@@ -0,0 +1,176 @@
+package litellm
+
+import (
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/validation"
+)
+
+func resourceLiteLLMMCPServer() *schema.Resource {
+	return &schema.Resource{
+		Create: resourceLiteLLMMCPServerCreate,
+		Read:   resourceLiteLLMMCPServerRead,
+		Update: resourceLiteLLMMCPServerUpdate,
+		Delete: resourceLiteLLMMCPServerDelete,
+
+		Schema: map[string]*schema.Schema{
+			"server_name": {
+				Type:        schema.TypeString,
+				Required:    true,
+				Description: "Name of the MCP server",
+			},
+			"alias": {
+				Type:        schema.TypeString,
+				Optional:    true,
+				Description: "Alias for the MCP server",
+			},
+			"description": {
+				Type:        schema.TypeString,
+				Optional:    true,
+				Description: "Description of the MCP server",
+			},
+			"url": {
+				Type:        schema.TypeString,
+				Required:    true,
+				Description: "URL of the MCP server",
+			},
+			"transport": {
+				Type:     schema.TypeString,
+				Required: true,
+				ValidateFunc: validation.StringInSlice([]string{
+					"http",
+					"sse",
+					"stdio",
+				}, false),
+				Description: "Transport type for the MCP server (http, sse, stdio)",
+			},
+			"spec_version": {
+				Type:        schema.TypeString,
+				Optional:    true,
+				Default:     "2024-11-05",
+				Description: "MCP specification version",
+			},
+			"auth_type": {
+				Type:     schema.TypeString,
+				Optional: true,
+				Default:  "none",
+				ValidateFunc: validation.StringInSlice([]string{
+					"none",
+					"bearer",
+					"basic",
+				}, false),
+				Description: "Authentication type (none, bearer, basic)",
+			},
+			"mcp_access_groups": {
+				Type:        schema.TypeList,
+				Optional:    true,
+				Elem:        &schema.Schema{Type: schema.TypeString},
+				Description: "List of access groups for the MCP server",
+			},
+			"command": {
+				Type:        schema.TypeString,
+				Optional:    true,
+				Description: "Command to run for stdio transport",
+			},
+			"args": {
+				Type:        schema.TypeList,
+				Optional:    true,
+				Elem:        &schema.Schema{Type: schema.TypeString},
+				Description: "Arguments for the command (stdio transport)",
+			},
+			"env": {
+				Type:        schema.TypeMap,
+				Optional:    true,
+				Sensitive:   true,
+				Elem:        &schema.Schema{Type: schema.TypeString},
+				Description: "Environment variables for the command (stdio transport)",
+			},
+			"mcp_info": {
+				Type:        schema.TypeList,
+				Optional:    true,
+				MaxItems:    1,
+				Description: "MCP server information and configuration",
+				Elem: &schema.Resource{
+					Schema: map[string]*schema.Schema{
+						"server_name": {
+							Type:        schema.TypeString,
+							Optional:    true,
+							Description: "Server name in MCP info",
+						},
+						"description": {
+							Type:        schema.TypeString,
+							Optional:    true,
+							Description: "Description in MCP info",
+						},
+						"logo_url": {
+							Type:        schema.TypeString,
+							Optional:    true,
+							Description: "Logo URL for the MCP server",
+						},
+						"mcp_server_cost_info": {
+							Type:        schema.TypeList,
+							Optional:    true,
+							MaxItems:    1,
+							Description: "Cost information for MCP server tools",
+							Elem: &schema.Resource{
+								Schema: map[string]*schema.Schema{
+									"default_cost_per_query": {
+										Type:        schema.TypeFloat,
+										Optional:    true,
+										Description: "Default cost per query",
+									},
+									"tool_name_to_cost_per_query": {
+										Type:        schema.TypeMap,
+										Optional:    true,
+										Elem:        &schema.Schema{Type: schema.TypeFloat},
+										Description: "Map of tool names to their cost per query",
+									},
+								},
+							},
+						},
+					},
+				},
+			},
+			// Read-only computed fields
+			"server_id": {
+				Type:        schema.TypeString,
+				Computed:    true,
+				Description: "Unique identifier for the MCP server",
+			},
+			"created_at": {
+				Type:        schema.TypeString,
+				Computed:    true,
+				Description: "Timestamp when the server was created",
+			},
+			"created_by": {
+				Type:        schema.TypeString,
+				Computed:    true,
+				Description: "User who created the server",
+			},
+			"updated_at": {
+				Type:        schema.TypeString,
+				Computed:    true,
+				Description: "Timestamp when the server was last updated",
+			},
+			"updated_by": {
+				Type:        schema.TypeString,
+				Computed:    true,
+				Description: "User who last updated the server",
+			},
+			"status": {
+				Type:        schema.TypeString,
+				Computed:    true,
+				Description: "Current status of the MCP server",
+			},
+			"last_health_check": {
+				Type:        schema.TypeString,
+				Computed:    true,
+				Description: "Timestamp of the last health check",
+			},
+			"health_check_error": {
+				Type:        schema.TypeString,
+				Computed:    true,
+				Description: "Error message from the last health check, if any",
+			},
+		},
+	}
+}
diff --git a/terraform/provider/litellm/resource_mcp_server_crud.go b/terraform/provider/litellm/resource_mcp_server_crud.go
new file mode 100644
index 00000000000..2a8980960f1
--- /dev/null
+++ b/terraform/provider/litellm/resource_mcp_server_crud.go
@@ -0,0 +1,317 @@
+package litellm
+
+import (
+	"fmt"
+	"log"
+	"time"
+
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+)
+
+const (
+	endpointMCPServerCreate = "/v1/mcp/server"
+	endpointMCPServerUpdate = "/v1/mcp/server"
+	endpointMCPServerRead   = "/v1/mcp/server"
+	endpointMCPServerDelete = "/v1/mcp/server"
+)
+
+// Helper function to convert schema data to MCPServerRequest
+func buildMCPServerRequest(d *schema.ResourceData) *MCPServerRequest {
+	req := &MCPServerRequest{
+		ServerName:  d.Get("server_name").(string),
+		URL:         d.Get("url").(string),
+		Transport:   d.Get("transport").(string),
+		SpecVersion: d.Get("spec_version").(string),
+		AuthType:    d.Get("auth_type").(string),
+	}
+
+	// Set optional fields
+	if alias, ok := d.GetOk("alias"); ok {
+		req.Alias = alias.(string)
+	}
+	if description, ok := d.GetOk("description"); ok {
+		req.Description = description.(string)
+	}
+	if command, ok := d.GetOk("command"); ok {
+		req.Command = command.(string)
+	}
+
+	// Handle access groups
+	if accessGroups, ok := d.GetOk("mcp_access_groups"); ok {
+		accessGroupsList := accessGroups.([]interface{})
+		req.MCPAccessGroups = make([]string, len(accessGroupsList))
+		for i, group := range accessGroupsList {
+			req.MCPAccessGroups[i] = group.(string)
+		}
+	}
+
+	// Handle args
+	if args, ok := d.GetOk("args"); ok {
+		argsList := args.([]interface{})
+		req.Args = make([]string, len(argsList))
+		for i, arg := range argsList {
+			req.Args[i] = arg.(string)
+		}
+	}
+
+	// Handle env
+	if env, ok := d.GetOk("env"); ok {
+		envMap := env.(map[string]interface{})
+		req.Env = make(map[string]string)
+		for k, v := range envMap {
+			req.Env[k] = v.(string)
+		}
+	}
+
+	// Handle mcp_info
+	if mcpInfoList, ok := d.GetOk("mcp_info"); ok {
+		mcpInfos := mcpInfoList.([]interface{})
+		if len(mcpInfos) > 0 {
+			mcpInfoMap := mcpInfos[0].(map[string]interface{})
+			req.MCPInfo = &MCPInfo{}
+
+			if serverName, ok := mcpInfoMap["server_name"]; ok {
+				req.MCPInfo.ServerName = serverName.(string)
+			}
+			if description, ok := mcpInfoMap["description"]; ok {
+				req.MCPInfo.Description = description.(string)
+			}
+			if logoURL, ok := mcpInfoMap["logo_url"]; ok {
+				req.MCPInfo.LogoURL = logoURL.(string)
+			}
+
+			// Handle cost info
+			if costInfoList, ok := mcpInfoMap["mcp_server_cost_info"]; ok {
+				costInfos := costInfoList.([]interface{})
+				if len(costInfos) > 0 {
+					costInfoMap := costInfos[0].(map[string]interface{})
+					req.MCPInfo.MCPServerCostInfo = &MCPServerCostInfo{}
+
+					if defaultCost, ok := costInfoMap["default_cost_per_query"]; ok {
+						req.MCPInfo.MCPServerCostInfo.DefaultCostPerQuery = defaultCost.(float64)
+					}
+					if toolCosts, ok := costInfoMap["tool_name_to_cost_per_query"]; ok {
+						toolCostMap := toolCosts.(map[string]interface{})
+						req.MCPInfo.MCPServerCostInfo.ToolNameToCostPerQuery = make(map[string]float64)
+						for k, v := range toolCostMap {
+							req.MCPInfo.MCPServerCostInfo.ToolNameToCostPerQuery[k] = v.(float64)
+						}
+					}
+				}
+			}
+		}
+	}
+
+	return req
+}
+
+// Helper function to update schema data from MCPServerResponse
+func updateSchemaFromResponse(d *schema.ResourceData, resp *MCPServerResponse) error {
+	d.Set("server_id", resp.ServerID)
+	d.Set("server_name", resp.ServerName)
+	d.Set("alias", resp.Alias)
+	d.Set("description", resp.Description)
+	d.Set("url", resp.URL)
+	d.Set("transport", resp.Transport)
+	d.Set("spec_version", resp.SpecVersion)
+	d.Set("auth_type", resp.AuthType)
+	d.Set("created_at", resp.CreatedAt)
+	d.Set("created_by", resp.CreatedBy)
+	d.Set("updated_at", resp.UpdatedAt)
+	d.Set("updated_by", resp.UpdatedBy)
+	d.Set("status", resp.Status)
+	d.Set("last_health_check", resp.LastHealthCheck)
+	d.Set("health_check_error", resp.HealthCheckError)
+	d.Set("command", resp.Command)
+
+	// Set access groups
+	if resp.MCPAccessGroups != nil {
+		d.Set("mcp_access_groups", resp.MCPAccessGroups)
+	}
+
+	// Set args
+	if resp.Args != nil {
+		d.Set("args", resp.Args)
+	}
+
+	// Set mcp_info
+	if resp.MCPInfo != nil {
+		mcpInfoList := make([]map[string]interface{}, 1)
+		mcpInfoMap := make(map[string]interface{})
+
+		mcpInfoMap["server_name"] = resp.MCPInfo.ServerName
+		mcpInfoMap["description"] = resp.MCPInfo.Description
+		mcpInfoMap["logo_url"] = resp.MCPInfo.LogoURL
+
+		if resp.MCPInfo.MCPServerCostInfo != nil {
+			costInfoList := make([]map[string]interface{}, 1)
+			costInfoMap := make(map[string]interface{})
+
+			costInfoMap["default_cost_per_query"] = resp.MCPInfo.MCPServerCostInfo.DefaultCostPerQuery
+			if resp.MCPInfo.MCPServerCostInfo.ToolNameToCostPerQuery != nil {
+				costInfoMap["tool_name_to_cost_per_query"] = resp.MCPInfo.MCPServerCostInfo.ToolNameToCostPerQuery
+			}
+
+			costInfoList[0] = costInfoMap
+			mcpInfoMap["mcp_server_cost_info"] = costInfoList
+		}
+
+		mcpInfoList[0] = mcpInfoMap
+		d.Set("mcp_info", mcpInfoList)
+	}
+
+	return nil
+}
+
+func resourceLiteLLMMCPServerCreate(d *schema.ResourceData, m interface{}) error {
+	client, ok := m.(*Client)
+	if !ok {
+		return fmt.Errorf("invalid type assertion for client")
+	}
+
+	req := buildMCPServerRequest(d)
+
+	resp, err := MakeRequest(client, "POST", endpointMCPServerCreate, req)
+	if err != nil {
+		return fmt.Errorf("failed to create MCP server: %w", err)
+	}
+	defer resp.Body.Close()
+
+	var mcpResp MCPServerResponse
+	if err := handleMCPAPIResponse(resp, &mcpResp, client); err != nil {
+		return fmt.Errorf("failed to create MCP server: %w", err)
+	}
+
+	d.SetId(mcpResp.ServerID)
+
+	// Update the state with the response data
+	if err := updateSchemaFromResponse(d, &mcpResp); err != nil {
+		return fmt.Errorf("failed to update state after create: %w", err)
+	}
+
+	log.Printf("[INFO] MCP server created with ID %s", mcpResp.ServerID)
+	return nil
+}
+
+func resourceLiteLLMMCPServerRead(d *schema.ResourceData, m interface{}) error {
+	client, ok := m.(*Client)
+	if !ok {
+		return fmt.Errorf("invalid type assertion for client")
+	}
+
+	serverID := d.Id()
+	endpoint := fmt.Sprintf("%s/%s", endpointMCPServerRead, serverID)
+
+	resp, err := MakeRequest(client, "GET", endpoint, nil)
+	if err != nil {
+		return fmt.Errorf("failed to read MCP server: %w", err)
+	}
+	defer resp.Body.Close()
+
+	var mcpResp MCPServerResponse
+	if err := handleMCPAPIResponse(resp, &mcpResp, client); err != nil {
+		if err.Error() == "mcp_server_not_found" {
+			d.SetId("")
+			return nil
+		}
+		return fmt.Errorf("failed to read MCP server: %w", err)
+	}
+
+	// Update the state with the response data
+	if err := updateSchemaFromResponse(d, &mcpResp); err != nil {
+		return fmt.Errorf("failed to update state after read: %w", err)
+	}
+
+	return nil
+}
+
+func resourceLiteLLMMCPServerUpdate(d *schema.ResourceData, m interface{}) error {
+	client, ok := m.(*Client)
+	if !ok {
+		return fmt.Errorf("invalid type assertion for client")
+	}
+
+	req := buildMCPServerRequest(d)
+	req.ServerID = d.Id() // Ensure we include the server ID for updates
+
+	resp, err := MakeRequest(client, "PUT", endpointMCPServerUpdate, req)
+	if err != nil {
+		return fmt.Errorf("failed to update MCP server: %w", err)
+	}
+	defer resp.Body.Close()
+
+	var mcpResp MCPServerResponse
+	if err := handleMCPAPIResponse(resp, &mcpResp, client); err != nil {
+		return fmt.Errorf("failed to update MCP server: %w", err)
+	}
+
+	// Update the state with the response data
+	if err := updateSchemaFromResponse(d, &mcpResp); err != nil {
+		return fmt.Errorf("failed to update state after update: %w", err)
+	}
+
+	log.Printf("[INFO] MCP server updated with ID %s", mcpResp.ServerID)
+	return nil
+}
+
+func resourceLiteLLMMCPServerDelete(d *schema.ResourceData, m interface{}) error {
+	client, ok := m.(*Client)
+	if !ok {
+		return fmt.Errorf("invalid type assertion for client")
+	}
+
+	serverID := d.Id()
+	endpoint := fmt.Sprintf("%s/%s", endpointMCPServerDelete, serverID)
+
+	resp, err := MakeRequest(client, "DELETE", endpoint, nil)
+	if err != nil {
+		return fmt.Errorf("failed to delete MCP server: %w", err)
+	}
+	defer resp.Body.Close()
+
+	// For delete operations, we expect a simple string response
+	if resp.StatusCode != 200 {
+		return fmt.Errorf("failed to delete MCP server: unexpected status code %d", resp.StatusCode)
+	}
+
+	d.SetId("")
+	log.Printf("[INFO] MCP server deleted with ID %s", serverID)
+	return nil
+}
+
+// retryMCPServerRead attempts to read an MCP server with exponential backoff
+func retryMCPServerRead(d *schema.ResourceData, m interface{}, maxRetries int) error {
+	var err error
+	delay := 1 * time.Second
+	maxDelay := 10 * time.Second
+
+	for i := 0; i < maxRetries; i++ {
+		log.Printf("[INFO] Attempting to read MCP server (attempt %d/%d)", i+1, maxRetries)
+
+		err = resourceLiteLLMMCPServerRead(d, m)
+		if err == nil {
+			log.Printf("[INFO] Successfully read MCP server after %d attempts", i+1)
+			return nil
+		}
+
+		// Check if this is a "server not found" error
+		if err.Error() != "failed to read MCP server: mcp_server_not_found" {
+			// If it's a different error, don't retry
+			return err
+		}
+
+		if i < maxRetries-1 {
+			log.Printf("[INFO] MCP server not found yet, retrying in %v...", delay)
+			time.Sleep(delay)
+
+			// Exponential backoff with a maximum delay
+			delay *= 2
+			if delay > maxDelay {
+				delay = maxDelay
+			}
+		}
+	}
+
+	log.Printf("[WARN] Failed to read MCP server after %d attempts: %v", maxRetries, err)
+	return err
+}
diff --git a/terraform/provider/litellm/resource_mcp_server_crud_test.go b/terraform/provider/litellm/resource_mcp_server_crud_test.go
new file mode 100644
index 00000000000..17300701954
--- /dev/null
+++ b/terraform/provider/litellm/resource_mcp_server_crud_test.go
@@ -0,0 +1,44 @@
+package litellm
+
+import (
+	"testing"
+
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+)
+
+func TestMCPServerReadDoesNotPersistServerEnv(t *testing.T) {
+	d := schema.TestResourceDataRaw(t, resourceLiteLLMMCPServer().Schema, map[string]interface{}{
+		"server_name": "gh",
+		"transport":   "stdio",
+		"command":     "npx",
+		"env": map[string]interface{}{
+			"GITHUB_TOKEN": "from-config",
+		},
+	})
+	d.SetId("srv-1")
+
+	resp := &MCPServerResponse{
+		ServerID:   "srv-1",
+		ServerName: "gh",
+		Transport:  "stdio",
+		Command:    "npx",
+		Env: map[string]string{
+			"GITHUB_TOKEN": "raw-from-server",
+			"DB_PASSWORD":  "leaked-secret",
+		},
+	}
+	if err := updateSchemaFromResponse(d, resp); err != nil {
+		t.Fatalf("updateSchemaFromResponse failed: %v", err)
+	}
+
+	got := d.Get("env").(map[string]interface{})
+	if got["GITHUB_TOKEN"] != "from-config" {
+		t.Fatalf("config env overwritten by server response: %v", got)
+	}
+	if _, leaked := got["DB_PASSWORD"]; leaked {
+		t.Fatalf("server-returned env var persisted into state: %v", got)
+	}
+	if d.Get("server_name").(string) != "gh" {
+		t.Fatalf("read did not populate non-sensitive fields")
+	}
+}
diff --git a/terraform/provider/litellm/resource_model.go b/terraform/provider/litellm/resource_model.go
new file mode 100644
index 00000000000..2858b6e763d
--- /dev/null
+++ b/terraform/provider/litellm/resource_model.go
@@ -0,0 +1,177 @@
+package litellm
+
+import (
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/validation"
+)
+
+func resourceLiteLLMModel() *schema.Resource {
+	return &schema.Resource{
+		Create: resourceLiteLLMModelCreate,
+		Read:   resourceLiteLLMModelRead,
+		Update: resourceLiteLLMModelUpdate,
+		Delete: resourceLiteLLMModelDelete,
+
+		Schema: map[string]*schema.Schema{
+			"model_name": {
+				Type:     schema.TypeString,
+				Required: true,
+			},
+			"custom_llm_provider": {
+				Type:     schema.TypeString,
+				Required: true,
+			},
+			"tpm": {
+				Type:     schema.TypeInt,
+				Optional: true,
+			},
+			"rpm": {
+				Type:     schema.TypeInt,
+				Optional: true,
+			},
+			"reasoning_effort": {
+				Type:     schema.TypeString,
+				Optional: true,
+				ValidateFunc: validation.StringInSlice([]string{
+					"low",
+					"medium",
+					"high",
+				}, false),
+			},
+			"thinking_enabled": {
+				Type:     schema.TypeBool,
+				Optional: true,
+				Default:  false,
+			},
+			"thinking_budget_tokens": {
+				Type:     schema.TypeInt,
+				Optional: true,
+				Default:  1024,
+				DiffSuppressFunc: func(k, old, new string, d *schema.ResourceData) bool {
+					// Only include thinking_budget_tokens in the diff if thinking_enabled is true
+					return !d.Get("thinking_enabled").(bool)
+				},
+			},
+			"merge_reasoning_content_in_choices": {
+				Type:     schema.TypeBool,
+				Optional: true,
+			},
+			"model_api_key": {
+				Type:      schema.TypeString,
+				Optional:  true,
+				Sensitive: true,
+			},
+			"model_api_base": {
+				Type:     schema.TypeString,
+				Optional: true,
+			},
+			"api_version": {
+				Type:     schema.TypeString,
+				Optional: true,
+			},
+			"base_model": {
+				Type:     schema.TypeString,
+				Required: true,
+			},
+			"tier": {
+				Type:     schema.TypeString,
+				Optional: true,
+				Default:  "free",
+			},
+			"team_id": {
+				Type:     schema.TypeString,
+				Optional: true,
+			},
+			"mode": {
+				Type:     schema.TypeString,
+				Optional: true,
+				ValidateFunc: validation.StringInSlice([]string{
+					"completion",
+					"embedding",
+					"image_generation",
+					"chat",
+					"moderation",
+					"audio_transcription",
+					"audio_speech",
+					"rerank",
+				}, false),
+			},
+			"input_cost_per_million_tokens": {
+				Type:     schema.TypeFloat,
+				Optional: true,
+			},
+			"output_cost_per_million_tokens": {
+				Type:     schema.TypeFloat,
+				Optional: true,
+			},
+			"input_cost_per_pixel": {
+				Type:     schema.TypeFloat,
+				Optional: true,
+			},
+			"output_cost_per_pixel": {
+				Type:     schema.TypeFloat,
+				Optional: true,
+			},
+			"input_cost_per_second": {
+				Type:     schema.TypeFloat,
+				Optional: true,
+			},
+			"output_cost_per_second": {
+				Type:     schema.TypeFloat,
+				Optional: true,
+			},
+			"aws_access_key_id": {
+				Type:      schema.TypeString,
+				Optional:  true,
+				Sensitive: true,
+			},
+			"aws_secret_access_key": {
+				Type:      schema.TypeString,
+				Optional:  true,
+				Sensitive: true,
+			},
+			"aws_region_name": {
+				Type:     schema.TypeString,
+				Optional: true,
+			},
+			"aws_session_name": {
+				Type:      schema.TypeString,
+				Optional:  true,
+				Sensitive: true,
+			},
+			"aws_role_name": {
+				Type:      schema.TypeString,
+				Optional:  true,
+				Sensitive: true,
+			},
+			"vertex_project": {
+				Type:      schema.TypeString,
+				Optional:  true,
+				Sensitive: true,
+			},
+			"vertex_location": {
+				Type:      schema.TypeString,
+				Optional:  true,
+				Sensitive: true,
+			},
+			"vertex_credentials": {
+				Type:      schema.TypeString,
+				Optional:  true,
+				Sensitive: true,
+			},
+			"litellm_credential_name": {
+				Type:        schema.TypeString,
+				Optional:    true,
+				Description: "Name of the LiteLLM credential to use",
+			},
+			"additional_litellm_params": {
+				Type:     schema.TypeMap,
+				Optional: true,
+				Elem: &schema.Schema{
+					Type: schema.TypeString,
+				},
+				Description: "Additional parameters to pass to litellm_params beyond the standard ones",
+			},
+		},
+	}
+}
diff --git a/terraform/provider/litellm/resource_model_crud.go b/terraform/provider/litellm/resource_model_crud.go
new file mode 100644
index 00000000000..40766c8e312
--- /dev/null
+++ b/terraform/provider/litellm/resource_model_crud.go
@@ -0,0 +1,407 @@
+package litellm
+
+import (
+	"encoding/json"
+	"fmt"
+	"log"
+	"strconv"
+	"strings"
+	"time"
+
+	"github.com/google/uuid"
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+)
+
+// retryModelRead attempts to read a model with exponential backoff.
+// It handles the case where resourceLiteLLMModelRead returns nil but clears the ID
+// (eventual consistency: model created but not yet visible on read-back).
+func retryModelRead(d *schema.ResourceData, m interface{}, maxRetries int) error {
+	delay := 1 * time.Second
+	maxDelay := 10 * time.Second
+	modelID := d.Id()
+
+	for i := 0; i < maxRetries; i++ {
+		log.Printf("[INFO] Attempting to read model (attempt %d/%d)", i+1, maxRetries)
+
+		err := resourceLiteLLMModelRead(d, m)
+		if err == nil {
+			if d.Id() != "" {
+				log.Printf("[INFO] Successfully read model after %d attempts", i+1)
+				return nil
+			}
+			// Read returned nil but cleared the ID — model not yet visible (eventual consistency).
+			// Restore the ID so we can retry.
+			d.SetId(modelID)
+			log.Printf("[INFO] Model not found yet (eventual consistency), retrying in %v...", delay)
+		} else {
+			log.Printf("[INFO] Read error, retrying in %v: %v", delay, err)
+		}
+
+		if i < maxRetries-1 {
+			time.Sleep(delay)
+			delay *= 2
+			if delay > maxDelay {
+				delay = maxDelay
+			}
+		}
+	}
+
+	log.Printf("[WARN] Failed to read model after %d attempts", maxRetries)
+	return fmt.Errorf("model %s not found after %d read attempts post-create; the model may have been created successfully — re-running apply should resolve this", modelID, maxRetries)
+}
+
+const (
+	endpointModelNew    = "/model/new"
+	endpointModelUpdate = "/model/update"
+	endpointModelInfo   = "/model/info"
+	endpointModelDelete = "/model/delete"
+)
+
+func createOrUpdateModel(d *schema.ResourceData, m interface{}, isUpdate bool) error {
+	client, ok := m.(*Client)
+	if !ok {
+		return fmt.Errorf("invalid type assertion for client")
+	}
+
+	// Construct the model name in the format "custom_llm_provider/base_model"
+	customLLMProvider := d.Get("custom_llm_provider").(string)
+	baseModel := d.Get("base_model").(string)
+	modelName := fmt.Sprintf("%s/%s", customLLMProvider, baseModel)
+
+	// Generate a UUID for new models
+	modelID := d.Id()
+	if !isUpdate {
+		modelID = uuid.New().String()
+	}
+
+	// Create thinking configuration if enabled
+	var thinking map[string]interface{}
+	if d.Get("thinking_enabled").(bool) {
+		thinking = map[string]interface{}{
+			"type":          "enabled",
+			"budget_tokens": d.Get("thinking_budget_tokens").(int),
+		}
+	}
+
+	// Build the base litellm_params as a map to allow for additional parameters
+	litellmParams := map[string]interface{}{
+		"custom_llm_provider":                customLLMProvider,
+		"model":                              modelName,
+		"merge_reasoning_content_in_choices": d.Get("merge_reasoning_content_in_choices").(bool),
+	}
+
+	// Add optional parameters only if they have values
+	if tpm := d.Get("tpm").(int); tpm > 0 {
+		litellmParams["tpm"] = tpm
+	}
+	if rpm := d.Get("rpm").(int); rpm > 0 {
+		litellmParams["rpm"] = rpm
+	}
+	// Only include cost fields if explicitly set (non-zero)
+	if inputCostPerMillion := d.Get("input_cost_per_million_tokens").(float64); inputCostPerMillion > 0 {
+		litellmParams["input_cost_per_token"] = inputCostPerMillion / 1000000.0
+	}
+	if outputCostPerMillion := d.Get("output_cost_per_million_tokens").(float64); outputCostPerMillion > 0 {
+		litellmParams["output_cost_per_token"] = outputCostPerMillion / 1000000.0
+	}
+	if apiKey := d.Get("model_api_key").(string); apiKey != "" {
+		litellmParams["api_key"] = apiKey
+	}
+	if apiBase := d.Get("model_api_base").(string); apiBase != "" {
+		litellmParams["api_base"] = apiBase
+	}
+	if apiVersion := d.Get("api_version").(string); apiVersion != "" {
+		litellmParams["api_version"] = apiVersion
+	}
+	if inputCostPerPixel := d.Get("input_cost_per_pixel").(float64); inputCostPerPixel > 0 {
+		litellmParams["input_cost_per_pixel"] = inputCostPerPixel
+	}
+	if outputCostPerPixel := d.Get("output_cost_per_pixel").(float64); outputCostPerPixel > 0 {
+		litellmParams["output_cost_per_pixel"] = outputCostPerPixel
+	}
+	if inputCostPerSecond := d.Get("input_cost_per_second").(float64); inputCostPerSecond > 0 {
+		litellmParams["input_cost_per_second"] = inputCostPerSecond
+	}
+	if outputCostPerSecond := d.Get("output_cost_per_second").(float64); outputCostPerSecond > 0 {
+		litellmParams["output_cost_per_second"] = outputCostPerSecond
+	}
+	if awsAccessKeyID := d.Get("aws_access_key_id").(string); awsAccessKeyID != "" {
+		litellmParams["aws_access_key_id"] = awsAccessKeyID
+	}
+	if awsSecretAccessKey := d.Get("aws_secret_access_key").(string); awsSecretAccessKey != "" {
+		litellmParams["aws_secret_access_key"] = awsSecretAccessKey
+	}
+	if awsRegionName := d.Get("aws_region_name").(string); awsRegionName != "" {
+		litellmParams["aws_region_name"] = awsRegionName
+	}
+	if awsSessionName := d.Get("aws_session_name").(string); awsSessionName != "" {
+		litellmParams["aws_session_name"] = awsSessionName
+	}
+	if awsRoleName := d.Get("aws_role_name").(string); awsRoleName != "" {
+		litellmParams["aws_role_name"] = awsRoleName
+	}
+	if vertexProject := d.Get("vertex_project").(string); vertexProject != "" {
+		litellmParams["vertex_project"] = vertexProject
+	}
+	if vertexLocation := d.Get("vertex_location").(string); vertexLocation != "" {
+		litellmParams["vertex_location"] = vertexLocation
+	}
+	if vertexCredentials := d.Get("vertex_credentials").(string); vertexCredentials != "" {
+		litellmParams["vertex_credentials"] = vertexCredentials
+	}
+	if reasoningEffort := d.Get("reasoning_effort").(string); reasoningEffort != "" {
+		litellmParams["reasoning_effort"] = reasoningEffort
+	}
+	if thinking != nil {
+		litellmParams["thinking"] = thinking
+	}
+
+	// Add additional parameters if provided
+	if additionalParams, ok := d.GetOk("additional_litellm_params"); ok {
+		var dropParams []string
+
+		for key, value := range additionalParams.(map[string]interface{}) {
+			// Convert string values to appropriate types where possible
+			if strValue, ok := value.(string); ok {
+				// Check if it's JSON (starts with [ or {)
+				trimmedValue := strings.TrimSpace(strValue)
+				if strings.HasPrefix(trimmedValue, "[") || strings.HasPrefix(trimmedValue, "{") {
+					var parsedValue interface{}
+					if err := json.Unmarshal([]byte(strValue), &parsedValue); err == nil {
+						// Successfully parsed JSON
+						if key == "additional_drop_params" {
+							// Handle drop params specially
+							if dropList, ok := parsedValue.([]interface{}); ok {
+								for _, item := range dropList {
+									if paramStr, ok := item.(string); ok {
+										dropParams = append(dropParams, paramStr)
+									}
+								}
+							}
+							continue // Don't add to litellmParams
+						} else {
+							litellmParams[key] = parsedValue
+						}
+					} else {
+						// Not valid JSON, apply existing conversion logic
+						if strValue == "true" {
+							litellmParams[key] = true
+						} else if strValue == "false" {
+							litellmParams[key] = false
+						} else {
+							// Try to convert numeric strings
+							if intValue, err := strconv.Atoi(strValue); err == nil {
+								litellmParams[key] = intValue
+							} else if floatValue, err := strconv.ParseFloat(strValue, 64); err == nil {
+								litellmParams[key] = floatValue
+							} else {
+								// Keep as string
+								litellmParams[key] = strValue
+							}
+						}
+					}
+				} else {
+					// Apply existing conversion logic for non-JSON strings
+					if strValue == "true" {
+						litellmParams[key] = true
+					} else if strValue == "false" {
+						litellmParams[key] = false
+					} else {
+						// Try to convert numeric strings
+						if intValue, err := strconv.Atoi(strValue); err == nil {
+							litellmParams[key] = intValue
+						} else if floatValue, err := strconv.ParseFloat(strValue, 64); err == nil {
+							litellmParams[key] = floatValue
+						} else {
+							// Keep as string
+							litellmParams[key] = strValue
+						}
+					}
+				}
+			} else {
+				litellmParams[key] = value
+			}
+		}
+
+		// Apply drop params at the end
+		for _, paramToDrop := range dropParams {
+			delete(litellmParams, paramToDrop)
+		}
+	}
+
+	// Add litellm_credential_name to litellmParams if provided
+	if credentialName := d.Get("litellm_credential_name").(string); credentialName != "" {
+		litellmParams["litellm_credential_name"] = credentialName
+	}
+
+	modelReq := ModelRequest{
+		ModelName:     d.Get("model_name").(string),
+		LiteLLMParams: litellmParams,
+		ModelInfo: ModelInfo{
+			ID:        modelID,
+			DBModel:   true,
+			BaseModel: baseModel,
+			Tier:      d.Get("tier").(string),
+			Mode:      d.Get("mode").(string),
+			TeamID:    d.Get("team_id").(string),
+		},
+		Additional: make(map[string]interface{}),
+	}
+
+	endpoint := endpointModelNew
+	if isUpdate {
+		endpoint = endpointModelUpdate
+	}
+
+	resp, err := MakeRequest(client, "POST", endpoint, modelReq)
+	if err != nil {
+		return fmt.Errorf("failed to %s model: %w", map[bool]string{true: "update", false: "create"}[isUpdate], err)
+	}
+	defer resp.Body.Close()
+
+	_, err = handleAPIResponse(resp, modelReq, client)
+	if err != nil {
+		if isUpdate && err.Error() == "model_not_found" {
+			return createOrUpdateModel(d, m, false)
+		}
+		return fmt.Errorf("failed to %s model: %w", map[bool]string{true: "update", false: "create"}[isUpdate], err)
+	}
+
+	d.SetId(modelID)
+
+	log.Printf("[INFO] Model created with ID %s. Starting retry mechanism to read the model...", modelID)
+	// Read back the resource with retries to ensure the state is consistent
+	return retryModelRead(d, m, 5)
+}
+
+func resourceLiteLLMModelCreate(d *schema.ResourceData, m interface{}) error {
+	return createOrUpdateModel(d, m, false)
+}
+
+func resourceLiteLLMModelRead(d *schema.ResourceData, m interface{}) error {
+	client, ok := m.(*Client)
+	if !ok {
+		return fmt.Errorf("invalid type assertion for client")
+	}
+
+	resp, err := MakeRequest(client, "GET", fmt.Sprintf("%s?litellm_model_id=%s", endpointModelInfo, d.Id()), nil)
+	if err != nil {
+		return fmt.Errorf("failed to read model: %w", err)
+	}
+	defer resp.Body.Close()
+
+	modelResp, err := handleAPIResponse(resp, nil, client)
+	if err != nil {
+		if err.Error() == "model_not_found" {
+			d.SetId("")
+			return nil
+		}
+		return fmt.Errorf("failed to read model: %w", err)
+	}
+
+	// Update the state with values from the response or fall back to the data passed in during creation
+	d.Set("model_name", GetStringValue(modelResp.ModelName, d.Get("model_name").(string)))
+	d.Set("custom_llm_provider", GetStringValue(modelResp.LiteLLMParams.CustomLLMProvider, d.Get("custom_llm_provider").(string)))
+	d.Set("tpm", GetIntValue(modelResp.LiteLLMParams.TPM, d.Get("tpm").(int)))
+	d.Set("rpm", GetIntValue(modelResp.LiteLLMParams.RPM, d.Get("rpm").(int)))
+	d.Set("model_api_base", GetStringValue(modelResp.LiteLLMParams.APIBase, d.Get("model_api_base").(string)))
+	d.Set("api_version", GetStringValue(modelResp.LiteLLMParams.APIVersion, d.Get("api_version").(string)))
+	d.Set("base_model", GetStringValue(modelResp.ModelInfo.BaseModel, d.Get("base_model").(string)))
+	d.Set("tier", GetStringValue(modelResp.ModelInfo.Tier, d.Get("tier").(string)))
+	d.Set("mode", GetStringValue(modelResp.ModelInfo.Mode, d.Get("mode").(string)))
+	d.Set("team_id", GetStringValue(modelResp.ModelInfo.TeamID, d.Get("team_id").(string)))
+
+	// Preserve credential name from state since it might not be returned by API
+	d.Set("litellm_credential_name", d.Get("litellm_credential_name").(string))
+
+	// Store sensitive information
+	d.Set("model_api_key", d.Get("model_api_key"))
+	d.Set("aws_access_key_id", d.Get("aws_access_key_id"))
+	d.Set("aws_secret_access_key", d.Get("aws_secret_access_key"))
+	d.Set("aws_region_name", GetStringValue(modelResp.LiteLLMParams.AWSRegionName, d.Get("aws_region_name").(string)))
+	d.Set("aws_session_name", d.Get("aws_session_name"))
+	d.Set("aws_role_name", d.Get("aws_role_name"))
+
+	// Store cost information
+	d.Set("input_cost_per_million_tokens", d.Get("input_cost_per_million_tokens"))
+	d.Set("output_cost_per_million_tokens", d.Get("output_cost_per_million_tokens"))
+
+	// Handle thinking configuration
+	if _, ok := d.GetOk("thinking_enabled"); ok {
+		// Keep the existing value from state
+		thinkingEnabled := d.Get("thinking_enabled").(bool)
+		d.Set("thinking_enabled", thinkingEnabled)
+
+		// Only set thinking_budget_tokens if thinking is enabled and we have a value in state
+		if thinkingEnabled {
+			if _, ok := d.GetOk("thinking_budget_tokens"); ok {
+				d.Set("thinking_budget_tokens", d.Get("thinking_budget_tokens").(int))
+			}
+		}
+	} else {
+		// Fall back to API response if no state value exists
+		if modelResp.LiteLLMParams.Thinking != nil {
+			if thinkingType, ok := modelResp.LiteLLMParams.Thinking["type"].(string); ok && thinkingType == "enabled" {
+				d.Set("thinking_enabled", true)
+				if budgetTokens, ok := modelResp.LiteLLMParams.Thinking["budget_tokens"].(float64); ok {
+					d.Set("thinking_budget_tokens", int(budgetTokens))
+				}
+			} else {
+				d.Set("thinking_enabled", false)
+			}
+		} else {
+			d.Set("thinking_enabled", false)
+		}
+	}
+
+	// Handle merge_reasoning_content_in_choices - preserve state value if not returned by API
+	if _, ok := d.GetOk("merge_reasoning_content_in_choices"); ok {
+		// Keep the existing value from state
+		d.Set("merge_reasoning_content_in_choices", d.Get("merge_reasoning_content_in_choices").(bool))
+	} else {
+		// Only set from API response if we don't have a value in state
+		d.Set("merge_reasoning_content_in_choices", modelResp.LiteLLMParams.MergeReasoningContentInChoices)
+	}
+
+	// Preserve additional_litellm_params from state since API might not return all custom parameters
+	if _, ok := d.GetOk("additional_litellm_params"); ok {
+		d.Set("additional_litellm_params", d.Get("additional_litellm_params"))
+	}
+
+	return nil
+}
+
+func resourceLiteLLMModelUpdate(d *schema.ResourceData, m interface{}) error {
+	return createOrUpdateModel(d, m, true)
+}
+
+func resourceLiteLLMModelDelete(d *schema.ResourceData, m interface{}) error {
+	client, ok := m.(*Client)
+	if !ok {
+		return fmt.Errorf("invalid type assertion for client")
+	}
+
+	deleteReq := struct {
+		ID string `json:"id"`
+	}{
+		ID: d.Id(),
+	}
+
+	resp, err := MakeRequest(client, "POST", endpointModelDelete, deleteReq)
+	if err != nil {
+		return fmt.Errorf("failed to delete model: %w", err)
+	}
+	defer resp.Body.Close()
+
+	_, err = handleAPIResponse(resp, deleteReq, client)
+	if err != nil {
+		if err.Error() == "model_not_found" {
+			d.SetId("")
+			return nil
+		}
+		return fmt.Errorf("failed to delete model: %w", err)
+	}
+
+	d.SetId("")
+	return nil
+}
diff --git a/terraform/provider/litellm/resource_organization.go b/terraform/provider/litellm/resource_organization.go
new file mode 100644
index 00000000000..30e7feba1ec
--- /dev/null
+++ b/terraform/provider/litellm/resource_organization.go
@@ -0,0 +1,210 @@
+package litellm
+
+import (
+	"encoding/json"
+	"fmt"
+	"log"
+	"net/http"
+
+	"github.com/google/uuid"
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+)
+
+const (
+	endpointOrganizationNew    = "/organization/new"
+	endpointOrganizationInfo   = "/organization/info"
+	endpointOrganizationUpdate = "/organization/update"
+	endpointOrganizationDelete = "/organization/delete"
+)
+
+func resourceLiteLLMOrganization() *schema.Resource {
+	return &schema.Resource{
+		Create: resourceLiteLLMOrganizationCreate,
+		Read:   resourceLiteLLMOrganizationRead,
+		Update: resourceLiteLLMOrganizationUpdate,
+		Delete: resourceLiteLLMOrganizationDelete,
+
+		Schema: map[string]*schema.Schema{
+			"organization_alias": {
+				Type:     schema.TypeString,
+				Required: true,
+			},
+			"metadata": {
+				Type:     schema.TypeMap,
+				Optional: true,
+				Elem:     &schema.Schema{Type: schema.TypeString},
+			},
+			"models": {
+				Type:     schema.TypeList,
+				Optional: true,
+				Elem:     &schema.Schema{Type: schema.TypeString},
+			},
+			"max_budget": {
+				Type:     schema.TypeFloat,
+				Optional: true,
+			},
+			"budget_duration": {
+				Type:     schema.TypeString,
+				Optional: true,
+			},
+			"tpm_limit": {
+				Type:     schema.TypeInt,
+				Optional: true,
+			},
+			"rpm_limit": {
+				Type:     schema.TypeInt,
+				Optional: true,
+			},
+			"blocked": {
+				Type:     schema.TypeBool,
+				Optional: true,
+			},
+		},
+	}
+}
+
+func resourceLiteLLMOrganizationCreate(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+
+	orgID := uuid.New().String()
+	orgData := buildOrganizationData(d, orgID)
+
+	log.Printf("[DEBUG] Create organization request payload: %+v", orgData)
+
+	resp, err := MakeRequest(client, "POST", endpointOrganizationNew, orgData)
+	if err != nil {
+		return fmt.Errorf("error creating organization: %w", err)
+	}
+	defer resp.Body.Close()
+
+	if err := handleResponse(resp, "creating organization"); err != nil {
+		return err
+	}
+
+	d.SetId(orgID)
+	log.Printf("[INFO] Organization created with ID: %s", orgID)
+
+	return resourceLiteLLMOrganizationRead(d, m)
+}
+
+func resourceLiteLLMOrganizationRead(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+
+	log.Printf("[INFO] Reading organization with ID: %s", d.Id())
+
+	resp, err := MakeRequest(client, "POST", endpointOrganizationInfo, map[string]interface{}{
+		"organizations": []string{d.Id()},
+	})
+	if err != nil {
+		return fmt.Errorf("error reading organization: %w", err)
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode == http.StatusNotFound {
+		log.Printf("[WARN] Organization with ID %s not found, removing from state", d.Id())
+		d.SetId("")
+		return nil
+	}
+
+	var orgResps []OrganizationResponse
+	if err := json.NewDecoder(resp.Body).Decode(&orgResps); err != nil {
+		return fmt.Errorf("error decoding organization info response: %w", err)
+	}
+
+	if len(orgResps) == 0 {
+		log.Printf("[WARN] Organization with ID %s not found in response, removing from state", d.Id())
+		d.SetId("")
+		return nil
+	}
+
+	orgResp := orgResps[0]
+
+	d.Set("organization_alias", GetStringValue(orgResp.OrganizationAlias, d.Get("organization_alias").(string)))
+
+	if orgResp.Metadata != nil {
+		d.Set("metadata", orgResp.Metadata)
+	} else {
+		d.Set("metadata", d.Get("metadata"))
+	}
+
+	if orgResp.Models != nil {
+		d.Set("models", orgResp.Models)
+	} else {
+		d.Set("models", d.Get("models"))
+	}
+
+	if orgResp.MaxBudget != nil {
+		d.Set("max_budget", *orgResp.MaxBudget)
+	}
+	d.Set("budget_duration", GetStringValue(orgResp.BudgetDuration, d.Get("budget_duration").(string)))
+	if orgResp.TPMLimit != nil {
+		d.Set("tpm_limit", *orgResp.TPMLimit)
+	}
+	if orgResp.RPMLimit != nil {
+		d.Set("rpm_limit", *orgResp.RPMLimit)
+	}
+	d.Set("blocked", GetBoolValue(orgResp.Blocked, d.Get("blocked").(bool)))
+
+	log.Printf("[INFO] Successfully read organization with ID: %s", d.Id())
+	return nil
+}
+
+func resourceLiteLLMOrganizationUpdate(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+
+	orgData := buildOrganizationData(d, d.Id())
+	log.Printf("[DEBUG] Update organization request payload: %+v", orgData)
+
+	resp, err := MakeRequest(client, "PATCH", endpointOrganizationUpdate, orgData)
+	if err != nil {
+		return fmt.Errorf("error updating organization: %w", err)
+	}
+	defer resp.Body.Close()
+
+	if err := handleResponse(resp, "updating organization"); err != nil {
+		return err
+	}
+
+	log.Printf("[INFO] Successfully updated organization with ID: %s", d.Id())
+	return resourceLiteLLMOrganizationRead(d, m)
+}
+
+func resourceLiteLLMOrganizationDelete(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+
+	log.Printf("[INFO] Deleting organization with ID: %s", d.Id())
+
+	deleteData := map[string]interface{}{
+		"organization_ids": []string{d.Id()},
+	}
+
+	resp, err := MakeRequest(client, "DELETE", endpointOrganizationDelete, deleteData)
+
+	if err != nil {
+		return fmt.Errorf("error deleting organization: %w", err)
+	}
+	defer resp.Body.Close()
+
+	if err := handleResponse(resp, "deleting organization"); err != nil {
+		return err
+	}
+
+	log.Printf("[INFO] Successfully deleted organization with ID: %s", d.Id())
+	d.SetId("")
+	return nil
+}
+
+func buildOrganizationData(d *schema.ResourceData, orgID string) map[string]interface{} {
+	orgData := map[string]interface{}{
+		"organization_id":    orgID,
+		"organization_alias": d.Get("organization_alias").(string),
+	}
+
+	for _, key := range []string{"metadata", "models", "max_budget", "budget_duration", "tpm_limit", "rpm_limit", "blocked"} {
+		if v, ok := d.GetOk(key); ok {
+			orgData[key] = v
+		}
+	}
+
+	return orgData
+}
diff --git a/terraform/provider/litellm/resource_organization_member.go b/terraform/provider/litellm/resource_organization_member.go
new file mode 100644
index 00000000000..e9abd26b9ec
--- /dev/null
+++ b/terraform/provider/litellm/resource_organization_member.go
@@ -0,0 +1,126 @@
+package litellm
+
+import (
+	"fmt"
+	"log"
+
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/validation"
+)
+
+func resourceLiteLLMOrganizationMember() *schema.Resource {
+	return &schema.Resource{
+		Create: resourceLiteLLMOrganizationMemberCreate,
+		Read:   resourceLiteLLMOrganizationMemberRead,
+		Update: resourceLiteLLMOrganizationMemberUpdate,
+		Delete: resourceLiteLLMOrganizationMemberDelete,
+
+		Schema: map[string]*schema.Schema{
+			"organization_id": {
+				Type:     schema.TypeString,
+				Required: true,
+			},
+			"user_id": {
+				Type:     schema.TypeString,
+				Required: true,
+			},
+			"user_email": {
+				Type:     schema.TypeString,
+				Optional: true,
+			},
+			"role": {
+				Type:     schema.TypeString,
+				Required: true,
+				ValidateFunc: validation.StringInSlice([]string{
+					"org_admin",
+					"internal_user",
+					"internal_user_viewer",
+				}, false),
+			},
+		},
+	}
+}
+
+func resourceLiteLLMOrganizationMemberCreate(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+
+	memberData := map[string]interface{}{
+		"member": []map[string]interface{}{
+			{
+				"role":       d.Get("role").(string),
+				"user_id":    d.Get("user_id").(string),
+				"user_email": d.Get("user_email").(string),
+			},
+		},
+		"organization_id": d.Get("organization_id").(string),
+	}
+
+	log.Printf("[DEBUG] Create organization member request payload: %+v", memberData)
+
+	resp, err := client.AddOrganizationMember(memberData)
+	if err != nil {
+		return fmt.Errorf("error creating organization member: %v", err)
+	}
+
+	log.Printf("[DEBUG] Create organization member response: %+v", resp)
+
+	// Set a composite ID since there's no specific member ID returned
+	d.SetId(fmt.Sprintf("%s:%s", d.Get("organization_id").(string), d.Get("user_id").(string)))
+
+	log.Printf("[INFO] Organization member created with ID: %s", d.Id())
+
+	return resourceLiteLLMOrganizationMemberRead(d, m)
+}
+
+func resourceLiteLLMOrganizationMemberRead(d *schema.ResourceData, m interface{}) error {
+	// There's no specific endpoint to read a single organization member
+	// We'll just return the data we have in the state
+	log.Printf("[INFO] Reading organization member with ID: %s", d.Id())
+	return nil
+}
+
+func resourceLiteLLMOrganizationMemberUpdate(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+
+	updateData := map[string]interface{}{
+		"user_id":         d.Get("user_id").(string),
+		"user_email":      d.Get("user_email").(string),
+		"organization_id": d.Get("organization_id").(string),
+		"role":            d.Get("role").(string),
+	}
+
+	log.Printf("[DEBUG] Update organization member request payload: %+v", updateData)
+
+	resp, err := client.UpdateOrganizationMember(updateData)
+	if err != nil {
+		return fmt.Errorf("error updating organization member: %v", err)
+	}
+
+	log.Printf("[DEBUG] Update organization member response: %+v", resp)
+
+	log.Printf("[INFO] Successfully updated organization member with ID: %s", d.Id())
+
+	return resourceLiteLLMOrganizationMemberRead(d, m)
+}
+
+func resourceLiteLLMOrganizationMemberDelete(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+
+	deleteData := map[string]interface{}{
+		"user_id":         d.Get("user_id").(string),
+		"user_email":      d.Get("user_email").(string),
+		"organization_id": d.Get("organization_id").(string),
+	}
+
+	log.Printf("[DEBUG] Delete organization member request payload: %+v", deleteData)
+
+	_, err := client.DeleteOrganizationMember(deleteData)
+	if err != nil {
+		return fmt.Errorf("error deleting organization member: %v", err)
+	}
+
+	log.Printf("[INFO] Successfully deleted organization member with ID: %s", d.Id())
+
+	d.SetId("")
+	return nil
+}
diff --git a/terraform/provider/litellm/resource_organization_member_add.go b/terraform/provider/litellm/resource_organization_member_add.go
new file mode 100644
index 00000000000..9bb4de09861
--- /dev/null
+++ b/terraform/provider/litellm/resource_organization_member_add.go
@@ -0,0 +1,260 @@
+package litellm
+
+import (
+	"fmt"
+	"log"
+
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/validation"
+)
+
+func resourceLiteLLMOrganizationMemberAdd() *schema.Resource {
+	return &schema.Resource{
+		Create: resourceLiteLLMOrganizationMemberAddCreate,
+		Read:   resourceLiteLLMOrganizationMemberAddRead,
+		Update: resourceLiteLLMOrganizationMemberAddUpdate,
+		Delete: resourceLiteLLMOrganizationMemberAddDelete,
+
+		Schema: map[string]*schema.Schema{
+			"organization_id": {
+				Type:     schema.TypeString,
+				Required: true,
+				ForceNew: true,
+			},
+			"member": {
+				Type:     schema.TypeSet,
+				Required: true,
+				Elem: &schema.Resource{
+					Schema: map[string]*schema.Schema{
+						"user_id": {
+							Type:     schema.TypeString,
+							Optional: true,
+						},
+						"user_email": {
+							Type:     schema.TypeString,
+							Optional: true,
+						},
+						"role": {
+							Type:     schema.TypeString,
+							Required: true,
+							ValidateFunc: validation.StringInSlice([]string{
+								"org_admin",
+								"internal_user",
+								"internal_user_viewer",
+							}, false),
+						},
+					},
+				},
+			},
+		},
+	}
+}
+
+func resourceLiteLLMOrganizationMemberAddCreate(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+
+	orgID := d.Get("organization_id").(string)
+	members := d.Get("member").(*schema.Set)
+
+	// Convert members to the expected format
+	membersList := make([]map[string]interface{}, 0, members.Len())
+	for _, member := range members.List() {
+		m := member.(map[string]interface{})
+		memberData := map[string]interface{}{
+			"role": m["role"].(string),
+		}
+		if userID, ok := m["user_id"].(string); ok && userID != "" {
+			memberData["user_id"] = userID
+		}
+		if userEmail, ok := m["user_email"].(string); ok && userEmail != "" {
+			memberData["user_email"] = userEmail
+		}
+		membersList = append(membersList, memberData)
+	}
+
+	memberData := map[string]interface{}{
+		"member":          membersList,
+		"organization_id": orgID,
+	}
+
+	log.Printf("[DEBUG] Create organization members request payload: %+v", memberData)
+
+	resp, err := client.AddOrganizationMember(memberData)
+	if err != nil {
+		return fmt.Errorf("error adding organization members: %v", err)
+	}
+
+	log.Printf("[DEBUG] Create organization members response: %+v", resp)
+
+	// Set ID as organization_id since this resource manages all members for an organization
+	d.SetId(orgID)
+
+	return resourceLiteLLMOrganizationMemberAddRead(d, m)
+}
+
+func resourceLiteLLMOrganizationMemberAddRead(d *schema.ResourceData, m interface{}) error {
+	// The API doesn't provide a way to read specific organization members easily
+	// We'll maintain the state as is
+	return nil
+}
+
+func resourceLiteLLMOrganizationMemberAddUpdate(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+	orgID := d.Get("organization_id").(string)
+
+	o, n := d.GetChange("member")
+	oldMembers := o.(*schema.Set)
+	newMembers := n.(*schema.Set)
+
+	// Create maps for easier lookup by user identifier
+	oldMemberMap := make(map[string]map[string]interface{})
+	newMemberMap := make(map[string]map[string]interface{})
+
+	// Build old member map using user_id or user_email as key
+	for _, member := range oldMembers.List() {
+		m := member.(map[string]interface{})
+		key := getOrgMemberKey(m)
+		if key != "" {
+			oldMemberMap[key] = m
+		}
+	}
+
+	// Build new member map using user_id or user_email as key
+	for _, member := range newMembers.List() {
+		m := member.(map[string]interface{})
+		key := getOrgMemberKey(m)
+		if key != "" {
+			newMemberMap[key] = m
+		}
+	}
+
+	// Find members to delete (in old but not in new)
+	for key, oldMember := range oldMemberMap {
+		if _, exists := newMemberMap[key]; !exists {
+			deleteData := map[string]interface{}{
+				"organization_id": orgID,
+			}
+			if userID, ok := oldMember["user_id"].(string); ok && userID != "" {
+				deleteData["user_id"] = userID
+			}
+			if userEmail, ok := oldMember["user_email"].(string); ok && userEmail != "" {
+				deleteData["user_email"] = userEmail
+			}
+
+			log.Printf("[DEBUG] Delete organization member request payload: %+v", deleteData)
+
+			_, err := client.DeleteOrganizationMember(deleteData)
+			if err != nil {
+				return fmt.Errorf("error deleting organization member: %v", err)
+			}
+		}
+	}
+
+	// Find members to update (exist in both but with different attributes)
+	for key, newMember := range newMemberMap {
+		if oldMember, exists := oldMemberMap[key]; exists {
+			// Check if member attributes have changed
+			if orgMemberAttributesChanged(oldMember, newMember) {
+				updateData := map[string]interface{}{
+					"organization_id": orgID,
+					"role":            newMember["role"].(string),
+				}
+				if userID, ok := newMember["user_id"].(string); ok && userID != "" {
+					updateData["user_id"] = userID
+				}
+				if userEmail, ok := newMember["user_email"].(string); ok && userEmail != "" {
+					updateData["user_email"] = userEmail
+				}
+
+				log.Printf("[DEBUG] Update organization member request payload: %+v", updateData)
+
+				_, err := client.UpdateOrganizationMember(updateData)
+				if err != nil {
+					return fmt.Errorf("error updating organization member: %v", err)
+				}
+			}
+		}
+	}
+
+	// Find members to add (in new but not in old)
+	var membersToAdd []map[string]interface{}
+	for key, newMember := range newMemberMap {
+		if _, exists := oldMemberMap[key]; !exists {
+			memberData := map[string]interface{}{
+				"role": newMember["role"].(string),
+			}
+			if userID, ok := newMember["user_id"].(string); ok && userID != "" {
+				memberData["user_id"] = userID
+			}
+			if userEmail, ok := newMember["user_email"].(string); ok && userEmail != "" {
+				memberData["user_email"] = userEmail
+			}
+			membersToAdd = append(membersToAdd, memberData)
+		}
+	}
+
+	if len(membersToAdd) > 0 {
+		memberData := map[string]interface{}{
+			"member":          membersToAdd,
+			"organization_id": orgID,
+		}
+
+		log.Printf("[DEBUG] Adding new organization members request payload: %+v", memberData)
+
+		resp, err := client.AddOrganizationMember(memberData)
+		if err != nil {
+			return fmt.Errorf("error adding organization members: %v", err)
+		}
+
+		log.Printf("[DEBUG] Add organization members response: %+v", resp)
+	}
+
+	return resourceLiteLLMOrganizationMemberAddRead(d, m)
+}
+
+// getOrgMemberKey returns a unique key for a member based on user_id or user_email
+func getOrgMemberKey(member map[string]interface{}) string {
+	if userID, ok := member["user_id"].(string); ok && userID != "" {
+		return "id:" + userID
+	}
+	if userEmail, ok := member["user_email"].(string); ok && userEmail != "" {
+		return "email:" + userEmail
+	}
+	return ""
+}
+
+// orgMemberAttributesChanged checks if member attributes have changed between old and new
+func orgMemberAttributesChanged(oldMember, newMember map[string]interface{}) bool {
+	// Compare role
+	oldRole, _ := oldMember["role"].(string)
+	newRole, _ := newMember["role"].(string)
+	return oldRole != newRole
+}
+
+func resourceLiteLLMOrganizationMemberAddDelete(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+	orgID := d.Get("organization_id").(string)
+	members := d.Get("member").(*schema.Set)
+
+	// Delete each member
+	for _, member := range members.List() {
+		m := member.(map[string]interface{})
+		deleteData := map[string]interface{}{
+			"organization_id": orgID,
+		}
+		if userID, ok := m["user_id"].(string); ok && userID != "" {
+			deleteData["user_id"] = userID
+		}
+		if userEmail, ok := m["user_email"].(string); ok && userEmail != "" {
+			deleteData["user_email"] = userEmail
+		}
+
+		_, err := client.DeleteOrganizationMember(deleteData)
+		if err != nil {
+			return fmt.Errorf("error deleting organization member: %v", err)
+		}
+	}
+
+	d.SetId("")
+	return nil
+}
diff --git a/terraform/provider/litellm/resource_organization_member_add_test.go b/terraform/provider/litellm/resource_organization_member_add_test.go
new file mode 100644
index 00000000000..a26c9ed5812
--- /dev/null
+++ b/terraform/provider/litellm/resource_organization_member_add_test.go
@@ -0,0 +1,74 @@
+package litellm
+
+import (
+	"fmt"
+	"testing"
+
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/resource"
+	"github.com/hashicorp/terraform-plugin-sdk/v2/terraform"
+)
+
+func TestAccLiteLLMOrganizationMemberAdd_basic(t *testing.T) {
+	resource.Test(t, resource.TestCase{
+		PreCheck:  func() { testAccPreCheck(t) },
+		Providers: testAccProviders,
+		Steps: []resource.TestStep{
+			{
+				Config: testAccLiteLLMOrganizationMemberAddConfig("test-org-bulk", "bulk-user-1", "bulk-user-2"),
+				Check: resource.ComposeTestCheckFunc(
+					testAccCheckLiteLLMOrganizationMemberAddExists("litellm_organization_member_add.test_members"),
+					resource.TestCheckResourceAttr("litellm_organization_member_add.test_members", "member.#", "2"),
+				),
+			},
+		},
+	})
+}
+
+func testAccCheckLiteLLMOrganizationMemberAddExists(n string) resource.TestCheckFunc {
+	return func(s *terraform.State) error {
+		rs, ok := s.RootModule().Resources[n]
+		if !ok {
+			return fmt.Errorf("Not found: %s", n)
+		}
+
+		if rs.Primary.ID == "" {
+			return fmt.Errorf("No ID is set")
+		}
+
+		return nil
+	}
+}
+
+func testAccLiteLLMOrganizationMemberAddConfig(orgAlias, user1, user2 string) string {
+	return fmt.Sprintf(`
+resource "litellm_model" "test_model" {
+  model_name          = "gpt-3.5-turbo"
+  custom_llm_provider = "openai"
+  base_model          = "gpt-3.5-turbo"
+}
+
+resource "litellm_organization" "test_org_bulk" {
+  organization_alias = "%s"
+  max_budget         = 100.0
+  budget_duration    = "30d"
+  
+  depends_on = [litellm_model.test_model]
+}
+
+resource "litellm_organization_member_add" "test_members" {
+  organization_id = litellm_organization.test_org_bulk.id
+  
+  member {
+    user_id    = "%s"
+    user_email = "%s@example.com"
+    role       = "org_admin"
+  }
+
+  member {
+    user_id    = "%s"
+    user_email = "%s@example.com"
+    role       = "internal_user"
+  }
+}
+`, orgAlias, user1, user1, user2, user2)
+}
diff --git a/terraform/provider/litellm/resource_organization_member_test.go b/terraform/provider/litellm/resource_organization_member_test.go
new file mode 100644
index 00000000000..8818ed81052
--- /dev/null
+++ b/terraform/provider/litellm/resource_organization_member_test.go
@@ -0,0 +1,66 @@
+package litellm
+
+import (
+	"fmt"
+	"testing"
+
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/resource"
+	"github.com/hashicorp/terraform-plugin-sdk/v2/terraform"
+)
+
+func TestAccLiteLLMOrganizationMember_basic(t *testing.T) {
+	resource.Test(t, resource.TestCase{
+		PreCheck:  func() { testAccPreCheck(t) },
+		Providers: testAccProviders,
+		Steps: []resource.TestStep{
+			{
+				Config: testAccLiteLLMOrganizationMemberConfig("test-org-member", "test-user-1"),
+				Check: resource.ComposeTestCheckFunc(
+					testAccCheckLiteLLMOrganizationMemberExists("litellm_organization_member.test_member"),
+					resource.TestCheckResourceAttr("litellm_organization_member.test_member", "role", "org_admin"),
+					resource.TestCheckResourceAttr("litellm_organization_member.test_member", "user_id", "test-user-1"),
+				),
+			},
+		},
+	})
+}
+
+func testAccCheckLiteLLMOrganizationMemberExists(n string) resource.TestCheckFunc {
+	return func(s *terraform.State) error {
+		rs, ok := s.RootModule().Resources[n]
+		if !ok {
+			return fmt.Errorf("Not found: %s", n)
+		}
+
+		if rs.Primary.ID == "" {
+			return fmt.Errorf("No ID is set")
+		}
+
+		return nil
+	}
+}
+
+func testAccLiteLLMOrganizationMemberConfig(orgAlias, userID string) string {
+	return fmt.Sprintf(`
+resource "litellm_model" "test_model" {
+  model_name          = "gpt-3.5-turbo"
+  custom_llm_provider = "openai"
+  base_model          = "gpt-3.5-turbo"
+}
+
+resource "litellm_organization" "test_org" {
+  organization_alias = "%s"
+  max_budget         = 100.0
+  budget_duration    = "30d"
+  
+  depends_on = [litellm_model.test_model]
+}
+
+resource "litellm_organization_member" "test_member" {
+  organization_id = litellm_organization.test_org.id
+  user_id         = "%s"
+  user_email      = "%s@example.com"
+  role            = "org_admin"
+}
+`, orgAlias, userID, userID)
+}
diff --git a/terraform/provider/litellm/resource_organization_test.go b/terraform/provider/litellm/resource_organization_test.go
new file mode 100644
index 00000000000..2a2c32438fe
--- /dev/null
+++ b/terraform/provider/litellm/resource_organization_test.go
@@ -0,0 +1,59 @@
+package litellm
+
+import (
+	"fmt"
+	"testing"
+
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/resource"
+	"github.com/hashicorp/terraform-plugin-sdk/v2/terraform"
+)
+
+func TestAccLiteLLMOrganization_basic(t *testing.T) {
+	resource.Test(t, resource.TestCase{
+		PreCheck:  func() { testAccPreCheck(t) },
+		Providers: testAccProviders,
+		Steps: []resource.TestStep{
+			{
+				Config: testAccLiteLLMOrganizationConfig("test-org", "test-org-alias"),
+				Check: resource.ComposeTestCheckFunc(
+					testAccCheckLiteLLMOrganizationExists("litellm_organization.test"),
+					resource.TestCheckResourceAttr("litellm_organization.test", "organization_alias", "test-org-alias"),
+					resource.TestCheckResourceAttr("litellm_organization.test", "max_budget", "100"),
+				),
+			},
+		},
+	})
+}
+
+func testAccCheckLiteLLMOrganizationExists(n string) resource.TestCheckFunc {
+	return func(s *terraform.State) error {
+		rs, ok := s.RootModule().Resources[n]
+		if !ok {
+			return fmt.Errorf("Not found: %s", n)
+		}
+
+		if rs.Primary.ID == "" {
+			return fmt.Errorf("No ID is set")
+		}
+
+		return nil
+	}
+}
+
+func testAccLiteLLMOrganizationConfig(name, alias string) string {
+	return fmt.Sprintf(`
+resource "litellm_model" "test_model" {
+  model_name          = "gpt-3.5-turbo"
+  custom_llm_provider = "openai"
+  base_model          = "gpt-3.5-turbo"
+}
+
+resource "litellm_organization" "test" {
+  organization_alias = "%s"
+  max_budget         = 100.0
+  budget_duration    = "30d"
+  
+  depends_on = [litellm_model.test_model]
+}
+`, alias)
+}
diff --git a/terraform/provider/litellm/resource_team.go b/terraform/provider/litellm/resource_team.go
new file mode 100644
index 00000000000..88e0dcd4811
--- /dev/null
+++ b/terraform/provider/litellm/resource_team.go
@@ -0,0 +1,311 @@
+package litellm
+
+import (
+	"encoding/json"
+	"fmt"
+	"io"
+	"log"
+	"net/http"
+
+	"github.com/google/uuid"
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+)
+
+const (
+	endpointTeamNew               = "/team/new"
+	endpointTeamInfo              = "/team/info"
+	endpointTeamUpdate            = "/team/update"
+	endpointTeamDelete            = "/team/delete"
+	endpointTeamPermissionsList   = "/team/permissions_list"
+	endpointTeamPermissionsUpdate = "/team/permissions_update"
+)
+
+func ResourceLiteLLMTeam() *schema.Resource {
+	return &schema.Resource{
+		Create: resourceLiteLLMTeamCreate,
+		Read:   resourceLiteLLMTeamRead,
+		Update: resourceLiteLLMTeamUpdate,
+		Delete: resourceLiteLLMTeamDelete,
+
+		Schema: map[string]*schema.Schema{
+			"team_alias": {
+				Type:     schema.TypeString,
+				Required: true,
+			},
+			"organization_id": {
+				Type:     schema.TypeString,
+				Optional: true,
+			},
+			"metadata": {
+				Type:     schema.TypeMap,
+				Optional: true,
+				Elem:     &schema.Schema{Type: schema.TypeString},
+			},
+			"tpm_limit": {
+				Type:     schema.TypeInt,
+				Optional: true,
+			},
+			"rpm_limit": {
+				Type:     schema.TypeInt,
+				Optional: true,
+			},
+			"max_budget": {
+				Type:     schema.TypeFloat,
+				Optional: true,
+			},
+			"budget_duration": {
+				Type:     schema.TypeString,
+				Optional: true,
+			},
+			"models": {
+				Type:     schema.TypeList,
+				Optional: true,
+				Elem:     &schema.Schema{Type: schema.TypeString},
+			},
+			"blocked": {
+				Type:     schema.TypeBool,
+				Optional: true,
+			},
+			"team_member_permissions": {
+				Type:        schema.TypeList,
+				Optional:    true,
+				Elem:        &schema.Schema{Type: schema.TypeString},
+				Description: "List of permissions granted to team members",
+			},
+		},
+	}
+}
+
+func resourceLiteLLMTeamCreate(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+
+	teamID := uuid.New().String()
+	teamData := buildTeamData(d, teamID)
+
+	log.Printf("[DEBUG] Create team request payload: %+v", teamData)
+
+	resp, err := MakeRequest(client, "POST", endpointTeamNew, teamData)
+	if err != nil {
+		return fmt.Errorf("error creating team: %w", err)
+	}
+	defer resp.Body.Close()
+
+	if err := handleResponse(resp, "creating team"); err != nil {
+		return err
+	}
+
+	d.SetId(teamID)
+	log.Printf("[INFO] Team created with ID: %s", teamID)
+
+	return resourceLiteLLMTeamRead(d, m)
+}
+
+func resourceLiteLLMTeamRead(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+
+	log.Printf("[INFO] Reading team with ID: %s", d.Id())
+
+	resp, err := MakeRequest(client, "GET", fmt.Sprintf("%s?team_id=%s", endpointTeamInfo, d.Id()), nil)
+	if err != nil {
+		return fmt.Errorf("error reading team: %w", err)
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode == http.StatusNotFound {
+		log.Printf("[WARN] Team with ID %s not found, removing from state", d.Id())
+		d.SetId("")
+		return nil
+	}
+
+	var teamResp TeamResponse
+	if err := json.NewDecoder(resp.Body).Decode(&teamResp); err != nil {
+		return fmt.Errorf("error decoding team info response: %w", err)
+	}
+
+	// Update the state with values from the response or fall back to the data passed in during creation
+	d.Set("team_alias", GetStringValue(teamResp.TeamAlias, d.Get("team_alias").(string)))
+	d.Set("organization_id", GetStringValue(teamResp.OrganizationID, d.Get("organization_id").(string)))
+
+	// Handle metadata separately as it's a map
+	if teamResp.Metadata != nil {
+		d.Set("metadata", teamResp.Metadata)
+	} else {
+		d.Set("metadata", d.Get("metadata"))
+	}
+
+	if teamResp.TPMLimit != nil {
+		d.Set("tpm_limit", *teamResp.TPMLimit)
+	}
+	if teamResp.RPMLimit != nil {
+		d.Set("rpm_limit", *teamResp.RPMLimit)
+	}
+	if teamResp.MaxBudget != nil {
+		d.Set("max_budget", *teamResp.MaxBudget)
+	}
+	d.Set("budget_duration", GetStringValue(teamResp.BudgetDuration, d.Get("budget_duration").(string)))
+
+	// Handle models separately as it's a list
+	if teamResp.Models != nil {
+		d.Set("models", teamResp.Models)
+	} else {
+		d.Set("models", d.Get("models"))
+	}
+
+	d.Set("blocked", GetBoolValue(teamResp.Blocked, d.Get("blocked").(bool)))
+
+	// Explicitly fetch the current permissions from the API
+	permResp, err := getTeamPermissions(client, d.Id())
+	if err != nil {
+		log.Printf("[WARN] Error fetching team permissions: %s", err)
+		// Fall back to the permissions from the team info response
+		if teamResp.TeamMemberPermissions != nil {
+			d.Set("team_member_permissions", teamResp.TeamMemberPermissions)
+		} else {
+			d.Set("team_member_permissions", d.Get("team_member_permissions"))
+		}
+	} else {
+		// Use the permissions from the permissions_list endpoint
+		log.Printf("[DEBUG] Team permissions from API: %+v", permResp.TeamMemberPermissions)
+		d.Set("team_member_permissions", permResp.TeamMemberPermissions)
+	}
+
+	log.Printf("[INFO] Successfully read team with ID: %s", d.Id())
+	return nil
+}
+
+func resourceLiteLLMTeamUpdate(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+
+	teamData := buildTeamData(d, d.Id())
+	log.Printf("[DEBUG] Update team request payload: %+v", teamData)
+
+	resp, err := MakeRequest(client, "POST", endpointTeamUpdate, teamData)
+	if err != nil {
+		return fmt.Errorf("error updating team: %w", err)
+	}
+	defer resp.Body.Close()
+
+	if err := handleResponse(resp, "updating team"); err != nil {
+		return err
+	}
+
+	// Check if team_member_permissions have changed and explicitly update them
+	if d.HasChange("team_member_permissions") {
+		_, newPerms := d.GetChange("team_member_permissions")
+		if newPerms != nil {
+			// Convert interface{} to []string
+			var permissions []string
+			for _, perm := range newPerms.([]interface{}) {
+				permissions = append(permissions, perm.(string))
+			}
+
+			log.Printf("[DEBUG] Explicitly updating team permissions: %+v", permissions)
+			if err := updateTeamPermissions(client, d.Id(), permissions); err != nil {
+				return fmt.Errorf("error updating team permissions: %w", err)
+			}
+		}
+	}
+
+	log.Printf("[INFO] Successfully updated team with ID: %s", d.Id())
+	return resourceLiteLLMTeamRead(d, m)
+}
+
+func resourceLiteLLMTeamDelete(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+
+	log.Printf("[INFO] Deleting team with ID: %s", d.Id())
+
+	deleteData := map[string]interface{}{
+		"team_ids": []string{d.Id()},
+	}
+
+	resp, err := MakeRequest(client, "POST", endpointTeamDelete, deleteData)
+	if err != nil {
+		return fmt.Errorf("error deleting team: %w", err)
+	}
+	defer resp.Body.Close()
+
+	if err := handleResponse(resp, "deleting team"); err != nil {
+		return err
+	}
+
+	log.Printf("[INFO] Successfully deleted team with ID: %s", d.Id())
+	d.SetId("")
+	return nil
+}
+
+func buildTeamData(d *schema.ResourceData, teamID string) map[string]interface{} {
+	teamData := map[string]interface{}{
+		"team_id":    teamID,
+		"team_alias": d.Get("team_alias").(string),
+	}
+
+	for _, key := range []string{"organization_id", "metadata", "tpm_limit", "rpm_limit", "max_budget", "budget_duration", "models", "blocked", "team_member_permissions"} {
+		if v, ok := d.GetOk(key); ok {
+			teamData[key] = v
+		}
+	}
+
+	return teamData
+}
+
+func handleResponse(resp *http.Response, action string) error {
+	if resp.StatusCode != http.StatusOK {
+		body, _ := io.ReadAll(resp.Body)
+		return fmt.Errorf("error %s: %s - %s", action, resp.Status, string(body))
+	}
+	return nil
+}
+
+// TeamPermissionsResponse represents a response from the API containing team permissions information.
+type TeamPermissionsResponse struct {
+	TeamID                  string   `json:"team_id"`
+	TeamMemberPermissions   []string `json:"team_member_permissions"`
+	AllAvailablePermissions []string `json:"all_available_permissions"`
+}
+
+// getTeamPermissions retrieves the current permissions and available permissions for a team.
+func getTeamPermissions(client *Client, teamID string) (*TeamPermissionsResponse, error) {
+	log.Printf("[INFO] Getting permissions for team with ID: %s", teamID)
+
+	resp, err := MakeRequest(client, "GET", fmt.Sprintf("%s?team_id=%s", endpointTeamPermissionsList, teamID), nil)
+	if err != nil {
+		return nil, fmt.Errorf("error getting team permissions: %w", err)
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode != http.StatusOK {
+		body, _ := io.ReadAll(resp.Body)
+		return nil, fmt.Errorf("error getting team permissions: %s - %s", resp.Status, string(body))
+	}
+
+	var permResp TeamPermissionsResponse
+	if err := json.NewDecoder(resp.Body).Decode(&permResp); err != nil {
+		return nil, fmt.Errorf("error decoding team permissions response: %w", err)
+	}
+
+	return &permResp, nil
+}
+
+// updateTeamPermissions updates the permissions for a team.
+func updateTeamPermissions(client *Client, teamID string, permissions []string) error {
+	log.Printf("[INFO] Updating permissions for team with ID: %s", teamID)
+
+	permData := map[string]interface{}{
+		"team_id":                 teamID,
+		"team_member_permissions": permissions,
+	}
+
+	resp, err := MakeRequest(client, "POST", endpointTeamPermissionsUpdate, permData)
+	if err != nil {
+		return fmt.Errorf("error updating team permissions: %w", err)
+	}
+	defer resp.Body.Close()
+
+	if err := handleResponse(resp, "updating team permissions"); err != nil {
+		return err
+	}
+
+	log.Printf("[INFO] Successfully updated permissions for team with ID: %s", teamID)
+	return nil
+}
diff --git a/terraform/provider/litellm/resource_team_member.go b/terraform/provider/litellm/resource_team_member.go
new file mode 100644
index 00000000000..84db07239fd
--- /dev/null
+++ b/terraform/provider/litellm/resource_team_member.go
@@ -0,0 +1,146 @@
+package litellm
+
+import (
+	"fmt"
+	"log"
+
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/validation"
+)
+
+func resourceLiteLLMTeamMember() *schema.Resource {
+	return &schema.Resource{
+		Create: resourceLiteLLMTeamMemberCreate,
+		Read:   resourceLiteLLMTeamMemberRead,
+		Update: resourceLiteLLMTeamMemberUpdate,
+		Delete: resourceLiteLLMTeamMemberDelete,
+
+		Schema: map[string]*schema.Schema{
+			"team_id": {
+				Type:     schema.TypeString,
+				Required: true,
+			},
+			"user_id": {
+				Type:     schema.TypeString,
+				Required: true,
+			},
+			"user_email": {
+				Type:     schema.TypeString,
+				Required: true,
+			},
+			"role": {
+				Type:     schema.TypeString,
+				Required: true,
+				ValidateFunc: validation.StringInSlice([]string{
+					"org_admin",
+					"internal_user",
+					"internal_user_viewer",
+					"admin",
+					"user",
+				}, false),
+			},
+			"max_budget_in_team": {
+				Type:     schema.TypeFloat,
+				Optional: true,
+			},
+		},
+	}
+}
+
+func resourceLiteLLMTeamMemberCreate(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+
+	memberData := map[string]interface{}{
+		"member": []map[string]interface{}{
+			{
+				"role":       d.Get("role").(string),
+				"user_id":    d.Get("user_id").(string),
+				"user_email": d.Get("user_email").(string),
+			},
+		},
+		"team_id":            d.Get("team_id").(string),
+		"max_budget_in_team": d.Get("max_budget_in_team").(float64),
+	}
+
+	log.Printf("[DEBUG] Create team member request payload: %+v", memberData)
+
+	resp, err := MakeRequest(client, "POST", "/team/member_add", memberData)
+	if err != nil {
+		return fmt.Errorf("error creating team member: %v", err)
+	}
+	defer resp.Body.Close()
+
+	if err := handleResponse(resp, "creating team member"); err != nil {
+		return err
+	}
+
+	// Set a composite ID since there's no specific member ID returned
+	d.SetId(fmt.Sprintf("%s:%s", d.Get("team_id").(string), d.Get("user_id").(string)))
+
+	log.Printf("[INFO] Team member created with ID: %s", d.Id())
+
+	return resourceLiteLLMTeamMemberRead(d, m)
+}
+
+func resourceLiteLLMTeamMemberRead(d *schema.ResourceData, m interface{}) error {
+	// There's no specific endpoint to read a single team member
+	// We might need to read the entire team and find the member
+	// For now, we'll just return the data we have in the state
+	log.Printf("[INFO] Reading team member with ID: %s", d.Id())
+	return nil
+}
+
+func resourceLiteLLMTeamMemberUpdate(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+
+	updateData := map[string]interface{}{
+		"user_id":            d.Get("user_id").(string),
+		"user_email":         d.Get("user_email").(string),
+		"team_id":            d.Get("team_id").(string),
+		"role":               d.Get("role").(string),
+		"max_budget_in_team": d.Get("max_budget_in_team").(float64),
+	}
+
+	log.Printf("[DEBUG] Update team member request payload: %+v", updateData)
+
+	resp, err := MakeRequest(client, "POST", "/team/member_update", updateData)
+	if err != nil {
+		return fmt.Errorf("error updating team member: %v", err)
+	}
+	defer resp.Body.Close()
+
+	if err := handleResponse(resp, "updating team member"); err != nil {
+		return err
+	}
+
+	log.Printf("[INFO] Successfully updated team member with ID: %s", d.Id())
+
+	return resourceLiteLLMTeamMemberRead(d, m)
+}
+
+func resourceLiteLLMTeamMemberDelete(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+
+	deleteData := map[string]interface{}{
+		"user_id":    d.Get("user_id").(string),
+		"user_email": d.Get("user_email").(string),
+		"team_id":    d.Get("team_id").(string),
+	}
+
+	log.Printf("[DEBUG] Delete team member request payload: %+v", deleteData)
+
+	resp, err := MakeRequest(client, "POST", "/team/member_delete", deleteData)
+	if err != nil {
+		return fmt.Errorf("error deleting team member: %v", err)
+	}
+	defer resp.Body.Close()
+
+	if err := handleResponse(resp, "deleting team member"); err != nil {
+		return err
+	}
+
+	log.Printf("[INFO] Successfully deleted team member with ID: %s", d.Id())
+
+	d.SetId("")
+	return nil
+}
diff --git a/terraform/provider/litellm/resource_team_member_add.go b/terraform/provider/litellm/resource_team_member_add.go
new file mode 100644
index 00000000000..da5c7a6ebd7
--- /dev/null
+++ b/terraform/provider/litellm/resource_team_member_add.go
@@ -0,0 +1,342 @@
+package litellm
+
+import (
+	"fmt"
+	"log"
+
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/validation"
+)
+
+func resourceLiteLLMTeamMemberAdd() *schema.Resource {
+	return &schema.Resource{
+		Create: resourceLiteLLMTeamMemberAddCreate,
+		Read:   resourceLiteLLMTeamMemberAddRead,
+		Update: resourceLiteLLMTeamMemberAddUpdate,
+		Delete: resourceLiteLLMTeamMemberAddDelete,
+
+		Schema: map[string]*schema.Schema{
+			"team_id": {
+				Type:     schema.TypeString,
+				Required: true,
+				ForceNew: true,
+			},
+			"member": {
+				Type:     schema.TypeSet,
+				Required: true,
+				Elem: &schema.Resource{
+					Schema: map[string]*schema.Schema{
+						"user_id": {
+							Type:     schema.TypeString,
+							Optional: true,
+						},
+						"user_email": {
+							Type:     schema.TypeString,
+							Optional: true,
+						},
+						"role": {
+							Type:     schema.TypeString,
+							Required: true,
+							ValidateFunc: validation.StringInSlice([]string{
+								"admin",
+								"user",
+							}, false),
+						},
+					},
+				},
+			},
+			"max_budget_in_team": {
+				Type:     schema.TypeFloat,
+				Optional: true,
+			},
+		},
+	}
+}
+
+func resourceLiteLLMTeamMemberAddCreate(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+
+	teamID := d.Get("team_id").(string)
+	members := d.Get("member").(*schema.Set)
+	maxBudget := d.Get("max_budget_in_team").(float64)
+
+	// Convert members to the expected format
+	membersList := make([]map[string]interface{}, 0, members.Len())
+	for _, member := range members.List() {
+		m := member.(map[string]interface{})
+		memberData := map[string]interface{}{
+			"role": m["role"].(string),
+		}
+		if userID, ok := m["user_id"].(string); ok && userID != "" {
+			memberData["user_id"] = userID
+		}
+		if userEmail, ok := m["user_email"].(string); ok && userEmail != "" {
+			memberData["user_email"] = userEmail
+		}
+		membersList = append(membersList, memberData)
+	}
+
+	memberData := map[string]interface{}{
+		"member":             membersList,
+		"team_id":            teamID,
+		"max_budget_in_team": maxBudget,
+	}
+
+	log.Printf("[DEBUG] Create team members request payload: %+v", memberData)
+
+	resp, err := MakeRequest(client, "POST", "/team/member_add", memberData)
+	if err != nil {
+		return fmt.Errorf("error adding team members: %v", err)
+	}
+	defer resp.Body.Close()
+
+	if err := handleResponse(resp, "adding team members"); err != nil {
+		return err
+	}
+
+	// Set ID as team_id since this resource manages all members for a team
+	d.SetId(teamID)
+
+	return resourceLiteLLMTeamMemberAddRead(d, m)
+}
+
+func resourceLiteLLMTeamMemberAddRead(d *schema.ResourceData, m interface{}) error {
+	// The API doesn't provide a way to read specific team members
+	// We'll maintain the state as is
+	return nil
+}
+
+func resourceLiteLLMTeamMemberAddUpdate(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+	teamID := d.Get("team_id").(string)
+	maxBudget := d.Get("max_budget_in_team").(float64)
+
+	o, n := d.GetChange("member")
+	oldMembers := o.(*schema.Set)
+	newMembers := n.(*schema.Set)
+
+	// Create maps for easier lookup by user identifier
+	oldMemberMap := make(map[string]map[string]interface{})
+	newMemberMap := make(map[string]map[string]interface{})
+
+	// Build old member map using user_id or user_email as key
+	for _, member := range oldMembers.List() {
+		m := member.(map[string]interface{})
+		key := getMemberKey(m)
+		if key != "" {
+			oldMemberMap[key] = m
+		}
+	}
+
+	// Build new member map using user_id or user_email as key
+	for _, member := range newMembers.List() {
+		m := member.(map[string]interface{})
+		key := getMemberKey(m)
+		if key != "" {
+			newMemberMap[key] = m
+		}
+	}
+
+	// Track which members have been updated to avoid duplicates
+	updatedMembers := make(map[string]bool)
+
+	// Check if max_budget_in_team has changed
+	if d.HasChange("max_budget_in_team") {
+		log.Printf("[DEBUG] max_budget_in_team changed, updating all existing members with new budget: %f", maxBudget)
+
+		// Update ALL existing members with the new budget
+		for key, newMember := range newMemberMap {
+			if _, exists := oldMemberMap[key]; exists {
+				updateData := map[string]interface{}{
+					"team_id":            teamID,
+					"role":               newMember["role"].(string),
+					"max_budget_in_team": maxBudget,
+				}
+				if userID, ok := newMember["user_id"].(string); ok && userID != "" {
+					updateData["user_id"] = userID
+				}
+				if userEmail, ok := newMember["user_email"].(string); ok && userEmail != "" {
+					updateData["user_email"] = userEmail
+				}
+
+				log.Printf("[DEBUG] Update team member budget request payload: %+v", updateData)
+
+				resp, err := MakeRequest(client, "POST", "/team/member_update", updateData)
+				if err != nil {
+					return fmt.Errorf("error updating team member budget: %v", err)
+				}
+				defer resp.Body.Close()
+
+				if err := handleResponse(resp, "updating team member budget"); err != nil {
+					return err
+				}
+
+				// Mark this member as updated
+				updatedMembers[key] = true
+			}
+		}
+	}
+
+	// Find members to delete (in old but not in new)
+	for key, oldMember := range oldMemberMap {
+		if _, exists := newMemberMap[key]; !exists {
+			deleteData := map[string]interface{}{
+				"team_id": teamID,
+			}
+			if userID, ok := oldMember["user_id"].(string); ok && userID != "" {
+				deleteData["user_id"] = userID
+			}
+			if userEmail, ok := oldMember["user_email"].(string); ok && userEmail != "" {
+				deleteData["user_email"] = userEmail
+			}
+
+			log.Printf("[DEBUG] Delete team member request payload: %+v", deleteData)
+
+			resp, err := MakeRequest(client, "POST", "/team/member_delete", deleteData)
+			if err != nil {
+				return fmt.Errorf("error deleting team member: %v", err)
+			}
+			defer resp.Body.Close()
+
+			if err := handleResponse(resp, "deleting team member"); err != nil {
+				return err
+			}
+		}
+	}
+
+	// Find members to update (exist in both but with different attributes)
+	// Skip members that were already updated due to budget change
+	for key, newMember := range newMemberMap {
+		if oldMember, exists := oldMemberMap[key]; exists {
+			// Skip if already updated due to budget change
+			if updatedMembers[key] {
+				continue
+			}
+
+			// Check if member attributes have changed
+			if memberAttributesChanged(oldMember, newMember) {
+				updateData := map[string]interface{}{
+					"team_id":            teamID,
+					"role":               newMember["role"].(string),
+					"max_budget_in_team": maxBudget,
+				}
+				if userID, ok := newMember["user_id"].(string); ok && userID != "" {
+					updateData["user_id"] = userID
+				}
+				if userEmail, ok := newMember["user_email"].(string); ok && userEmail != "" {
+					updateData["user_email"] = userEmail
+				}
+
+				log.Printf("[DEBUG] Update team member request payload: %+v", updateData)
+
+				resp, err := MakeRequest(client, "POST", "/team/member_update", updateData)
+				if err != nil {
+					return fmt.Errorf("error updating team member: %v", err)
+				}
+				defer resp.Body.Close()
+
+				if err := handleResponse(resp, "updating team member"); err != nil {
+					return err
+				}
+			}
+		}
+	}
+
+	// Find members to add (in new but not in old)
+	var membersToAdd []map[string]interface{}
+	for key, newMember := range newMemberMap {
+		if _, exists := oldMemberMap[key]; !exists {
+			memberData := map[string]interface{}{
+				"role": newMember["role"].(string),
+			}
+			if userID, ok := newMember["user_id"].(string); ok && userID != "" {
+				memberData["user_id"] = userID
+			}
+			if userEmail, ok := newMember["user_email"].(string); ok && userEmail != "" {
+				memberData["user_email"] = userEmail
+			}
+			membersToAdd = append(membersToAdd, memberData)
+		}
+	}
+
+	if len(membersToAdd) > 0 {
+		memberData := map[string]interface{}{
+			"member":             membersToAdd,
+			"team_id":            teamID,
+			"max_budget_in_team": maxBudget,
+		}
+
+		log.Printf("[DEBUG] Adding new team members request payload: %+v", memberData)
+
+		resp, err := MakeRequest(client, "POST", "/team/member_add", memberData)
+		if err != nil {
+			return fmt.Errorf("error adding team members: %v", err)
+		}
+		defer resp.Body.Close()
+
+		if err := handleResponse(resp, "adding team members"); err != nil {
+			return err
+		}
+	}
+
+	return resourceLiteLLMTeamMemberAddRead(d, m)
+}
+
+// getMemberKey returns a unique key for a member based on user_id or user_email
+func getMemberKey(member map[string]interface{}) string {
+	if userID, ok := member["user_id"].(string); ok && userID != "" {
+		return "id:" + userID
+	}
+	if userEmail, ok := member["user_email"].(string); ok && userEmail != "" {
+		return "email:" + userEmail
+	}
+	return ""
+}
+
+// memberAttributesChanged checks if member attributes have changed between old and new
+func memberAttributesChanged(oldMember, newMember map[string]interface{}) bool {
+	// Compare role
+	oldRole, _ := oldMember["role"].(string)
+	newRole, _ := newMember["role"].(string)
+	if oldRole != newRole {
+		return true
+	}
+
+	// Note: max_budget_in_team is handled at the resource level, not per member
+	// so we don't need to compare it here
+
+	return false
+}
+
+func resourceLiteLLMTeamMemberAddDelete(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+	teamID := d.Get("team_id").(string)
+	members := d.Get("member").(*schema.Set)
+
+	// Delete each member
+	for _, member := range members.List() {
+		m := member.(map[string]interface{})
+		deleteData := map[string]interface{}{
+			"team_id": teamID,
+		}
+		if userID, ok := m["user_id"].(string); ok && userID != "" {
+			deleteData["user_id"] = userID
+		}
+		if userEmail, ok := m["user_email"].(string); ok && userEmail != "" {
+			deleteData["user_email"] = userEmail
+		}
+
+		resp, err := MakeRequest(client, "POST", "/team/member_delete", deleteData)
+		if err != nil {
+			return fmt.Errorf("error deleting team member: %v", err)
+		}
+		defer resp.Body.Close()
+
+		if err := handleResponse(resp, "deleting team member"); err != nil {
+			return err
+		}
+	}
+
+	d.SetId("")
+	return nil
+}
diff --git a/terraform/provider/litellm/resource_team_member_test.go b/terraform/provider/litellm/resource_team_member_test.go
new file mode 100644
index 00000000000..156c4b3abfa
--- /dev/null
+++ b/terraform/provider/litellm/resource_team_member_test.go
@@ -0,0 +1,44 @@
+package litellm
+
+import (
+	"encoding/json"
+	"io"
+	"net/http"
+	"net/http/httptest"
+	"testing"
+
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+)
+
+func TestTeamMemberUpdateSendsRole(t *testing.T) {
+	var captured map[string]interface{}
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		body, _ := io.ReadAll(r.Body)
+		json.Unmarshal(body, &captured)
+		w.Header().Set("Content-Type", "application/json")
+		w.WriteHeader(http.StatusOK)
+		w.Write([]byte(`{}`))
+	}))
+	defer srv.Close()
+
+	client := NewClient(srv.URL, "test-key", true)
+	d := schema.TestResourceDataRaw(t, resourceLiteLLMTeamMember().Schema, map[string]interface{}{
+		"team_id":    "team-1",
+		"user_id":    "user-1",
+		"user_email": "user@example.com",
+		"role":       "user",
+	})
+	d.SetId("team-1:user-1")
+
+	if err := resourceLiteLLMTeamMemberUpdate(d, client); err != nil {
+		t.Fatalf("update failed: %v", err)
+	}
+
+	role, ok := captured["role"]
+	if !ok {
+		t.Fatalf("update payload missing role field: %v", captured)
+	}
+	if role != "user" {
+		t.Fatalf("update payload sent role %v, want user", role)
+	}
+}
diff --git a/terraform/provider/litellm/resource_vector_store.go b/terraform/provider/litellm/resource_vector_store.go
new file mode 100644
index 00000000000..f77ba18c6d4
--- /dev/null
+++ b/terraform/provider/litellm/resource_vector_store.go
@@ -0,0 +1,65 @@
+package litellm
+
+import (
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+)
+
+func resourceLiteLLMVectorStore() *schema.Resource {
+	return &schema.Resource{
+		Create: resourceLiteLLMVectorStoreCreate,
+		Read:   resourceLiteLLMVectorStoreRead,
+		Update: resourceLiteLLMVectorStoreUpdate,
+		Delete: resourceLiteLLMVectorStoreDelete,
+
+		Schema: map[string]*schema.Schema{
+			"vector_store_id": {
+				Type:        schema.TypeString,
+				Computed:    true,
+				Description: "Unique identifier for the vector store",
+			},
+			"vector_store_name": {
+				Type:        schema.TypeString,
+				Required:    true,
+				Description: "Name of the vector store",
+			},
+			"custom_llm_provider": {
+				Type:        schema.TypeString,
+				Required:    true,
+				Description: "Custom LLM provider for the vector store",
+			},
+			"vector_store_description": {
+				Type:        schema.TypeString,
+				Optional:    true,
+				Description: "Description of the vector store",
+			},
+			"vector_store_metadata": {
+				Type:        schema.TypeMap,
+				Optional:    true,
+				Elem:        &schema.Schema{Type: schema.TypeString},
+				Description: "Metadata associated with the vector store",
+			},
+			"litellm_credential_name": {
+				Type:        schema.TypeString,
+				Optional:    true,
+				Description: "Name of the LiteLLM credential to use",
+			},
+			"litellm_params": {
+				Type:        schema.TypeMap,
+				Optional:    true,
+				Sensitive:   true,
+				Elem:        &schema.Schema{Type: schema.TypeString},
+				Description: "Additional LiteLLM parameters",
+			},
+			"created_at": {
+				Type:        schema.TypeString,
+				Computed:    true,
+				Description: "Timestamp when the vector store was created",
+			},
+			"updated_at": {
+				Type:        schema.TypeString,
+				Computed:    true,
+				Description: "Timestamp when the vector store was last updated",
+			},
+		},
+	}
+}
diff --git a/terraform/provider/litellm/resource_vector_store_crud.go b/terraform/provider/litellm/resource_vector_store_crud.go
new file mode 100644
index 00000000000..b05017f7125
--- /dev/null
+++ b/terraform/provider/litellm/resource_vector_store_crud.go
@@ -0,0 +1,168 @@
+package litellm
+
+import (
+	"fmt"
+	"net/http"
+
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+)
+
+func resourceLiteLLMVectorStoreCreate(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+
+	vectorStoreName := d.Get("vector_store_name").(string)
+	customLLMProvider := d.Get("custom_llm_provider").(string)
+	vectorStoreDescription := d.Get("vector_store_description").(string)
+	vectorStoreMetadata := d.Get("vector_store_metadata").(map[string]interface{})
+	litellmCredentialName := d.Get("litellm_credential_name").(string)
+	litellmParams := d.Get("litellm_params").(map[string]interface{})
+
+	// Convert metadata to map[string]interface{} for JSON
+	metadataMap := make(map[string]interface{})
+	for k, v := range vectorStoreMetadata {
+		metadataMap[k] = v
+	}
+
+	// Convert litellm_params to map[string]interface{} for JSON
+	paramsMap := make(map[string]interface{})
+	for k, v := range litellmParams {
+		paramsMap[k] = v
+	}
+
+	vectorStoreRequest := VectorStoreRequest{
+		CustomLLMProvider:      customLLMProvider,
+		VectorStoreName:        vectorStoreName,
+		VectorStoreDescription: vectorStoreDescription,
+		VectorStoreMetadata:    metadataMap,
+		LiteLLMCredentialName:  litellmCredentialName,
+		LiteLLMParams:          paramsMap,
+	}
+
+	resp, err := MakeRequest(client, "POST", "/vector_store/new", vectorStoreRequest)
+	if err != nil {
+		return fmt.Errorf("failed to create vector store: %w", err)
+	}
+	defer resp.Body.Close()
+
+	err = handleVectorStoreAPIResponse(resp, nil, client)
+	if err != nil {
+		return fmt.Errorf("failed to create vector store: %w", err)
+	}
+
+	// Set the resource ID to the vector store name for now
+	// We'll update this after reading the response to get the actual ID
+	d.SetId(vectorStoreName)
+
+	return resourceLiteLLMVectorStoreRead(d, m)
+}
+
+func resourceLiteLLMVectorStoreRead(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+	vectorStoreID := d.Id()
+
+	// Use the info endpoint to get vector store details
+	infoRequest := VectorStoreInfoRequest{
+		VectorStoreID: vectorStoreID,
+	}
+
+	resp, err := MakeRequest(client, "POST", "/vector_store/info", infoRequest)
+	if err != nil {
+		return fmt.Errorf("failed to read vector store: %w", err)
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode == http.StatusNotFound {
+		d.SetId("")
+		return nil
+	}
+
+	var vectorStoreResp VectorStoreResponse
+	err = handleVectorStoreAPIResponse(resp, &vectorStoreResp, client)
+	if err != nil {
+		if err.Error() == "vector_store_not_found" {
+			d.SetId("")
+			return nil
+		}
+		return fmt.Errorf("failed to read vector store: %w", err)
+	}
+
+	// Update the resource ID to the actual vector store ID from the response
+	if vectorStoreResp.VectorStoreID != "" {
+		d.SetId(vectorStoreResp.VectorStoreID)
+	}
+
+	d.Set("vector_store_id", vectorStoreResp.VectorStoreID)
+	d.Set("vector_store_name", vectorStoreResp.VectorStoreName)
+	d.Set("custom_llm_provider", vectorStoreResp.CustomLLMProvider)
+	d.Set("vector_store_description", vectorStoreResp.VectorStoreDescription)
+	d.Set("vector_store_metadata", vectorStoreResp.VectorStoreMetadata)
+	d.Set("litellm_credential_name", vectorStoreResp.LiteLLMCredentialName)
+	d.Set("created_at", vectorStoreResp.CreatedAt)
+	d.Set("updated_at", vectorStoreResp.UpdatedAt)
+
+	return nil
+}
+
+func resourceLiteLLMVectorStoreUpdate(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+	vectorStoreID := d.Id()
+
+	vectorStoreName := d.Get("vector_store_name").(string)
+	customLLMProvider := d.Get("custom_llm_provider").(string)
+	vectorStoreDescription := d.Get("vector_store_description").(string)
+	vectorStoreMetadata := d.Get("vector_store_metadata").(map[string]interface{})
+
+	// Convert metadata to map[string]interface{} for JSON
+	metadataMap := make(map[string]interface{})
+	for k, v := range vectorStoreMetadata {
+		metadataMap[k] = v
+	}
+
+	vectorStoreRequest := VectorStoreRequest{
+		VectorStoreID:          vectorStoreID,
+		CustomLLMProvider:      customLLMProvider,
+		VectorStoreName:        vectorStoreName,
+		VectorStoreDescription: vectorStoreDescription,
+		VectorStoreMetadata:    metadataMap,
+	}
+
+	resp, err := MakeRequest(client, "POST", "/vector_store/update", vectorStoreRequest)
+	if err != nil {
+		return fmt.Errorf("failed to update vector store: %w", err)
+	}
+	defer resp.Body.Close()
+
+	err = handleVectorStoreAPIResponse(resp, nil, client)
+	if err != nil {
+		return fmt.Errorf("failed to update vector store: %w", err)
+	}
+
+	return resourceLiteLLMVectorStoreRead(d, m)
+}
+
+func resourceLiteLLMVectorStoreDelete(d *schema.ResourceData, m interface{}) error {
+	client := m.(*Client)
+	vectorStoreID := d.Id()
+
+	deleteRequest := VectorStoreDeleteRequest{
+		VectorStoreID: vectorStoreID,
+	}
+
+	resp, err := MakeRequest(client, "POST", "/vector_store/delete", deleteRequest)
+	if err != nil {
+		return fmt.Errorf("failed to delete vector store: %w", err)
+	}
+	defer resp.Body.Close()
+
+	err = handleVectorStoreAPIResponse(resp, nil, client)
+	if err != nil {
+		if err.Error() == "vector_store_not_found" {
+			d.SetId("")
+			return nil
+		}
+		return fmt.Errorf("failed to delete vector store: %w", err)
+	}
+
+	d.SetId("")
+	return nil
+}
diff --git a/terraform/provider/litellm/resource_vector_store_crud_test.go b/terraform/provider/litellm/resource_vector_store_crud_test.go
new file mode 100644
index 00000000000..485ec54346d
--- /dev/null
+++ b/terraform/provider/litellm/resource_vector_store_crud_test.go
@@ -0,0 +1,55 @@
+package litellm
+
+import (
+	"encoding/json"
+	"net/http"
+	"net/http/httptest"
+	"testing"
+
+	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
+)
+
+func TestVectorStoreReadDoesNotPersistServerLitellmParams(t *testing.T) {
+	resp := VectorStoreResponse{
+		VectorStoreID:     "vs-123",
+		VectorStoreName:   "kb",
+		CustomLLMProvider: "openai",
+		LiteLLMParams: map[string]interface{}{
+			"api_key":  "sk-from-server",
+			"api_base": "https://upstream.example.com",
+		},
+	}
+	body, _ := json.Marshal(resp)
+
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		w.Header().Set("Content-Type", "application/json")
+		w.WriteHeader(http.StatusOK)
+		w.Write(body)
+	}))
+	defer srv.Close()
+
+	client := NewClient(srv.URL, "test-key", true)
+	d := schema.TestResourceDataRaw(t, resourceLiteLLMVectorStore().Schema, map[string]interface{}{
+		"vector_store_name":   "kb",
+		"custom_llm_provider": "openai",
+		"litellm_params": map[string]interface{}{
+			"vector_store_id": "vs-123",
+		},
+	})
+	d.SetId("vs-123")
+
+	if err := resourceLiteLLMVectorStoreRead(d, client); err != nil {
+		t.Fatalf("read failed: %v", err)
+	}
+
+	got := d.Get("litellm_params").(map[string]interface{})
+	if _, leaked := got["api_key"]; leaked {
+		t.Fatalf("server-returned api_key persisted into state: %v", got)
+	}
+	if got["vector_store_id"] != "vs-123" {
+		t.Fatalf("config litellm_params not preserved: %v", got)
+	}
+	if d.Get("vector_store_name").(string) != "kb" {
+		t.Fatalf("read did not populate non-sensitive fields")
+	}
+}
diff --git a/terraform/provider/litellm/types.go b/terraform/provider/litellm/types.go
new file mode 100644
index 00000000000..069fe4b3e23
--- /dev/null
+++ b/terraform/provider/litellm/types.go
@@ -0,0 +1,248 @@
+package litellm
+
+// ProviderConfig holds the configuration for the LiteLLM provider.
+type ProviderConfig struct {
+	APIBase            string
+	APIKey             string
+	InsecureSkipVerify bool
+}
+
+// ErrorResponse represents an error response from the API.
+type ErrorResponse struct {
+	Error struct {
+		Message interface{} `json:"message"`
+	} `json:"error"`
+	Detail struct {
+		Error string `json:"error"`
+	} `json:"detail"`
+}
+
+// ModelResponse represents a response from the API containing model information.
+type ModelResponse struct {
+	ModelName     string                 `json:"model_name"`
+	LiteLLMParams LiteLLMParams          `json:"litellm_params"`
+	ModelInfo     ModelInfo              `json:"model_info"`
+	Additional    map[string]interface{} `json:"additional"`
+}
+
+// ModelRequest represents a request to create or update a model.
+type ModelRequest struct {
+	ModelName     string                 `json:"model_name"`
+	LiteLLMParams map[string]interface{} `json:"litellm_params"`
+	ModelInfo     ModelInfo              `json:"model_info"`
+	Additional    map[string]interface{} `json:"additional"`
+}
+
+// TeamResponse represents a response from the API containing team information.
+type TeamResponse struct {
+	TeamID                string                 `json:"team_id,omitempty"`
+	TeamAlias             string                 `json:"team_alias,omitempty"`
+	OrganizationID        string                 `json:"organization_id,omitempty"`
+	Metadata              map[string]interface{} `json:"metadata,omitempty"`
+	TPMLimit              *int                   `json:"tpm_limit,omitempty"`
+	RPMLimit              *int                   `json:"rpm_limit,omitempty"`
+	MaxBudget             *float64               `json:"max_budget,omitempty"`
+	BudgetDuration        string                 `json:"budget_duration,omitempty"`
+	Models                []string               `json:"models"`
+	Blocked               bool                   `json:"blocked,omitempty"`
+	TeamMemberPermissions []string               `json:"team_member_permissions,omitempty"`
+}
+
+// OrganizationResponse represents a response from the API containing organization information.
+type OrganizationResponse struct {
+	OrganizationID    string                 `json:"organization_id,omitempty"`
+	OrganizationAlias string                 `json:"organization_alias,omitempty"`
+	Metadata          map[string]interface{} `json:"metadata,omitempty"`
+	Models            []string               `json:"models,omitempty"`
+	MaxBudget         *float64               `json:"max_budget,omitempty"`
+	BudgetDuration    string                 `json:"budget_duration,omitempty"`
+	TPMLimit          *int                   `json:"tpm_limit,omitempty"`
+	RPMLimit          *int                   `json:"rpm_limit,omitempty"`
+	Blocked           bool                   `json:"blocked,omitempty"`
+}
+
+// LiteLLMParams represents the parameters for LiteLLM.
+type LiteLLMParams struct {
+	CustomLLMProvider              string                 `json:"custom_llm_provider"`
+	TPM                            int                    `json:"tpm,omitempty"`
+	RPM                            int                    `json:"rpm,omitempty"`
+	ReasoningEffort                string                 `json:"reasoning_effort,omitempty"`
+	Thinking                       map[string]interface{} `json:"thinking,omitempty"`
+	MergeReasoningContentInChoices bool                   `json:"merge_reasoning_content_in_choices,omitempty"`
+	APIKey                         string                 `json:"api_key,omitempty"`
+	APIBase                        string                 `json:"api_base,omitempty"`
+	APIVersion                     string                 `json:"api_version,omitempty"`
+	Model                          string                 `json:"model"`
+	InputCostPerToken              float64                `json:"input_cost_per_token,omitempty"`
+	OutputCostPerToken             float64                `json:"output_cost_per_token,omitempty"`
+	InputCostPerPixel              float64                `json:"input_cost_per_pixel,omitempty"`
+	OutputCostPerPixel             float64                `json:"output_cost_per_pixel,omitempty"`
+	InputCostPerSecond             float64                `json:"input_cost_per_second,omitempty"`
+	OutputCostPerSecond            float64                `json:"output_cost_per_second,omitempty"`
+	AWSAccessKeyID                 string                 `json:"aws_access_key_id,omitempty"`
+	AWSSecretAccessKey             string                 `json:"aws_secret_access_key,omitempty"`
+	AWSRegionName                  string                 `json:"aws_region_name,omitempty"`
+	AWSSessionName                 string                 `json:"aws_session_name,omitempty"`
+	AWSRoleName                    string                 `json:"aws_role_name,omitempty"`
+	VertexProject                  string                 `json:"vertex_project,omitempty"`
+	VertexLocation                 string                 `json:"vertex_location,omitempty"`
+	VertexCredentials              string                 `json:"vertex_credentials,omitempty"`
+}
+
+// ModelInfo represents information about a model.
+type ModelInfo struct {
+	ID        string `json:"id"`
+	DBModel   bool   `json:"db_model"`
+	BaseModel string `json:"base_model"`
+	Tier      string `json:"tier"`
+	Mode      string `json:"mode"`
+	TeamID    string `json:"team_id,omitempty"`
+}
+
+// Key represents a LiteLLM API key.
+type Key struct {
+	Key                  string                 `json:"key,omitempty"`
+	TokenID              string                 `json:"token_id,omitempty"`
+	Models               []string               `json:"models"`
+	Spend                float64                `json:"spend,omitempty"`
+	MaxBudget            *float64               `json:"max_budget,omitempty"`
+	UserID               string                 `json:"user_id,omitempty"`
+	TeamID               string                 `json:"team_id,omitempty"`
+	MaxParallelRequests  *int                   `json:"max_parallel_requests,omitempty"`
+	Metadata             map[string]interface{} `json:"metadata,omitempty"`
+	TPMLimit             *int                   `json:"tpm_limit,omitempty"`
+	RPMLimit             *int                   `json:"rpm_limit,omitempty"`
+	BudgetDuration       string                 `json:"budget_duration,omitempty"`
+	AllowedCacheControls []string               `json:"allowed_cache_controls,omitempty"`
+	SoftBudget           *float64               `json:"soft_budget,omitempty"`
+	KeyAlias             string                 `json:"key_alias,omitempty"`
+	Duration             string                 `json:"duration,omitempty"`
+	Aliases              map[string]interface{} `json:"aliases,omitempty"`
+	Config               map[string]interface{} `json:"config,omitempty"`
+	Permissions          map[string]interface{} `json:"permissions,omitempty"`
+	ModelMaxBudget       map[string]interface{} `json:"model_max_budget,omitempty"`
+	ModelRPMLimit        map[string]interface{} `json:"model_rpm_limit,omitempty"`
+	ModelTPMLimit        map[string]interface{} `json:"model_tpm_limit,omitempty"`
+	Guardrails           []string               `json:"guardrails,omitempty"`
+	Blocked              bool                   `json:"blocked"`
+	Tags                 []string               `json:"tags,omitempty"`
+}
+
+// KeyResponse represents a response from the API containing key information.
+type KeyResponse struct {
+	Key string `json:"key"`
+}
+
+// MCPServerCostInfo represents cost information for MCP server tools.
+type MCPServerCostInfo struct {
+	DefaultCostPerQuery    float64            `json:"default_cost_per_query,omitempty"`
+	ToolNameToCostPerQuery map[string]float64 `json:"tool_name_to_cost_per_query,omitempty"`
+}
+
+// MCPInfo represents MCP server information and configuration.
+type MCPInfo struct {
+	ServerName        string             `json:"server_name,omitempty"`
+	Description       string             `json:"description,omitempty"`
+	LogoURL           string             `json:"logo_url,omitempty"`
+	MCPServerCostInfo *MCPServerCostInfo `json:"mcp_server_cost_info,omitempty"`
+}
+
+// MCPServerRequest represents a request to create or update an MCP server.
+type MCPServerRequest struct {
+	ServerID        string            `json:"server_id,omitempty"`
+	ServerName      string            `json:"server_name"`
+	Alias           string            `json:"alias,omitempty"`
+	Description     string            `json:"description,omitempty"`
+	Transport       string            `json:"transport"`
+	SpecVersion     string            `json:"spec_version,omitempty"`
+	AuthType        string            `json:"auth_type,omitempty"`
+	URL             string            `json:"url"`
+	MCPInfo         *MCPInfo          `json:"mcp_info,omitempty"`
+	MCPAccessGroups []string          `json:"mcp_access_groups,omitempty"`
+	Command         string            `json:"command,omitempty"`
+	Args            []string          `json:"args,omitempty"`
+	Env             map[string]string `json:"env,omitempty"`
+}
+
+// MCPServerResponse represents a response from the API containing MCP server information.
+type MCPServerResponse struct {
+	ServerID         string              `json:"server_id"`
+	ServerName       string              `json:"server_name"`
+	Alias            string              `json:"alias,omitempty"`
+	Description      string              `json:"description,omitempty"`
+	URL              string              `json:"url"`
+	Transport        string              `json:"transport"`
+	SpecVersion      string              `json:"spec_version,omitempty"`
+	AuthType         string              `json:"auth_type,omitempty"`
+	CreatedAt        string              `json:"created_at,omitempty"`
+	CreatedBy        string              `json:"created_by,omitempty"`
+	UpdatedAt        string              `json:"updated_at,omitempty"`
+	UpdatedBy        string              `json:"updated_by,omitempty"`
+	Teams            []map[string]string `json:"teams,omitempty"`
+	MCPAccessGroups  []string            `json:"mcp_access_groups,omitempty"`
+	MCPInfo          *MCPInfo            `json:"mcp_info,omitempty"`
+	Status           string              `json:"status,omitempty"`
+	LastHealthCheck  string              `json:"last_health_check,omitempty"`
+	HealthCheckError string              `json:"health_check_error,omitempty"`
+	Command          string              `json:"command,omitempty"`
+	Args             []string            `json:"args,omitempty"`
+	Env              map[string]string   `json:"env,omitempty"`
+}
+
+// CredentialRequest represents a request to create or update a credential.
+type CredentialRequest struct {
+	CredentialName   string                 `json:"credential_name"`
+	CredentialInfo   map[string]interface{} `json:"credential_info,omitempty"`
+	CredentialValues map[string]interface{} `json:"credential_values,omitempty"`
+	ModelID          string                 `json:"model_id,omitempty"`
+}
+
+// CredentialResponse represents a response from the API containing credential information.
+type CredentialResponse struct {
+	CredentialName   string                 `json:"credential_name"`
+	CredentialInfo   map[string]interface{} `json:"credential_info,omitempty"`
+	CredentialValues map[string]interface{} `json:"credential_values,omitempty"`
+}
+
+// VectorStoreRequest represents a request to create or update a vector store.
+type VectorStoreRequest struct {
+	VectorStoreID          string                 `json:"vector_store_id,omitempty"`
+	CustomLLMProvider      string                 `json:"custom_llm_provider"`
+	VectorStoreName        string                 `json:"vector_store_name"`
+	VectorStoreDescription string                 `json:"vector_store_description,omitempty"`
+	VectorStoreMetadata    map[string]interface{} `json:"vector_store_metadata,omitempty"`
+	LiteLLMCredentialName  string                 `json:"litellm_credential_name,omitempty"`
+	LiteLLMParams          map[string]interface{} `json:"litellm_params,omitempty"`
+}
+
+// VectorStoreResponse represents a response from the API containing vector store information.
+type VectorStoreResponse struct {
+	VectorStoreID          string                 `json:"vector_store_id"`
+	CustomLLMProvider      string                 `json:"custom_llm_provider"`
+	VectorStoreName        string                 `json:"vector_store_name"`
+	VectorStoreDescription string                 `json:"vector_store_description,omitempty"`
+	VectorStoreMetadata    map[string]interface{} `json:"vector_store_metadata,omitempty"`
+	CreatedAt              string                 `json:"created_at,omitempty"`
+	UpdatedAt              string                 `json:"updated_at,omitempty"`
+	LiteLLMCredentialName  string                 `json:"litellm_credential_name,omitempty"`
+	LiteLLMParams          map[string]interface{} `json:"litellm_params,omitempty"`
+}
+
+// VectorStoreListResponse represents a response from the API containing a list of vector stores.
+type VectorStoreListResponse struct {
+	Object      string                `json:"object"`
+	Data        []VectorStoreResponse `json:"data"`
+	TotalCount  int                   `json:"total_count"`
+	CurrentPage int                   `json:"current_page"`
+	TotalPages  int                   `json:"total_pages"`
+}
+
+// VectorStoreDeleteRequest represents a request to delete a vector store.
+type VectorStoreDeleteRequest struct {
+	VectorStoreID string `json:"vector_store_id"`
+}
+
+// VectorStoreInfoRequest represents a request to get vector store information.
+type VectorStoreInfoRequest struct {
+	VectorStoreID string `json:"vector_store_id"`
+}
diff --git a/terraform/provider/litellm/utils.go b/terraform/provider/litellm/utils.go
new file mode 100644
index 00000000000..01d8045300c
--- /dev/null
+++ b/terraform/provider/litellm/utils.go
@@ -0,0 +1,279 @@
+package litellm
+
+import (
+	"bytes"
+	"encoding/json"
+	"fmt"
+	"io"
+	"net/http"
+	"strings"
+)
+
+func isModelNotFoundError(errResp ErrorResponse) bool {
+	if msg, ok := errResp.Error.Message.(string); ok {
+		if strings.Contains(msg, "model not found") {
+			return true
+		}
+	}
+
+	if msgMap, ok := errResp.Error.Message.(map[string]interface{}); ok {
+		if errStr, ok := msgMap["error"].(string); ok {
+			if strings.Contains(errStr, "Model with id=") && strings.Contains(errStr, "not found in db") {
+				return true
+			}
+		}
+	}
+
+	// Check Detail.Error field for LiteLLM proxy error format
+	if errResp.Detail.Error != "" {
+		if strings.Contains(errResp.Detail.Error, "not found on litellm proxy") {
+			return true
+		}
+	}
+
+	return false
+}
+
+func handleAPIResponse(resp *http.Response, reqBody interface{}, client *Client) (*ModelResponse, error) {
+	bodyBytes, err := io.ReadAll(resp.Body)
+	if err != nil {
+		return nil, fmt.Errorf("failed to read response body: %v", err)
+	}
+
+	if resp.StatusCode != http.StatusOK {
+		var errResp ErrorResponse
+		if err := json.Unmarshal(bodyBytes, &errResp); err == nil {
+			if isModelNotFoundError(errResp) {
+				return nil, fmt.Errorf("model_not_found")
+			}
+		}
+		reqBodyBytes, _ := json.Marshal(reqBody)
+		return nil, fmt.Errorf("API request failed: Status: %s, Response: %s, Request: %s",
+			resp.Status, client.redactSensitiveData(string(bodyBytes)), client.redactSensitiveData(string(reqBodyBytes)))
+	}
+
+	var modelResp ModelResponse
+	if err := json.Unmarshal(bodyBytes, &modelResp); err != nil {
+		return nil, fmt.Errorf("failed to parse response: %v", err)
+	}
+
+	return &modelResp, nil
+}
+
+// MakeRequest is a helper function to make HTTP requests
+func MakeRequest(client *Client, method, endpoint string, body interface{}) (*http.Response, error) {
+	var req *http.Request
+	var err error
+
+	if body != nil {
+		jsonData, err := json.Marshal(body)
+		if err != nil {
+			return nil, fmt.Errorf("failed to marshal request body: %w", err)
+		}
+		req, err = http.NewRequest(method, fmt.Sprintf("%s%s", client.APIBase, endpoint), bytes.NewBuffer(jsonData))
+	} else {
+		req, err = http.NewRequest(method, fmt.Sprintf("%s%s", client.APIBase, endpoint), nil)
+	}
+
+	if err != nil {
+		return nil, fmt.Errorf("failed to create request: %w", err)
+	}
+
+	req.Header.Set("Content-Type", "application/json")
+	req.Header.Set("x-api-key", client.APIKey)
+
+	return client.httpClient.Do(req)
+}
+
+// Helper functions to handle potential nil values from the API response
+func GetStringValue(apiValue, defaultValue string) string {
+	if apiValue != "" {
+		return apiValue
+	}
+	return defaultValue
+}
+
+func GetIntValue(apiValue, defaultValue int) int {
+	if apiValue != 0 {
+		return apiValue
+	}
+	return defaultValue
+}
+
+func GetFloatValue(apiValue, defaultValue float64) float64 {
+	if apiValue != 0 {
+		return apiValue
+	}
+	return defaultValue
+}
+
+func GetBoolValue(apiValue, defaultValue bool) bool {
+	return apiValue
+}
+
+// handleMCPAPIResponse handles API responses specifically for MCP server operations
+func handleMCPAPIResponse(resp *http.Response, result interface{}, client *Client) error {
+	bodyBytes, err := io.ReadAll(resp.Body)
+	if err != nil {
+		return fmt.Errorf("failed to read response body: %v", err)
+	}
+
+	if resp.StatusCode != http.StatusOK {
+		var errResp ErrorResponse
+		if err := json.Unmarshal(bodyBytes, &errResp); err == nil {
+			if isMCPServerNotFoundError(errResp) {
+				return fmt.Errorf("mcp_server_not_found")
+			}
+		}
+		return fmt.Errorf("API request failed: Status: %s, Response: %s",
+			resp.Status, client.redactSensitiveData(string(bodyBytes)))
+	}
+
+	if err := json.Unmarshal(bodyBytes, result); err != nil {
+		return fmt.Errorf("failed to parse response: %v", err)
+	}
+
+	return nil
+}
+
+// isMCPServerNotFoundError checks if the error response indicates an MCP server not found
+func isMCPServerNotFoundError(errResp ErrorResponse) bool {
+	if msg, ok := errResp.Error.Message.(string); ok {
+		if strings.Contains(msg, "mcp server not found") || strings.Contains(msg, "server not found") {
+			return true
+		}
+	}
+
+	if msgMap, ok := errResp.Error.Message.(map[string]interface{}); ok {
+		if errStr, ok := msgMap["error"].(string); ok {
+			if strings.Contains(errStr, "MCP server with id=") && strings.Contains(errStr, "not found") {
+				return true
+			}
+		}
+	}
+
+	// Check Detail.Error field for LiteLLM proxy error format
+	if errResp.Detail.Error != "" {
+		if strings.Contains(errResp.Detail.Error, "not found") {
+			return true
+		}
+	}
+
+	return false
+}
+
+// isCredentialNotFoundError checks if the error response indicates a credential not found
+func isCredentialNotFoundError(errResp ErrorResponse) bool {
+	if msg, ok := errResp.Error.Message.(string); ok {
+		if strings.Contains(msg, "credential not found") {
+			return true
+		}
+	}
+
+	if msgMap, ok := errResp.Error.Message.(map[string]interface{}); ok {
+		if errStr, ok := msgMap["error"].(string); ok {
+			if strings.Contains(errStr, "Credential with name=") && strings.Contains(errStr, "not found") {
+				return true
+			}
+		}
+	}
+
+	// Check Detail.Error field for LiteLLM proxy error format
+	if errResp.Detail.Error != "" {
+		if strings.Contains(errResp.Detail.Error, "credential not found") {
+			return true
+		}
+	}
+
+	return false
+}
+
+// handleCredentialAPIResponse handles API responses specifically for credential operations
+func handleCredentialAPIResponse(resp *http.Response, result interface{}, client *Client) error {
+	bodyBytes, err := io.ReadAll(resp.Body)
+	if err != nil {
+		return fmt.Errorf("failed to read response body: %v", err)
+	}
+
+	if resp.StatusCode == http.StatusNotFound {
+		return fmt.Errorf("credential_not_found")
+	}
+
+	if resp.StatusCode != http.StatusOK && resp.StatusCode != http.StatusCreated {
+		var errResp ErrorResponse
+		if err := json.Unmarshal(bodyBytes, &errResp); err == nil {
+			if isCredentialNotFoundError(errResp) {
+				return fmt.Errorf("credential_not_found")
+			}
+		}
+		return fmt.Errorf("API request failed: Status: %s, Response: %s",
+			resp.Status, client.redactSensitiveData(string(bodyBytes)))
+	}
+
+	// For credential operations, we might get a simple string response or a credential object
+	if result != nil {
+		if err := json.Unmarshal(bodyBytes, result); err != nil {
+			// If parsing fails, it might be a simple string response which is fine for create/update/delete
+			return nil
+		}
+	}
+
+	return nil
+}
+
+// isVectorStoreNotFoundError checks if the error response indicates a vector store not found
+func isVectorStoreNotFoundError(errResp ErrorResponse) bool {
+	if msg, ok := errResp.Error.Message.(string); ok {
+		if strings.Contains(msg, "vector store not found") {
+			return true
+		}
+	}
+
+	if msgMap, ok := errResp.Error.Message.(map[string]interface{}); ok {
+		if errStr, ok := msgMap["error"].(string); ok {
+			if strings.Contains(errStr, "Vector store with id=") && strings.Contains(errStr, "not found") {
+				return true
+			}
+		}
+	}
+
+	// Check Detail.Error field for LiteLLM proxy error format
+	if errResp.Detail.Error != "" {
+		if strings.Contains(errResp.Detail.Error, "vector store not found") {
+			return true
+		}
+	}
+
+	return false
+}
+
+// handleVectorStoreAPIResponse handles API responses specifically for vector store operations
+func handleVectorStoreAPIResponse(resp *http.Response, result interface{}, client *Client) error {
+	bodyBytes, err := io.ReadAll(resp.Body)
+	if err != nil {
+		return fmt.Errorf("failed to read response body: %v", err)
+	}
+
+	if resp.StatusCode == http.StatusNotFound {
+		return fmt.Errorf("vector_store_not_found")
+	}
+
+	if resp.StatusCode != http.StatusOK && resp.StatusCode != http.StatusCreated {
+		var errResp ErrorResponse
+		if err := json.Unmarshal(bodyBytes, &errResp); err == nil {
+			if isVectorStoreNotFoundError(errResp) {
+				return fmt.Errorf("vector_store_not_found")
+			}
+		}
+		return fmt.Errorf("API request failed: Status: %s, Response: %s",
+			resp.Status, client.redactSensitiveData(string(bodyBytes)))
+	}
+
+	if result != nil {
+		if err := json.Unmarshal(bodyBytes, result); err != nil {
+			return fmt.Errorf("failed to parse response: %v", err)
+		}
+	}
+
+	return nil
+}
diff --git a/terraform/provider/main.go b/terraform/provider/main.go
new file mode 100644
index 00000000000..abe83718899
--- /dev/null
+++ b/terraform/provider/main.go
@@ -0,0 +1,14 @@
+package main
+
+import (
+	"github.com/BerriAI/terraform-provider-litellm/litellm"
+	"github.com/hashicorp/terraform-plugin-sdk/v2/plugin"
+)
+
+// main is the entry point for the plugin. It serves the provider
+// using the Terraform plugin SDK.
+func main() {
+	plugin.Serve(&plugin.ServeOpts{
+		ProviderFunc: litellm.Provider,
+	})
+}
diff --git a/terraform/provider/terraform-registry-manifest.json b/terraform/provider/terraform-registry-manifest.json
new file mode 100644
index 00000000000..295001a07f7
--- /dev/null
+++ b/terraform/provider/terraform-registry-manifest.json
@@ -0,0 +1,6 @@
+{
+  "version": 1,
+  "metadata": {
+    "protocol_versions": ["6.0"]
+  }
+}
diff --git a/terraform/provider/tools/dump_openapi.py b/terraform/provider/tools/dump_openapi.py
new file mode 100644
index 00000000000..b4f2dceeb09
--- /dev/null
+++ b/terraform/provider/tools/dump_openapi.py
@@ -0,0 +1,23 @@
+"""Dump the LiteLLM proxy's OpenAPI schema to the path given as the only argument.
+
+Run from the litellm repo root with the proxy dependencies installed:
+
+    python terraform/provider/tools/dump_openapi.py openapi.json
+"""
+
+import json
+import sys
+
+from litellm.proxy.proxy_server import app
+
+
+def main(out_path: str) -> None:
+    with open(out_path, "w") as f:
+        json.dump(app.openapi(), f)
+
+
+if __name__ == "__main__":
+    if len(sys.argv) != 2:
+        print("usage: python terraform/provider/tools/dump_openapi.py <out_path>", file=sys.stderr)
+        sys.exit(2)
+    main(sys.argv[1])
diff --git a/terraform/provider/tools/endpointaudit/main.go b/terraform/provider/tools/endpointaudit/main.go
new file mode 100644
index 00000000000..ebc011ee910
--- /dev/null
+++ b/terraform/provider/tools/endpointaudit/main.go
@@ -0,0 +1,345 @@
+package main
+
+import (
+	"encoding/json"
+	"flag"
+	"fmt"
+	"go/ast"
+	"go/parser"
+	"go/token"
+	"os"
+	"regexp"
+	"sort"
+	"strconv"
+	"strings"
+)
+
+type endpointCall struct {
+	Method string
+	Path   string
+	Pos    string
+}
+
+type extraction struct {
+	Calls      []endpointCall
+	Unresolved []string
+}
+
+var formatVerbPattern = regexp.MustCompile(`%[sdv]`)
+
+func normalizePath(raw string) string {
+	withoutQuery := strings.SplitN(raw, "?", 2)[0]
+	return formatVerbPattern.ReplaceAllString(withoutQuery, "{param}")
+}
+
+func stringLit(expr ast.Expr) (string, bool) {
+	lit, ok := expr.(*ast.BasicLit)
+	if !ok || lit.Kind != token.STRING {
+		return "", false
+	}
+	value, err := strconv.Unquote(lit.Value)
+	if err != nil {
+		return "", false
+	}
+	return value, true
+}
+
+func packageConsts(files []*ast.File) map[string]string {
+	consts := make(map[string]string)
+	for _, file := range files {
+		for _, decl := range file.Decls {
+			genDecl, ok := decl.(*ast.GenDecl)
+			if !ok || (genDecl.Tok != token.CONST && genDecl.Tok != token.VAR) {
+				continue
+			}
+			for _, spec := range genDecl.Specs {
+				valueSpec, ok := spec.(*ast.ValueSpec)
+				if !ok {
+					continue
+				}
+				for i, name := range valueSpec.Names {
+					if i >= len(valueSpec.Values) {
+						continue
+					}
+					if value, ok := stringLit(valueSpec.Values[i]); ok {
+						consts[name.Name] = value
+					}
+				}
+			}
+		}
+	}
+	return consts
+}
+
+func isSprintf(call *ast.CallExpr) bool {
+	sel, ok := call.Fun.(*ast.SelectorExpr)
+	if !ok || sel.Sel.Name != "Sprintf" {
+		return false
+	}
+	pkg, ok := sel.X.(*ast.Ident)
+	return ok && pkg.Name == "fmt"
+}
+
+func resolveExpr(expr ast.Expr, fn *ast.FuncDecl, consts map[string]string) []string {
+	switch node := expr.(type) {
+	case *ast.BasicLit:
+		if value, ok := stringLit(node); ok {
+			return []string{value}
+		}
+	case *ast.Ident:
+		if value, ok := consts[node.Name]; ok {
+			return []string{value}
+		}
+		return resolveLocalIdent(node, fn, consts)
+	case *ast.CallExpr:
+		if isSprintf(node) && len(node.Args) > 0 {
+			return resolveSprintf(node, fn, consts)
+		}
+	}
+	return nil
+}
+
+func resolveSprintf(call *ast.CallExpr, fn *ast.FuncDecl, consts map[string]string) []string {
+	formats := resolveExpr(call.Args[0], fn, consts)
+	results := formats
+	for _, arg := range call.Args[1:] {
+		argValues := resolveExpr(arg, fn, consts)
+		substituted := make([]string, 0, len(results))
+		for _, format := range results {
+			verb := formatVerbPattern.FindStringIndex(format)
+			if verb == nil {
+				substituted = append(substituted, format)
+				continue
+			}
+			if len(argValues) == 0 {
+				substituted = append(substituted, format[:verb[0]]+"\x00param\x00"+format[verb[1]:])
+				continue
+			}
+			for _, argValue := range argValues {
+				substituted = append(substituted, format[:verb[0]]+argValue+format[verb[1]:])
+			}
+		}
+		results = substituted
+	}
+	restored := make([]string, 0, len(results))
+	for _, result := range results {
+		restored = append(restored, strings.ReplaceAll(result, "\x00param\x00", "%s"))
+	}
+	return restored
+}
+
+func resolveLocalIdent(ident *ast.Ident, fn *ast.FuncDecl, consts map[string]string) []string {
+	if fn == nil {
+		return nil
+	}
+	var values []string
+	ast.Inspect(fn.Body, func(node ast.Node) bool {
+		assign, ok := node.(*ast.AssignStmt)
+		if !ok {
+			return true
+		}
+		for i, lhs := range assign.Lhs {
+			lhsIdent, ok := lhs.(*ast.Ident)
+			if !ok || lhsIdent.Name != ident.Name || i >= len(assign.Rhs) {
+				continue
+			}
+			values = append(values, resolveExpr(assign.Rhs[i], fn, consts)...)
+		}
+		return true
+	})
+	return values
+}
+
+func requestCallMethodAndPath(call *ast.CallExpr) (methodArg ast.Expr, pathArg ast.Expr, matched bool) {
+	switch fun := call.Fun.(type) {
+	case *ast.SelectorExpr:
+		if fun.Sel.Name == "sendRequest" && len(call.Args) >= 2 {
+			return call.Args[0], call.Args[1], true
+		}
+	case *ast.Ident:
+		if fun.Name == "MakeRequest" && len(call.Args) >= 3 {
+			return call.Args[1], call.Args[2], true
+		}
+	}
+	return nil, nil, false
+}
+
+func isRawHTTPRequest(call *ast.CallExpr) bool {
+	sel, ok := call.Fun.(*ast.SelectorExpr)
+	if !ok || (sel.Sel.Name != "NewRequest" && sel.Sel.Name != "NewRequestWithContext") {
+		return false
+	}
+	pkg, ok := sel.X.(*ast.Ident)
+	return ok && pkg.Name == "http"
+}
+
+func extractFromFiles(fset *token.FileSet, files []*ast.File, helperFiles map[string]bool) extraction {
+	consts := packageConsts(files)
+	var result extraction
+	for _, file := range files {
+		fileName := fset.Position(file.Pos()).Filename
+		for _, decl := range file.Decls {
+			fn, ok := decl.(*ast.FuncDecl)
+			if !ok || fn.Body == nil {
+				continue
+			}
+			ast.Inspect(fn.Body, func(node ast.Node) bool {
+				call, ok := node.(*ast.CallExpr)
+				if !ok {
+					return true
+				}
+				pos := fset.Position(call.Pos()).String()
+				if isRawHTTPRequest(call) && !helperFiles[fileName] {
+					result.Unresolved = append(result.Unresolved,
+						fmt.Sprintf("%s: raw http.NewRequest outside the request helpers; route it through Client.sendRequest or MakeRequest", pos))
+					return true
+				}
+				methodArg, pathArg, matched := requestCallMethodAndPath(call)
+				if !matched {
+					return true
+				}
+				methods := resolveExpr(methodArg, fn, consts)
+				paths := resolveExpr(pathArg, fn, consts)
+				if len(methods) == 0 || len(paths) == 0 {
+					result.Unresolved = append(result.Unresolved,
+						fmt.Sprintf("%s: cannot statically resolve method or path; use a string literal, package const, or fmt.Sprintf with a literal format", pos))
+					return true
+				}
+				for _, method := range methods {
+					for _, path := range paths {
+						result.Calls = append(result.Calls, endpointCall{Method: method, Path: normalizePath(path), Pos: pos})
+					}
+				}
+				return true
+			})
+		}
+	}
+	return result
+}
+
+func extractProviderCalls(providerDir string) (extraction, error) {
+	fset := token.NewFileSet()
+	pkgs, err := parser.ParseDir(fset, providerDir, func(info os.FileInfo) bool {
+		return !strings.HasSuffix(info.Name(), "_test.go")
+	}, 0)
+	if err != nil {
+		return extraction{}, err
+	}
+	var files []*ast.File
+	helperFiles := make(map[string]bool)
+	for _, pkg := range pkgs {
+		fileNames := make([]string, 0, len(pkg.Files))
+		for name := range pkg.Files {
+			fileNames = append(fileNames, name)
+		}
+		sort.Strings(fileNames)
+		for _, name := range fileNames {
+			files = append(files, pkg.Files[name])
+			base := name[strings.LastIndex(name, "/")+1:]
+			if base == "client.go" || base == "utils.go" {
+				helperFiles[name] = true
+			}
+		}
+	}
+	return extractFromFiles(fset, files, helperFiles), nil
+}
+
+func loadSpecPaths(specPath string) (map[string]map[string]json.RawMessage, error) {
+	data, err := os.ReadFile(specPath)
+	if err != nil {
+		return nil, err
+	}
+	var spec struct {
+		Paths map[string]map[string]json.RawMessage `json:"paths"`
+	}
+	if err := json.Unmarshal(data, &spec); err != nil {
+		return nil, err
+	}
+	if len(spec.Paths) == 0 {
+		return nil, fmt.Errorf("spec %s contains no paths", specPath)
+	}
+	return spec.Paths, nil
+}
+
+func segmentsMatch(providerSegment, specSegment string) bool {
+	if providerSegment == "{param}" {
+		return strings.HasPrefix(specSegment, "{") && strings.HasSuffix(specSegment, "}")
+	}
+	return providerSegment == specSegment
+}
+
+func pathMatches(providerPath, specPath string) bool {
+	providerSegments := strings.Split(strings.Trim(providerPath, "/"), "/")
+	specSegments := strings.Split(strings.Trim(specPath, "/"), "/")
+	if len(providerSegments) != len(specSegments) {
+		return false
+	}
+	for i := range providerSegments {
+		if !segmentsMatch(providerSegments[i], specSegments[i]) {
+			return false
+		}
+	}
+	return true
+}
+
+func auditCalls(calls []endpointCall, specPaths map[string]map[string]json.RawMessage) []string {
+	var violations []string
+	for _, call := range calls {
+		pathFound := false
+		methodFound := false
+		for specPath, operations := range specPaths {
+			if !pathMatches(call.Path, specPath) {
+				continue
+			}
+			pathFound = true
+			if _, ok := operations[strings.ToLower(call.Method)]; ok {
+				methodFound = true
+				break
+			}
+		}
+		if !pathFound {
+			violations = append(violations, fmt.Sprintf("%s: %s %s is not served by the proxy", call.Pos, call.Method, call.Path))
+		} else if !methodFound {
+			violations = append(violations, fmt.Sprintf("%s: %s %s: path exists but method not allowed", call.Pos, call.Method, call.Path))
+		}
+	}
+	return violations
+}
+
+func run(providerDir, specPath string) error {
+	extracted, err := extractProviderCalls(providerDir)
+	if err != nil {
+		return err
+	}
+	if len(extracted.Unresolved) > 0 {
+		return fmt.Errorf("unresolved call sites:\n  %s", strings.Join(extracted.Unresolved, "\n  "))
+	}
+	if len(extracted.Calls) == 0 {
+		return fmt.Errorf("extracted zero request call sites from %s; extractor or provider layout changed", providerDir)
+	}
+	specPaths, err := loadSpecPaths(specPath)
+	if err != nil {
+		return err
+	}
+	violations := auditCalls(extracted.Calls, specPaths)
+	if len(violations) > 0 {
+		sort.Strings(violations)
+		return fmt.Errorf("provider/proxy endpoint drift:\n  %s", strings.Join(violations, "\n  "))
+	}
+	fmt.Printf("OK: %d request call sites verified against %d proxy OpenAPI paths\n", len(extracted.Calls), len(specPaths))
+	return nil
+}
+
+func main() {
+	providerDir := flag.String("provider-dir", "./litellm", "directory containing the provider Go source")
+	specPath := flag.String("spec", "", "path to the proxy OpenAPI schema JSON")
+	flag.Parse()
+	if *specPath == "" {
+		fmt.Fprintln(os.Stderr, "error: -spec is required")
+		os.Exit(2)
+	}
+	if err := run(*providerDir, *specPath); err != nil {
+		fmt.Fprintf(os.Stderr, "error: %v\n", err)
+		os.Exit(1)
+	}
+}
diff --git a/terraform/provider/tools/endpointaudit/main_test.go b/terraform/provider/tools/endpointaudit/main_test.go
new file mode 100644
index 00000000000..d3d5e7dec9c
--- /dev/null
+++ b/terraform/provider/tools/endpointaudit/main_test.go
@@ -0,0 +1,187 @@
+package main
+
+import (
+	"encoding/json"
+	"os"
+	"path/filepath"
+	"sort"
+	"strings"
+	"testing"
+)
+
+func writeFixture(t *testing.T, dir, name, body string) {
+	t.Helper()
+	if err := os.WriteFile(filepath.Join(dir, name), []byte(body), 0o644); err != nil {
+		t.Fatal(err)
+	}
+}
+
+func extractFixture(t *testing.T, files map[string]string) extraction {
+	t.Helper()
+	dir := t.TempDir()
+	for name, body := range files {
+		writeFixture(t, dir, name, body)
+	}
+	result, err := extractProviderCalls(dir)
+	if err != nil {
+		t.Fatal(err)
+	}
+	return result
+}
+
+func callSet(calls []endpointCall) []string {
+	set := make(map[string]bool)
+	for _, call := range calls {
+		set[call.Method+" "+call.Path] = true
+	}
+	keys := make([]string, 0, len(set))
+	for key := range set {
+		keys = append(keys, key)
+	}
+	sort.Strings(keys)
+	return keys
+}
+
+func TestExtractResolvesAllCallShapes(t *testing.T) {
+	result := extractFixture(t, map[string]string{
+		"consts.go": `package p
+
+const (
+	endpointModelNew    = "/model/new"
+	endpointModelUpdate = "/model/update"
+	endpointMCPRead     = "/v1/mcp/server"
+)
+`,
+		"calls.go": `package p
+
+import "fmt"
+
+func (c *Client) a() {
+	c.sendRequest("POST", "/team/new", nil)
+	c.sendRequest("GET", fmt.Sprintf("/team/info?team_id=%s", "x"), nil)
+}
+
+func b(client *Client, isUpdate bool, serverID string) {
+	MakeRequest(client, "POST", "/credentials", nil)
+	endpoint := endpointModelNew
+	if isUpdate {
+		endpoint = endpointModelUpdate
+	}
+	MakeRequest(client, "POST", endpoint, nil)
+	readEndpoint := fmt.Sprintf("%s/%s", endpointMCPRead, serverID)
+	MakeRequest(client, "GET", readEndpoint, nil)
+}
+`,
+	})
+	if len(result.Unresolved) != 0 {
+		t.Fatalf("unexpected unresolved: %v", result.Unresolved)
+	}
+	got := callSet(result.Calls)
+	want := []string{
+		"GET /team/info",
+		"GET /v1/mcp/server/{param}",
+		"POST /credentials",
+		"POST /model/new",
+		"POST /model/update",
+		"POST /team/new",
+	}
+	if strings.Join(got, ",") != strings.Join(want, ",") {
+		t.Fatalf("got %v, want %v", got, want)
+	}
+}
+
+func TestExtractFailsClosedOnDynamicPath(t *testing.T) {
+	result := extractFixture(t, map[string]string{
+		"calls.go": `package p
+
+func a(c *Client, path string) {
+	c.sendRequest("GET", path, nil)
+}
+`,
+	})
+	if len(result.Unresolved) != 1 {
+		t.Fatalf("want 1 unresolved call site, got %v", result.Unresolved)
+	}
+}
+
+func TestExtractFlagsRawHTTPRequestOutsideHelpers(t *testing.T) {
+	result := extractFixture(t, map[string]string{
+		"rogue.go": `package p
+
+import "net/http"
+
+func a() {
+	http.NewRequest("GET", "http://example.com/model/new", nil)
+}
+`,
+	})
+	if len(result.Unresolved) != 1 || !strings.Contains(result.Unresolved[0], "raw http.NewRequest") {
+		t.Fatalf("want raw request violation, got %v", result.Unresolved)
+	}
+}
+
+func TestExtractAllowsRawHTTPRequestInHelpers(t *testing.T) {
+	result := extractFixture(t, map[string]string{
+		"utils.go": `package p
+
+import "net/http"
+
+func MakeRequest(client *Client, method, endpoint string, body interface{}) {
+	http.NewRequest(method, endpoint, nil)
+}
+`,
+	})
+	if len(result.Unresolved) != 0 {
+		t.Fatalf("unexpected unresolved: %v", result.Unresolved)
+	}
+}
+
+func specFixture(t *testing.T) map[string]map[string]json.RawMessage {
+	t.Helper()
+	raw := `{
+		"paths": {
+			"/team/new": {"post": {}},
+			"/organization/update": {"patch": {}},
+			"/credentials/{credential_name}": {"get": {}, "delete": {}}
+		}
+	}`
+	dir := t.TempDir()
+	specPath := filepath.Join(dir, "spec.json")
+	if err := os.WriteFile(specPath, []byte(raw), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	paths, err := loadSpecPaths(specPath)
+	if err != nil {
+		t.Fatal(err)
+	}
+	return paths
+}
+
+func TestAuditDetectsMissingPathAndWrongMethod(t *testing.T) {
+	spec := specFixture(t)
+	violations := auditCalls([]endpointCall{
+		{Method: "POST", Path: "/team/new", Pos: "a.go:1"},
+		{Method: "GET", Path: "/credentials/{param}", Pos: "a.go:2"},
+		{Method: "POST", Path: "/organization/update", Pos: "a.go:3"},
+		{Method: "POST", Path: "/gone/away", Pos: "a.go:4"},
+	}, spec)
+	if len(violations) != 2 {
+		t.Fatalf("want 2 violations, got %v", violations)
+	}
+	joined := strings.Join(violations, "\n")
+	if !strings.Contains(joined, "POST /organization/update: path exists but method not allowed") {
+		t.Fatalf("missing method violation: %v", violations)
+	}
+	if !strings.Contains(joined, "POST /gone/away is not served by the proxy") {
+		t.Fatalf("missing path violation: %v", violations)
+	}
+}
+
+func TestNormalizePathStripsQueryAndVerbs(t *testing.T) {
+	if got := normalizePath("/key/info?key=%s"); got != "/key/info" {
+		t.Fatalf("got %q", got)
+	}
+	if got := normalizePath("/credentials/%s"); got != "/credentials/{param}" {
+		t.Fatalf("got %q", got)
+	}
+}

From 65be4c16cd0252307a5abd9029fb898d039b687f Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Tue, 7 Jul 2026 09:23:24 -0700
Subject: [PATCH 067/370] docs(claude): note UI dev server command in run
 guidance (#32344)

---
 CLAUDE.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/CLAUDE.md b/CLAUDE.md
index 683993c9476..5255d39b4b6 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -25,7 +25,7 @@ When writing a PR body, treat the comments and imperative instructions inside @.
 
 If you're resolving a linear ticket, in the "## Linear ticket" section of the PR, say "Resolves LIT-1234", replacing "LIT-1234" with the actual ticket id that you're resolving. If you don't have the ticket id, don't make one up or search for it. Just leave the section blank
 
-Never use `pytest` commands or the like as "Screenshots / Proof of Fix". We prefer curl'ing a live proxy instance running on localhost:4000 (I like to run it with `python litellm/proxy/proxy_cli.py --config litellm/proxy/dev_config.yaml --detailed_debug --reload --use_v2_migration_resolver 2>&1 | tee litellm.log`) and showing both the command run and the output. Also, it should hit real LLM provider APIs, not mocks, and cost real $$$ because that is the most realistic test. The proof of fix should be exactly what the end user / customer would see / do. The run logs in PR #27703 is a prime example of how to do it (not a huge fan of using a python test script that future me and the team will have no visibility into; I prefer just curl commands or a short list of bash commands (e.g., using `for`)). If it's a UI thing, just tell me which URLs to go to (e.g., http://localhost:4000/ui/?page=logs), where to click, what fields to fill out, etc. along with the other commands to run in an ordered list, and I'll do it myself and post the screenshots after you make the PR
+Never use `pytest` commands or the like as "Screenshots / Proof of Fix". We prefer curl'ing a live proxy instance running on localhost:4000 (I like to run it with `python litellm/proxy/proxy_cli.py --config litellm/proxy/dev_config.yaml --detailed_debug --reload --use_v2_migration_resolver 2>&1 | tee litellm.log`; the Admin UI dev server is `npm run dev` in `ui/litellm-dashboard`, served on port 3000) and showing both the command run and the output. Also, it should hit real LLM provider APIs, not mocks, and cost real $$$ because that is the most realistic test. The proof of fix should be exactly what the end user / customer would see / do. The run logs in PR #27703 is a prime example of how to do it (not a huge fan of using a python test script that future me and the team will have no visibility into; I prefer just curl commands or a short list of bash commands (e.g., using `for`)). If it's a UI thing, just tell me which URLs to go to (e.g., http://localhost:4000/ui/?page=logs), where to click, what fields to fill out, etc. along with the other commands to run in an ordered list, and I'll do it myself and post the screenshots after you make the PR
 
 If you ever make public-facing PR descriptions, comments, issues, commit messages, etc., always follow these guidelines to sound less AI-y:
 - don't use emojis

From 6041d37414df0c5a8a66147b4bbd47ea230a28a8 Mon Sep 17 00:00:00 2001
From: tin-berri <tin@berri.ai>
Date: Tue, 7 Jul 2026 09:23:48 -0700
Subject: [PATCH 068/370] fix(mcp): apply semantic filter to expanded
 litellm_proxy tools and show filtered-out count (#32285)

* fix(mcp): apply semantic filter to expanded litellm_proxy tools and show filtered-out count

* fix(mcp): guard expansion-path filtering on enabled flag and isolate metadata emission
---
 .../proxy/hooks/mcp_semantic_filter/hook.py   |  89 +++++--
 .../mcp_server/test_semantic_tool_filter.py   | 245 ++++++++++++++++++
 .../MCPSemanticFilterTestPanel.test.tsx       |  18 +-
 .../MCPSemanticFilterTestPanel.tsx            |   6 +-
 4 files changed, 334 insertions(+), 24 deletions(-)

diff --git a/litellm/proxy/hooks/mcp_semantic_filter/hook.py b/litellm/proxy/hooks/mcp_semantic_filter/hook.py
index a374d9ce18f..7379096bf9b 100644
--- a/litellm/proxy/hooks/mcp_semantic_filter/hook.py
+++ b/litellm/proxy/hooks/mcp_semantic_filter/hook.py
@@ -129,6 +129,27 @@ async def _expand_mcp_tools(
 
         return openai_tools_as_dicts
 
+    async def _filter_expanded_tools(
+        self,
+        data: dict,
+        expanded_tools: list[dict[str, Any]],
+    ) -> list[dict[str, Any]]:
+        """
+        Apply the semantic filter to expanded MCP tool definitions.
+
+        Expanded tools are flat OpenAI function dicts with a top-level
+        "name" (see transform_mcp_tool_to_openai_responses_api_tool), so
+        filter_tools can name-match them against the semantic router.
+        """
+        raw_messages = data.get("messages") or data.get("input") or []
+        messages = [{"role": "user", "content": raw_messages}] if isinstance(raw_messages, str) else raw_messages
+        user_query = self.filter.extract_user_query(messages)
+        if not user_query:
+            verbose_proxy_logger.debug("No user query found, skipping semantic filter on expanded MCP tools")
+            return expanded_tools
+
+        return await self.filter.filter_tools(query=user_query, available_tools=expanded_tools)
+
     def _is_mcp_tool(self, tool: object) -> bool:
         """
         Check whether *tool* is registered in the MCP semantic router.
@@ -184,6 +205,32 @@ def _emit_filter_metadata(
                 f"Semantic tool filter: all {len(native_tools)} tools are native, no MCP filtering applied"
             )
 
+    def _emit_filter_metadata_safe(
+        self,
+        data: dict,
+        mcp_tools: list[object],
+        filtered_mcp_tools: list[object],
+        native_tools: list[object],
+        filtered_tools: list[object],
+    ) -> None:
+        """
+        Emit filter metadata without letting an emission failure abort the
+        already-filtered request.
+        """
+        try:
+            self._emit_filter_metadata(
+                data=data,
+                mcp_tools=mcp_tools,
+                filtered_mcp_tools=filtered_mcp_tools,
+                native_tools=native_tools,
+                filtered_tools=filtered_tools,
+            )
+        except Exception as e:
+            verbose_proxy_logger.warning(
+                f"Failed to emit semantic filter metadata: {e}",
+                exc_info=True,
+            )
+
     async def async_pre_call_hook(
         self,
         user_api_key_dict: "UserAPIKeyAuth",
@@ -206,9 +253,6 @@ async def async_pre_call_hook(
             verbose_proxy_logger.debug("No tools in request, skipping semantic filter")
             return None
 
-        # Expanded MCP tools are in OpenAI nested format which
-        # filter_tools/_extract_tool_info cannot name-match, so we skip
-        # semantic filtering and return early.
         if self._should_expand_mcp_tools(tools):
             verbose_proxy_logger.debug("Detected litellm_proxy MCP references, expanding before semantic filtering")
 
@@ -227,11 +271,26 @@ async def async_pre_call_hook(
                     verbose_proxy_logger.warning("No tools expanded from MCP references")
                     return None
 
-                data["tools"] = native_tools_before_expand + expanded_tools
+                if not self.filter.enabled:
+                    data["tools"] = native_tools_before_expand + expanded_tools
+                    verbose_proxy_logger.debug("Semantic filter disabled, forwarding expanded MCP tools unfiltered")
+                    return data
+
+                filtered_expanded_tools = await self._filter_expanded_tools(data=data, expanded_tools=expanded_tools)
+
+                combined_tools = native_tools_before_expand + filtered_expanded_tools
+                data["tools"] = combined_tools
+                self._emit_filter_metadata_safe(
+                    data=data,
+                    mcp_tools=expanded_tools,
+                    filtered_mcp_tools=filtered_expanded_tools,
+                    native_tools=native_tools_before_expand,
+                    filtered_tools=combined_tools,
+                )
                 verbose_proxy_logger.info(
                     f"Expanded MCP references to {len(expanded_tools)} tools "
                     f"({len(native_tools_before_expand)} native preserved), "
-                    f"skipping semantic filter (OpenAI nested format)"
+                    f"semantic filter selected {len(filtered_expanded_tools)}"
                 )
                 return data
 
@@ -297,19 +356,13 @@ async def async_pre_call_hook(
 
             data["tools"] = filtered_tools
 
-            try:
-                self._emit_filter_metadata(
-                    data=data,
-                    mcp_tools=mcp_tools,
-                    filtered_mcp_tools=filtered_mcp_tools,
-                    native_tools=native_tools,
-                    filtered_tools=filtered_tools,
-                )
-            except Exception as e:
-                verbose_proxy_logger.warning(
-                    f"Failed to emit semantic filter metadata: {e}",
-                    exc_info=True,
-                )
+            self._emit_filter_metadata_safe(
+                data=data,
+                mcp_tools=mcp_tools,
+                filtered_mcp_tools=filtered_mcp_tools,
+                native_tools=native_tools,
+                filtered_tools=filtered_tools,
+            )
 
             return data
 
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_semantic_tool_filter.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_semantic_tool_filter.py
index 39e630cb1e0..82c0aa3ccda 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_semantic_tool_filter.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_semantic_tool_filter.py
@@ -773,6 +773,251 @@ async def mock_embedding_async(*args, **kwargs):
     print("✅ Responses API tool with MCP-matching name correctly classified as native")
 
 
+@pytest.mark.asyncio
+async def test_semantic_filter_hook_filters_expanded_litellm_proxy_tools():
+    """
+    Regression test (LIT-4214): litellm_proxy MCP references must be
+    semantically filtered after expansion, with real filter stats.
+
+    Given: A /v1/responses-style request whose tools are a single
+           {"type": "mcp", "server_url": "litellm_proxy"} reference that
+           expands to 5 flat OpenAI function dicts
+    When:  The hook processes the request
+    Then:  The expanded tools go through the semantic filter (top_k=2)
+           and litellm_semantic_filter_stats reports pre/post counts, so
+           the x-litellm-semantic-filter header shows how many tools
+           were filtered out instead of silently forwarding all tools
+           with no stats.
+    """
+    from litellm.proxy._experimental.mcp_server.semantic_tool_filter import (
+        SemanticMCPToolFilter,
+    )
+    from litellm.proxy.hooks.mcp_semantic_filter import SemanticToolFilterHook
+    from litellm.types.utils import Embedding, EmbeddingResponse
+
+    mock_router = Mock()
+
+    def mock_embedding_sync(*args, **kwargs):
+        return EmbeddingResponse(
+            data=[Embedding(embedding=[0.1] * 1536, index=0, object="embedding")],
+            model="text-embedding-3-small",
+            object="list",
+            usage={"prompt_tokens": 10, "total_tokens": 10},
+        )
+
+    async def mock_embedding_async(*args, **kwargs):
+        return mock_embedding_sync()
+
+    mock_router.embedding = mock_embedding_sync
+    mock_router.aembedding = mock_embedding_async
+
+    filter_instance = SemanticMCPToolFilter(
+        embedding_model="text-embedding-3-small",
+        litellm_router_instance=mock_router,
+        top_k=2,
+        similarity_threshold=0.3,
+        enabled=True,
+    )
+
+    registry_tools = [
+        MCPTool(
+            name=f"srv-tool_{i}",
+            description=f"Registry tool {i}",
+            inputSchema={"type": "object"},
+        )
+        for i in range(5)
+    ]
+    filter_instance._build_router(registry_tools)
+
+    expanded_tools = [
+        {
+            "type": "function",
+            "name": f"srv-tool_{i}",
+            "description": f"Registry tool {i}",
+            "parameters": {"type": "object", "properties": {}},
+        }
+        for i in range(5)
+    ]
+
+    hook = SemanticToolFilterHook(filter_instance)
+    hook._expand_mcp_tools = AsyncMock(  # type: ignore[method-assign]
+        return_value=expanded_tools
+    )
+
+    data = {
+        "model": "gpt-4",
+        "input": [{"role": "user", "content": "Send an email", "type": "message"}],
+        "tools": [
+            {
+                "type": "mcp",
+                "server_url": "litellm_proxy",
+                "require_approval": "never",
+            }
+        ],
+        "metadata": {},
+    }
+
+    result = await hook.async_pre_call_hook(
+        user_api_key_dict=Mock(),
+        cache=Mock(),
+        data=data,
+        call_type="aresponses",
+    )
+
+    assert result is not None, "Hook should return modified data"
+    filtered = result["tools"]
+
+    assert len(filtered) <= 2, f"Expanded tools should be filtered to top_k=2, got {len(filtered)}"
+    assert len(filtered) < len(expanded_tools), (
+        f"Hook must not forward all {len(expanded_tools)} expanded tools unfiltered, got {len(filtered)}"
+    )
+    for tool in filtered:
+        assert tool in expanded_tools, "Filtered tools must be the original expanded tool dicts"
+
+    assert (
+        "litellm_semantic_filter_stats" in result["metadata"]
+    ), "Filter stats must be emitted for the litellm_proxy expansion path"
+    stats = result["metadata"]["litellm_semantic_filter_stats"]
+    total, selected = stats.split("->")
+    assert int(total) == 5, f"Stats 'from' should be pre-filter expanded count (5), got {total}"
+    assert int(selected) == len(filtered), f"Stats 'to' should match post-filter count, got {selected}"
+
+    print(f"✅ Expanded litellm_proxy tools filtered: {len(expanded_tools)} -> {len(filtered)}, stats={stats}")
+
+
+@pytest.mark.asyncio
+async def test_semantic_filter_hook_filters_expanded_tools_with_string_input():
+    """
+    Responses API requests may pass ``input`` as a plain string; the
+    expanded-tool filtering must treat it as the user query instead of
+    crashing (which would silently disable MCP expansion).
+    """
+    from litellm.proxy._experimental.mcp_server.semantic_tool_filter import (
+        SemanticMCPToolFilter,
+    )
+    from litellm.proxy.hooks.mcp_semantic_filter import SemanticToolFilterHook
+    from litellm.types.utils import Embedding, EmbeddingResponse
+
+    mock_router = Mock()
+
+    def mock_embedding_sync(*args, **kwargs):
+        return EmbeddingResponse(
+            data=[Embedding(embedding=[0.1] * 1536, index=0, object="embedding")],
+            model="text-embedding-3-small",
+            object="list",
+            usage={"prompt_tokens": 10, "total_tokens": 10},
+        )
+
+    async def mock_embedding_async(*args, **kwargs):
+        return mock_embedding_sync()
+
+    mock_router.embedding = mock_embedding_sync
+    mock_router.aembedding = mock_embedding_async
+
+    filter_instance = SemanticMCPToolFilter(
+        embedding_model="text-embedding-3-small",
+        litellm_router_instance=mock_router,
+        top_k=2,
+        similarity_threshold=0.3,
+        enabled=True,
+    )
+
+    registry_tools = [
+        MCPTool(
+            name=f"srv-tool_{i}",
+            description=f"Registry tool {i}",
+            inputSchema={"type": "object"},
+        )
+        for i in range(5)
+    ]
+    filter_instance._build_router(registry_tools)
+
+    expanded_tools = [
+        {
+            "type": "function",
+            "name": f"srv-tool_{i}",
+            "description": f"Registry tool {i}",
+            "parameters": {"type": "object", "properties": {}},
+        }
+        for i in range(5)
+    ]
+
+    hook = SemanticToolFilterHook(filter_instance)
+
+    filtered = await hook._filter_expanded_tools(
+        data={"input": "Send an email"},
+        expanded_tools=expanded_tools,
+    )
+
+    assert len(filtered) <= 2, f"String input must still drive semantic filtering, got {len(filtered)} tools"
+
+    print(f"✅ String input filtered expanded tools: {len(expanded_tools)} -> {len(filtered)}")
+
+
+@pytest.mark.asyncio
+async def test_semantic_filter_hook_expansion_skips_filter_when_disabled():
+    """
+    When the filter is disabled at runtime (e.g. via the UI toggle), the
+    expansion path must forward all expanded tools and emit NO filter
+    stats, mirroring the generic path's enabled guard.
+    """
+    from litellm.proxy._experimental.mcp_server.semantic_tool_filter import (
+        SemanticMCPToolFilter,
+    )
+    from litellm.proxy.hooks.mcp_semantic_filter import SemanticToolFilterHook
+
+    filter_instance = SemanticMCPToolFilter(
+        embedding_model="text-embedding-3-small",
+        litellm_router_instance=Mock(),
+        top_k=2,
+        similarity_threshold=0.3,
+        enabled=False,
+    )
+
+    expanded_tools = [
+        {
+            "type": "function",
+            "name": f"srv-tool_{i}",
+            "description": f"Registry tool {i}",
+            "parameters": {"type": "object", "properties": {}},
+        }
+        for i in range(5)
+    ]
+
+    hook = SemanticToolFilterHook(filter_instance)
+    hook._expand_mcp_tools = AsyncMock(  # type: ignore[method-assign]
+        return_value=expanded_tools
+    )
+
+    data = {
+        "model": "gpt-4",
+        "input": [{"role": "user", "content": "Send an email", "type": "message"}],
+        "tools": [
+            {
+                "type": "mcp",
+                "server_url": "litellm_proxy",
+                "require_approval": "never",
+            }
+        ],
+        "metadata": {},
+    }
+
+    result = await hook.async_pre_call_hook(
+        user_api_key_dict=Mock(),
+        cache=Mock(),
+        data=data,
+        call_type="aresponses",
+    )
+
+    assert result is not None, "Hook should still expand MCP references when the filter is disabled"
+    assert len(result["tools"]) == 5, f"All expanded tools must be forwarded when disabled, got {len(result['tools'])}"
+    assert (
+        "litellm_semantic_filter_stats" not in result["metadata"]
+    ), "No filter stats may be emitted when the filter is disabled"
+
+    print("✅ Disabled filter: expansion preserved, no spurious stats")
+
+
 @pytest.mark.asyncio
 async def test_semantic_filter_hook_preserves_tool_order():
     """
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.test.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.test.tsx
index af620ea3793..280a28e4765 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.test.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.test.tsx
@@ -90,7 +90,7 @@ describe("MCPSemanticFilterTestPanel", () => {
     expect(screen.queryByText("Semantic filtering is disabled")).not.toBeInTheDocument();
   });
 
-  it("should display test results when testResult is provided", () => {
+  it("should display selected and filtered-out counts when testResult is provided", () => {
     const testResult: TestResult = {
       totalTools: 10,
       selectedTools: 3,
@@ -98,8 +98,8 @@ describe("MCPSemanticFilterTestPanel", () => {
     };
     render(<MCPSemanticFilterTestPanel {...buildProps({ testResult })} />);
 
-    expect(screen.getByText("3 tools selected")).toBeInTheDocument();
-    expect(screen.getByText("Filtered from 10 available tools")).toBeInTheDocument();
+    expect(screen.getByText("3 of 10 tools selected")).toBeInTheDocument();
+    expect(screen.getByText("7 tools filtered out")).toBeInTheDocument();
     expect(screen.getByText("wiki-fetch")).toBeInTheDocument();
     expect(screen.getByText("github-search")).toBeInTheDocument();
     expect(screen.getByText("slack-post")).toBeInTheDocument();
@@ -117,6 +117,18 @@ describe("MCPSemanticFilterTestPanel", () => {
     expect(screen.getByText("+5 more selected tools not shown")).toBeInTheDocument();
   });
 
+  it("should surface a zero filtered-out count when the filter selected every tool", () => {
+    const testResult: TestResult = {
+      totalTools: 207,
+      selectedTools: 207,
+      tools: ["tool-a", "tool-b"],
+    };
+    render(<MCPSemanticFilterTestPanel {...buildProps({ testResult })} />);
+
+    expect(screen.getByText("207 of 207 tools selected")).toBeInTheDocument();
+    expect(screen.getByText("0 tools filtered out")).toBeInTheDocument();
+  });
+
   it("should not render the results section when testResult is null", () => {
     render(<MCPSemanticFilterTestPanel {...buildProps({ testResult: null })} />);
     expect(screen.queryByText("Results")).not.toBeInTheDocument();
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.tsx
index 550eabf1f58..74850020aa8 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.tsx
@@ -86,9 +86,9 @@ export default function MCPSemanticFilterTestPanel({
                   <div>
                     <Typography.Title level={5}>Results</Typography.Title>
                     <Alert
-                      type="success"
-                      message={`${testResult.selectedTools} tools selected`}
-                      description={`Filtered from ${testResult.totalTools} available tools`}
+                      type={testResult.totalTools - testResult.selectedTools > 0 ? "success" : "warning"}
+                      message={`${testResult.selectedTools} of ${testResult.totalTools} tools selected`}
+                      description={`${testResult.totalTools - testResult.selectedTools} tools filtered out`}
                       showIcon
                       style={{ marginBottom: 16 }}
                     />

From 68f997dd0908b19f7f188daa69f018294bdf4b18 Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Tue, 7 Jul 2026 19:41:01 +0300
Subject: [PATCH 069/370] feat(budget): throttle keys after spend limit instead
 of revoking access (#31300)

Add an opt-in mode so a key that exceeds its own max_budget is throttled to a
globally configured percentage of its TPM/RPM instead of being blocked entirely.

A new litellm_settings global, budget_exceeded_throttle_percentage, sets the
fraction (e.g. 0.1 = 10%). A per-key throttle_on_budget_exceeded flag (stored in
key metadata via the existing management-endpoint metadata routing) opts the key
in. When both are set and the key is over budget, the budget check records the
percentage on a request-scoped budget_throttle_pct instead of raising, and the
rate limiter scales the key's configured TPM/RPM by it. Keys without the flag
keep hard-blocking; team/user/org budgets are unaffected.

The throttle is recomputed from the key's original limits on every request and
the decision is cleared before the auth object is cached, so it never compounds
across requests. Both the budget read-time check and the budget reservation path
honor the opt-in, and both the v3 and legacy rate limiters apply the scaling.

Enabling throttle_on_budget_exceeded is proxy-admin only. It converts an
admin-imposed hard budget block into a soft throttle that keeps spending past
max_budget, so a non-admin must not be able to self-opt-in and bypass their own
spend cap. Both /key/generate and /key/update reject a non-admin setting it to
true (update only gates the transition to enabled, so a non-admin can still edit
other fields and turn the flag off). This matches the feature being wholly
proxy-admin operated: the global percentage is admin-only too.

A key that opts in but has no TPM or RPM limit has nothing to scale, so it stays
hard-blocked rather than serving unlimited requests past its budget (fail-safe).

The global budget_exceeded_throttle_percentage is configurable from the admin UI
(Settings -> General Settings), persisted through litellm_settings so it survives
a restart, not only from config.yaml.

Resolves LIT-3894. Scope for LIT-3893.
---
 litellm/__init__.py                           |   1 +
 litellm/constants.py                          |   1 +
 litellm/proxy/_types.py                       |   3 +
 litellm/proxy/auth/auth_checks.py             |  25 +++
 litellm/proxy/auth/budget_throttle.py         |  56 +++++
 litellm/proxy/auth/user_api_key_auth.py       |   5 +
 .../proxy/hooks/parallel_request_limiter.py   |   6 +-
 .../hooks/parallel_request_limiter_v3.py      |   6 +-
 .../key_management_endpoints.py               |  18 ++
 litellm/proxy/proxy_server.py                 |  84 +++++++
 .../spend_tracking/budget_reservation.py      |  82 +++++--
 .../proxy/auth/test_auth_checks.py            | 164 ++++++++++++++
 .../hooks/test_parallel_request_limiter_v3.py |  36 +++
 .../test_key_management_endpoints.py          | 210 ++++++++++++++++++
 .../proxy/test_budget_reservation.py          |  95 ++++++++
 tests/test_litellm/proxy/test_proxy_server.py | 143 ++++++++++++
 .../src/components/general_settings.tsx       |   8 +
 .../organisms/create_key_button.tsx           |  15 ++
 .../templates/key_edit_view.test.tsx          |  30 +++
 .../components/templates/key_edit_view.tsx    |  17 ++
 .../components/templates/key_info_view.tsx    |   3 +
 ui/litellm-dashboard/src/lib/http/schema.d.ts |  12 +
 22 files changed, 998 insertions(+), 22 deletions(-)
 create mode 100644 litellm/proxy/auth/budget_throttle.py

diff --git a/litellm/__init__.py b/litellm/__init__.py
index 2ec0830d622..6e2a03b7c7c 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -379,6 +379,7 @@ def _dev_env_hot_reload_enabled() -> bool:
     None  # proxy only - resets budget after fixed duration. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d").
 )
 default_soft_budget: float = DEFAULT_SOFT_BUDGET  # by default all litellm proxy keys have a soft budget of 50.0
+budget_exceeded_throttle_percentage: Optional[float] = None
 forward_traceparent_to_llm_provider: bool = False
 
 
diff --git a/litellm/constants.py b/litellm/constants.py
index 1300668cc70..7423d9b2211 100644
--- a/litellm/constants.py
+++ b/litellm/constants.py
@@ -1504,6 +1504,7 @@
     "public_model_groups_links",
     "cost_discount_config",
     "cost_margin_config",
+    "budget_exceeded_throttle_percentage",
 ]
 SPECIAL_LITELLM_AUTH_TOKEN = ["ui-token"]
 DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL = int(os.getenv("DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL", 60))
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index e1d657f293b..3c16c2c3ed7 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -1070,6 +1070,7 @@ class KeyRequestBase(GenerateRequestBase):
     budget_id: Optional[str] = None
     tags: Optional[List[str]] = None
     disable_global_guardrails: Optional[bool] = None
+    throttle_on_budget_exceeded: Optional[bool] = None
     enforced_params: Optional[List[str]] = None
     allowed_routes: Optional[list] = []
     allowed_passthrough_routes: Optional[list] = None
@@ -2469,6 +2470,7 @@ class UserAPIKeyAuth(LiteLLM_VerificationTokenView):  # the expected response ob
     request_route: Optional[str] = None
     is_session_token: bool = False
     budget_reservation: Optional[Dict[str, Any]] = Field(default=None, exclude=True)
+    budget_throttle_pct: Optional[float] = Field(default=None, exclude=True)
     user: Optional[Any] = None  # Expanded user object when expand=user is used
     created_by_user: Optional[Any] = None  # Expanded created_by user when expand=user is used
     end_user_object_permission: Optional[LiteLLM_ObjectPermissionTable] = None
@@ -3859,6 +3861,7 @@ class PassThroughEndpointLoggingTypedDict(TypedDict):
     "allowed_vector_store_indexes",
     "enforced_batch_output_expires_after",
     "enforced_file_expires_after",
+    "throttle_on_budget_exceeded",
 ]
 
 LiteLLM_ManagementEndpoint_MetadataFields_Premium = [
diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index b749e9fbe0d..ee548ba0a43 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -60,6 +60,10 @@
     UserAPIKeyAuth,
 )
 from litellm.proxy.auth.route_checks import RouteChecks
+from litellm.proxy.auth.budget_throttle import (
+    budget_throttle_percentage,
+    should_throttle_budget_exceeded,
+)
 from litellm.proxy.spend_tracking.budget_reservation import get_budget_window_start
 from litellm.proxy.common_utils.cache_pydantic_utils import CacheCodec
 from litellm.proxy.common_utils.http_parsing_utils import (
@@ -2496,6 +2500,7 @@ def _copy_user_api_key_auth_for_cache(
 ) -> UserAPIKeyAuth:
     copied_key_obj = user_api_key_obj.model_copy()
     copied_key_obj.budget_reservation = None
+    copied_key_obj.budget_throttle_pct = None
     copied_key_obj.parent_otel_span = None
     copied_key_obj.request_route = None
     return copied_key_obj
@@ -3428,6 +3433,24 @@ async def is_valid_fallback_model(
     return True
 
 
+def _apply_budget_exceeded_throttle(valid_token: UserAPIKeyAuth) -> bool:
+    """
+    Throttle an over-budget key instead of blocking it, when the key opted in
+    via `throttle_on_budget_exceeded` and a global percentage is configured.
+
+    Records the percentage on the request-scoped `budget_throttle_pct` so the
+    rate limiter scales the key's TPM/RPM down to it; the persistent limits are
+    left untouched so the throttle never compounds across requests. Returns True
+    when the key was throttled (caller skips raising), False when it should still
+    be hard-blocked.
+    """
+    pct = budget_throttle_percentage()
+    if pct is None or not should_throttle_budget_exceeded(valid_token):
+        return False
+    valid_token.budget_throttle_pct = pct
+    return True
+
+
 async def _virtual_key_max_budget_check(
     valid_token: UserAPIKeyAuth,
     proxy_logging_obj: ProxyLogging,
@@ -3488,6 +3511,8 @@ async def _virtual_key_max_budget_check(
         # so a NaN max_budget would silently disable enforcement.  Treat a
         # non-finite max_budget as "no configured limit" rather than as a bypass.
         if math.isfinite(valid_token.max_budget) and spend >= valid_token.max_budget:
+            if _apply_budget_exceeded_throttle(valid_token):
+                return
             # name the key in the error so operators don't have to reverse-map
             # spend back to a key; key_name is the masked form (last 4 chars)
             key_label = valid_token.key_alias or "key"
diff --git a/litellm/proxy/auth/budget_throttle.py b/litellm/proxy/auth/budget_throttle.py
new file mode 100644
index 00000000000..19dffee462b
--- /dev/null
+++ b/litellm/proxy/auth/budget_throttle.py
@@ -0,0 +1,56 @@
+"""
+Throttle a key after it exceeds its own ``max_budget`` instead of blocking it.
+
+When a key opts in via ``throttle_on_budget_exceeded`` and a global
+``budget_exceeded_throttle_percentage`` is configured, an over-budget key keeps
+serving requests but at a reduced TPM/RPM (the configured percentage of its
+configured limits). The decision (over budget + opted in) is made once during
+auth; the scaling is recomputed from the key's original limits on every request
+so it never compounds across requests.
+"""
+
+import math
+from typing import Optional
+
+import litellm
+from litellm.proxy._types import UserAPIKeyAuth
+
+
+def budget_throttle_percentage() -> Optional[float]:
+    """
+    The global throttle percentage, or None when throttling is disabled /
+    misconfigured (in which case an over-budget key is hard-blocked, the safe
+    default).
+    """
+    pct = litellm.budget_exceeded_throttle_percentage
+    if not isinstance(pct, (int, float)) or isinstance(pct, bool):
+        return None
+    if not 0 < pct <= 1:
+        return None
+    return float(pct)
+
+
+def should_throttle_budget_exceeded(valid_token: UserAPIKeyAuth) -> bool:
+    """
+    True when a key that exceeded its own ``max_budget`` should be throttled
+    rather than blocked: it opted in, a valid global percentage is set, and the
+    key has a TPM or RPM limit to scale down. A key with neither limit has
+    nothing to throttle, so it stays hard-blocked (the safe default) rather than
+    serving unlimited requests past its budget.
+    """
+    if (valid_token.metadata or {}).get("throttle_on_budget_exceeded") is not True:
+        return False
+    if valid_token.tpm_limit is None and valid_token.rpm_limit is None:
+        return False
+    return budget_throttle_percentage() is not None
+
+
+def throttled_limit(limit: Optional[int], pct: Optional[float]) -> Optional[int]:
+    """
+    Scale a TPM/RPM limit to ``pct`` of its value, keeping a trickle of at least
+    1 so a throttled key is slowed rather than fully locked out. An unset limit
+    or unset percentage leaves the limit unchanged.
+    """
+    if limit is None or pct is None:
+        return limit
+    return max(1, math.floor(limit * pct))
diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py
index 7944bb54d67..2613510bd0c 100644
--- a/litellm/proxy/auth/user_api_key_auth.py
+++ b/litellm/proxy/auth/user_api_key_auth.py
@@ -2004,6 +2004,11 @@ async def _user_api_key_auth_builder(
 
             valid_token_dict = valid_token.model_dump(exclude_none=True)
             valid_token_dict.pop("token", None)
+            # budget_throttle_pct is excluded from model_dump (it must not leak
+            # into serialized responses), so carry the request-scoped decision
+            # forward by hand to the auth object the rate limiter receives.
+            if valid_token.budget_throttle_pct is not None:
+                valid_token_dict["budget_throttle_pct"] = valid_token.budget_throttle_pct
 
             if _end_user_object is not None:
                 valid_token_dict.update(end_user_params)
diff --git a/litellm/proxy/hooks/parallel_request_limiter.py b/litellm/proxy/hooks/parallel_request_limiter.py
index 1ed76d5b1e3..ee6abb13d6b 100644
--- a/litellm/proxy/hooks/parallel_request_limiter.py
+++ b/litellm/proxy/hooks/parallel_request_limiter.py
@@ -17,6 +17,7 @@
     get_key_model_rpm_limit,
     get_key_model_tpm_limit,
 )
+from litellm.proxy.auth.budget_throttle import throttled_limit
 from litellm.proxy.common_utils.proxy_rate_limit_error import ProxyRateLimitError
 from litellm.proxy.hooks.rate_limiter_utils import resolve_llm_provider_for_rate_limit
 
@@ -248,10 +249,11 @@ async def async_pre_call_hook(
         if data is None:
             data = {}
         global_max_parallel_requests = data.get("metadata", {}).get("global_max_parallel_requests", None)
-        tpm_limit = getattr(user_api_key_dict, "tpm_limit", sys.maxsize)
+        throttle_pct = getattr(user_api_key_dict, "budget_throttle_pct", None)
+        tpm_limit = throttled_limit(getattr(user_api_key_dict, "tpm_limit", sys.maxsize), throttle_pct)
         if tpm_limit is None:
             tpm_limit = sys.maxsize
-        rpm_limit = getattr(user_api_key_dict, "rpm_limit", sys.maxsize)
+        rpm_limit = throttled_limit(getattr(user_api_key_dict, "rpm_limit", sys.maxsize), throttle_pct)
         if rpm_limit is None:
             rpm_limit = sys.maxsize
 
diff --git a/litellm/proxy/hooks/parallel_request_limiter_v3.py b/litellm/proxy/hooks/parallel_request_limiter_v3.py
index 78c43715dad..ee0a0e1789d 100644
--- a/litellm/proxy/hooks/parallel_request_limiter_v3.py
+++ b/litellm/proxy/hooks/parallel_request_limiter_v3.py
@@ -32,6 +32,7 @@
 )
 from litellm.proxy._types import UserAPIKeyAuth
 from litellm.proxy.auth.auth_utils import get_model_rate_limit_from_metadata
+from litellm.proxy.auth.budget_throttle import throttled_limit
 from litellm.proxy.common_utils.proxy_rate_limit_error import (
     ProxyRateLimitError,
     map_v3_rate_limit_type,
@@ -1549,18 +1550,19 @@ def _create_rate_limit_descriptors(
             or user_api_key_dict.tpm_limit is not None
             or user_api_key_dict.max_parallel_requests is not None
         ):
+            throttle_pct = user_api_key_dict.budget_throttle_pct
             descriptors.append(
                 RateLimitDescriptor(
                     key="api_key",
                     value=user_api_key_dict.api_key,
                     rate_limit={
                         "requests_per_unit": self._get_enforced_limit(
-                            limit_value=user_api_key_dict.rpm_limit,
+                            limit_value=throttled_limit(user_api_key_dict.rpm_limit, throttle_pct),
                             limit_type=rpm_limit_type,
                             model_has_failures=model_has_failures,
                         ),
                         "tokens_per_unit": self._get_enforced_limit(
-                            limit_value=user_api_key_dict.tpm_limit,
+                            limit_value=throttled_limit(user_api_key_dict.tpm_limit, throttle_pct),
                             limit_type=tpm_limit_type,
                             model_has_failures=model_has_failures,
                         ),
diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py
index d92aea57063..71cf2db3dfb 100644
--- a/litellm/proxy/management_endpoints/key_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/key_management_endpoints.py
@@ -758,6 +758,12 @@ async def _common_key_generation_helper(
         premium_user=premium_user,
     )
 
+    if data.throttle_on_budget_exceeded is True and user_api_key_dict.user_role != LitellmUserRoles.PROXY_ADMIN.value:
+        raise HTTPException(
+            status_code=403,
+            detail={"error": "Only proxy admins can enable throttle_on_budget_exceeded on a key."},
+        )
+
     if data.metadata is not None and data.metadata.get("service_account_id") is not None and data.team_id is None:
         await validate_team_id_used_in_service_account_request(
             team_id=data.team_id,
@@ -1483,6 +1489,7 @@ async def generate_key_fn(
     - guardrails: Optional[List[str]] - List of active guardrails for the key
     - policies: Optional[List[str]] - List of policy names to apply to the key. Policies define guardrails, conditions, and inheritance rules.
     - disable_global_guardrails: Optional[bool] - Whether to disable global guardrails for the key.
+    - throttle_on_budget_exceeded: Optional[bool] - When the key exceeds its max_budget, throttle its tpm/rpm to the global budget_exceeded_throttle_percentage instead of blocking the key entirely.
     - permissions: Optional[dict] - key-specific permissions. Currently just used for turning off pii masking (if connected). Example - {"pii": false}
     - model_max_budget: Optional[Dict[str, BudgetConfig]] - Model-specific budgets {"gpt-4": {"budget_limit": 0.0005, "time_period": "30d"}}}. IF null or {} then no model specific budget.
     - budget_fallbacks: Optional[Dict[str, List[str]]] - Per-model fallback chain tried in order when that model's own `model_max_budget` is exceeded, e.g. {"gpt-4o": ["gpt-4o-mini"]}.
@@ -2317,6 +2324,16 @@ async def _validate_update_key_data(
         or "budget_limits" in data.model_fields_set
     )
 
+    _existing_metadata = getattr(existing_key_row, "metadata", None)
+    _existing_throttle = (
+        _existing_metadata.get("throttle_on_budget_exceeded") if isinstance(_existing_metadata, dict) else None
+    )
+    if data.throttle_on_budget_exceeded is True and _existing_throttle is not True and not _is_proxy_admin:
+        raise HTTPException(
+            status_code=403,
+            detail={"error": "Only proxy admins can enable throttle_on_budget_exceeded on a key."},
+        )
+
     # Personal-key bypass: the caller both created the key AND still owns it
     # (user_id == caller).  Checking only created_by would let a demoted admin
     # who originally created a key for another user continue editing it without
@@ -2507,6 +2524,7 @@ async def update_key_fn(
     - guardrails: Optional[List[str]] - List of active guardrails for the key
     - policies: Optional[List[str]] - List of policy names to apply to the key. Policies define guardrails, conditions, and inheritance rules.
     - disable_global_guardrails: Optional[bool] - Whether to disable global guardrails for the key.
+    - throttle_on_budget_exceeded: Optional[bool] - When the key exceeds its max_budget, throttle its tpm/rpm to the global budget_exceeded_throttle_percentage instead of blocking the key entirely.
     - prompts: Optional[List[str]] - List of prompts that the key is allowed to use.
     - blocked: Optional[bool] - Whether the key is blocked
     - aliases: Optional[dict] - Model aliases for the key - [Docs](https://litellm.vercel.app/docs/proxy/virtual_keys#model-aliases)
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 810e94cdc27..38788d140e9 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -14285,6 +14285,9 @@ async def update_config_general_settings(
             detail={"error": CommonProxyErrors.not_allowed_access.value},
         )
 
+    if data.field_name in _GENERAL_SETTINGS_UI_LITELLM_FIELDS:
+        return await _persist_general_settings_ui_litellm_field(data.field_name, data.field_value, user_api_key_dict)
+
     if data.field_name not in ConfigGeneralSettings.model_fields:
         raise HTTPException(
             status_code=400,
@@ -14550,6 +14553,55 @@ async def get_config_general_settings(
             )
 
 
+_GENERAL_SETTINGS_UI_LITELLM_FIELDS: dict[str, dict[str, str]] = {
+    "budget_exceeded_throttle_percentage": {
+        "type": "Float",
+        "description": (
+            "Fraction (0, 1] of a key's configured TPM/RPM that an over-budget key with "
+            "'Throttle on budget exceeded' enabled keeps serving at. Leave empty to hard-block "
+            "over-budget keys."
+        ),
+    },
+}
+
+
+def _validate_general_settings_ui_litellm_value(field_name: str, value: Any) -> Optional[float]:
+    if value is None or value == "":
+        return None
+    if isinstance(value, bool) or not isinstance(value, (int, float)) or not (0 < float(value) <= 1):
+        raise HTTPException(
+            status_code=400,
+            detail={"error": f"{field_name} must be a number in (0, 1] or empty"},
+        )
+    return float(value)
+
+
+async def _persist_general_settings_ui_litellm_field(
+    field_name: str, value: Any, user_api_key_dict: UserAPIKeyAuth
+) -> dict:
+    validated = _validate_general_settings_ui_litellm_value(field_name, value)
+    config = await proxy_config.get_config()
+    before_value = config.get("litellm_settings", {}).get(field_name)
+    setattr(litellm, field_name, validated)
+    if "litellm_settings" not in config:
+        config["litellm_settings"] = {}
+    config["litellm_settings"][field_name] = validated
+    await proxy_config.save_config(new_config=config)
+    asyncio.create_task(create_config_audit_log(field_name, "updated", before_value, validated, user_api_key_dict))
+    return {"message": f"Field {field_name} updated", "status": "success"}
+
+
+async def _reset_general_settings_ui_litellm_field(field_name: str, user_api_key_dict: UserAPIKeyAuth) -> dict:
+    config = await proxy_config.get_config()
+    before_value = config.get("litellm_settings", {}).get(field_name)
+    setattr(litellm, field_name, None)
+    if "litellm_settings" in config:
+        config["litellm_settings"].pop(field_name, None)
+    await proxy_config.save_config(new_config=config)
+    asyncio.create_task(create_config_audit_log(field_name, "deleted", before_value, None, user_api_key_dict))
+    return {"message": f"Field {field_name} reset", "status": "success"}
+
+
 @router.get(
     "/config/list",
     tags=["config.yaml"],
@@ -14703,6 +14755,35 @@ async def get_config_list(
                 )
                 return_val.append(_response_obj)
 
+    db_litellm_settings_row = await ConfigRepository(prisma_client).table.find_first(
+        where={"param_name": "litellm_settings"}
+    )
+    db_litellm_settings: dict = (
+        dict(db_litellm_settings_row.param_value)
+        if db_litellm_settings_row is not None and db_litellm_settings_row.param_value is not None
+        else {}
+    )
+    for litellm_field_name, spec in _GENERAL_SETTINGS_UI_LITELLM_FIELDS.items():
+        current_value: Optional[float] = getattr(litellm, litellm_field_name, None)
+        stored_in_db_litellm: Optional[bool]
+        if litellm_field_name in db_litellm_settings:
+            stored_in_db_litellm = True
+        elif current_value is not None:
+            stored_in_db_litellm = False
+        else:
+            stored_in_db_litellm = None
+        return_val.append(
+            ConfigList(
+                field_name=litellm_field_name,
+                field_type=spec["type"],
+                field_description=spec["description"],
+                field_value=current_value,
+                stored_in_db=stored_in_db_litellm,
+                field_default_value=None,
+                nested_fields=None,
+            )
+        )
+
     return return_val
 
 
@@ -14743,6 +14824,9 @@ async def delete_config_general_settings(
             },
         )
 
+    if data.field_name in _GENERAL_SETTINGS_UI_LITELLM_FIELDS:
+        return await _reset_general_settings_ui_litellm_field(data.field_name, user_api_key_dict)
+
     if data.field_name not in ConfigGeneralSettings.model_fields:
         raise HTTPException(
             status_code=400,
diff --git a/litellm/proxy/spend_tracking/budget_reservation.py b/litellm/proxy/spend_tracking/budget_reservation.py
index ca6c2e86789..b577513fc0e 100644
--- a/litellm/proxy/spend_tracking/budget_reservation.py
+++ b/litellm/proxy/spend_tracking/budget_reservation.py
@@ -17,6 +17,7 @@
     UserAPIKeyAuth,
 )
 from litellm.proxy.auth.auth_utils import get_model_from_request
+from litellm.proxy.auth.budget_throttle import should_throttle_budget_exceeded
 from litellm.proxy.auth.route_checks import RouteChecks
 from litellm.proxy.utils import PrismaClient, ProxyLogging
 from litellm.router import Router
@@ -54,6 +55,61 @@ def get_reserved_counter_keys(budget_reservation: Optional[dict]) -> set:
     }
 
 
+def _key_reservation_should_release_for_throttle(counter_key: str, valid_token: Optional[UserAPIKeyAuth]) -> bool:
+    """
+    Whether an over-budget key's own ``max_budget`` reservation should be
+    released rather than blocked, because the key opted into throttling: the
+    rate limiter slows it instead. Only the key's own ``max_budget`` counter is
+    exempt; team/user/window counters still enforce normally, and under-budget
+    requests never reach this branch so their concurrent-overspend protection is
+    untouched.
+    """
+    if valid_token is None:
+        return False
+    return counter_key == f"spend:key:{valid_token.token}" and should_throttle_budget_exceeded(valid_token)
+
+
+async def _apply_over_budget_reservation_policy(
+    counter: _BudgetCounter,
+    valid_token: Optional[UserAPIKeyAuth],
+    entry: dict[str, Any],
+    applied_entries: list[dict[str, Any]],
+    reservation_cost: float,
+    current_spend: float,
+) -> float:
+    """
+    Decide what to do when a counter is over budget, and return the reservation
+    cost to carry into the next counter. Three outcomes: an over-budget key that
+    opted into throttling releases its own reservation (the rate limiter slows
+    it) and keeps the cost; a partially-remaining budget resizes the reservation
+    down to what is left; anything else hard-blocks by raising.
+    """
+    if _key_reservation_should_release_for_throttle(counter.counter_key, valid_token):
+        await _release_applied_entries_best_effort(entries=[entry], default_reserved_cost=reservation_cost)
+        applied_entries.remove(entry)
+        return reservation_cost
+
+    remaining_before_reservation = counter.max_budget - (current_spend - reservation_cost)
+    if remaining_before_reservation > 1e-12:
+        await _resize_applied_reservation(
+            entries=applied_entries,
+            current_reserved_cost=reservation_cost,
+            new_reserved_cost=remaining_before_reservation,
+        )
+        return remaining_before_reservation
+
+    raise litellm.BudgetExceededError(
+        current_cost=current_spend,
+        max_budget=counter.max_budget,
+        message=(
+            "Budget has been exceeded! "
+            f"{counter.entity_type}={counter.entity_id} "
+            f"Current cost: {current_spend}, "
+            f"Max budget: {counter.max_budget}"
+        ),
+    )
+
+
 async def reserve_budget_for_request(
     request_body: dict,
     route: str,
@@ -130,25 +186,15 @@ async def reserve_budget_for_request(
                     cached_spend = await _get_current_counter_value(counter=counter)
                 current_spend = cached_spend + reservation_cost
             if current_spend > counter.max_budget:
-                remaining_before_reservation = counter.max_budget - (current_spend - reservation_cost)
-                if remaining_before_reservation > 1e-12:
-                    await _resize_applied_reservation(
-                        entries=applied_entries,
-                        current_reserved_cost=reservation_cost,
-                        new_reserved_cost=remaining_before_reservation,
-                    )
-                    reservation_cost = remaining_before_reservation
-                    continue
-                raise litellm.BudgetExceededError(
-                    current_cost=current_spend,
-                    max_budget=counter.max_budget,
-                    message=(
-                        "Budget has been exceeded! "
-                        f"{counter.entity_type}={counter.entity_id} "
-                        f"Current cost: {current_spend}, "
-                        f"Max budget: {counter.max_budget}"
-                    ),
+                reservation_cost = await _apply_over_budget_reservation_policy(
+                    counter=counter,
+                    valid_token=valid_token,
+                    entry=entry,
+                    applied_entries=applied_entries,
+                    reservation_cost=reservation_cost,
+                    current_spend=current_spend,
                 )
+                continue
     except Exception:
         await _release_applied_entries_best_effort(
             entries=applied_entries,
diff --git a/tests/test_litellm/proxy/auth/test_auth_checks.py b/tests/test_litellm/proxy/auth/test_auth_checks.py
index bc2f41c8cb4..d12ff20ee5b 100644
--- a/tests/test_litellm/proxy/auth/test_auth_checks.py
+++ b/tests/test_litellm/proxy/auth/test_auth_checks.py
@@ -2635,6 +2635,170 @@ async def mock_get_current_spend(
         assert exc_info.value.current_cost == 15.0
 
 
+# =====================================================================
+# Throttle-on-budget-exceeded tests (LIT-3894): an over-budget key that
+# opted in is throttled to a global % of its TPM/RPM instead of blocked.
+# =====================================================================
+
+
+def _over_budget_token(**overrides) -> UserAPIKeyAuth:
+    base = dict(
+        token="throttle-token",
+        spend=20.0,
+        max_budget=10.0,
+        user_id="test-user",
+    )
+    base.update(overrides)
+    return UserAPIKeyAuth(**base)
+
+
+def _patched_spend(value: float):
+    async def mock_get_current_spend(
+        counter_key, fallback_spend, max_budget=None, **kwargs
+    ):
+        return value
+
+    return patch("litellm.proxy.proxy_server.get_current_spend", mock_get_current_spend)
+
+
+def _budget_logging_obj():
+    from litellm.proxy.utils import ProxyLogging
+
+    proxy_logging_obj = ProxyLogging(user_api_key_cache=None)
+    proxy_logging_obj.budget_alerts = AsyncMock()
+    return proxy_logging_obj
+
+
+@pytest.mark.parametrize(
+    "limit, pct, expected",
+    [
+        (1000, 0.1, 100),
+        (100, 0.1, 10),
+        (1, 0.1, 1),  # floor would be 0; trickle of 1 keeps the key alive
+        (None, 0.1, None),
+        (50, 0.5, 25),
+        (1000, None, 1000),  # no percentage -> limit unchanged
+    ],
+)
+def test_throttled_limit(limit, pct, expected):
+    from litellm.proxy.auth.budget_throttle import throttled_limit
+
+    assert throttled_limit(limit, pct) == expected
+
+
+@pytest.mark.asyncio
+async def test_budget_exceeded_throttles_instead_of_blocking(monkeypatch):
+    monkeypatch.setattr(litellm, "budget_exceeded_throttle_percentage", 0.1)
+    valid_token = _over_budget_token(
+        tpm_limit=1000,
+        rpm_limit=100,
+        metadata={"throttle_on_budget_exceeded": True},
+    )
+
+    with _patched_spend(20.0):
+        await _virtual_key_max_budget_check(
+            valid_token=valid_token,
+            proxy_logging_obj=_budget_logging_obj(),
+        )
+
+    # persistent limits are untouched (so the throttle never compounds); the
+    # request-scoped percentage is what the rate limiter scales by
+    assert valid_token.budget_throttle_pct == 0.1
+    assert valid_token.tpm_limit == 1000
+    assert valid_token.rpm_limit == 100
+    # the request-scoped decision must not leak into serialized responses
+    assert "budget_throttle_pct" not in valid_token.model_dump()
+
+
+@pytest.mark.asyncio
+async def test_budget_throttle_decision_cleared_before_caching():
+    """The request-scoped throttle decision must not persist into the key cache,
+    otherwise it would re-apply (and compound) on every subsequent request."""
+    from litellm.proxy.auth.auth_checks import _copy_user_api_key_auth_for_cache
+
+    valid_token = _over_budget_token(
+        tpm_limit=1000, rpm_limit=100, metadata={"throttle_on_budget_exceeded": True}
+    )
+    valid_token.budget_throttle_pct = 0.1
+
+    cached = _copy_user_api_key_auth_for_cache(user_api_key_obj=valid_token)
+
+    assert cached.budget_throttle_pct is None
+    assert cached.tpm_limit == 1000
+    assert cached.rpm_limit == 100
+
+
+@pytest.mark.asyncio
+async def test_budget_exceeded_throttle_no_configured_limits(monkeypatch):
+    monkeypatch.setattr(litellm, "budget_exceeded_throttle_percentage", 0.1)
+    valid_token = _over_budget_token(metadata={"throttle_on_budget_exceeded": True})
+    assert valid_token.tpm_limit is None
+    assert valid_token.rpm_limit is None
+
+    with _patched_spend(20.0):
+        with pytest.raises(litellm.BudgetExceededError):
+            await _virtual_key_max_budget_check(
+                valid_token=valid_token,
+                proxy_logging_obj=_budget_logging_obj(),
+            )
+
+    assert valid_token.budget_throttle_pct is None
+
+
+@pytest.mark.asyncio
+async def test_budget_exceeded_not_opted_in_still_blocks(monkeypatch):
+    monkeypatch.setattr(litellm, "budget_exceeded_throttle_percentage", 0.1)
+    valid_token = _over_budget_token(tpm_limit=1000, rpm_limit=100)
+
+    with _patched_spend(20.0):
+        with pytest.raises(litellm.BudgetExceededError):
+            await _virtual_key_max_budget_check(
+                valid_token=valid_token,
+                proxy_logging_obj=_budget_logging_obj(),
+            )
+
+    assert valid_token.budget_throttle_pct is None
+
+
+@pytest.mark.parametrize("pct", [None, 0, 1.5, -0.1, True])
+@pytest.mark.asyncio
+async def test_budget_exceeded_invalid_percentage_blocks(monkeypatch, pct):
+    monkeypatch.setattr(litellm, "budget_exceeded_throttle_percentage", pct)
+    valid_token = _over_budget_token(
+        tpm_limit=1000,
+        rpm_limit=100,
+        metadata={"throttle_on_budget_exceeded": True},
+    )
+
+    with _patched_spend(20.0):
+        with pytest.raises(litellm.BudgetExceededError):
+            await _virtual_key_max_budget_check(
+                valid_token=valid_token,
+                proxy_logging_obj=_budget_logging_obj(),
+            )
+
+    assert valid_token.budget_throttle_pct is None
+
+
+@pytest.mark.asyncio
+async def test_under_budget_does_not_throttle(monkeypatch):
+    monkeypatch.setattr(litellm, "budget_exceeded_throttle_percentage", 0.1)
+    valid_token = _over_budget_token(
+        max_budget=100.0,
+        tpm_limit=1000,
+        rpm_limit=100,
+        metadata={"throttle_on_budget_exceeded": True},
+    )
+
+    with _patched_spend(5.0):
+        await _virtual_key_max_budget_check(
+            valid_token=valid_token,
+            proxy_logging_obj=_budget_logging_obj(),
+        )
+
+    assert valid_token.budget_throttle_pct is None
+
+
 @pytest.mark.asyncio
 async def test_team_budget_check_reads_from_spend_counter():
     """Team budget check should use get_current_spend when counter exists."""
diff --git a/tests/test_litellm/proxy/hooks/test_parallel_request_limiter_v3.py b/tests/test_litellm/proxy/hooks/test_parallel_request_limiter_v3.py
index 50f471721b1..12f0a64a179 100644
--- a/tests/test_litellm/proxy/hooks/test_parallel_request_limiter_v3.py
+++ b/tests/test_litellm/proxy/hooks/test_parallel_request_limiter_v3.py
@@ -48,6 +48,42 @@ def time_controller(monkeypatch):
     return controller
 
 
+@pytest.mark.parametrize(
+    "throttle_pct, expected_rpm, expected_tpm",
+    [
+        (None, 100, 1000),  # no throttle -> configured limits
+        (0.1, 10, 100),  # 10% of configured
+        (0.5, 50, 500),
+    ],
+)
+def test_api_key_descriptor_applies_budget_throttle(
+    throttle_pct, expected_rpm, expected_tpm
+):
+    """The api_key rate-limit descriptor scales the key's configured TPM/RPM by
+    the request-scoped budget_throttle_pct, leaving the configured limits intact."""
+    handler = _PROXY_MaxParallelRequestsHandler(
+        internal_usage_cache=InternalUsageCache(DualCache())
+    )
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key=hash_token("sk-throttle"),
+        rpm_limit=100,
+        tpm_limit=1000,
+        budget_throttle_pct=throttle_pct,
+    )
+
+    descriptors = handler._create_rate_limit_descriptors(
+        user_api_key_dict=user_api_key_dict,
+        data={},
+        rpm_limit_type=None,
+        tpm_limit_type=None,
+        model_has_failures=False,
+    )
+
+    api_key_descriptor = next(d for d in descriptors if d["key"] == "api_key")
+    assert api_key_descriptor["rate_limit"]["requests_per_unit"] == expected_rpm
+    assert api_key_descriptor["rate_limit"]["tokens_per_unit"] == expected_tpm
+
+
 @pytest.mark.flaky(reruns=3)
 @pytest.mark.asyncio
 async def test_sliding_window_rate_limit_v3(monkeypatch, time_controller):
diff --git a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
index 7b97ae60443..4fb3df52cf6 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
@@ -1495,6 +1495,57 @@ async def test_generate_service_account_works_with_team_id():
         )
 
 
+@pytest.mark.asyncio
+async def test_generate_key_throttle_rejected_for_non_admin():
+    """Security regression: a non-admin creating a key must not be able to set
+    throttle_on_budget_exceeded=true, which would let the new key keep spending
+    past an admin-imposed per-key budget ceiling instead of hard-blocking. The
+    /key/update gate does not cover generate, so generate needs its own admin
+    check. Only the enable value is gated, so this must 403."""
+    mock_prisma_client = AsyncMock()
+    with patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client):
+        with pytest.raises(HTTPException) as exc:
+            await _common_key_generation_helper(
+                data=GenerateKeyRequest(throttle_on_budget_exceeded=True),
+                user_api_key_dict=UserAPIKeyAuth(
+                    user_role=LitellmUserRoles.INTERNAL_USER,
+                    api_key="sk-alice",
+                    user_id="alice",
+                ),
+                litellm_changed_by=None,
+                team_table=None,
+            )
+    assert int(getattr(exc.value, "status_code", 0)) == 403
+    assert "Only proxy admins can enable throttle_on_budget_exceeded" in str(exc.value.detail)
+
+
+@pytest.mark.asyncio
+async def test_generate_key_throttle_allowed_for_admin():
+    """A proxy admin may create a key with throttle_on_budget_exceeded=true; the
+    generate admin gate must let the admin through to key creation."""
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", AsyncMock()),
+        patch("litellm.proxy.proxy_server.llm_router", None),
+        patch("litellm.proxy.proxy_server.premium_user", False),
+        patch(
+            "litellm.proxy.management_endpoints.key_management_endpoints.generate_key_helper_fn"
+        ) as mock_generate_key,
+    ):
+        mock_generate_key.return_value = {
+            "key": "sk-test-key",
+            "expires": None,
+            "user_id": "admin",
+            "team_id": None,
+        }
+        await _common_key_generation_helper(
+            data=GenerateKeyRequest(throttle_on_budget_exceeded=True),
+            user_api_key_dict=UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-1"),
+            litellm_changed_by=None,
+            team_table=None,
+        )
+    assert mock_generate_key.called
+
+
 @pytest.mark.asyncio
 async def test_update_service_account_requires_team_id():
     data = UpdateKeyRequest(key="sk-1", metadata={"service_account_id": "sa"})
@@ -9577,6 +9628,165 @@ async def mock_enforce_unique_key_alias(**kwargs):
     assert result is not None
 
 
+@pytest.mark.asyncio
+async def test_update_key_throttle_on_budget_exceeded_rejected_for_internal_user(
+    monkeypatch,
+):
+    """Security regression: throttle_on_budget_exceeded turns an admin-imposed
+    hard budget block into a soft throttle that keeps spending past max_budget,
+    so it is a budget-enforcement change. A non-admin key owner (same setup that
+    is allowed to change non-budget fields via the caller_is_creator shortcut)
+    must NOT be able to self-opt-in to it; it has to route through the admin-only
+    _check_key_admin_access and return 403. Without treating the flag as a budget
+    change this update would succeed, letting the owner bypass their own cap."""
+    from litellm.proxy.management_endpoints.key_management_endpoints import (
+        update_key_fn,
+    )
+
+    mock_prisma_client = AsyncMock()
+    mock_user_api_key_cache = AsyncMock()
+    mock_proxy_logging_obj = MagicMock()
+
+    test_hashed_token = "a1b2c3d4e5f6789012345678901234567890123456789012345678901234abcd"
+
+    # Owner of the key (created_by == user_id) so caller_is_creator is True.
+    # This is exactly the setup that is allowed to change non-budget fields;
+    # the throttle flag must still be rejected.
+    mock_existing_key = MagicMock()
+    mock_existing_key.token = test_hashed_token
+    mock_existing_key.user_id = "internal_user"
+    mock_existing_key.created_by = "internal_user"
+    mock_existing_key.team_id = None
+    mock_existing_key.project_id = None
+    mock_existing_key.max_budget = 10.0
+    mock_existing_key.key_alias = None
+    mock_existing_key.models = []
+    mock_existing_key.metadata = {}
+    mock_existing_key.model_dump.return_value = {
+        "token": test_hashed_token,
+        "user_id": "internal_user",
+        "team_id": None,
+        "max_budget": 10.0,
+    }
+
+    mock_prisma_client.get_data = AsyncMock(return_value=mock_existing_key)
+    mock_prisma_client.db.litellm_verificationtoken.find_unique = AsyncMock(return_value=mock_existing_key)
+
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    monkeypatch.setattr("litellm.proxy.proxy_server.user_api_key_cache", mock_user_api_key_cache)
+    monkeypatch.setattr("litellm.proxy.proxy_server.proxy_logging_obj", mock_proxy_logging_obj)
+    monkeypatch.setattr("litellm.proxy.proxy_server.llm_router", None)
+    monkeypatch.setattr("litellm.proxy.proxy_server.premium_user", True)
+
+    mock_request = MagicMock()
+    mock_request.query_params = {}
+    user_api_key_dict = UserAPIKeyAuth(
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        api_key="sk-internal",
+        user_id="internal_user",
+    )
+
+    with pytest.raises(ProxyException) as exc:
+        await update_key_fn(
+            request=mock_request,
+            data=UpdateKeyRequest(
+                key=test_hashed_token,
+                throttle_on_budget_exceeded=True,
+            ),
+            user_api_key_dict=user_api_key_dict,
+            litellm_changed_by=None,
+        )
+
+    assert str(exc.value.code) == "403"
+    assert "Only proxy admins can enable throttle_on_budget_exceeded" in str(exc.value.message)
+
+
+@pytest.mark.asyncio
+async def test_update_key_throttle_unchanged_allows_non_budget_edit_for_internal_user(
+    monkeypatch,
+):
+    """A non-admin owner editing a non-budget field must not be blocked just
+    because the UI resends throttle_on_budget_exceeded unchanged (the edit form
+    always includes it). Only the transition to enabled is admin-gated, so an
+    unchanged False here leaves the key owner's non-budget edit working."""
+    from litellm.proxy.management_endpoints.key_management_endpoints import (
+        update_key_fn,
+    )
+
+    mock_prisma_client = AsyncMock()
+    mock_user_api_key_cache = AsyncMock()
+    mock_proxy_logging_obj = MagicMock()
+
+    test_hashed_token = "a1b2c3d4e5f6789012345678901234567890123456789012345678901234abcd"
+
+    mock_existing_key = MagicMock()
+    mock_existing_key.token = test_hashed_token
+    mock_existing_key.user_id = "internal_user"
+    mock_existing_key.created_by = "internal_user"
+    mock_existing_key.team_id = None
+    mock_existing_key.project_id = None
+    mock_existing_key.max_budget = 10.0
+    mock_existing_key.key_alias = None
+    mock_existing_key.models = []
+    mock_existing_key.metadata = {"throttle_on_budget_exceeded": False}
+    mock_existing_key.model_dump.return_value = {
+        "token": test_hashed_token,
+        "user_id": "internal_user",
+        "team_id": None,
+        "max_budget": 10.0,
+    }
+
+    mock_updated_key = MagicMock()
+    mock_updated_key.token = test_hashed_token
+    mock_updated_key.key_alias = "my-alias"
+
+    mock_prisma_client.get_data = AsyncMock(return_value=mock_existing_key)
+    mock_prisma_client.update_data = AsyncMock(return_value=mock_updated_key)
+    mock_prisma_client.db.litellm_verificationtoken.find_unique = AsyncMock(return_value=mock_existing_key)
+
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    monkeypatch.setattr("litellm.proxy.proxy_server.user_api_key_cache", mock_user_api_key_cache)
+    monkeypatch.setattr("litellm.proxy.proxy_server.proxy_logging_obj", mock_proxy_logging_obj)
+    monkeypatch.setattr("litellm.proxy.proxy_server.llm_router", None)
+    monkeypatch.setattr("litellm.proxy.proxy_server.premium_user", True)
+    monkeypatch.setattr("litellm.store_audit_logs", False)
+
+    monkeypatch.setattr("litellm.proxy.proxy_server.hash_token", lambda token: test_hashed_token)
+
+    async def _noop(**kwargs):
+        pass
+
+    monkeypatch.setattr(
+        "litellm.proxy.management_endpoints.key_management_endpoints._delete_cache_key_object",
+        _noop,
+    )
+    monkeypatch.setattr(
+        "litellm.proxy.management_endpoints.key_management_endpoints._enforce_unique_key_alias",
+        _noop,
+    )
+
+    mock_request = MagicMock()
+    mock_request.query_params = {}
+    user_api_key_dict = UserAPIKeyAuth(
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        api_key="sk-internal",
+        user_id="internal_user",
+    )
+
+    result = await update_key_fn(
+        request=mock_request,
+        data=UpdateKeyRequest(
+            key=test_hashed_token,
+            key_alias="my-alias",
+            throttle_on_budget_exceeded=False,
+        ),
+        user_api_key_dict=user_api_key_dict,
+        litellm_changed_by=None,
+    )
+
+    assert result is not None
+
+
 @pytest.mark.asyncio
 async def test_update_key_non_budget_rejects_cross_user_modification(monkeypatch):
     """Regression: previously _check_key_admin_access was gated on
diff --git a/tests/test_litellm/proxy/test_budget_reservation.py b/tests/test_litellm/proxy/test_budget_reservation.py
index d940f592a83..75242af81f4 100644
--- a/tests/test_litellm/proxy/test_budget_reservation.py
+++ b/tests/test_litellm/proxy/test_budget_reservation.py
@@ -58,6 +58,101 @@ def _request_body() -> dict:
     }
 
 
+async def _reserve(valid_token, cost, key_cache, proxy_logging_obj):
+    with patch(
+        "litellm.proxy.spend_tracking.budget_reservation.estimate_request_max_cost",
+        return_value=cost,
+    ):
+        return await reserve_budget_for_request(
+            request_body=_request_body(),
+            route="/chat/completions",
+            llm_router=None,
+            valid_token=valid_token,
+            team_object=None,
+            user_object=None,
+            prisma_client=None,
+            user_api_key_cache=key_cache,
+            proxy_logging_obj=proxy_logging_obj,
+        )
+
+
+@pytest.mark.asyncio
+async def test_reservation_still_protects_under_budget_throttled_key(
+    spend_counter_state, monkeypatch
+):
+    """An opted-in key that is still under budget keeps its reservation counter,
+    so concurrent requests can't collectively overshoot max_budget."""
+    monkeypatch.setattr(litellm, "budget_exceeded_throttle_percentage", 0.1)
+    counter_cache, key_cache = spend_counter_state
+    proxy_logging_obj = ProxyLogging(user_api_key_cache=key_cache)
+    valid_token = UserAPIKeyAuth(
+        token="key-throttle-under",
+        spend=0.0,
+        max_budget=1.0,
+        metadata={"throttle_on_budget_exceeded": True},
+    )
+
+    reservation = await _reserve(valid_token, 0.6, key_cache, proxy_logging_obj)
+
+    assert reservation is not None
+    assert (
+        counter_cache.in_memory_cache.get_cache(key="spend:key:key-throttle-under")
+        == 0.6
+    )
+
+
+@pytest.mark.asyncio
+async def test_reservation_does_not_block_over_budget_throttled_key(
+    spend_counter_state, monkeypatch
+):
+    """Once an opted-in key is over budget the reservation path must not raise;
+    the rate limiter throttles it instead."""
+    monkeypatch.setattr(litellm, "budget_exceeded_throttle_percentage", 0.1)
+    counter_cache, key_cache = spend_counter_state
+    proxy_logging_obj = ProxyLogging(user_api_key_cache=key_cache)
+    valid_token = UserAPIKeyAuth(
+        token="key-throttle-over",
+        spend=0.0,
+        max_budget=1.0,
+        tpm_limit=1000,
+        rpm_limit=100,
+        metadata={"throttle_on_budget_exceeded": True},
+    )
+
+    # first reservation lands under budget (counter -> 0.6)
+    await _reserve(valid_token, 0.6, key_cache, proxy_logging_obj)
+
+    # any further request is over budget (0.6 + 0.6 > 1.0): the opted-in key is
+    # released and allowed through (None), not blocked, and its over-budget
+    # increment is released so the counter is not permanently inflated
+    result = await _reserve(valid_token, 0.6, key_cache, proxy_logging_obj)
+    assert result is None
+    assert (
+        counter_cache.in_memory_cache.get_cache(key="spend:key:key-throttle-over")
+        == 0.6
+    )
+
+
+@pytest.mark.asyncio
+async def test_reservation_blocks_over_budget_non_throttled_key(
+    spend_counter_state, monkeypatch
+):
+    monkeypatch.setattr(litellm, "budget_exceeded_throttle_percentage", 0.1)
+    counter_cache, key_cache = spend_counter_state
+    proxy_logging_obj = ProxyLogging(user_api_key_cache=key_cache)
+    valid_token = UserAPIKeyAuth(
+        token="key-no-optin-over",
+        spend=0.0,
+        max_budget=1.0,
+    )
+
+    await _reserve(valid_token, 0.6, key_cache, proxy_logging_obj)
+    await _reserve(valid_token, 0.6, key_cache, proxy_logging_obj)  # counter -> 1.0
+
+    with pytest.raises(litellm.BudgetExceededError):
+        await _reserve(valid_token, 0.6, key_cache, proxy_logging_obj)
+
+
 def test_should_not_serialize_budget_reservation_on_user_api_key_auth():
     auth = UserAPIKeyAuth(
         token="key-budget-runtime-state",
diff --git a/tests/test_litellm/proxy/test_proxy_server.py b/tests/test_litellm/proxy/test_proxy_server.py
index 2dc67c827e3..d06a1c16ab9 100644
--- a/tests/test_litellm/proxy/test_proxy_server.py
+++ b/tests/test_litellm/proxy/test_proxy_server.py
@@ -8644,6 +8644,149 @@ def test_get_config_list_includes_cancel_on_disconnect(monkeypatch):
         app.dependency_overrides.clear()
 
 
+def test_get_config_list_includes_budget_exceeded_throttle_percentage(monkeypatch):
+    """The throttle fraction is a litellm_settings scalar surfaced on the General
+    Settings table as a Float field so it sits with the other global limits; it
+    must appear in /config/list reading its live litellm.<attr> value."""
+    import types
+    from unittest.mock import AsyncMock, MagicMock
+
+    from fastapi.testclient import TestClient
+
+    import litellm.proxy.proxy_server as ps
+    from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
+    from litellm.proxy.proxy_server import app
+
+    mock_prisma = MagicMock()
+    mock_config_table = MagicMock()
+    mock_config_table.find_first = AsyncMock(return_value=None)
+    mock_prisma.db = types.SimpleNamespace(litellm_config=mock_config_table)
+    monkeypatch.setattr(ps, "prisma_client", mock_prisma)
+    monkeypatch.setattr(litellm, "budget_exceeded_throttle_percentage", 0.15)
+    app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth(
+        user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN
+    )
+    try:
+        client = TestClient(app)
+        resp = client.get("/config/list", params={"config_type": "general_settings"})
+        assert resp.status_code == 200, resp.text
+        fields = {item["field_name"]: item for item in resp.json()}
+        assert "budget_exceeded_throttle_percentage" in fields
+        assert fields["budget_exceeded_throttle_percentage"]["field_type"] == "Float"
+        assert fields["budget_exceeded_throttle_percentage"]["field_value"] == 0.15
+    finally:
+        app.dependency_overrides.clear()
+
+
+@pytest.mark.asyncio
+async def test_update_config_field_throttle_persists_to_litellm_settings(monkeypatch):
+    """Editing the throttle Float row on the General Settings table routes to
+    litellm_settings (not general_settings): it sets litellm.<attr> live and
+    persists under litellm_settings so the runtime read is unchanged."""
+    from unittest.mock import MagicMock
+
+    import litellm.proxy.proxy_server as ps
+    from litellm.proxy._types import (
+        ConfigFieldUpdate,
+        LitellmUserRoles,
+        UserAPIKeyAuth,
+    )
+    from litellm.proxy.proxy_server import update_config_general_settings
+
+    saved: dict = {}
+
+    async def fake_get_config():
+        return {"litellm_settings": {}}
+
+    async def fake_save_config(new_config=None):
+        saved.update(new_config or {})
+
+    monkeypatch.setattr(ps.proxy_config, "get_config", fake_get_config)
+    monkeypatch.setattr(ps.proxy_config, "save_config", fake_save_config)
+    monkeypatch.setattr(ps, "prisma_client", MagicMock())
+    monkeypatch.setattr(litellm, "store_audit_logs", False)
+    monkeypatch.setattr(litellm, "budget_exceeded_throttle_percentage", None)
+
+    admin = UserAPIKeyAuth(api_key="k", user_id="a", user_role=LitellmUserRoles.PROXY_ADMIN)
+    await update_config_general_settings(
+        data=ConfigFieldUpdate(
+            field_name="budget_exceeded_throttle_percentage",
+            field_value=0.1,
+            config_type="general_settings",
+        ),
+        user_api_key_dict=admin,
+    )
+
+    assert litellm.budget_exceeded_throttle_percentage == 0.1
+    assert saved["litellm_settings"]["budget_exceeded_throttle_percentage"] == 0.1
+
+
+@pytest.mark.parametrize("bad_value", [0, -0.1, 1.5, True])
+@pytest.mark.asyncio
+async def test_update_config_field_throttle_rejects_invalid(monkeypatch, bad_value):
+    from unittest.mock import MagicMock
+
+    from fastapi import HTTPException
+
+    import litellm.proxy.proxy_server as ps
+    from litellm.proxy._types import (
+        ConfigFieldUpdate,
+        LitellmUserRoles,
+        UserAPIKeyAuth,
+    )
+    from litellm.proxy.proxy_server import update_config_general_settings
+
+    async def fake_get_config():
+        return {"litellm_settings": {}}
+
+    monkeypatch.setattr(ps.proxy_config, "get_config", fake_get_config)
+    monkeypatch.setattr(ps, "prisma_client", MagicMock())
+    monkeypatch.setattr(litellm, "budget_exceeded_throttle_percentage", None)
+
+    admin = UserAPIKeyAuth(api_key="k", user_id="a", user_role=LitellmUserRoles.PROXY_ADMIN)
+    with pytest.raises(HTTPException) as exc:
+        await update_config_general_settings(
+            data=ConfigFieldUpdate(
+                field_name="budget_exceeded_throttle_percentage",
+                field_value=bad_value,
+                config_type="general_settings",
+            ),
+            user_api_key_dict=admin,
+        )
+    assert exc.value.status_code == 400
+    assert litellm.budget_exceeded_throttle_percentage is None
+
+
+@pytest.mark.asyncio
+async def test_update_config_field_throttle_rejected_for_non_admin(monkeypatch):
+    from unittest.mock import MagicMock
+
+    from fastapi import HTTPException
+
+    import litellm.proxy.proxy_server as ps
+    from litellm.proxy._types import (
+        ConfigFieldUpdate,
+        LitellmUserRoles,
+        UserAPIKeyAuth,
+    )
+    from litellm.proxy.proxy_server import update_config_general_settings
+
+    monkeypatch.setattr(ps, "prisma_client", MagicMock())
+    monkeypatch.setattr(litellm, "budget_exceeded_throttle_percentage", None)
+
+    non_admin = UserAPIKeyAuth(api_key="k", user_id="u", user_role=LitellmUserRoles.INTERNAL_USER)
+    with pytest.raises(HTTPException):
+        await update_config_general_settings(
+            data=ConfigFieldUpdate(
+                field_name="budget_exceeded_throttle_percentage",
+                field_value=0.1,
+                config_type="general_settings",
+            ),
+            user_api_key_dict=non_admin,
+        )
+    assert litellm.budget_exceeded_throttle_percentage is None
+
+
 def test_preserve_redacted_plugin_keys_keeps_stored_credential():
     """A redacted or blank plugin_key on update must not overwrite the real key."""
     from litellm.proxy.proxy_server import _preserve_redacted_plugin_keys
diff --git a/ui/litellm-dashboard/src/components/general_settings.tsx b/ui/litellm-dashboard/src/components/general_settings.tsx
index a7a8af2691e..5b8dec39505 100644
--- a/ui/litellm-dashboard/src/components/general_settings.tsx
+++ b/ui/litellm-dashboard/src/components/general_settings.tsx
@@ -161,6 +161,14 @@ const GeneralSettings: React.FC<GeneralSettingsPageProps> = ({ accessToken, user
                               checked={value.field_value === true || value.field_value === "true"}
                               onChange={(checked) => handleInputChange(value.field_name, checked)}
                             />
+                          ) : value.field_type == "Float" ? (
+                            <InputNumber
+                              min={0}
+                              max={1}
+                              step={0.05}
+                              value={value.field_value}
+                              onChange={(newValue) => handleInputChange(value.field_name, newValue)}
+                            />
                           ) : null}
                         </TableCell>
                         <TableCell>
diff --git a/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx b/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
index ca5766a3682..bf0f0cc3fae 100644
--- a/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
+++ b/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
@@ -1163,6 +1163,21 @@ const CreateKey: React.FC<CreateKeyProps> = ({ team, teams, data, addKey, autoOp
                     form={form}
                     showDetailedDescriptions={true}
                   />
+                  <Form.Item
+                    className="mt-4"
+                    label={
+                      <span>
+                        Throttle on budget exceeded{" "}
+                        <Tooltip title="When this key exceeds its max budget, throttle its TPM/RPM to the globally configured percentage instead of blocking access entirely. Requires budget_exceeded_throttle_percentage in litellm_settings and a TPM/RPM limit on the key.">
+                          <InfoCircleOutlined style={{ marginLeft: "4px" }} />
+                        </Tooltip>
+                      </span>
+                    }
+                    name="throttle_on_budget_exceeded"
+                    valuePropName="checked"
+                  >
+                    <Switch checkedChildren="Yes" unCheckedChildren="No" />
+                  </Form.Item>
                   <Form.Item
                     label={
                       <span>
diff --git a/ui/litellm-dashboard/src/components/templates/key_edit_view.test.tsx b/ui/litellm-dashboard/src/components/templates/key_edit_view.test.tsx
index 40c82c51031..ba68124beee 100644
--- a/ui/litellm-dashboard/src/components/templates/key_edit_view.test.tsx
+++ b/ui/litellm-dashboard/src/components/templates/key_edit_view.test.tsx
@@ -335,6 +335,36 @@ describe("KeyEditView", () => {
     });
   });
 
+  it("should initialize and submit throttle_on_budget_exceeded from key metadata", async () => {
+    const onSubmitMock = vi.fn().mockResolvedValue(undefined);
+    const keyDataWithThrottle = {
+      ...MOCK_KEY_DATA,
+      metadata: { ...MOCK_KEY_DATA.metadata, throttle_on_budget_exceeded: true },
+    };
+
+    renderWithProviders(
+      <KeyEditView
+        keyData={keyDataWithThrottle}
+        onCancel={() => {}}
+        onSubmit={onSubmitMock}
+        accessToken={"test-token"}
+        userID={"test-user"}
+        userRole={"admin"}
+        premiumUser={false}
+      />,
+    );
+
+    await waitFor(() => {
+      expect(screen.getByText("Throttle on budget exceeded")).toBeInTheDocument();
+    });
+
+    await userEvent.click(screen.getByRole("button", { name: /save changes/i }));
+
+    await waitFor(() => {
+      expect(onSubmitMock).toHaveBeenCalledWith(expect.objectContaining({ throttle_on_budget_exceeded: true }));
+    });
+  });
+
   it("should disable models field when management routes are selected", async () => {
     const keyDataWithManagementRoutes = {
       ...MOCK_KEY_DATA,
diff --git a/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx b/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx
index 7dda555daa4..4821ea86b87 100644
--- a/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx
+++ b/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx
@@ -181,6 +181,7 @@ export function KeyEditView({
     metadata: formatMetadataForDisplay(stripTagsFromMetadata(keyData.metadata)),
     guardrails: keyData.metadata?.guardrails,
     disable_global_guardrails: keyData.metadata?.disable_global_guardrails || false,
+    throttle_on_budget_exceeded: keyData.metadata?.throttle_on_budget_exceeded || false,
     prompts: keyData.metadata?.prompts,
     tags: keyData.metadata?.tags,
     vector_stores: keyData.object_permission?.vector_stores || [],
@@ -222,6 +223,7 @@ export function KeyEditView({
         accessGroups: keyData.object_permission?.mcp_access_groups || [],
       },
       mcp_tool_permissions: keyData.object_permission?.mcp_tool_permissions || {},
+      throttle_on_budget_exceeded: keyData.metadata?.throttle_on_budget_exceeded || false,
       logging_settings: extractLoggingSettings(keyData.metadata),
       disabled_callbacks: Array.isArray(keyData.metadata?.litellm_disabled_callbacks)
         ? mapInternalToDisplayNames(keyData.metadata.litellm_disabled_callbacks)
@@ -512,6 +514,21 @@ export function KeyEditView({
 
       <RateLimitTypeFormItem type="rpm" name="rpm_limit_type" showDetailedDescriptions={false} />
 
+      <Form.Item
+        label={
+          <span>
+            Throttle on budget exceeded{" "}
+            <Tooltip title="When this key exceeds its max budget, throttle its TPM/RPM to the globally configured percentage instead of blocking access entirely. Requires budget_exceeded_throttle_percentage in litellm_settings and a TPM/RPM limit on the key.">
+              <InfoCircleOutlined style={{ marginLeft: "4px" }} />
+            </Tooltip>
+          </span>
+        }
+        name="throttle_on_budget_exceeded"
+        valuePropName="checked"
+      >
+        <Switch checkedChildren="Yes" unCheckedChildren="No" />
+      </Form.Item>
+
       <Form.Item label="Max Parallel Requests" name="max_parallel_requests">
         <NumericalInput min={0} />
       </Form.Item>
diff --git a/ui/litellm-dashboard/src/components/templates/key_info_view.tsx b/ui/litellm-dashboard/src/components/templates/key_info_view.tsx
index 197f87b6dfe..1c0d916f0f3 100644
--- a/ui/litellm-dashboard/src/components/templates/key_info_view.tsx
+++ b/ui/litellm-dashboard/src/components/templates/key_info_view.tsx
@@ -542,6 +542,9 @@ export default function KeyInfoView({
                 <div className="mt-2">
                   <Text>TPM: {currentKeyData.tpm_limit !== null ? currentKeyData.tpm_limit : "Unlimited"}</Text>
                   <Text>RPM: {currentKeyData.rpm_limit !== null ? currentKeyData.rpm_limit : "Unlimited"}</Text>
+                  {Boolean(currentKeyData.metadata?.throttle_on_budget_exceeded) && (
+                    <Text>Throttle on budget exceeded: Yes</Text>
+                  )}
                 </div>
               </Card>
 
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index 71568299529..d9bba85bf4b 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -6502,6 +6502,7 @@ export interface paths {
          *     - guardrails: Optional[List[str]] - List of active guardrails for the key
          *     - policies: Optional[List[str]] - List of policy names to apply to the key. Policies define guardrails, conditions, and inheritance rules.
          *     - disable_global_guardrails: Optional[bool] - Whether to disable global guardrails for the key.
+         *     - throttle_on_budget_exceeded: Optional[bool] - When the key exceeds its max_budget, throttle its tpm/rpm to the global budget_exceeded_throttle_percentage instead of blocking the key entirely.
          *     - permissions: Optional[dict] - key-specific permissions. Currently just used for turning off pii masking (if connected). Example - {"pii": false}
          *     - model_max_budget: Optional[Dict[str, BudgetConfig]] - Model-specific budgets {"gpt-4": {"budget_limit": 0.0005, "time_period": "30d"}}}. IF null or {} then no model specific budget.
          *     - budget_fallbacks: Optional[Dict[str, List[str]]] - Per-model fallback chain tried in order when that model's own `model_max_budget` is exceeded, e.g. {"gpt-4o": ["gpt-4o-mini"]}.
@@ -6905,6 +6906,7 @@ export interface paths {
          *     - guardrails: Optional[List[str]] - List of active guardrails for the key
          *     - policies: Optional[List[str]] - List of policy names to apply to the key. Policies define guardrails, conditions, and inheritance rules.
          *     - disable_global_guardrails: Optional[bool] - Whether to disable global guardrails for the key.
+         *     - throttle_on_budget_exceeded: Optional[bool] - When the key exceeds its max_budget, throttle its tpm/rpm to the global budget_exceeded_throttle_percentage instead of blocking the key entirely.
          *     - prompts: Optional[List[str]] - List of prompts that the key is allowed to use.
          *     - blocked: Optional[bool] - Whether the key is blocked
          *     - aliases: Optional[dict] - Model aliases for the key - [Docs](https://litellm.vercel.app/docs/proxy/virtual_keys#model-aliases)
@@ -23707,6 +23709,8 @@ export interface components {
             tags?: string[] | null;
             /** Team Id */
             team_id?: string | null;
+            /** Throttle On Budget Exceeded */
+            throttle_on_budget_exceeded?: boolean | null;
             /** Tpm Limit */
             tpm_limit?: number | null;
             /** Tpm Limit Type */
@@ -23847,6 +23851,8 @@ export interface components {
             tags?: string[] | null;
             /** Team Id */
             team_id?: string | null;
+            /** Throttle On Budget Exceeded */
+            throttle_on_budget_exceeded?: boolean | null;
             /** Token */
             token?: string | null;
             /** Token Id */
@@ -28186,6 +28192,8 @@ export interface components {
             team_id?: string | null;
             /** Teams */
             teams?: unknown[] | null;
+            /** Throttle On Budget Exceeded */
+            throttle_on_budget_exceeded?: boolean | null;
             /** Token */
             token?: string | null;
             /** Token Id */
@@ -29813,6 +29821,8 @@ export interface components {
             tags?: string[] | null;
             /** Team Id */
             team_id?: string | null;
+            /** Throttle On Budget Exceeded */
+            throttle_on_budget_exceeded?: boolean | null;
             /** Tpm Limit */
             tpm_limit?: number | null;
             /** Tpm Limit Type */
@@ -31760,6 +31770,8 @@ export interface components {
             temp_budget_expiry?: string | null;
             /** Temp Budget Increase */
             temp_budget_increase?: number | null;
+            /** Throttle On Budget Exceeded */
+            throttle_on_budget_exceeded?: boolean | null;
             /** Tpm Limit */
             tpm_limit?: number | null;
             /** Tpm Limit Type */

From dc48b2049138ff4eb69879c2a65381922febe8c1 Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Tue, 7 Jul 2026 19:41:20 +0300
Subject: [PATCH 070/370] fix(spend): bound the logs-tab pagination count to
 stop full-window scans (#31825)

* fix(spend): bound the logs-tab pagination count to stop full-window scans

The spend-logs UI list endpoint (/spend/logs/ui, /spend/logs/v2) computed an
exact pagination total over the whole selected time window on every load. That
was a standalone SELECT COUNT(*) FROM (SELECT request_id FROM LiteLLM_SpendLogs
WHERE ...) which, on a multi-TB SpendLogs table, scans a huge number of rows and
spikes Aurora ACU. The later LIT-4027 change folded it into COUNT(*) OVER (), but
a window count still drains every matching row before the LIMIT applies, so the
full-window scan remained.

Compute the total with a bounded SELECT COUNT(*) FROM (SELECT 1 ... LIMIT $cap+1)
that probes at most cap+1 rows, and drop the window count from the page query so
the page query is a plain indexed ORDER BY ... LIMIT. When more than the cap
match, report the cap and set total_is_capped so the UI renders "<cap>+". The
bounded subquery terminates early rather than aggregating across all tablets, so
it stays safe on sharded engines like YugabyteDB too.

Resolves LIT-4119

* test(spend): make zero-total mock reflect real COUNT(*), add capped-total tooltip

Address Greptile review on #31825:
- the empty-result test now returns [{"total_count": 0}] for the bounded
  count query (real COUNT(*) always returns one row) instead of [], so the
  zero-total path exercises the normal branch rather than the defensive guard
- the logs toolbar shows a tooltip explaining the cap when total_is_capped is
  set, so a disabled Next button at the cap boundary reads as intentional
---
 .../spend_management_endpoints.py             |  49 ++++---
 .../test_spend_management_endpoints.py        |  49 +++----
 .../test_spend_query_optimization.py          | 134 +++++++++++++-----
 .../components/view_logs/LogsTableToolbar.tsx |  13 +-
 .../components/view_logs/log_filter_logic.tsx |   1 +
 5 files changed, 161 insertions(+), 85 deletions(-)

diff --git a/litellm/proxy/spend_tracking/spend_management_endpoints.py b/litellm/proxy/spend_tracking/spend_management_endpoints.py
index 29a970c3cfb..8f530e3b8ce 100644
--- a/litellm/proxy/spend_tracking/spend_management_endpoints.py
+++ b/litellm/proxy/spend_tracking/spend_management_endpoints.py
@@ -45,6 +45,8 @@
 
 router = APIRouter()
 
+SPEND_LOGS_PAGINATION_COUNT_CAP = 10000
+
 
 @router.get(
     "/spend/keys",
@@ -1958,6 +1960,20 @@ def parse_date(date_str: str) -> datetime:
         else:
             _order_expr = order_column
 
+        count_query = f"""
+            SELECT COUNT(*) AS total_count
+            FROM (
+                SELECT 1
+                FROM "LiteLLM_SpendLogs"
+                WHERE {" AND ".join(sql_conditions)}
+                LIMIT ${p}
+            ) AS bounded_matches
+        """
+        count_rows = await prisma_client.db.query_raw(count_query, *sql_params, SPEND_LOGS_PAGINATION_COUNT_CAP + 1)
+        raw_total = int(count_rows[0]["total_count"]) if count_rows else 0
+        total_is_capped = raw_total > SPEND_LOGS_PAGINATION_COUNT_CAP
+        total_records = SPEND_LOGS_PAGINATION_COUNT_CAP if total_is_capped else raw_total
+
         sql_query = f"""
             SELECT
                 request_id, call_type, api_key, spend, total_tokens,
@@ -1967,8 +1983,7 @@ def parse_date(date_str: str) -> datetime:
                 cache_hit, cache_key, request_tags, team_id,
                 organization_id, end_user, requester_ip_address,
                 session_id, status, mcp_namespaced_tool_name, agent_id,
-                COALESCE(request_duration_ms, (EXTRACT(EPOCH FROM ("endTime" - "startTime")) * 1000)::INTEGER) AS request_duration_ms,
-                COUNT(*) OVER () AS total_count
+                COALESCE(request_duration_ms, (EXTRACT(EPOCH FROM ("endTime" - "startTime")) * 1000)::INTEGER) AS request_duration_ms
             FROM "LiteLLM_SpendLogs"
             WHERE {" AND ".join(sql_conditions)}
             ORDER BY {_order_expr} {_sql_dir}{_nulls_clause}
@@ -1978,34 +1993,13 @@ def parse_date(date_str: str) -> datetime:
 
         data = await prisma_client.db.query_raw(sql_query, *sql_params)
 
-        # `COUNT(*) OVER ()` folds the total-match count into the same scan as the
-        # page data; a standalone `COUNT(*)` is a distributed RPC on sharded
-        # engines like YugabyteDB that contacts every tablet and times out
-        # regardless of row count (LIT-4027). The hot path (page 1 and in-range
-        # pages) always carries the count on its rows, so the count round trip is
-        # gone there. Only an out-of-range page overshoots the last row and comes
-        # back empty; fall back to a direct count there so total/total_pages stay
-        # accurate rather than collapsing to zero.
-        if data:
-            total_records = int(data[0]["total_count"])
-        elif page > 1:
-            total_records = int(
-                await SpendLogsRepository(prisma_client).table.count(
-                    where=where_conditions,
-                )
-            )
-        else:
-            total_records = 0
-
         # query_raw returns the JSONB `metadata` column as a string (the Prisma
         # serialiser bypasses the model-layer JSON hydration we get on the ORM
         # path). The UI reads `metadata.status` / `metadata.error_information`
         # as object fields, so failure rows looked like successes (#29674).
-        # Re-hydrate to dict here. Also drop the window-function `total_count`
-        # helper column so it does not leak into the serialised rows.
+        # Re-hydrate to dict here.
         for row in data:
             if isinstance(row, dict):
-                row.pop("total_count", None)
                 md = row.get("metadata")
                 if isinstance(md, str):
                     try:
@@ -2026,6 +2020,7 @@ def parse_date(date_str: str) -> datetime:
             page_size,
             total_pages,
             enrich_session_counts=not is_v2,
+            total_is_capped=total_is_capped,
         )
     except Exception as e:
         verbose_proxy_logger.exception(f"Error in ui_view_spend_logs: {e}")
@@ -3334,6 +3329,7 @@ async def _build_ui_spend_logs_response(
     page_size: int,
     total_pages: int,
     enrich_session_counts: bool = True,
+    total_is_capped: bool = False,
 ) -> dict:
     """
     Build the paginated response for the UI spend-logs endpoint.
@@ -3358,10 +3354,12 @@ async def _build_ui_spend_logs_response(
         total_pages: Total number of pages.
         enrich_session_counts: Whether to add ``session_total_count`` to each
             row.  Defaults to ``True``.
+        total_is_capped: Whether ``total_records`` was clamped to the
+            pagination count cap (there are more matching rows than the cap).
 
     Returns:
         A dict with ``data`` (enriched rows), ``total``, ``page``,
-        ``page_size``, and ``total_pages``.
+        ``page_size``, ``total_pages``, and ``total_is_capped``.
     """
     count_map: dict[str, int] = {}
     if enrich_session_counts:
@@ -3451,6 +3449,7 @@ async def _build_ui_spend_logs_response(
         "page": page,
         "page_size": page_size,
         "total_pages": total_pages,
+        "total_is_capped": total_is_capped,
     }
 
 
diff --git a/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py b/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
index 4acc94c737a..1e9818534c9 100644
--- a/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
+++ b/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
@@ -66,13 +66,14 @@ def _reconstruct_ui_where_from_sql(sql_query, params):
     Rebuild the Prisma-style ``where`` dict the filter_fns below expect from the
     raw SQL + params the endpoint emits.
 
-    ``ui_view_spend_logs`` folds the total into the page query via
-    ``COUNT(*) OVER ()`` and no longer issues a separate ``count(where=...)``
-    call, so the mock derives the active filter from the one query it sees
-    instead of from the (now absent) count call.
+    ``ui_view_spend_logs`` computes the total with a bounded
+    ``SELECT COUNT(*) FROM (SELECT 1 ... LIMIT $cap+1)`` query and fetches the
+    page with a separate ``ORDER BY ... LIMIT/OFFSET`` query. Both carry the
+    same WHERE clause, so the terminator can be ``ORDER BY`` (page query) or
+    ``LIMIT`` (bounded count query).
     """
     where: dict = {}
-    clause = re.search(r"WHERE (.*) ORDER BY", sql_query, re.DOTALL)
+    clause = re.search(r"WHERE (.*?)\s+(?:ORDER BY|LIMIT)", sql_query, re.DOTALL)
     if clause is None:
         return where
 
@@ -163,13 +164,13 @@ async def count(self, *args, **kwargs):
 
         async def query_raw(self, sql_query, *params):
             filtered = filter_fn(_reconstruct_ui_where_from_sql(sql_query, params))
+            total = len(filtered)
+            if "COUNT(*)" in sql_query:
+                cap_plus_one = params[-1]
+                return [{"total_count": min(total, cap_plus_one)}]
             page_size = params[-2] if len(params) >= 2 else 50
             skip = params[-1] if len(params) >= 1 else 0
-            total = len(filtered)
-            return [
-                {**row, "total_count": total}
-                for row in filtered[skip : skip + page_size]
-            ]
+            return [row for row in filtered[skip : skip + page_size]]
 
     class MockPrismaClient:
         def __init__(self):
@@ -684,6 +685,8 @@ async def mock_count(*args, **kwargs):
         return len(base_logs)
 
     async def mock_query_raw(sql_query, *params):
+        if "COUNT(*)" in sql_query:
+            return [{"total_count": len(base_logs)}]
         # Endpoint uses raw SQL with ORDER BY startTime DESC; mock returns sorted data
         order = (
             {"startTime": "desc"}
@@ -693,10 +696,7 @@ async def mock_query_raw(sql_query, *params):
         sorted_logs = _sort_logs(base_logs, order)
         page_size = params[-2] if len(params) >= 2 else 50
         skip = params[-1] if len(params) >= 1 else 0
-        return [
-            {**row, "total_count": len(base_logs)}
-            for row in sorted_logs[skip : skip + page_size]
-        ]
+        return [row for row in sorted_logs[skip : skip + page_size]]
 
     class MockPrismaClient:
         def __init__(self):
@@ -830,16 +830,15 @@ async def mock_count(*args, **kwargs):
         return len(base_logs)
 
     async def mock_query_raw(sql_query, *params):
+        if "COUNT(*)" in sql_query:
+            return [{"total_count": len(base_logs)}]
         reverse = "DESC" in sql_query
         sorted_logs = sorted(
             base_logs, key=lambda x: x.get("request_duration_ms", 0), reverse=reverse
         )
         page_size = params[-2] if len(params) >= 2 else 50
         skip = params[-1] if len(params) >= 1 else 0
-        return [
-            {**row, "total_count": len(base_logs)}
-            for row in sorted_logs[skip : skip + page_size]
-        ]
+        return [row for row in sorted_logs[skip : skip + page_size]]
 
     class MockPrismaClient:
         def __init__(self):
@@ -926,6 +925,8 @@ async def mock_count(*args, **kwargs):
         return len(base_logs)
 
     async def mock_query_raw(sql_query, *params):
+        if "COUNT(*)" in sql_query:
+            return [{"total_count": len(base_logs)}]
         assert "model" in sql_query
         # model is non-nullable in the schema, so NULLS LAST should NOT be
         # appended — only ttft_ms gets that clause. This guards against
@@ -937,10 +938,7 @@ async def mock_query_raw(sql_query, *params):
         )
         page_size = params[-2] if len(params) >= 2 else 50
         skip = params[-1] if len(params) >= 1 else 0
-        return [
-            {**row, "total_count": len(base_logs)}
-            for row in sorted_logs[skip : skip + page_size]
-        ]
+        return [row for row in sorted_logs[skip : skip + page_size]]
 
     class MockPrismaClient:
         def __init__(self):
@@ -1040,6 +1038,8 @@ async def mock_count(*args, **kwargs):
         return len(base_logs)
 
     async def mock_query_raw(sql_query, *params):
+        if "COUNT(*)" in sql_query:
+            return [{"total_count": len(base_logs)}]
         # Endpoint must compute TTFT inline and use NULLS LAST.
         assert "completionStartTime" in sql_query
         assert "NULLS LAST" in sql_query
@@ -1051,10 +1051,7 @@ async def mock_query_raw(sql_query, *params):
         page_size = params[-2] if len(params) >= 2 else 50
         skip = params[-1] if len(params) >= 1 else 0
         return [
-            {
-                **{k: v for k, v in row.items() if k != "_ttft_ms"},
-                "total_count": len(base_logs),
-            }
+            {k: v for k, v in row.items() if k != "_ttft_ms"}
             for row in sorted_logs[skip : skip + page_size]
         ]
 
diff --git a/tests/test_litellm/proxy/spend_tracking/test_spend_query_optimization.py b/tests/test_litellm/proxy/spend_tracking/test_spend_query_optimization.py
index e8950e84f55..19083486974 100644
--- a/tests/test_litellm/proxy/spend_tracking/test_spend_query_optimization.py
+++ b/tests/test_litellm/proxy/spend_tracking/test_spend_query_optimization.py
@@ -203,31 +203,42 @@ async def test_spend_logs_ui_wraps_params_in_at_time_zone_utc(monkeypatch):
     )
 
 
+def _make_ui_spend_logs_mock(count_total, page_rows):
+    """
+    Build a prisma mock whose first `query_raw` (the bounded count) returns
+    `count_total` and whose second `query_raw` (the page data) returns
+    `page_rows`.
+    """
+    mock_prisma = MagicMock()
+    mock_prisma.db = MagicMock()
+    mock_prisma.db.query_raw = AsyncMock(
+        side_effect=[[{"total_count": count_total}], page_rows]
+    )
+    mock_prisma.db.litellm_spendlogs = MagicMock()
+    mock_prisma.db.litellm_spendlogs.count = AsyncMock(return_value=0)
+    return mock_prisma
+
+
 @pytest.mark.asyncio
-async def test_spend_logs_ui_folds_count_into_window_function(monkeypatch):
+async def test_spend_logs_ui_uses_bounded_count_not_full_scan(monkeypatch):
     """
-    /spend/logs/ui must not issue a separate `COUNT(*)` round trip to compute
-    the total. On sharded engines like YugabyteDB a standalone `COUNT(*)` is a
-    distributed RPC that contacts every tablet and times out regardless of row
-    count, so the logs tab 500s (LIT-4027). The total is folded into the page
-    query via `COUNT(*) OVER ()` and read off the returned rows instead.
+    /spend/logs/ui must compute its pagination total with a bounded
+    `SELECT COUNT(*) FROM (SELECT 1 ... LIMIT $cap+1)` so it never scans the
+    whole time window of a huge LiteLLM_SpendLogs table (Aurora ACU spike,
+    LIT-4119). It must also avoid the unbounded prisma `.count()` /
+    `COUNT(*) OVER ()` full-window count that reads every matching row.
     """
     from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
     from litellm.proxy.spend_tracking.spend_management_endpoints import (
+        SPEND_LOGS_PAGINATION_COUNT_CAP,
         ui_view_spend_logs,
     )
 
-    rows = [
-        {"request_id": "req-1", "metadata": "{}", "session_id": None, "total_count": 137},
-        {"request_id": "req-2", "metadata": "{}", "session_id": None, "total_count": 137},
+    page_rows = [
+        {"request_id": "req-1", "metadata": "{}", "session_id": None},
+        {"request_id": "req-2", "metadata": "{}", "session_id": None},
     ]
-
-    mock_prisma = MagicMock()
-    mock_prisma.db = MagicMock()
-    mock_prisma.db.query_raw = AsyncMock(return_value=rows)
-    mock_prisma.db.litellm_spendlogs = MagicMock()
-    mock_prisma.db.litellm_spendlogs.count = AsyncMock(return_value=0)
-
+    mock_prisma = _make_ui_spend_logs_mock(count_total=137, page_rows=page_rows)
     monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
 
     auth = UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin")
@@ -250,33 +261,90 @@ async def test_spend_logs_ui_folds_count_into_window_function(monkeypatch):
 
     mock_prisma.db.litellm_spendlogs.count.assert_not_called()
 
-    sql = mock_prisma.db.query_raw.call_args[0][0]
-    assert "COUNT(*) OVER ()" in sql, (
-        "the page query must carry a window-function count so a separate "
-        f"distributed COUNT(*) is avoided. SQL was:\n{sql}"
+    count_call = mock_prisma.db.query_raw.call_args_list[0]
+    count_sql = count_call[0][0]
+    assert "COUNT(*) OVER ()" not in count_sql
+    assert "LIMIT" in count_sql and "FROM (" in count_sql, (
+        "the total must come from a bounded subquery count, not a full-window "
+        f"scan. SQL was:\n{count_sql}"
+    )
+    assert count_call[0][-1] == SPEND_LOGS_PAGINATION_COUNT_CAP + 1, (
+        "the bounded count must probe at most cap+1 rows"
+    )
+
+    page_sql = mock_prisma.db.query_raw.call_args_list[1][0][0]
+    assert "COUNT(*) OVER ()" not in page_sql, (
+        "the page query must not carry a window count that forces a full-window "
+        f"scan. SQL was:\n{page_sql}"
     )
 
     assert response["total"] == 137
+    assert response["total_is_capped"] is False
     assert response["total_pages"] == (137 + 50 - 1) // 50
 
     for row in response["data"]:
         assert "total_count" not in row, "the window-function helper column must be stripped before serialising rows"
 
 
+@pytest.mark.asyncio
+async def test_spend_logs_ui_caps_total_for_large_result_sets(monkeypatch):
+    """
+    When more than the cap match, /spend/logs/ui reports the cap and flags
+    `total_is_capped` so the UI can render `<cap>+` instead of an exact total
+    that would require scanning the whole window (LIT-4119).
+    """
+    from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
+    from litellm.proxy.spend_tracking.spend_management_endpoints import (
+        SPEND_LOGS_PAGINATION_COUNT_CAP,
+        ui_view_spend_logs,
+    )
+
+    page_rows = [{"request_id": "req-1", "metadata": "{}", "session_id": None}]
+    mock_prisma = _make_ui_spend_logs_mock(
+        count_total=SPEND_LOGS_PAGINATION_COUNT_CAP + 1, page_rows=page_rows
+    )
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
+
+    auth = UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin")
+    mock_request = MagicMock()
+    mock_request.url.path = "/spend/logs/ui"
+
+    response = await ui_view_spend_logs(
+        request=mock_request,
+        api_key=None,
+        user_id=None,
+        request_id=None,
+        start_date="2026-02-16 00:00:00",
+        end_date="2026-02-16 23:59:59",
+        page=1,
+        page_size=50,
+        sort_by="startTime",
+        sort_order="desc",
+        user_api_key_dict=auth,
+    )
+
+    assert response["total"] == SPEND_LOGS_PAGINATION_COUNT_CAP
+    assert response["total_is_capped"] is True
+    assert response["total_pages"] == (SPEND_LOGS_PAGINATION_COUNT_CAP + 50 - 1) // 50
+
+
 @pytest.mark.asyncio
 async def test_spend_logs_ui_empty_page_reports_zero_total(monkeypatch):
     """
-    When a page matches no rows the window-function count row is absent, so the
-    total must fall back to zero without issuing a separate `COUNT(*)`.
+    When nothing matches, the bounded count query returns a single row with a
+    zero count (real `COUNT(*)` always returns one row) and the page query
+    returns no rows, so the total is zero without an unbounded prisma `.count()`.
     """
     from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
     from litellm.proxy.spend_tracking.spend_management_endpoints import (
         ui_view_spend_logs,
     )
 
+    # First query_raw call is the bounded count (0 matches), second is the empty
+    # page.
     mock_prisma = MagicMock()
     mock_prisma.db = MagicMock()
-    mock_prisma.db.query_raw = AsyncMock(return_value=[])
+    mock_prisma.db.query_raw = AsyncMock(side_effect=[[{"total_count": 0}], []])
     mock_prisma.db.litellm_spendlogs = MagicMock()
     mock_prisma.db.litellm_spendlogs.count = AsyncMock(return_value=0)
 
@@ -307,24 +375,25 @@ async def test_spend_logs_ui_empty_page_reports_zero_total(monkeypatch):
 
 
 @pytest.mark.asyncio
-async def test_spend_logs_ui_out_of_range_page_falls_back_to_count(monkeypatch):
+async def test_spend_logs_ui_out_of_range_page_keeps_total(monkeypatch):
     """
-    An out-of-range page (offset past the last matching row) returns no rows, so
-    the window-function count is unavailable. The total must not collapse to zero
-    there; it falls back to a direct count so total/total_pages stay accurate.
-    This fallback only fires off the hot path (page > 1 with an empty result), so
-    the YugabyteDB timeout the fix removes from page 1 stays removed.
+    An out-of-range page (offset past the last matching row) returns no rows,
+    but the bounded count query runs independently of the page query, so the
+    total must not collapse to zero and no unbounded prisma `.count()` is
+    needed. total/total_pages stay accurate off the hot path too.
     """
     from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
     from litellm.proxy.spend_tracking.spend_management_endpoints import (
         ui_view_spend_logs,
     )
 
+    # First query_raw call is the bounded count (7 matches), second is the
+    # out-of-range page (empty).
     mock_prisma = MagicMock()
     mock_prisma.db = MagicMock()
-    mock_prisma.db.query_raw = AsyncMock(return_value=[])
+    mock_prisma.db.query_raw = AsyncMock(side_effect=[[{"total_count": 7}], []])
     mock_prisma.db.litellm_spendlogs = MagicMock()
-    mock_prisma.db.litellm_spendlogs.count = AsyncMock(return_value=7)
+    mock_prisma.db.litellm_spendlogs.count = AsyncMock(return_value=0)
 
     monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
 
@@ -346,9 +415,10 @@ async def test_spend_logs_ui_out_of_range_page_falls_back_to_count(monkeypatch):
         user_api_key_dict=auth,
     )
 
-    mock_prisma.db.litellm_spendlogs.count.assert_called_once()
+    mock_prisma.db.litellm_spendlogs.count.assert_not_called()
     assert response["total"] == 7
     assert response["total_pages"] == (7 + 2 - 1) // 2
+    assert response["data"] == []
 
 
 @pytest.mark.asyncio
diff --git a/ui/litellm-dashboard/src/components/view_logs/LogsTableToolbar.tsx b/ui/litellm-dashboard/src/components/view_logs/LogsTableToolbar.tsx
index b20281ed0da..f65ff2cc6ca 100644
--- a/ui/litellm-dashboard/src/components/view_logs/LogsTableToolbar.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/LogsTableToolbar.tsx
@@ -193,15 +193,24 @@ export function LogsTableToolbar({
           </div>
 
           <div className="flex items-center space-x-4">
-            <span className="text-sm text-gray-700 whitespace-nowrap">
+            <span
+              className="text-sm text-gray-700 whitespace-nowrap"
+              title={
+                !isLoading && filteredLogs?.total_is_capped
+                  ? `Showing the first ${filteredLogs.total.toLocaleString()} results. Narrow the date range or add filters to see more.`
+                  : undefined
+              }
+            >
               Showing {isLoading ? "..." : filteredLogs ? (currentPage - 1) * pageSize + 1 : 0} -{" "}
               {isLoading ? "..." : filteredLogs ? Math.min(currentPage * pageSize, filteredLogs.total) : 0} of{" "}
-              {isLoading ? "..." : filteredLogs ? filteredLogs.total : 0} results
+              {isLoading ? "..." : filteredLogs ? filteredLogs.total : 0}
+              {!isLoading && filteredLogs?.total_is_capped ? "+" : ""} results
             </span>
             <div className="flex items-center space-x-2">
               <span className="text-sm text-gray-700 min-w-[90px]">
                 Page {isLoading ? "..." : currentPage} of{" "}
                 {isLoading ? "..." : filteredLogs ? filteredLogs.total_pages : 1}
+                {!isLoading && filteredLogs?.total_is_capped ? "+" : ""}
               </span>
               <button
                 onClick={() => onCurrentPageChange((p: number) => Math.max(1, p - 1))}
diff --git a/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.tsx b/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.tsx
index d9830a83f6e..c45e03905d0 100644
--- a/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.tsx
@@ -13,6 +13,7 @@ export interface PaginatedResponse {
   page: number;
   page_size: number;
   total_pages: number;
+  total_is_capped?: boolean;
 }
 
 function useDebouncedValue<T>(value: T, delayMs: number): [T, React.Dispatch<React.SetStateAction<T>>] {

From cfe9e39e554418a44a46dea2ca35c5c455ead39f Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Tue, 7 Jul 2026 09:55:41 -0700
Subject: [PATCH 071/370] refactor(ui): switch shadcn primitives from Radix to
 Base UI (#32124)

* refactor(ui): switch shadcn primitives from Radix to Base UI

shadcn made Base UI the default primitive library in July 2026 and our
only shadcn component so far is the Button canary, so this is the last
cheap moment to switch before the primitives phase adds the full set.

components.json style moves from new-york (a legacy alias that resolves
to the Radix variant) to base-vega. Button is regenerated from the
base-vega registry with the same local adaptations as before: cva beta
object form via lib/cva.config and a React 18 forwardRef wrapper. The
polymorphic asChild prop becomes Base UI's render prop.

radix-ui is replaced by @base-ui/react 1.6.0. Base UI optionally peers
on date-fns 4 while tremor pins 3, so date-fns is bumped to 4.4.0 with
an npm override; our only usage (add) is API-identical and the override
can go away when tremor does.

* refactor(ui): convert chat UI shadcn components from Radix to Base UI

The chat UI migration landed 11 components/ui files generated against
the old Radix registry config after this branch cut over to Base UI,
which would have left them importing a deleted package. All 11 (dialog,
alert-dialog, select, popover, tooltip, tabs, switch, scroll-area,
collapsible, separator, label) are regenerated from the base-vega
registry, with the repo conventions re-applied where relevant (cva beta
object form from lib/cva.config in tabs; the Button canary keeps its
React 18 forwardRef adaptation).

Chat feature call sites move from the Radix asChild pattern to Base
UI's render prop, and TooltipProvider delayDuration becomes delay.

* fix(ui): restore security override pins clobbered by the date-fns override

The date-fns 4 override was written by replacing the whole overrides
object, dropping the ten security pins (prismjs, js-yaml, glob,
minimatch, lodash, ws, braces, axios, postcss, esbuild) that keep
patched versions in the lockfile; osv-scan caught the vulnerable
versions resurfacing. Restores the pins alongside date-fns and
regenerates the lockfile.

* test(ui): pin tremor DateRangePicker behavior on date-fns 4

The date-fns 4 override forces react-day-picker 8 (authored against v3)
onto v4 at runtime, which a build or lint pass cannot validate. This
renders the shared UsageDatePicker wrapper, opens the calendar, checks
the month grid, and selects a day, so a date-fns API break in the
tremor date path fails tests instead of throwing in production. Delete
alongside the override when tremor is removed.

* fix(ui): close the alert dialog when AlertDialogAction is clicked

The base-vega registry template renders AlertDialogAction as a plain
Button with no Close binding, so confirm buttons fired their onClick
but left the dialog open; both consumers (conversation delete,
MCP credential revoke) were written against the Radix semantics where
Action dismisses on click. Binds Action to AlertDialogPrimitive.Close
via the render prop, mirroring AlertDialogCancel, and pins the
behavior with a test so a future shadcn add --overwrite cannot
silently reintroduce the template's non-closing Action.
---
 ui/litellm-dashboard/components.json          |    2 +-
 ui/litellm-dashboard/package-lock.json        | 2040 ++---------------
 ui/litellm-dashboard/package.json             |    7 +-
 ui/litellm-dashboard/src/app/chat/page.tsx    |   72 +-
 .../src/components/chat/ChatMessages.tsx      |   54 +-
 .../src/components/chat/ConversationList.tsx  |   38 +-
 .../src/components/chat/MCPCredentialsTab.tsx |   32 +-
 .../shared/usage_date_picker.test.tsx         |   50 +
 .../src/components/ui/alert-dialog.test.tsx   |   61 +
 .../src/components/ui/alert-dialog.tsx        |   71 +-
 .../src/components/ui/button.test.tsx         |   19 +-
 .../src/components/ui/button.tsx              |   45 +-
 .../src/components/ui/collapsible.tsx         |   12 +-
 .../src/components/ui/dialog.tsx              |   59 +-
 .../src/components/ui/label.tsx               |    5 +-
 .../src/components/ui/popover.tsx             |   53 +-
 .../src/components/ui/scroll-area.tsx         |   24 +-
 .../src/components/ui/select.tsx              |  123 +-
 .../src/components/ui/separator.tsx           |   15 +-
 .../src/components/ui/switch.tsx              |   11 +-
 .../src/components/ui/tabs.tsx                |   30 +-
 .../src/components/ui/tooltip.tsx             |   46 +-
 22 files changed, 678 insertions(+), 2191 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/shared/usage_date_picker.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/ui/alert-dialog.test.tsx

diff --git a/ui/litellm-dashboard/components.json b/ui/litellm-dashboard/components.json
index c4d45aa0989..48f5c3d0f37 100644
--- a/ui/litellm-dashboard/components.json
+++ b/ui/litellm-dashboard/components.json
@@ -1,6 +1,6 @@
 {
   "$schema": "https://ui.shadcn.com/schema.json",
-  "style": "new-york",
+  "style": "base-vega",
   "rsc": true,
   "tsx": true,
   "tailwind": {
diff --git a/ui/litellm-dashboard/package-lock.json b/ui/litellm-dashboard/package-lock.json
index 8b92683db67..ae3660f59e9 100644
--- a/ui/litellm-dashboard/package-lock.json
+++ b/ui/litellm-dashboard/package-lock.json
@@ -10,6 +10,7 @@
       "dependencies": {
         "@ant-design/cssinjs": "1.24.0",
         "@anthropic-ai/sdk": "0.92.0",
+        "@base-ui/react": "^1.6.0",
         "@headlessui/tailwindcss": "0.2.2",
         "@heroicons/react": "1.0.6",
         "@tanstack/react-pacer": "0.2.0",
@@ -19,7 +20,7 @@
         "@types/papaparse": "5.5.2",
         "antd": "5.29.3",
         "cva": "1.0.0-beta.4",
-        "date-fns": "3.6.0",
+        "date-fns": "^4.4.0",
         "dayjs": "1.11.19",
         "jwt-decode": "4.0.0",
         "lucide-react": "0.513.0",
@@ -27,7 +28,6 @@
         "next": "16.2.6",
         "openai": "4.104.0",
         "papaparse": "5.5.3",
-        "radix-ui": "1.6.1",
         "react": "18.3.1",
         "react-copy-to-clipboard": "5.1.1",
         "react-dom": "18.3.1",
@@ -560,6 +560,79 @@
         "node": ">=6.9.0"
       }
     },
+    "node_modules/@base-ui/react": {
+      "version": "1.6.0",
+      "resolved": "https://registry.npmjs.org/@base-ui/react/-/react-1.6.0.tgz",
+      "integrity": "sha512-/jzjTWJYXhRFO45Bev9lc3cHbmjzCMpUqbMZ2AgKy/z25mY9B6shGSNcXcjQar9n5doM0KYW1W8fcFv2jZBuMw==",
+      "license": "MIT",
+      "dependencies": {
+        "@babel/runtime": "^7.29.2",
+        "@base-ui/utils": "0.3.1",
+        "@floating-ui/react-dom": "^2.1.8",
+        "@floating-ui/utils": "^0.2.11",
+        "use-sync-external-store": "^1.6.0"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/mui-org"
+      },
+      "peerDependencies": {
+        "@date-fns/tz": "^1.2.0",
+        "@types/react": "^17 || ^18 || ^19",
+        "date-fns": "^4.0.0",
+        "react": "^17 || ^18 || ^19",
+        "react-dom": "^17 || ^18 || ^19"
+      },
+      "peerDependenciesMeta": {
+        "@date-fns/tz": {
+          "optional": true
+        },
+        "@types/react": {
+          "optional": true
+        },
+        "date-fns": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@base-ui/react/node_modules/@floating-ui/react-dom": {
+      "version": "2.1.8",
+      "resolved": "https://registry.npmjs.org/@floating-ui/react-dom/-/react-dom-2.1.8.tgz",
+      "integrity": "sha512-cC52bHwM/n/CxS87FH0yWdngEZrjdtLW/qVruo68qg+prK7ZQ4YGdut2GyDVpoGeAYe/h899rVeOVm6Oi40k2A==",
+      "license": "MIT",
+      "dependencies": {
+        "@floating-ui/dom": "^1.7.6"
+      },
+      "peerDependencies": {
+        "react": ">=16.8.0",
+        "react-dom": ">=16.8.0"
+      }
+    },
+    "node_modules/@base-ui/utils": {
+      "version": "0.3.1",
+      "resolved": "https://registry.npmjs.org/@base-ui/utils/-/utils-0.3.1.tgz",
+      "integrity": "sha512-gFFiltORVmW/N6IILTGxizP3PBpVpysqML1ALY5Vk0mH+7faVkCknOU31goYHN5Aoek2dkjxva1XOD2Ce9WuIg==",
+      "license": "MIT",
+      "dependencies": {
+        "@babel/runtime": "^7.29.2",
+        "@floating-ui/utils": "^0.2.11",
+        "reselect": "^5.2.0",
+        "use-sync-external-store": "^1.6.0"
+      },
+      "peerDependencies": {
+        "@types/react": "^17 || ^18 || ^19",
+        "react": "^17 || ^18 || ^19",
+        "react-dom": "^17 || ^18 || ^19"
+      },
+      "peerDependenciesMeta": {
+        "@types/react": {
+          "optional": true
+        }
+      }
+    },
     "node_modules/@bcoe/v8-coverage": {
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/@bcoe/v8-coverage/-/v8-coverage-1.0.2.tgz",
@@ -2100,14 +2173,14 @@
       }
     },
     "node_modules/@napi-rs/wasm-runtime": {
-      "version": "1.1.4",
-      "resolved": "https://registry.npmjs.org/@napi-rs/wasm-runtime/-/wasm-runtime-1.1.4.tgz",
-      "integrity": "sha512-3NQNNgA1YSlJb/kMH1ildASP9HW7/7kYnRI2szWJaofaS1hWmbGI4H+d3+22aGzXXN9IJ+n+GiFVcGipJP18ow==",
+      "version": "1.1.6",
+      "resolved": "https://registry.npmjs.org/@napi-rs/wasm-runtime/-/wasm-runtime-1.1.6.tgz",
+      "integrity": "sha512-ZLv/JdUfkvOy9eCnnBaGfiO+XimbjebAeO+MRQqD/B+FR1tnRN0tpKSJHRbE8sFfS6aqsXZ67TQjfwfsxULVbg==",
       "dev": true,
       "license": "MIT",
       "optional": true,
       "dependencies": {
-        "@tybys/wasm-util": "^0.10.1"
+        "@tybys/wasm-util": "^0.10.3"
       },
       "funding": {
         "type": "github",
@@ -2503,1623 +2576,117 @@
       "license": "MIT",
       "optional": true,
       "os": [
-        "linux"
-      ]
-    },
-    "node_modules/@oxc-resolver/binding-linux-x64-musl": {
-      "version": "11.19.1",
-      "resolved": "https://registry.npmjs.org/@oxc-resolver/binding-linux-x64-musl/-/binding-linux-x64-musl-11.19.1.tgz",
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+      "version": "11.5.1",
+      "resolved": "https://registry.npmjs.org/lru-cache/-/lru-cache-11.5.1.tgz",
+      "integrity": "sha512-RPimw/7aMdv2oqRrxKwvZXcPfwBrn/JZ2xYcY9Hus/6LaS3VOAKVWKWgNLCFSiOm1ESXinjsDlidVU7JlnCN2A==",
       "dev": true,
       "license": "BlueOak-1.0.0",
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@@ -11593,15 +10145,6 @@
         }
       }
     },
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-      "resolved": "https://registry.npmjs.org/@swc/helpers/-/helpers-0.5.15.tgz",
-      "integrity": "sha512-JQ5TuMi45Owi4/BIMAJBoSQoOJu12oOk/gADqlcUL9JEdHB8vyjUSsxqeNXnmXHjYKMi2WcYtezGEEhqUI/E2g==",
-      "license": "Apache-2.0",
-      "dependencies": {
-        "tslib": "^2.8.0"
-      }
-    },
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       "version": "1.0.0",
       "resolved": "https://registry.npmjs.org/node-domexception/-/node-domexception-1.0.0.tgz",
@@ -12144,9 +10687,9 @@
       "license": "ISC"
     },
     "node_modules/picomatch": {
-      "version": "4.0.4",
-      "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.4.tgz",
-      "integrity": "sha512-QP88BAKvMam/3NxH6vj2o21R6MjxZUAd6nlwAS/pnGvN9IVLocLHxGYIzFhg6fUQ+5th6P4dv4eW9jX3DSIj7A==",
+      "version": "4.0.5",
+      "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.5.tgz",
+      "integrity": "sha512-RvwwcruNjI1ncT5xRakeyS9Lf8lcItv34KD+aif+VH9kduAyfYBipGh12274xtenIPZ119/R9BdTBa8gAwSh0A==",
       "dev": true,
       "license": "MIT",
       "engines": {
@@ -12317,9 +10860,9 @@
       "license": "MIT"
     },
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-      "resolved": "https://registry.npmjs.org/property-information/-/property-information-7.1.0.tgz",
-      "integrity": "sha512-TwEZ+X+yCJmYfL7TPUOcvBZ4QfoT5YenQiJuX//0th53DE6w0xxLEtfK3iyryQFddXuvkIk51EEgrJQ0WJkOmQ==",
+      "version": "7.2.0",
+      "resolved": "https://registry.npmjs.org/property-information/-/property-information-7.2.0.tgz",
+      "integrity": "sha512-IAtzIB6sUiWaJYrX9smp3V46pBGbBeLFRGdh25kg1334VcBlD8HzhPeNIWQH9zhGmo2itIe25EHt9dQP7G5hmg==",
       "license": "MIT",
       "funding": {
         "type": "github",
@@ -12357,83 +10900,6 @@
       ],
       "license": "MIT"
     },
-    "node_modules/radix-ui": {
-      "version": "1.6.1",
-      "resolved": "https://registry.npmjs.org/radix-ui/-/radix-ui-1.6.1.tgz",
-      "integrity": "sha512-QXDXJtB6sK83mLASONYUZCauatcWb+knFviFpN1EhtdbbmlsRmzCLrbZSKztnNiem2KOHIBbiDbauVB7SORXMw==",
-      "license": "MIT",
-      "dependencies": {
-        "@radix-ui/primitive": "1.1.4",
-        "@radix-ui/react-accessible-icon": "1.1.11",
-        "@radix-ui/react-accordion": "1.2.15",
-        "@radix-ui/react-alert-dialog": "1.1.18",
-        "@radix-ui/react-arrow": "1.1.11",
-        "@radix-ui/react-aspect-ratio": "1.1.11",
-        "@radix-ui/react-avatar": "1.2.1",
-        "@radix-ui/react-checkbox": "1.3.6",
-        "@radix-ui/react-collapsible": "1.1.15",
-        "@radix-ui/react-collection": "1.1.11",
-        "@radix-ui/react-compose-refs": "1.1.3",
-        "@radix-ui/react-context": "1.1.4",
-        "@radix-ui/react-context-menu": "2.3.2",
-        "@radix-ui/react-dialog": "1.1.18",
-        "@radix-ui/react-direction": "1.1.2",
-        "@radix-ui/react-dismissable-layer": "1.1.14",
-        "@radix-ui/react-dropdown-menu": "2.1.19",
-        "@radix-ui/react-focus-guards": "1.1.4",
-        "@radix-ui/react-focus-scope": "1.1.11",
-        "@radix-ui/react-form": "0.1.11",
-        "@radix-ui/react-hover-card": "1.1.18",
-        "@radix-ui/react-label": "2.1.11",
-        "@radix-ui/react-menu": "2.1.19",
-        "@radix-ui/react-menubar": "1.1.19",
-        "@radix-ui/react-navigation-menu": "1.2.17",
-        "@radix-ui/react-one-time-password-field": "0.1.11",
-        "@radix-ui/react-password-toggle-field": "0.1.6",
-        "@radix-ui/react-popover": "1.1.18",
-        "@radix-ui/react-popper": "1.3.2",
-        "@radix-ui/react-portal": "1.1.13",
-        "@radix-ui/react-presence": "1.1.6",
-        "@radix-ui/react-primitive": "2.1.7",
-        "@radix-ui/react-progress": "1.1.11",
-        "@radix-ui/react-radio-group": "1.4.2",
-        "@radix-ui/react-roving-focus": "1.1.14",
-        "@radix-ui/react-scroll-area": "1.2.13",
-        "@radix-ui/react-select": "2.3.2",
-        "@radix-ui/react-separator": "1.1.11",
-        "@radix-ui/react-slider": "1.4.2",
-        "@radix-ui/react-slot": "1.3.0",
-        "@radix-ui/react-switch": "1.3.2",
-        "@radix-ui/react-tabs": "1.1.16",
-        "@radix-ui/react-toast": "1.2.18",
-        "@radix-ui/react-toggle": "1.1.13",
-        "@radix-ui/react-toggle-group": "1.1.14",
-        "@radix-ui/react-toolbar": "1.1.14",
-        "@radix-ui/react-tooltip": "1.2.11",
-        "@radix-ui/react-use-callback-ref": "1.1.2",
-        "@radix-ui/react-use-controllable-state": "1.2.3",
-        "@radix-ui/react-use-effect-event": "0.0.3",
-        "@radix-ui/react-use-escape-keydown": "1.1.3",
-        "@radix-ui/react-use-is-hydrated": "0.1.1",
-        "@radix-ui/react-use-layout-effect": "1.1.2",
-        "@radix-ui/react-use-size": "1.1.2",
-        "@radix-ui/react-visually-hidden": "1.2.7"
-      },
-      "peerDependencies": {
-        "@types/react": "*",
-        "@types/react-dom": "*",
-        "react": "^16.8 || ^17.0 || ^18.0 || ^19.0 || ^19.0.0-rc",
-        "react-dom": "^16.8 || ^17.0 || ^18.0 || ^19.0 || ^19.0.0-rc"
-      },
-      "peerDependenciesMeta": {
-        "@types/react": {
-          "optional": true
-        },
-        "@types/react-dom": {
-          "optional": true
-        }
-      }
-    },
     "node_modules/rc-cascader": {
       "version": "3.34.0",
       "resolved": "https://registry.npmjs.org/rc-cascader/-/rc-cascader-3.34.0.tgz",
@@ -13165,53 +11631,6 @@
         "react": ">=18"
       }
     },
-    "node_modules/react-remove-scroll": {
-      "version": "2.7.2",
-      "resolved": "https://registry.npmjs.org/react-remove-scroll/-/react-remove-scroll-2.7.2.tgz",
-      "integrity": "sha512-Iqb9NjCCTt6Hf+vOdNIZGdTiH1QSqr27H/Ek9sv/a97gfueI/5h1s3yRi1nngzMUaOOToin5dI1dXKdXiF+u0Q==",
-      "license": "MIT",
-      "dependencies": {
-        "react-remove-scroll-bar": "^2.3.7",
-        "react-style-singleton": "^2.2.3",
-        "tslib": "^2.1.0",
-        "use-callback-ref": "^1.3.3",
-        "use-sidecar": "^1.1.3"
-      },
-      "engines": {
-        "node": ">=10"
-      },
-      "peerDependencies": {
-        "@types/react": "*",
-        "react": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0 || ^19.0.0-rc"
-      },
-      "peerDependenciesMeta": {
-        "@types/react": {
-          "optional": true
-        }
-      }
-    },
-    "node_modules/react-remove-scroll-bar": {
-      "version": "2.3.8",
-      "resolved": "https://registry.npmjs.org/react-remove-scroll-bar/-/react-remove-scroll-bar-2.3.8.tgz",
-      "integrity": "sha512-9r+yi9+mgU33AKcj6IbT9oRCO78WriSj6t/cF8DWBZJ9aOGPOTEDvdUDz1FwKim7QXWwmHqtdHnRJfhAxEG46Q==",
-      "license": "MIT",
-      "dependencies": {
-        "react-style-singleton": "^2.2.2",
-        "tslib": "^2.0.0"
-      },
-      "engines": {
-        "node": ">=10"
-      },
-      "peerDependencies": {
-        "@types/react": "*",
-        "react": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0"
-      },
-      "peerDependenciesMeta": {
-        "@types/react": {
-          "optional": true
-        }
-      }
-    },
     "node_modules/react-smooth": {
       "version": "4.0.4",
       "resolved": "https://registry.npmjs.org/react-smooth/-/react-smooth-4.0.4.tgz",
@@ -13244,28 +11663,6 @@
         "react": "^16.8.0 || ^17.0.0-rc.1 || ^18.0.0 || ^19.0.0-rc.1"
       }
     },
-    "node_modules/react-style-singleton": {
-      "version": "2.2.3",
-      "resolved": "https://registry.npmjs.org/react-style-singleton/-/react-style-singleton-2.2.3.tgz",
-      "integrity": "sha512-b6jSvxvVnyptAiLjbkWLE/lOnR4lfTtDAl+eUC7RZy+QQWc6wRzIV2CE6xBuMmDxc2qIihtDCZD5NPOFl7fRBQ==",
-      "license": "MIT",
-      "dependencies": {
-        "get-nonce": "^1.0.0",
-        "tslib": "^2.0.0"
-      },
-      "engines": {
-        "node": ">=10"
-      },
-      "peerDependencies": {
-        "@types/react": "*",
-        "react": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0 || ^19.0.0-rc"
-      },
-      "peerDependenciesMeta": {
-        "@types/react": {
-          "optional": true
-        }
-      }
-    },
     "node_modules/react-syntax-highlighter": {
       "version": "15.6.6",
       "resolved": "https://registry.npmjs.org/react-syntax-highlighter/-/react-syntax-highlighter-15.6.6.tgz",
@@ -13588,6 +11985,12 @@
         "node": ">=0.10.0"
       }
     },
+    "node_modules/reselect": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/reselect/-/reselect-5.2.0.tgz",
+      "integrity": "sha512-AgZ3UOZm3YndfrJ4OYjgrT7bmCm/1iqkjvEfH/oYjzh6PD2qw4QuT3jjnXIrpdt4MTpMXclMT3lXbmRY+XRakw==",
+      "license": "MIT"
+    },
     "node_modules/resize-observer-polyfill": {
       "version": "1.5.1",
       "resolved": "https://registry.npmjs.org/resize-observer-polyfill/-/resize-observer-polyfill-1.5.1.tgz",
@@ -13805,9 +12208,9 @@
       }
     },
     "node_modules/semver": {
-      "version": "7.7.4",
-      "resolved": "https://registry.npmjs.org/semver/-/semver-7.7.4.tgz",
-      "integrity": "sha512-vFKC2IEtQnVhpT78h1Yp8wzwrf8CM+MzKMHGJZfBtzhZNycRFnXsHk6E5TxIkkMsgNS7mdX3AGB7x2QM2di4lA==",
+      "version": "7.8.5",
+      "resolved": "https://registry.npmjs.org/semver/-/semver-7.8.5.tgz",
+      "integrity": "sha512-Y7/KDsb8LjooZpwaqGyulO6DQlksgCncchHGk+sZIY4SBvUocMBEFH5Ur1fI4dV+Jvl0w6cjvucaIi40puRioA==",
       "devOptional": true,
       "license": "ISC",
       "bin": {
@@ -14975,49 +13378,6 @@
       "dev": true,
       "license": "MIT"
     },
-    "node_modules/use-callback-ref": {
-      "version": "1.3.3",
-      "resolved": "https://registry.npmjs.org/use-callback-ref/-/use-callback-ref-1.3.3.tgz",
-      "integrity": "sha512-jQL3lRnocaFtu3V00JToYz/4QkNWswxijDaCVNZRiRTO3HQDLsdu1ZtmIUvV4yPp+rvWm5j0y0TG/S61cuijTg==",
-      "license": "MIT",
-      "dependencies": {
-        "tslib": "^2.0.0"
-      },
-      "engines": {
-        "node": ">=10"
-      },
-      "peerDependencies": {
-        "@types/react": "*",
-        "react": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0 || ^19.0.0-rc"
-      },
-      "peerDependenciesMeta": {
-        "@types/react": {
-          "optional": true
-        }
-      }
-    },
-    "node_modules/use-sidecar": {
-      "version": "1.1.3",
-      "resolved": "https://registry.npmjs.org/use-sidecar/-/use-sidecar-1.1.3.tgz",
-      "integrity": "sha512-Fedw0aZvkhynoPYlA5WXrMCAMm+nSWdZt6lzJQ7Ok8S6Q+VsHmHpRWndVRJ8Be0ZbkfPc5LRYH+5XrzXcEeLRQ==",
-      "license": "MIT",
-      "dependencies": {
-        "detect-node-es": "^1.1.0",
-        "tslib": "^2.0.0"
-      },
-      "engines": {
-        "node": ">=10"
-      },
-      "peerDependencies": {
-        "@types/react": "*",
-        "react": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0 || ^19.0.0-rc"
-      },
-      "peerDependenciesMeta": {
-        "@types/react": {
-          "optional": true
-        }
-      }
-    },
     "node_modules/use-sync-external-store": {
       "version": "1.6.0",
       "resolved": "https://registry.npmjs.org/use-sync-external-store/-/use-sync-external-store-1.6.0.tgz",
diff --git a/ui/litellm-dashboard/package.json b/ui/litellm-dashboard/package.json
index cf2c234938d..1b0ce315e4d 100644
--- a/ui/litellm-dashboard/package.json
+++ b/ui/litellm-dashboard/package.json
@@ -26,6 +26,7 @@
   "dependencies": {
     "@ant-design/cssinjs": "1.24.0",
     "@anthropic-ai/sdk": "0.92.0",
+    "@base-ui/react": "^1.6.0",
     "@headlessui/tailwindcss": "0.2.2",
     "@heroicons/react": "1.0.6",
     "@tanstack/react-pacer": "0.2.0",
@@ -35,7 +36,7 @@
     "@types/papaparse": "5.5.2",
     "antd": "5.29.3",
     "cva": "1.0.0-beta.4",
-    "date-fns": "3.6.0",
+    "date-fns": "^4.4.0",
     "dayjs": "1.11.19",
     "jwt-decode": "4.0.0",
     "lucide-react": "0.513.0",
@@ -43,7 +44,6 @@
     "next": "16.2.6",
     "openai": "4.104.0",
     "papaparse": "5.5.3",
-    "radix-ui": "1.6.1",
     "react": "18.3.1",
     "react-copy-to-clipboard": "5.1.1",
     "react-dom": "18.3.1",
@@ -96,7 +96,8 @@
     "braces": "3.0.3",
     "axios": "1.13.6",
     "postcss": "8.5.13",
-    "esbuild": "0.28.1"
+    "esbuild": "0.28.1",
+    "date-fns": "^4.4.0"
   },
   "engines": {
     "node": ">=20.9.0",
diff --git a/ui/litellm-dashboard/src/app/chat/page.tsx b/ui/litellm-dashboard/src/app/chat/page.tsx
index 57bb740fbde..ae86ca6e926 100644
--- a/ui/litellm-dashboard/src/app/chat/page.tsx
+++ b/ui/litellm-dashboard/src/app/chat/page.tsx
@@ -403,32 +403,34 @@ export default function ChatConversationPage() {
         if (!open) setModelSearchText("");
       }}
     >
-      <PopoverTrigger asChild>
-        <Button variant="outline" size="sm" className="max-w-[240px] justify-start gap-1.5 overflow-hidden">
-          {selectedModel ? (
-            <>
-              {(() => {
-                const provider = getProviderFromModelName(selectedModel);
-                const { logo } = provider ? getProviderLogoAndName(provider) : { logo: "" };
-                return logo ? (
-                  <img
-                    src={logo}
-                    alt=""
-                    className="w-4 h-4 object-contain shrink-0"
-                    onError={(e) => {
-                      (e.currentTarget as HTMLImageElement).style.display = "none";
-                    }}
-                  />
-                ) : null;
-              })()}
-              <span className="overflow-hidden text-ellipsis whitespace-nowrap">{selectedModel}</span>
-            </>
-          ) : (
-            <span className="text-muted-foreground">Select model</span>
-          )}
-          <ChevronDown className="h-3 w-3 text-muted-foreground shrink-0" />
-        </Button>
-      </PopoverTrigger>
+      <PopoverTrigger
+        render={
+          <Button variant="outline" size="sm" className="max-w-[240px] justify-start gap-1.5 overflow-hidden">
+            {selectedModel ? (
+              <>
+                {(() => {
+                  const provider = getProviderFromModelName(selectedModel);
+                  const { logo } = provider ? getProviderLogoAndName(provider) : { logo: "" };
+                  return logo ? (
+                    <img
+                      src={logo}
+                      alt=""
+                      className="w-4 h-4 object-contain shrink-0"
+                      onError={(e) => {
+                        (e.currentTarget as HTMLImageElement).style.display = "none";
+                      }}
+                    />
+                  ) : null;
+                })()}
+                <span className="overflow-hidden text-ellipsis whitespace-nowrap">{selectedModel}</span>
+              </>
+            ) : (
+              <span className="text-muted-foreground">Select model</span>
+            )}
+            <ChevronDown className="h-3 w-3 text-muted-foreground shrink-0" />
+          </Button>
+        }
+      />
       <PopoverContent align="start" side="top" className="p-0 w-auto">
         {modelSelectorContent}
       </PopoverContent>
@@ -456,14 +458,16 @@ export default function ChatConversationPage() {
         <div className="flex items-center gap-2 min-w-0">
           {modelSelectorTrigger}
           <Popover open={mcpPopoverOpen} onOpenChange={setMcpPopoverOpen}>
-            <PopoverTrigger asChild>
-              <Button variant="outline" size="sm" className="gap-1 px-2.5 text-muted-foreground">
-                <Plus className="h-3.5 w-3.5" />
-                {selectedMCPServers.length > 0 && (
-                  <span className="text-xs text-primary font-medium">{selectedMCPServers.length}</span>
-                )}
-              </Button>
-            </PopoverTrigger>
+            <PopoverTrigger
+              render={
+                <Button variant="outline" size="sm" className="gap-1 px-2.5 text-muted-foreground">
+                  <Plus className="h-3.5 w-3.5" />
+                  {selectedMCPServers.length > 0 && (
+                    <span className="text-xs text-primary font-medium">{selectedMCPServers.length}</span>
+                  )}
+                </Button>
+              }
+            />
             <PopoverContent side="top" align="start" className="p-0 w-auto">
               <MCPConnectPicker
                 accessToken={accessToken}
diff --git a/ui/litellm-dashboard/src/components/chat/ChatMessages.tsx b/ui/litellm-dashboard/src/components/chat/ChatMessages.tsx
index b9f4fb7c3bc..dc58973d4ca 100644
--- a/ui/litellm-dashboard/src/components/chat/ChatMessages.tsx
+++ b/ui/litellm-dashboard/src/components/chat/ChatMessages.tsx
@@ -150,21 +150,23 @@ function UserBubble({ message, onEdit, isStreaming }: UserBubbleProps) {
     >
       <div className="flex items-end gap-1.5 max-w-[72%]">
         {hovered && !isStreaming && onEdit && (
-          <TooltipProvider delayDuration={300}>
+          <TooltipProvider delay={300}>
             <Tooltip>
-              <TooltipTrigger asChild>
-                <Button
-                  variant="ghost"
-                  size="icon-xs"
-                  onClick={() => {
-                    setEditValue(message.content);
-                    setEditing(true);
-                  }}
-                  className="text-muted-foreground hover:text-foreground shrink-0"
-                >
-                  <Pencil className="size-3.5" />
-                </Button>
-              </TooltipTrigger>
+              <TooltipTrigger
+                render={
+                  <Button
+                    variant="ghost"
+                    size="icon-xs"
+                    onClick={() => {
+                      setEditValue(message.content);
+                      setEditing(true);
+                    }}
+                    className="text-muted-foreground hover:text-foreground shrink-0"
+                  >
+                    <Pencil className="size-3.5" />
+                  </Button>
+                }
+              />
               <TooltipContent>
                 <p>Edit message</p>
               </TooltipContent>
@@ -265,18 +267,20 @@ function CopyButton({ text }: { text: string }) {
 
   return (
     <div className="flex items-center gap-1 mt-1.5">
-      <TooltipProvider delayDuration={300}>
+      <TooltipProvider delay={300}>
         <Tooltip>
-          <TooltipTrigger asChild>
-            <Button
-              variant="ghost"
-              size="icon-xs"
-              onClick={handleCopy}
-              className={copied ? "text-emerald-600" : "text-muted-foreground hover:text-foreground"}
-            >
-              {copied ? <Check className="size-3.5" /> : <Copy className="size-3.5" />}
-            </Button>
-          </TooltipTrigger>
+          <TooltipTrigger
+            render={
+              <Button
+                variant="ghost"
+                size="icon-xs"
+                onClick={handleCopy}
+                className={copied ? "text-emerald-600" : "text-muted-foreground hover:text-foreground"}
+              >
+                {copied ? <Check className="size-3.5" /> : <Copy className="size-3.5" />}
+              </Button>
+            }
+          />
           <TooltipContent>
             <p>{copied ? "Copied!" : "Copy"}</p>
           </TooltipContent>
diff --git a/ui/litellm-dashboard/src/components/chat/ConversationList.tsx b/ui/litellm-dashboard/src/components/chat/ConversationList.tsx
index 91c18c09935..da57b70d096 100644
--- a/ui/litellm-dashboard/src/components/chat/ConversationList.tsx
+++ b/ui/litellm-dashboard/src/components/chat/ConversationList.tsx
@@ -143,13 +143,15 @@ const ConversationRow: React.FC<ConversationRowProps> = ({ conv, isActive, onSel
             className="flex gap-0.5 opacity-0 group-hover:opacity-100 transition-opacity shrink-0"
             onClick={(e) => e.stopPropagation()}
           >
-            <TooltipProvider delayDuration={300}>
+            <TooltipProvider delay={300}>
               <Tooltip>
-                <TooltipTrigger asChild>
-                  <Button onClick={startEditing} variant="ghost" size="icon-xs" className="text-muted-foreground">
-                    <Pencil className="h-3 w-3" />
-                  </Button>
-                </TooltipTrigger>
+                <TooltipTrigger
+                  render={
+                    <Button onClick={startEditing} variant="ghost" size="icon-xs" className="text-muted-foreground">
+                      <Pencil className="h-3 w-3" />
+                    </Button>
+                  }
+                />
                 <TooltipContent side="bottom">
                   <p>Rename</p>
                 </TooltipContent>
@@ -157,15 +159,23 @@ const ConversationRow: React.FC<ConversationRowProps> = ({ conv, isActive, onSel
             </TooltipProvider>
 
             <AlertDialog>
-              <TooltipProvider delayDuration={300}>
+              <TooltipProvider delay={300}>
                 <Tooltip>
-                  <TooltipTrigger asChild>
-                    <AlertDialogTrigger asChild>
-                      <Button variant="ghost" size="icon-xs" className="text-muted-foreground hover:text-destructive">
-                        <Trash2 className="h-3 w-3" />
-                      </Button>
-                    </AlertDialogTrigger>
-                  </TooltipTrigger>
+                  <TooltipTrigger
+                    render={
+                      <AlertDialogTrigger
+                        render={
+                          <Button
+                            variant="ghost"
+                            size="icon-xs"
+                            className="text-muted-foreground hover:text-destructive"
+                          >
+                            <Trash2 className="h-3 w-3" />
+                          </Button>
+                        }
+                      />
+                    }
+                  />
                   <TooltipContent side="bottom">
                     <p>Delete</p>
                   </TooltipContent>
diff --git a/ui/litellm-dashboard/src/components/chat/MCPCredentialsTab.tsx b/ui/litellm-dashboard/src/components/chat/MCPCredentialsTab.tsx
index f73d18081d8..4f80a941511 100644
--- a/ui/litellm-dashboard/src/components/chat/MCPCredentialsTab.tsx
+++ b/ui/litellm-dashboard/src/components/chat/MCPCredentialsTab.tsx
@@ -184,21 +184,23 @@ const MCPCredentialsTab: React.FC<Props> = ({ accessToken }) => {
                     </TableCell>
                     <TableCell className="text-right">
                       <AlertDialog>
-                        <AlertDialogTrigger asChild>
-                          <Button
-                            variant="outline"
-                            size="icon-sm"
-                            disabled={isRevoking}
-                            title="Revoke connection"
-                            className="text-muted-foreground hover:text-destructive hover:border-destructive/50"
-                          >
-                            {isRevoking ? (
-                              <Loader2 className="h-3.5 w-3.5 animate-spin" />
-                            ) : (
-                              <Trash2 className="h-3.5 w-3.5" />
-                            )}
-                          </Button>
-                        </AlertDialogTrigger>
+                        <AlertDialogTrigger
+                          render={
+                            <Button
+                              variant="outline"
+                              size="icon-sm"
+                              disabled={isRevoking}
+                              title="Revoke connection"
+                              className="text-muted-foreground hover:text-destructive hover:border-destructive/50"
+                            >
+                              {isRevoking ? (
+                                <Loader2 className="h-3.5 w-3.5 animate-spin" />
+                              ) : (
+                                <Trash2 className="h-3.5 w-3.5" />
+                              )}
+                            </Button>
+                          }
+                        />
                         <AlertDialogContent>
                           <AlertDialogHeader>
                             <AlertDialogTitle>Revoke connection?</AlertDialogTitle>
diff --git a/ui/litellm-dashboard/src/components/shared/usage_date_picker.test.tsx b/ui/litellm-dashboard/src/components/shared/usage_date_picker.test.tsx
new file mode 100644
index 00000000000..46fd8181560
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/usage_date_picker.test.tsx
@@ -0,0 +1,50 @@
+import { render, screen, within } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import { beforeAll, describe, expect, it, vi } from "vitest";
+import UsageDatePicker from "./usage_date_picker";
+
+beforeAll(() => {
+  vi.stubGlobal("requestIdleCallback", (cb: IdleRequestCallback) => {
+    cb({ didTimeout: false, timeRemaining: () => 50 } as IdleDeadline);
+    return 0;
+  });
+});
+
+describe("UsageDatePicker (tremor DateRangePicker on date-fns 4)", () => {
+  const value = { from: new Date(2026, 5, 1), to: new Date(2026, 5, 15) };
+
+  it("renders the formatted range label", () => {
+    render(<UsageDatePicker value={value} onValueChange={() => {}} />);
+
+    const triggerText = screen.getAllByRole("button")[0].textContent ?? "";
+    expect(triggerText).toMatch(/Jun/);
+    expect(triggerText).toMatch(/2026/);
+    expect(triggerText).toMatch(/15/);
+  });
+
+  it("opens the calendar and renders a full month grid", async () => {
+    const user = userEvent.setup();
+    render(<UsageDatePicker value={value} onValueChange={() => {}} />);
+
+    await user.click(screen.getAllByRole("button")[0]);
+
+    const grid = await screen.findByRole("grid");
+    const dayCells = within(grid).getAllByRole("gridcell");
+    expect(dayCells.length).toBeGreaterThanOrEqual(28);
+    expect(within(grid).getByText("15")).toBeInTheDocument();
+  });
+
+  it("fires onValueChange when a day is selected", async () => {
+    const user = userEvent.setup();
+    const onValueChange = vi.fn();
+    render(<UsageDatePicker value={value} onValueChange={onValueChange} />);
+
+    await user.click(screen.getAllByRole("button")[0]);
+    const grid = await screen.findByRole("grid");
+    await user.click(within(grid).getByText("10"));
+
+    expect(onValueChange).toHaveBeenCalled();
+    const newValue = onValueChange.mock.calls[0][0];
+    expect(newValue.from).toBeInstanceOf(Date);
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/ui/alert-dialog.test.tsx b/ui/litellm-dashboard/src/components/ui/alert-dialog.test.tsx
new file mode 100644
index 00000000000..4b0a197b129
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/ui/alert-dialog.test.tsx
@@ -0,0 +1,61 @@
+import { render, screen } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import { describe, expect, it, vi } from "vitest";
+import {
+  AlertDialog,
+  AlertDialogAction,
+  AlertDialogCancel,
+  AlertDialogContent,
+  AlertDialogDescription,
+  AlertDialogFooter,
+  AlertDialogHeader,
+  AlertDialogTitle,
+  AlertDialogTrigger,
+} from "./alert-dialog";
+import { Button } from "./button";
+
+function ConfirmDialog({ onConfirm }: { onConfirm: () => void }) {
+  return (
+    <AlertDialog>
+      <AlertDialogTrigger render={<Button>Open</Button>} />
+      <AlertDialogContent>
+        <AlertDialogHeader>
+          <AlertDialogTitle>Delete this?</AlertDialogTitle>
+          <AlertDialogDescription>Cannot be undone</AlertDialogDescription>
+        </AlertDialogHeader>
+        <AlertDialogFooter>
+          <AlertDialogCancel>Cancel</AlertDialogCancel>
+          <AlertDialogAction onClick={onConfirm}>Confirm</AlertDialogAction>
+        </AlertDialogFooter>
+      </AlertDialogContent>
+    </AlertDialog>
+  );
+}
+
+describe("AlertDialog", () => {
+  it("fires the action handler and closes the dialog on confirm", async () => {
+    const user = userEvent.setup();
+    const onConfirm = vi.fn();
+    render(<ConfirmDialog onConfirm={onConfirm} />);
+
+    await user.click(screen.getByRole("button", { name: "Open" }));
+    expect(screen.getByText("Delete this?")).toBeInTheDocument();
+
+    await user.click(screen.getByRole("button", { name: "Confirm" }));
+
+    expect(onConfirm).toHaveBeenCalledOnce();
+    expect(screen.queryByText("Delete this?")).not.toBeInTheDocument();
+  });
+
+  it("closes without firing the action on cancel", async () => {
+    const user = userEvent.setup();
+    const onConfirm = vi.fn();
+    render(<ConfirmDialog onConfirm={onConfirm} />);
+
+    await user.click(screen.getByRole("button", { name: "Open" }));
+    await user.click(screen.getByRole("button", { name: "Cancel" }));
+
+    expect(onConfirm).not.toHaveBeenCalled();
+    expect(screen.queryByText("Delete this?")).not.toBeInTheDocument();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/ui/alert-dialog.tsx b/ui/litellm-dashboard/src/components/ui/alert-dialog.tsx
index 1561cc76cb8..164dc310ae7 100644
--- a/ui/litellm-dashboard/src/components/ui/alert-dialog.tsx
+++ b/ui/litellm-dashboard/src/components/ui/alert-dialog.tsx
@@ -1,29 +1,29 @@
 "use client";
 
 import * as React from "react";
-import { AlertDialog as AlertDialogPrimitive } from "radix-ui";
+import { AlertDialog as AlertDialogPrimitive } from "@base-ui/react/alert-dialog";
 
 import { cn } from "@/lib/cva.config";
 import { Button } from "@/components/ui/button";
 
-function AlertDialog({ ...props }: React.ComponentProps<typeof AlertDialogPrimitive.Root>) {
+function AlertDialog({ ...props }: AlertDialogPrimitive.Root.Props) {
   return <AlertDialogPrimitive.Root data-slot="alert-dialog" {...props} />;
 }
 
-function AlertDialogTrigger({ ...props }: React.ComponentProps<typeof AlertDialogPrimitive.Trigger>) {
+function AlertDialogTrigger({ ...props }: AlertDialogPrimitive.Trigger.Props) {
   return <AlertDialogPrimitive.Trigger data-slot="alert-dialog-trigger" {...props} />;
 }
 
-function AlertDialogPortal({ ...props }: React.ComponentProps<typeof AlertDialogPrimitive.Portal>) {
+function AlertDialogPortal({ ...props }: AlertDialogPrimitive.Portal.Props) {
   return <AlertDialogPrimitive.Portal data-slot="alert-dialog-portal" {...props} />;
 }
 
-function AlertDialogOverlay({ className, ...props }: React.ComponentProps<typeof AlertDialogPrimitive.Overlay>) {
+function AlertDialogOverlay({ className, ...props }: AlertDialogPrimitive.Backdrop.Props) {
   return (
-    <AlertDialogPrimitive.Overlay
+    <AlertDialogPrimitive.Backdrop
       data-slot="alert-dialog-overlay"
       className={cn(
-        "fixed inset-0 z-50 bg-black/50 data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:animate-in data-[state=open]:fade-in-0",
+        "fixed inset-0 isolate z-50 bg-black/10 duration-100 supports-backdrop-filter:backdrop-blur-xs data-open:animate-in data-open:fade-in-0 data-closed:animate-out data-closed:fade-out-0",
         className,
       )}
       {...props}
@@ -35,17 +35,17 @@ function AlertDialogContent({
   className,
   size = "default",
   ...props
-}: React.ComponentProps<typeof AlertDialogPrimitive.Content> & {
+}: AlertDialogPrimitive.Popup.Props & {
   size?: "default" | "sm";
 }) {
   return (
     <AlertDialogPortal>
       <AlertDialogOverlay />
-      <AlertDialogPrimitive.Content
+      <AlertDialogPrimitive.Popup
         data-slot="alert-dialog-content"
         data-size={size}
         className={cn(
-          "group/alert-dialog-content fixed top-[50%] left-[50%] z-50 grid w-full max-w-[calc(100%-2rem)] translate-x-[-50%] translate-y-[-50%] gap-4 rounded-lg border bg-background p-6 shadow-lg duration-200 data-[size=sm]:max-w-xs data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=closed]:zoom-out-95 data-[state=open]:animate-in data-[state=open]:fade-in-0 data-[state=open]:zoom-in-95 data-[size=default]:sm:max-w-lg",
+          "group/alert-dialog-content fixed top-1/2 left-1/2 z-50 grid w-full -translate-x-1/2 -translate-y-1/2 gap-6 rounded-xl bg-popover p-6 text-popover-foreground ring-1 ring-foreground/10 duration-100 outline-none data-[size=default]:max-w-xs data-[size=sm]:max-w-xs data-[size=default]:sm:max-w-lg data-open:animate-in data-open:fade-in-0 data-open:zoom-in-95 data-closed:animate-out data-closed:fade-out-0 data-closed:zoom-out-95",
           className,
         )}
         {...props}
@@ -80,12 +80,25 @@ function AlertDialogFooter({ className, ...props }: React.ComponentProps<"div">)
   );
 }
 
+function AlertDialogMedia({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="alert-dialog-media"
+      className={cn(
+        "mb-2 inline-flex size-16 items-center justify-center rounded-md bg-muted sm:group-data-[size=default]/alert-dialog-content:row-span-2 *:[svg:not([class*='size-'])]:size-8",
+        className,
+      )}
+      {...props}
+    />
+  );
+}
+
 function AlertDialogTitle({ className, ...props }: React.ComponentProps<typeof AlertDialogPrimitive.Title>) {
   return (
     <AlertDialogPrimitive.Title
       data-slot="alert-dialog-title"
       className={cn(
-        "text-lg font-semibold sm:group-data-[size=default]/alert-dialog-content:group-has-data-[slot=alert-dialog-media]/alert-dialog-content:col-start-2",
+        "text-lg font-medium sm:group-data-[size=default]/alert-dialog-content:group-has-data-[slot=alert-dialog-media]/alert-dialog-content:col-start-2",
         className,
       )}
       {...props}
@@ -100,18 +113,8 @@ function AlertDialogDescription({
   return (
     <AlertDialogPrimitive.Description
       data-slot="alert-dialog-description"
-      className={cn("text-sm text-muted-foreground", className)}
-      {...props}
-    />
-  );
-}
-
-function AlertDialogMedia({ className, ...props }: React.ComponentProps<"div">) {
-  return (
-    <div
-      data-slot="alert-dialog-media"
       className={cn(
-        "mb-2 inline-flex size-16 items-center justify-center rounded-md bg-muted sm:group-data-[size=default]/alert-dialog-content:row-span-2 *:[svg:not([class*='size-'])]:size-8",
+        "text-sm text-balance text-muted-foreground md:text-pretty *:[a]:underline *:[a]:underline-offset-3 *:[a]:hover:text-foreground",
         className,
       )}
       {...props}
@@ -124,12 +127,14 @@ function AlertDialogAction({
   variant = "default",
   size = "default",
   ...props
-}: React.ComponentProps<typeof AlertDialogPrimitive.Action> &
-  Pick<React.ComponentProps<typeof Button>, "variant" | "size">) {
+}: AlertDialogPrimitive.Close.Props & Pick<React.ComponentProps<typeof Button>, "variant" | "size">) {
   return (
-    <Button variant={variant} size={size} asChild>
-      <AlertDialogPrimitive.Action data-slot="alert-dialog-action" className={cn(className)} {...props} />
-    </Button>
+    <AlertDialogPrimitive.Close
+      data-slot="alert-dialog-action"
+      className={cn(className)}
+      render={<Button variant={variant} size={size} />}
+      {...props}
+    />
   );
 }
 
@@ -138,12 +143,14 @@ function AlertDialogCancel({
   variant = "outline",
   size = "default",
   ...props
-}: React.ComponentProps<typeof AlertDialogPrimitive.Cancel> &
-  Pick<React.ComponentProps<typeof Button>, "variant" | "size">) {
+}: AlertDialogPrimitive.Close.Props & Pick<React.ComponentProps<typeof Button>, "variant" | "size">) {
   return (
-    <Button variant={variant} size={size} asChild>
-      <AlertDialogPrimitive.Cancel data-slot="alert-dialog-cancel" className={cn(className)} {...props} />
-    </Button>
+    <AlertDialogPrimitive.Close
+      data-slot="alert-dialog-cancel"
+      className={cn(className)}
+      render={<Button variant={variant} size={size} />}
+      {...props}
+    />
   );
 }
 
diff --git a/ui/litellm-dashboard/src/components/ui/button.test.tsx b/ui/litellm-dashboard/src/components/ui/button.test.tsx
index 16863d5c309..1c8483634b9 100644
--- a/ui/litellm-dashboard/src/components/ui/button.test.tsx
+++ b/ui/litellm-dashboard/src/components/ui/button.test.tsx
@@ -9,7 +9,6 @@ describe("Button", () => {
     const button = screen.getByRole("button", { name: "Save" });
     expect(button).toHaveClass("bg-primary");
     expect(button).toHaveAttribute("data-slot", "button");
-    expect(button).toHaveAttribute("data-variant", "default");
   });
 
   it("applies variant and size props", () => {
@@ -19,9 +18,8 @@ describe("Button", () => {
       </Button>,
     );
     const button = screen.getByRole("button", { name: "Delete" });
-    expect(button).toHaveClass("bg-destructive");
+    expect(button).toHaveClass("bg-destructive/10");
     expect(button).toHaveClass("h-8");
-    expect(button).toHaveAttribute("data-variant", "destructive");
   });
 
   it("resolves conflicting classes through twMerge so className wins", () => {
@@ -31,15 +29,12 @@ describe("Button", () => {
     expect(button).not.toHaveClass("bg-primary");
   });
 
-  it("renders the child element when asChild is set", () => {
-    render(
-      <Button asChild>
-        <a href="https://docs.litellm.ai">Docs</a>
-      </Button>,
-    );
-    const link = screen.getByRole("link", { name: "Docs" });
-    expect(link).toHaveClass("bg-primary");
-    expect(screen.queryByRole("button")).not.toBeInTheDocument();
+  it("renders the element passed via the render prop with button semantics", () => {
+    render(<Button nativeButton={false} render={<a href="https://docs.litellm.ai">Docs</a>} />);
+    const button = screen.getByRole("button", { name: "Docs" });
+    expect(button.tagName).toBe("A");
+    expect(button).toHaveAttribute("href", "https://docs.litellm.ai");
+    expect(button).toHaveClass("bg-primary");
   });
 
   it("forwards refs to the underlying button element", () => {
diff --git a/ui/litellm-dashboard/src/components/ui/button.tsx b/ui/litellm-dashboard/src/components/ui/button.tsx
index 6f0e2657fbc..b60160567b6 100644
--- a/ui/litellm-dashboard/src/components/ui/button.tsx
+++ b/ui/litellm-dashboard/src/components/ui/button.tsx
@@ -1,30 +1,34 @@
 import * as React from "react";
+import { Button as ButtonPrimitive } from "@base-ui/react/button";
 import { type VariantProps } from "cva";
-import { Slot } from "radix-ui";
 
 import { cn, cva } from "@/lib/cva.config";
 
 const buttonVariants = cva({
-  base: "inline-flex shrink-0 items-center justify-center gap-2 rounded-md text-sm font-medium whitespace-nowrap transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+  base: "group/button inline-flex shrink-0 items-center justify-center rounded-md border border-transparent bg-clip-padding text-sm font-medium whitespace-nowrap transition-all outline-none select-none focus-visible:border-ring focus-visible:ring-3 focus-visible:ring-ring/50 active:not-aria-[haspopup]:translate-y-px disabled:pointer-events-none disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-3 aria-invalid:ring-destructive/20 dark:aria-invalid:border-destructive/50 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
   variants: {
     variant: {
-      default: "bg-primary text-primary-foreground hover:bg-primary/90",
-      destructive:
-        "bg-destructive text-white hover:bg-destructive/90 focus-visible:ring-destructive/20 dark:bg-destructive/60 dark:focus-visible:ring-destructive/40",
+      default: "bg-primary text-primary-foreground hover:bg-primary/80",
       outline:
-        "border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50",
-      secondary: "bg-secondary text-secondary-foreground hover:bg-secondary/80",
-      ghost: "hover:bg-accent hover:text-accent-foreground dark:hover:bg-accent/50",
+        "border-border bg-background shadow-xs hover:bg-muted hover:text-foreground aria-expanded:bg-muted aria-expanded:text-foreground dark:border-input dark:bg-input/30 dark:hover:bg-input/50",
+      secondary:
+        "bg-secondary text-secondary-foreground hover:bg-[color-mix(in_oklch,var(--secondary),var(--foreground)_5%)] aria-expanded:bg-secondary aria-expanded:text-secondary-foreground",
+      ghost:
+        "hover:bg-muted hover:text-foreground aria-expanded:bg-muted aria-expanded:text-foreground dark:hover:bg-muted/50",
+      destructive:
+        "bg-destructive/10 text-destructive hover:bg-destructive/20 focus-visible:border-destructive/40 focus-visible:ring-destructive/20 dark:bg-destructive/20 dark:hover:bg-destructive/30 dark:focus-visible:ring-destructive/40",
       link: "text-primary underline-offset-4 hover:underline",
     },
     size: {
-      default: "h-9 px-4 py-2 has-[>svg]:px-3",
-      xs: "h-6 gap-1 rounded-md px-2 text-xs has-[>svg]:px-1.5 [&_svg:not([class*='size-'])]:size-3",
-      sm: "h-8 gap-1.5 rounded-md px-3 has-[>svg]:px-2.5",
-      lg: "h-10 rounded-md px-6 has-[>svg]:px-4",
+      default:
+        "h-9 gap-1.5 px-2.5 in-data-[slot=button-group]:rounded-md has-data-[icon=inline-end]:pr-2 has-data-[icon=inline-start]:pl-2",
+      xs: "h-6 gap-1 rounded-[min(var(--radius-md),8px)] px-2 text-xs in-data-[slot=button-group]:rounded-md has-data-[icon=inline-end]:pr-1.5 has-data-[icon=inline-start]:pl-1.5 [&_svg:not([class*='size-'])]:size-3",
+      sm: "h-8 gap-1 rounded-[min(var(--radius-md),10px)] px-2.5 in-data-[slot=button-group]:rounded-md has-data-[icon=inline-end]:pr-1.5 has-data-[icon=inline-start]:pl-1.5",
+      lg: "h-10 gap-1.5 px-2.5 has-data-[icon=inline-end]:pr-2 has-data-[icon=inline-start]:pl-2",
       icon: "size-9",
-      "icon-xs": "size-6 rounded-md [&_svg:not([class*='size-'])]:size-3",
-      "icon-sm": "size-8",
+      "icon-xs":
+        "size-6 rounded-[min(var(--radius-md),8px)] in-data-[slot=button-group]:rounded-md [&_svg:not([class*='size-'])]:size-3",
+      "icon-sm": "size-8 rounded-[min(var(--radius-md),10px)] in-data-[slot=button-group]:rounded-md",
       "icon-lg": "size-10",
     },
   },
@@ -34,21 +38,14 @@ const buttonVariants = cva({
   },
 });
 
-type ButtonProps = React.ComponentPropsWithoutRef<"button"> &
-  VariantProps<typeof buttonVariants> & {
-    asChild?: boolean;
-  };
+type ButtonProps = ButtonPrimitive.Props & VariantProps<typeof buttonVariants>;
 
 const Button = React.forwardRef<HTMLButtonElement, ButtonProps>(
-  ({ className, variant = "default", size = "default", asChild = false, ...props }, ref) => {
-    const Comp = asChild ? Slot.Root : "button";
-
+  ({ className, variant = "default", size = "default", ...props }, ref) => {
     return (
-      <Comp
+      <ButtonPrimitive
         ref={ref}
         data-slot="button"
-        data-variant={variant}
-        data-size={size}
         className={cn(buttonVariants({ variant, size, className }))}
         {...props}
       />
diff --git a/ui/litellm-dashboard/src/components/ui/collapsible.tsx b/ui/litellm-dashboard/src/components/ui/collapsible.tsx
index 7fb672b2efa..3669d91d890 100644
--- a/ui/litellm-dashboard/src/components/ui/collapsible.tsx
+++ b/ui/litellm-dashboard/src/components/ui/collapsible.tsx
@@ -1,17 +1,17 @@
 "use client";
 
-import { Collapsible as CollapsiblePrimitive } from "radix-ui";
+import { Collapsible as CollapsiblePrimitive } from "@base-ui/react/collapsible";
 
-function Collapsible({ ...props }: React.ComponentProps<typeof CollapsiblePrimitive.Root>) {
+function Collapsible({ ...props }: CollapsiblePrimitive.Root.Props) {
   return <CollapsiblePrimitive.Root data-slot="collapsible" {...props} />;
 }
 
-function CollapsibleTrigger({ ...props }: React.ComponentProps<typeof CollapsiblePrimitive.CollapsibleTrigger>) {
-  return <CollapsiblePrimitive.CollapsibleTrigger data-slot="collapsible-trigger" {...props} />;
+function CollapsibleTrigger({ ...props }: CollapsiblePrimitive.Trigger.Props) {
+  return <CollapsiblePrimitive.Trigger data-slot="collapsible-trigger" {...props} />;
 }
 
-function CollapsibleContent({ ...props }: React.ComponentProps<typeof CollapsiblePrimitive.CollapsibleContent>) {
-  return <CollapsiblePrimitive.CollapsibleContent data-slot="collapsible-content" {...props} />;
+function CollapsibleContent({ ...props }: CollapsiblePrimitive.Panel.Props) {
+  return <CollapsiblePrimitive.Panel data-slot="collapsible-content" {...props} />;
 }
 
 export { Collapsible, CollapsibleTrigger, CollapsibleContent };
diff --git a/ui/litellm-dashboard/src/components/ui/dialog.tsx b/ui/litellm-dashboard/src/components/ui/dialog.tsx
index 24dcbc5456c..d6e7793341c 100644
--- a/ui/litellm-dashboard/src/components/ui/dialog.tsx
+++ b/ui/litellm-dashboard/src/components/ui/dialog.tsx
@@ -1,34 +1,34 @@
 "use client";
 
 import * as React from "react";
-import { XIcon } from "lucide-react";
-import { Dialog as DialogPrimitive } from "radix-ui";
+import { Dialog as DialogPrimitive } from "@base-ui/react/dialog";
 
 import { cn } from "@/lib/cva.config";
 import { Button } from "@/components/ui/button";
+import { XIcon } from "lucide-react";
 
-function Dialog({ ...props }: React.ComponentProps<typeof DialogPrimitive.Root>) {
+function Dialog({ ...props }: DialogPrimitive.Root.Props) {
   return <DialogPrimitive.Root data-slot="dialog" {...props} />;
 }
 
-function DialogTrigger({ ...props }: React.ComponentProps<typeof DialogPrimitive.Trigger>) {
+function DialogTrigger({ ...props }: DialogPrimitive.Trigger.Props) {
   return <DialogPrimitive.Trigger data-slot="dialog-trigger" {...props} />;
 }
 
-function DialogPortal({ ...props }: React.ComponentProps<typeof DialogPrimitive.Portal>) {
+function DialogPortal({ ...props }: DialogPrimitive.Portal.Props) {
   return <DialogPrimitive.Portal data-slot="dialog-portal" {...props} />;
 }
 
-function DialogClose({ ...props }: React.ComponentProps<typeof DialogPrimitive.Close>) {
+function DialogClose({ ...props }: DialogPrimitive.Close.Props) {
   return <DialogPrimitive.Close data-slot="dialog-close" {...props} />;
 }
 
-function DialogOverlay({ className, ...props }: React.ComponentProps<typeof DialogPrimitive.Overlay>) {
+function DialogOverlay({ className, ...props }: DialogPrimitive.Backdrop.Props) {
   return (
-    <DialogPrimitive.Overlay
+    <DialogPrimitive.Backdrop
       data-slot="dialog-overlay"
       className={cn(
-        "fixed inset-0 z-50 bg-black/50 data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:animate-in data-[state=open]:fade-in-0",
+        "fixed inset-0 isolate z-50 bg-black/10 duration-100 supports-backdrop-filter:backdrop-blur-xs data-open:animate-in data-open:fade-in-0 data-closed:animate-out data-closed:fade-out-0",
         className,
       )}
       {...props}
@@ -41,16 +41,16 @@ function DialogContent({
   children,
   showCloseButton = true,
   ...props
-}: React.ComponentProps<typeof DialogPrimitive.Content> & {
+}: DialogPrimitive.Popup.Props & {
   showCloseButton?: boolean;
 }) {
   return (
-    <DialogPortal data-slot="dialog-portal">
+    <DialogPortal>
       <DialogOverlay />
-      <DialogPrimitive.Content
+      <DialogPrimitive.Popup
         data-slot="dialog-content"
         className={cn(
-          "fixed top-[50%] left-[50%] z-50 grid w-full max-w-[calc(100%-2rem)] translate-x-[-50%] translate-y-[-50%] gap-4 rounded-lg border bg-background p-6 shadow-lg duration-200 outline-none data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=closed]:zoom-out-95 data-[state=open]:animate-in data-[state=open]:fade-in-0 data-[state=open]:zoom-in-95 sm:max-w-lg",
+          "fixed top-1/2 left-1/2 z-50 grid w-full max-w-[calc(100%-2rem)] -translate-x-1/2 -translate-y-1/2 gap-6 rounded-xl bg-popover p-6 text-sm text-popover-foreground ring-1 ring-foreground/10 duration-100 outline-none sm:max-w-md data-open:animate-in data-open:fade-in-0 data-open:zoom-in-95 data-closed:animate-out data-closed:fade-out-0 data-closed:zoom-out-95",
           className,
         )}
         {...props}
@@ -59,25 +59,19 @@ function DialogContent({
         {showCloseButton && (
           <DialogPrimitive.Close
             data-slot="dialog-close"
-            className="absolute top-4 right-4 rounded-xs opacity-70 ring-offset-background transition-opacity hover:opacity-100 focus:ring-2 focus:ring-ring focus:ring-offset-2 focus:outline-hidden disabled:pointer-events-none data-[state=open]:bg-accent data-[state=open]:text-muted-foreground [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4"
+            render={<Button variant="ghost" className="absolute top-4 right-4" size="icon-sm" />}
           >
             <XIcon />
             <span className="sr-only">Close</span>
           </DialogPrimitive.Close>
         )}
-      </DialogPrimitive.Content>
+      </DialogPrimitive.Popup>
     </DialogPortal>
   );
 }
 
 function DialogHeader({ className, ...props }: React.ComponentProps<"div">) {
-  return (
-    <div
-      data-slot="dialog-header"
-      className={cn("flex flex-col gap-2 text-center sm:text-left", className)}
-      {...props}
-    />
-  );
+  return <div data-slot="dialog-header" className={cn("flex flex-col gap-2", className)} {...props} />;
 }
 
 function DialogFooter({
@@ -95,30 +89,25 @@ function DialogFooter({
       {...props}
     >
       {children}
-      {showCloseButton && (
-        <DialogPrimitive.Close asChild>
-          <Button variant="outline">Close</Button>
-        </DialogPrimitive.Close>
-      )}
+      {showCloseButton && <DialogPrimitive.Close render={<Button variant="outline" />}>Close</DialogPrimitive.Close>}
     </div>
   );
 }
 
-function DialogTitle({ className, ...props }: React.ComponentProps<typeof DialogPrimitive.Title>) {
+function DialogTitle({ className, ...props }: DialogPrimitive.Title.Props) {
   return (
-    <DialogPrimitive.Title
-      data-slot="dialog-title"
-      className={cn("text-lg leading-none font-semibold", className)}
-      {...props}
-    />
+    <DialogPrimitive.Title data-slot="dialog-title" className={cn("leading-none font-medium", className)} {...props} />
   );
 }
 
-function DialogDescription({ className, ...props }: React.ComponentProps<typeof DialogPrimitive.Description>) {
+function DialogDescription({ className, ...props }: DialogPrimitive.Description.Props) {
   return (
     <DialogPrimitive.Description
       data-slot="dialog-description"
-      className={cn("text-sm text-muted-foreground", className)}
+      className={cn(
+        "text-sm text-muted-foreground *:[a]:underline *:[a]:underline-offset-3 *:[a]:hover:text-foreground",
+        className,
+      )}
       {...props}
     />
   );
diff --git a/ui/litellm-dashboard/src/components/ui/label.tsx b/ui/litellm-dashboard/src/components/ui/label.tsx
index 77c2cc6254d..ded2dfc1a7b 100644
--- a/ui/litellm-dashboard/src/components/ui/label.tsx
+++ b/ui/litellm-dashboard/src/components/ui/label.tsx
@@ -1,13 +1,12 @@
 "use client";
 
 import * as React from "react";
-import { Label as LabelPrimitive } from "radix-ui";
 
 import { cn } from "@/lib/cva.config";
 
-function Label({ className, ...props }: React.ComponentProps<typeof LabelPrimitive.Root>) {
+function Label({ className, ...props }: React.ComponentProps<"label">) {
   return (
-    <LabelPrimitive.Root
+    <label
       data-slot="label"
       className={cn(
         "flex items-center gap-2 text-sm leading-none font-medium select-none group-data-[disabled=true]:pointer-events-none group-data-[disabled=true]:opacity-50 peer-disabled:cursor-not-allowed peer-disabled:opacity-50",
diff --git a/ui/litellm-dashboard/src/components/ui/popover.tsx b/ui/litellm-dashboard/src/components/ui/popover.tsx
index a4437c0573a..8eded40fc79 100644
--- a/ui/litellm-dashboard/src/components/ui/popover.tsx
+++ b/ui/litellm-dashboard/src/components/ui/popover.tsx
@@ -1,54 +1,65 @@
 "use client";
 
 import * as React from "react";
-import { Popover as PopoverPrimitive } from "radix-ui";
+import { Popover as PopoverPrimitive } from "@base-ui/react/popover";
 
 import { cn } from "@/lib/cva.config";
 
-function Popover({ ...props }: React.ComponentProps<typeof PopoverPrimitive.Root>) {
+function Popover({ ...props }: PopoverPrimitive.Root.Props) {
   return <PopoverPrimitive.Root data-slot="popover" {...props} />;
 }
 
-function PopoverTrigger({ ...props }: React.ComponentProps<typeof PopoverPrimitive.Trigger>) {
+function PopoverTrigger({ ...props }: PopoverPrimitive.Trigger.Props) {
   return <PopoverPrimitive.Trigger data-slot="popover-trigger" {...props} />;
 }
 
 function PopoverContent({
   className,
   align = "center",
+  alignOffset = 0,
+  side = "bottom",
   sideOffset = 4,
   ...props
-}: React.ComponentProps<typeof PopoverPrimitive.Content>) {
+}: PopoverPrimitive.Popup.Props &
+  Pick<PopoverPrimitive.Positioner.Props, "align" | "alignOffset" | "side" | "sideOffset">) {
   return (
     <PopoverPrimitive.Portal>
-      <PopoverPrimitive.Content
-        data-slot="popover-content"
+      <PopoverPrimitive.Positioner
         align={align}
+        alignOffset={alignOffset}
+        side={side}
         sideOffset={sideOffset}
-        className={cn(
-          "z-50 w-72 origin-(--radix-popover-content-transform-origin) rounded-md border bg-popover p-4 text-popover-foreground shadow-md outline-hidden data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=closed]:zoom-out-95 data-[state=open]:animate-in data-[state=open]:fade-in-0 data-[state=open]:zoom-in-95",
-          className,
-        )}
-        {...props}
-      />
+        className="isolate z-50"
+      >
+        <PopoverPrimitive.Popup
+          data-slot="popover-content"
+          className={cn(
+            "z-50 flex w-72 origin-(--transform-origin) flex-col gap-4 rounded-md bg-popover p-4 text-sm text-popover-foreground shadow-md ring-1 ring-foreground/10 outline-hidden duration-100 data-[side=bottom]:slide-in-from-top-2 data-[side=inline-end]:slide-in-from-left-2 data-[side=inline-start]:slide-in-from-right-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 data-open:animate-in data-open:fade-in-0 data-open:zoom-in-95 data-closed:animate-out data-closed:fade-out-0 data-closed:zoom-out-95",
+            className,
+          )}
+          {...props}
+        />
+      </PopoverPrimitive.Positioner>
     </PopoverPrimitive.Portal>
   );
 }
 
-function PopoverAnchor({ ...props }: React.ComponentProps<typeof PopoverPrimitive.Anchor>) {
-  return <PopoverPrimitive.Anchor data-slot="popover-anchor" {...props} />;
-}
-
 function PopoverHeader({ className, ...props }: React.ComponentProps<"div">) {
   return <div data-slot="popover-header" className={cn("flex flex-col gap-1 text-sm", className)} {...props} />;
 }
 
-function PopoverTitle({ className, ...props }: React.ComponentProps<"h2">) {
-  return <div data-slot="popover-title" className={cn("font-medium", className)} {...props} />;
+function PopoverTitle({ className, ...props }: PopoverPrimitive.Title.Props) {
+  return <PopoverPrimitive.Title data-slot="popover-title" className={cn("font-medium", className)} {...props} />;
 }
 
-function PopoverDescription({ className, ...props }: React.ComponentProps<"p">) {
-  return <p data-slot="popover-description" className={cn("text-muted-foreground", className)} {...props} />;
+function PopoverDescription({ className, ...props }: PopoverPrimitive.Description.Props) {
+  return (
+    <PopoverPrimitive.Description
+      data-slot="popover-description"
+      className={cn("text-muted-foreground", className)}
+      {...props}
+    />
+  );
 }
 
-export { Popover, PopoverTrigger, PopoverContent, PopoverAnchor, PopoverHeader, PopoverTitle, PopoverDescription };
+export { Popover, PopoverContent, PopoverDescription, PopoverHeader, PopoverTitle, PopoverTrigger };
diff --git a/ui/litellm-dashboard/src/components/ui/scroll-area.tsx b/ui/litellm-dashboard/src/components/ui/scroll-area.tsx
index b23d2daebc3..74106ce80ae 100644
--- a/ui/litellm-dashboard/src/components/ui/scroll-area.tsx
+++ b/ui/litellm-dashboard/src/components/ui/scroll-area.tsx
@@ -1,11 +1,11 @@
 "use client";
 
 import * as React from "react";
-import { ScrollArea as ScrollAreaPrimitive } from "radix-ui";
+import { ScrollArea as ScrollAreaPrimitive } from "@base-ui/react/scroll-area";
 
 import { cn } from "@/lib/cva.config";
 
-function ScrollArea({ className, children, ...props }: React.ComponentProps<typeof ScrollAreaPrimitive.Root>) {
+function ScrollArea({ className, children, ...props }: ScrollAreaPrimitive.Root.Props) {
   return (
     <ScrollAreaPrimitive.Root data-slot="scroll-area" className={cn("relative", className)} {...props}>
       <ScrollAreaPrimitive.Viewport
@@ -20,28 +20,20 @@ function ScrollArea({ className, children, ...props }: React.ComponentProps<type
   );
 }
 
-function ScrollBar({
-  className,
-  orientation = "vertical",
-  ...props
-}: React.ComponentProps<typeof ScrollAreaPrimitive.ScrollAreaScrollbar>) {
+function ScrollBar({ className, orientation = "vertical", ...props }: ScrollAreaPrimitive.Scrollbar.Props) {
   return (
-    <ScrollAreaPrimitive.ScrollAreaScrollbar
+    <ScrollAreaPrimitive.Scrollbar
       data-slot="scroll-area-scrollbar"
+      data-orientation={orientation}
       orientation={orientation}
       className={cn(
-        "flex touch-none p-px transition-colors select-none",
-        orientation === "vertical" && "h-full w-2.5 border-l border-l-transparent",
-        orientation === "horizontal" && "h-2.5 flex-col border-t border-t-transparent",
+        "flex touch-none p-px transition-colors select-none data-horizontal:h-2.5 data-horizontal:flex-col data-horizontal:border-t data-horizontal:border-t-transparent data-vertical:h-full data-vertical:w-2.5 data-vertical:border-l data-vertical:border-l-transparent",
         className,
       )}
       {...props}
     >
-      <ScrollAreaPrimitive.ScrollAreaThumb
-        data-slot="scroll-area-thumb"
-        className="relative flex-1 rounded-full bg-border"
-      />
-    </ScrollAreaPrimitive.ScrollAreaScrollbar>
+      <ScrollAreaPrimitive.Thumb data-slot="scroll-area-thumb" className="relative flex-1 rounded-full bg-border" />
+    </ScrollAreaPrimitive.Scrollbar>
   );
 }
 
diff --git a/ui/litellm-dashboard/src/components/ui/select.tsx b/ui/litellm-dashboard/src/components/ui/select.tsx
index be6bf72c744..7d009b53084 100644
--- a/ui/litellm-dashboard/src/components/ui/select.tsx
+++ b/ui/litellm-dashboard/src/components/ui/select.tsx
@@ -1,21 +1,21 @@
 "use client";
 
 import * as React from "react";
-import { CheckIcon, ChevronDownIcon, ChevronUpIcon } from "lucide-react";
-import { Select as SelectPrimitive } from "radix-ui";
+import { Select as SelectPrimitive } from "@base-ui/react/select";
 
 import { cn } from "@/lib/cva.config";
+import { ChevronDownIcon, CheckIcon, ChevronUpIcon } from "lucide-react";
 
-function Select({ ...props }: React.ComponentProps<typeof SelectPrimitive.Root>) {
-  return <SelectPrimitive.Root data-slot="select" {...props} />;
-}
+const Select = SelectPrimitive.Root;
 
-function SelectGroup({ ...props }: React.ComponentProps<typeof SelectPrimitive.Group>) {
-  return <SelectPrimitive.Group data-slot="select-group" {...props} />;
+function SelectGroup({ className, ...props }: SelectPrimitive.Group.Props) {
+  return <SelectPrimitive.Group data-slot="select-group" className={cn("scroll-my-1 p-1", className)} {...props} />;
 }
 
-function SelectValue({ ...props }: React.ComponentProps<typeof SelectPrimitive.Value>) {
-  return <SelectPrimitive.Value data-slot="select-value" {...props} />;
+function SelectValue({ className, ...props }: SelectPrimitive.Value.Props) {
+  return (
+    <SelectPrimitive.Value data-slot="select-value" className={cn("flex flex-1 text-left", className)} {...props} />
+  );
 }
 
 function SelectTrigger({
@@ -23,7 +23,7 @@ function SelectTrigger({
   size = "default",
   children,
   ...props
-}: React.ComponentProps<typeof SelectPrimitive.Trigger> & {
+}: SelectPrimitive.Trigger.Props & {
   size?: "sm" | "default";
 }) {
   return (
@@ -31,15 +31,13 @@ function SelectTrigger({
       data-slot="select-trigger"
       data-size={size}
       className={cn(
-        "flex w-fit items-center justify-between gap-2 rounded-md border border-input bg-transparent px-3 py-2 text-sm whitespace-nowrap shadow-xs transition-[color,box-shadow] outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:cursor-not-allowed disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-destructive/20 data-[placeholder]:text-muted-foreground data-[size=default]:h-9 data-[size=sm]:h-8 *:data-[slot=select-value]:line-clamp-1 *:data-[slot=select-value]:flex *:data-[slot=select-value]:items-center *:data-[slot=select-value]:gap-2 dark:bg-input/30 dark:hover:bg-input/50 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 [&_svg:not([class*='text-'])]:text-muted-foreground",
+        "flex w-fit items-center justify-between gap-1.5 rounded-md border border-input bg-transparent py-2 pr-2 pl-2.5 text-sm whitespace-nowrap shadow-xs transition-[color,box-shadow] outline-none focus-visible:border-ring focus-visible:ring-3 focus-visible:ring-ring/50 disabled:cursor-not-allowed disabled:opacity-50 aria-invalid:border-destructive aria-invalid:ring-3 aria-invalid:ring-destructive/20 data-placeholder:text-muted-foreground data-[size=default]:h-9 data-[size=sm]:h-8 *:data-[slot=select-value]:line-clamp-1 *:data-[slot=select-value]:flex *:data-[slot=select-value]:items-center *:data-[slot=select-value]:gap-1.5 dark:bg-input/30 dark:hover:bg-input/50 dark:aria-invalid:border-destructive/50 dark:aria-invalid:ring-destructive/40 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
         className,
       )}
       {...props}
     >
       {children}
-      <SelectPrimitive.Icon asChild>
-        <ChevronDownIcon className="size-4 opacity-50" />
-      </SelectPrimitive.Icon>
+      <SelectPrimitive.Icon render={<ChevronDownIcon className="pointer-events-none size-4 text-muted-foreground" />} />
     </SelectPrimitive.Trigger>
   );
 }
@@ -47,43 +45,45 @@ function SelectTrigger({
 function SelectContent({
   className,
   children,
-  position = "item-aligned",
+  side = "bottom",
+  sideOffset = 4,
   align = "center",
+  alignOffset = 0,
+  alignItemWithTrigger = true,
   ...props
-}: React.ComponentProps<typeof SelectPrimitive.Content>) {
+}: SelectPrimitive.Popup.Props &
+  Pick<SelectPrimitive.Positioner.Props, "align" | "alignOffset" | "side" | "sideOffset" | "alignItemWithTrigger">) {
   return (
     <SelectPrimitive.Portal>
-      <SelectPrimitive.Content
-        data-slot="select-content"
-        className={cn(
-          "relative z-50 max-h-(--radix-select-content-available-height) min-w-[8rem] origin-(--radix-select-content-transform-origin) overflow-x-hidden overflow-y-auto rounded-md border bg-popover text-popover-foreground shadow-md data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=closed]:zoom-out-95 data-[state=open]:animate-in data-[state=open]:fade-in-0 data-[state=open]:zoom-in-95",
-          position === "popper" &&
-            "data-[side=bottom]:translate-y-1 data-[side=left]:-translate-x-1 data-[side=right]:translate-x-1 data-[side=top]:-translate-y-1",
-          className,
-        )}
-        position={position}
+      <SelectPrimitive.Positioner
+        side={side}
+        sideOffset={sideOffset}
         align={align}
-        {...props}
+        alignOffset={alignOffset}
+        alignItemWithTrigger={alignItemWithTrigger}
+        className="isolate z-50"
       >
-        <SelectScrollUpButton />
-        <SelectPrimitive.Viewport
+        <SelectPrimitive.Popup
+          data-slot="select-content"
+          data-align-trigger={alignItemWithTrigger}
           className={cn(
-            "p-1",
-            position === "popper" &&
-              "h-[var(--radix-select-trigger-height)] w-full min-w-[var(--radix-select-trigger-width)] scroll-my-1",
+            "relative isolate z-50 max-h-(--available-height) w-(--anchor-width) min-w-36 origin-(--transform-origin) overflow-x-hidden overflow-y-auto rounded-md bg-popover text-popover-foreground shadow-md ring-1 ring-foreground/10 duration-100 data-[align-trigger=true]:animate-none data-[side=bottom]:slide-in-from-top-2 data-[side=inline-end]:slide-in-from-left-2 data-[side=inline-start]:slide-in-from-right-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 data-open:animate-in data-open:fade-in-0 data-open:zoom-in-95 data-closed:animate-out data-closed:fade-out-0 data-closed:zoom-out-95",
+            className,
           )}
+          {...props}
         >
-          {children}
-        </SelectPrimitive.Viewport>
-        <SelectScrollDownButton />
-      </SelectPrimitive.Content>
+          <SelectScrollUpButton />
+          <SelectPrimitive.List>{children}</SelectPrimitive.List>
+          <SelectScrollDownButton />
+        </SelectPrimitive.Popup>
+      </SelectPrimitive.Positioner>
     </SelectPrimitive.Portal>
   );
 }
 
-function SelectLabel({ className, ...props }: React.ComponentProps<typeof SelectPrimitive.Label>) {
+function SelectLabel({ className, ...props }: SelectPrimitive.GroupLabel.Props) {
   return (
-    <SelectPrimitive.Label
+    <SelectPrimitive.GroupLabel
       data-slot="select-label"
       className={cn("px-2 py-1.5 text-xs text-muted-foreground", className)}
       {...props}
@@ -91,27 +91,29 @@ function SelectLabel({ className, ...props }: React.ComponentProps<typeof Select
   );
 }
 
-function SelectItem({ className, children, ...props }: React.ComponentProps<typeof SelectPrimitive.Item>) {
+function SelectItem({ className, children, ...props }: SelectPrimitive.Item.Props) {
   return (
     <SelectPrimitive.Item
       data-slot="select-item"
       className={cn(
-        "relative flex w-full cursor-default items-center gap-2 rounded-sm py-1.5 pr-8 pl-2 text-sm outline-hidden select-none focus:bg-accent focus:text-accent-foreground data-[disabled]:pointer-events-none data-[disabled]:opacity-50 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 [&_svg:not([class*='text-'])]:text-muted-foreground *:[span]:last:flex *:[span]:last:items-center *:[span]:last:gap-2",
+        "relative flex w-full cursor-default items-center gap-2 rounded-sm py-1.5 pr-8 pl-2 text-sm outline-hidden select-none focus:bg-accent focus:text-accent-foreground not-data-[variant=destructive]:focus:**:text-accent-foreground data-disabled:pointer-events-none data-disabled:opacity-50 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 *:[span]:last:flex *:[span]:last:items-center *:[span]:last:gap-2",
         className,
       )}
       {...props}
     >
-      <span data-slot="select-item-indicator" className="absolute right-2 flex size-3.5 items-center justify-center">
-        <SelectPrimitive.ItemIndicator>
-          <CheckIcon className="size-4" />
-        </SelectPrimitive.ItemIndicator>
-      </span>
-      <SelectPrimitive.ItemText>{children}</SelectPrimitive.ItemText>
+      <SelectPrimitive.ItemText className="flex flex-1 shrink-0 gap-2 whitespace-nowrap">
+        {children}
+      </SelectPrimitive.ItemText>
+      <SelectPrimitive.ItemIndicator
+        render={<span className="pointer-events-none absolute right-2 flex size-4 items-center justify-center" />}
+      >
+        <CheckIcon className="pointer-events-none" />
+      </SelectPrimitive.ItemIndicator>
     </SelectPrimitive.Item>
   );
 }
 
-function SelectSeparator({ className, ...props }: React.ComponentProps<typeof SelectPrimitive.Separator>) {
+function SelectSeparator({ className, ...props }: SelectPrimitive.Separator.Props) {
   return (
     <SelectPrimitive.Separator
       data-slot="select-separator"
@@ -121,30 +123,33 @@ function SelectSeparator({ className, ...props }: React.ComponentProps<typeof Se
   );
 }
 
-function SelectScrollUpButton({ className, ...props }: React.ComponentProps<typeof SelectPrimitive.ScrollUpButton>) {
+function SelectScrollUpButton({ className, ...props }: React.ComponentProps<typeof SelectPrimitive.ScrollUpArrow>) {
   return (
-    <SelectPrimitive.ScrollUpButton
+    <SelectPrimitive.ScrollUpArrow
       data-slot="select-scroll-up-button"
-      className={cn("flex cursor-default items-center justify-center py-1", className)}
+      className={cn(
+        "top-0 z-10 flex w-full cursor-default items-center justify-center bg-popover py-1 [&_svg:not([class*='size-'])]:size-4",
+        className,
+      )}
       {...props}
     >
-      <ChevronUpIcon className="size-4" />
-    </SelectPrimitive.ScrollUpButton>
+      <ChevronUpIcon />
+    </SelectPrimitive.ScrollUpArrow>
   );
 }
 
-function SelectScrollDownButton({
-  className,
-  ...props
-}: React.ComponentProps<typeof SelectPrimitive.ScrollDownButton>) {
+function SelectScrollDownButton({ className, ...props }: React.ComponentProps<typeof SelectPrimitive.ScrollDownArrow>) {
   return (
-    <SelectPrimitive.ScrollDownButton
+    <SelectPrimitive.ScrollDownArrow
       data-slot="select-scroll-down-button"
-      className={cn("flex cursor-default items-center justify-center py-1", className)}
+      className={cn(
+        "bottom-0 z-10 flex w-full cursor-default items-center justify-center bg-popover py-1 [&_svg:not([class*='size-'])]:size-4",
+        className,
+      )}
       {...props}
     >
-      <ChevronDownIcon className="size-4" />
-    </SelectPrimitive.ScrollDownButton>
+      <ChevronDownIcon />
+    </SelectPrimitive.ScrollDownArrow>
   );
 }
 
diff --git a/ui/litellm-dashboard/src/components/ui/separator.tsx b/ui/litellm-dashboard/src/components/ui/separator.tsx
index 6a1a78d1022..443f8e905f9 100644
--- a/ui/litellm-dashboard/src/components/ui/separator.tsx
+++ b/ui/litellm-dashboard/src/components/ui/separator.tsx
@@ -1,23 +1,16 @@
 "use client";
 
-import * as React from "react";
-import { Separator as SeparatorPrimitive } from "radix-ui";
+import { Separator as SeparatorPrimitive } from "@base-ui/react/separator";
 
 import { cn } from "@/lib/cva.config";
 
-function Separator({
-  className,
-  orientation = "horizontal",
-  decorative = true,
-  ...props
-}: React.ComponentProps<typeof SeparatorPrimitive.Root>) {
+function Separator({ className, orientation = "horizontal", ...props }: SeparatorPrimitive.Props) {
   return (
-    <SeparatorPrimitive.Root
+    <SeparatorPrimitive
       data-slot="separator"
-      decorative={decorative}
       orientation={orientation}
       className={cn(
-        "shrink-0 bg-border data-[orientation=horizontal]:h-px data-[orientation=horizontal]:w-full data-[orientation=vertical]:h-full data-[orientation=vertical]:w-px",
+        "shrink-0 bg-border data-horizontal:h-px data-horizontal:w-full data-vertical:w-px data-vertical:self-stretch",
         className,
       )}
       {...props}
diff --git a/ui/litellm-dashboard/src/components/ui/switch.tsx b/ui/litellm-dashboard/src/components/ui/switch.tsx
index cf9c75898fb..5d7171965d4 100644
--- a/ui/litellm-dashboard/src/components/ui/switch.tsx
+++ b/ui/litellm-dashboard/src/components/ui/switch.tsx
@@ -1,7 +1,6 @@
 "use client";
 
-import * as React from "react";
-import { Switch as SwitchPrimitive } from "radix-ui";
+import { Switch as SwitchPrimitive } from "@base-ui/react/switch";
 
 import { cn } from "@/lib/cva.config";
 
@@ -9,7 +8,7 @@ function Switch({
   className,
   size = "default",
   ...props
-}: React.ComponentProps<typeof SwitchPrimitive.Root> & {
+}: SwitchPrimitive.Root.Props & {
   size?: "sm" | "default";
 }) {
   return (
@@ -17,16 +16,14 @@ function Switch({
       data-slot="switch"
       data-size={size}
       className={cn(
-        "peer group/switch inline-flex shrink-0 items-center rounded-full border border-transparent shadow-xs transition-all outline-none focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 disabled:cursor-not-allowed disabled:opacity-50 data-[size=default]:h-[1.15rem] data-[size=default]:w-8 data-[size=sm]:h-3.5 data-[size=sm]:w-6 data-[state=checked]:bg-primary data-[state=unchecked]:bg-input dark:data-[state=unchecked]:bg-input/80",
+        "peer group/switch relative inline-flex shrink-0 items-center rounded-full border border-transparent shadow-xs transition-all outline-none after:absolute after:-inset-x-3 after:-inset-y-2 focus-visible:border-ring focus-visible:ring-3 focus-visible:ring-ring/50 aria-invalid:border-destructive aria-invalid:ring-3 aria-invalid:ring-destructive/20 data-[size=default]:h-[18.4px] data-[size=default]:w-[32px] data-[size=sm]:h-[14px] data-[size=sm]:w-[24px] dark:aria-invalid:border-destructive/50 dark:aria-invalid:ring-destructive/40 data-checked:bg-primary data-unchecked:bg-input dark:data-unchecked:bg-input/80 data-disabled:cursor-not-allowed data-disabled:opacity-50",
         className,
       )}
       {...props}
     >
       <SwitchPrimitive.Thumb
         data-slot="switch-thumb"
-        className={cn(
-          "pointer-events-none block rounded-full bg-background ring-0 transition-transform group-data-[size=default]/switch:size-4 group-data-[size=sm]/switch:size-3 data-[state=checked]:translate-x-[calc(100%-2px)] data-[state=unchecked]:translate-x-0 dark:data-[state=checked]:bg-primary-foreground dark:data-[state=unchecked]:bg-foreground",
-        )}
+        className="pointer-events-none block rounded-full bg-background ring-0 transition-transform group-data-[size=default]/switch:size-4 group-data-[size=sm]/switch:size-3 group-data-[size=default]/switch:data-checked:translate-x-[calc(100%-2px)] group-data-[size=sm]/switch:data-checked:translate-x-[calc(100%-2px)] dark:data-checked:bg-primary-foreground group-data-[size=default]/switch:data-unchecked:translate-x-0 group-data-[size=sm]/switch:data-unchecked:translate-x-0 dark:data-unchecked:bg-foreground"
       />
     </SwitchPrimitive.Root>
   );
diff --git a/ui/litellm-dashboard/src/components/ui/tabs.tsx b/ui/litellm-dashboard/src/components/ui/tabs.tsx
index d4d4eed75b0..773b9e31081 100644
--- a/ui/litellm-dashboard/src/components/ui/tabs.tsx
+++ b/ui/litellm-dashboard/src/components/ui/tabs.tsx
@@ -1,25 +1,23 @@
 "use client";
 
-import * as React from "react";
+import { Tabs as TabsPrimitive } from "@base-ui/react/tabs";
 import { type VariantProps } from "cva";
-import { Tabs as TabsPrimitive } from "radix-ui";
 
 import { cn, cva } from "@/lib/cva.config";
 
-function Tabs({ className, orientation = "horizontal", ...props }: React.ComponentProps<typeof TabsPrimitive.Root>) {
+function Tabs({ className, orientation = "horizontal", ...props }: TabsPrimitive.Root.Props) {
   return (
     <TabsPrimitive.Root
       data-slot="tabs"
       data-orientation={orientation}
-      orientation={orientation}
-      className={cn("group/tabs flex gap-2 data-[orientation=horizontal]:flex-col", className)}
+      className={cn("group/tabs flex gap-2 data-horizontal:flex-col", className)}
       {...props}
     />
   );
 }
 
 const tabsListVariants = cva({
-  base: "group/tabs-list inline-flex w-fit items-center justify-center rounded-lg p-[3px] text-muted-foreground group-data-[orientation=horizontal]/tabs:h-9 group-data-[orientation=vertical]/tabs:h-fit group-data-[orientation=vertical]/tabs:flex-col data-[variant=line]:rounded-none",
+  base: "group/tabs-list inline-flex w-fit items-center justify-center rounded-lg p-[3px] text-muted-foreground group-data-horizontal/tabs:h-9 group-data-vertical/tabs:h-fit group-data-vertical/tabs:flex-col data-[variant=line]:rounded-none",
   variants: {
     variant: {
       default: "bg-muted",
@@ -35,7 +33,7 @@ function TabsList({
   className,
   variant = "default",
   ...props
-}: React.ComponentProps<typeof TabsPrimitive.List> & VariantProps<typeof tabsListVariants>) {
+}: TabsPrimitive.List.Props & VariantProps<typeof tabsListVariants>) {
   return (
     <TabsPrimitive.List
       data-slot="tabs-list"
@@ -46,15 +44,15 @@ function TabsList({
   );
 }
 
-function TabsTrigger({ className, ...props }: React.ComponentProps<typeof TabsPrimitive.Trigger>) {
+function TabsTrigger({ className, ...props }: TabsPrimitive.Tab.Props) {
   return (
-    <TabsPrimitive.Trigger
+    <TabsPrimitive.Tab
       data-slot="tabs-trigger"
       className={cn(
-        "relative inline-flex h-[calc(100%-1px)] flex-1 items-center justify-center gap-1.5 rounded-md border border-transparent px-2 py-1 text-sm font-medium whitespace-nowrap text-foreground/60 transition-all group-data-[orientation=vertical]/tabs:w-full group-data-[orientation=vertical]/tabs:justify-start hover:text-foreground focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 focus-visible:outline-1 focus-visible:outline-ring disabled:pointer-events-none disabled:opacity-50 group-data-[variant=default]/tabs-list:data-[state=active]:shadow-sm group-data-[variant=line]/tabs-list:data-[state=active]:shadow-none dark:text-muted-foreground dark:hover:text-foreground [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
-        "group-data-[variant=line]/tabs-list:bg-transparent group-data-[variant=line]/tabs-list:data-[state=active]:bg-transparent dark:group-data-[variant=line]/tabs-list:data-[state=active]:border-transparent dark:group-data-[variant=line]/tabs-list:data-[state=active]:bg-transparent",
-        "data-[state=active]:bg-background data-[state=active]:text-foreground dark:data-[state=active]:border-input dark:data-[state=active]:bg-input/30 dark:data-[state=active]:text-foreground",
-        "after:absolute after:bg-foreground after:opacity-0 after:transition-opacity group-data-[orientation=horizontal]/tabs:after:inset-x-0 group-data-[orientation=horizontal]/tabs:after:bottom-[-5px] group-data-[orientation=horizontal]/tabs:after:h-0.5 group-data-[orientation=vertical]/tabs:after:inset-y-0 group-data-[orientation=vertical]/tabs:after:-right-1 group-data-[orientation=vertical]/tabs:after:w-0.5 group-data-[variant=line]/tabs-list:data-[state=active]:after:opacity-100",
+        "relative inline-flex h-[calc(100%-1px)] flex-1 items-center justify-center gap-1.5 rounded-md border border-transparent px-2 py-1 text-sm font-medium whitespace-nowrap text-foreground/60 transition-all group-data-vertical/tabs:w-full group-data-vertical/tabs:justify-start hover:text-foreground focus-visible:border-ring focus-visible:ring-[3px] focus-visible:ring-ring/50 focus-visible:outline-1 focus-visible:outline-ring disabled:pointer-events-none disabled:opacity-50 has-data-[icon=inline-end]:pr-1.5 has-data-[icon=inline-start]:pl-1.5 aria-disabled:pointer-events-none aria-disabled:opacity-50 dark:text-muted-foreground dark:hover:text-foreground group-data-[variant=default]/tabs-list:data-active:shadow-sm group-data-[variant=line]/tabs-list:data-active:shadow-none [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        "group-data-[variant=line]/tabs-list:bg-transparent group-data-[variant=line]/tabs-list:data-active:bg-transparent dark:group-data-[variant=line]/tabs-list:data-active:border-transparent dark:group-data-[variant=line]/tabs-list:data-active:bg-transparent",
+        "data-active:bg-background data-active:text-foreground dark:data-active:border-input dark:data-active:bg-input/30 dark:data-active:text-foreground",
+        "after:absolute after:bg-foreground after:opacity-0 after:transition-opacity group-data-horizontal/tabs:after:inset-x-0 group-data-horizontal/tabs:after:bottom-[-5px] group-data-horizontal/tabs:after:h-0.5 group-data-vertical/tabs:after:inset-y-0 group-data-vertical/tabs:after:-right-1 group-data-vertical/tabs:after:w-0.5 group-data-[variant=line]/tabs-list:data-active:after:opacity-100",
         className,
       )}
       {...props}
@@ -62,8 +60,10 @@ function TabsTrigger({ className, ...props }: React.ComponentProps<typeof TabsPr
   );
 }
 
-function TabsContent({ className, ...props }: React.ComponentProps<typeof TabsPrimitive.Content>) {
-  return <TabsPrimitive.Content data-slot="tabs-content" className={cn("flex-1 outline-none", className)} {...props} />;
+function TabsContent({ className, ...props }: TabsPrimitive.Panel.Props) {
+  return (
+    <TabsPrimitive.Panel data-slot="tabs-content" className={cn("flex-1 text-sm outline-none", className)} {...props} />
+  );
 }
 
 export { Tabs, TabsList, TabsTrigger, TabsContent, tabsListVariants };
diff --git a/ui/litellm-dashboard/src/components/ui/tooltip.tsx b/ui/litellm-dashboard/src/components/ui/tooltip.tsx
index 569ff709bc8..5e21eab67f5 100644
--- a/ui/litellm-dashboard/src/components/ui/tooltip.tsx
+++ b/ui/litellm-dashboard/src/components/ui/tooltip.tsx
@@ -1,42 +1,52 @@
 "use client";
 
-import * as React from "react";
-import { Tooltip as TooltipPrimitive } from "radix-ui";
+import { Tooltip as TooltipPrimitive } from "@base-ui/react/tooltip";
 
 import { cn } from "@/lib/cva.config";
 
-function TooltipProvider({ delayDuration = 0, ...props }: React.ComponentProps<typeof TooltipPrimitive.Provider>) {
-  return <TooltipPrimitive.Provider data-slot="tooltip-provider" delayDuration={delayDuration} {...props} />;
+function TooltipProvider({ delay = 0, ...props }: TooltipPrimitive.Provider.Props) {
+  return <TooltipPrimitive.Provider data-slot="tooltip-provider" delay={delay} {...props} />;
 }
 
-function Tooltip({ ...props }: React.ComponentProps<typeof TooltipPrimitive.Root>) {
+function Tooltip({ ...props }: TooltipPrimitive.Root.Props) {
   return <TooltipPrimitive.Root data-slot="tooltip" {...props} />;
 }
 
-function TooltipTrigger({ ...props }: React.ComponentProps<typeof TooltipPrimitive.Trigger>) {
+function TooltipTrigger({ ...props }: TooltipPrimitive.Trigger.Props) {
   return <TooltipPrimitive.Trigger data-slot="tooltip-trigger" {...props} />;
 }
 
 function TooltipContent({
   className,
-  sideOffset = 0,
+  side = "top",
+  sideOffset = 4,
+  align = "center",
+  alignOffset = 0,
   children,
   ...props
-}: React.ComponentProps<typeof TooltipPrimitive.Content>) {
+}: TooltipPrimitive.Popup.Props &
+  Pick<TooltipPrimitive.Positioner.Props, "align" | "alignOffset" | "side" | "sideOffset">) {
   return (
     <TooltipPrimitive.Portal>
-      <TooltipPrimitive.Content
-        data-slot="tooltip-content"
+      <TooltipPrimitive.Positioner
+        align={align}
+        alignOffset={alignOffset}
+        side={side}
         sideOffset={sideOffset}
-        className={cn(
-          "z-50 w-fit origin-(--radix-tooltip-content-transform-origin) animate-in rounded-md bg-foreground px-3 py-1.5 text-xs text-balance text-background fade-in-0 zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=closed]:zoom-out-95",
-          className,
-        )}
-        {...props}
+        className="isolate z-50"
       >
-        {children}
-        <TooltipPrimitive.Arrow className="z-50 size-2.5 translate-y-[calc(-50%_-_2px)] rotate-45 rounded-[2px] bg-foreground fill-foreground" />
-      </TooltipPrimitive.Content>
+        <TooltipPrimitive.Popup
+          data-slot="tooltip-content"
+          className={cn(
+            "z-50 inline-flex w-fit max-w-xs origin-(--transform-origin) items-center gap-1.5 rounded-md bg-foreground px-3 py-1.5 text-xs text-background has-data-[slot=kbd]:pr-1.5 data-[side=bottom]:slide-in-from-top-2 data-[side=inline-end]:slide-in-from-left-2 data-[side=inline-start]:slide-in-from-right-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 **:data-[slot=kbd]:relative **:data-[slot=kbd]:isolate **:data-[slot=kbd]:z-50 **:data-[slot=kbd]:rounded-sm data-[state=delayed-open]:animate-in data-[state=delayed-open]:fade-in-0 data-[state=delayed-open]:zoom-in-95 data-open:animate-in data-open:fade-in-0 data-open:zoom-in-95 data-closed:animate-out data-closed:fade-out-0 data-closed:zoom-out-95",
+            className,
+          )}
+          {...props}
+        >
+          {children}
+          <TooltipPrimitive.Arrow className="z-50 size-2.5 translate-y-[calc(-50%-2px)] rotate-45 rounded-[2px] bg-foreground fill-foreground data-[side=bottom]:top-1 data-[side=inline-end]:top-1/2! data-[side=inline-end]:-left-1 data-[side=inline-end]:-translate-y-1/2 data-[side=inline-start]:top-1/2! data-[side=inline-start]:-right-1 data-[side=inline-start]:-translate-y-1/2 data-[side=left]:top-1/2! data-[side=left]:-right-1 data-[side=left]:-translate-y-1/2 data-[side=right]:top-1/2! data-[side=right]:-left-1 data-[side=right]:-translate-y-1/2 data-[side=top]:-bottom-2.5" />
+        </TooltipPrimitive.Popup>
+      </TooltipPrimitive.Positioner>
     </TooltipPrimitive.Portal>
   );
 }

From 733c01902f5eb6d05bb727a1208b1a86eb7daaa9 Mon Sep 17 00:00:00 2001
From: tin-berri <tin@berri.ai>
Date: Tue, 7 Jul 2026 09:55:54 -0700
Subject: [PATCH 072/370] feat(mcp)!: oauth2_flow read verbatim from DB rows
 and required in config; inference reduced to the request-time backstop
 (#32292)

* refactor(mcp): read oauth2_flow verbatim from DB rows; inference stays config-only plus a logged backstop

With every DB write site stamping oauth2_flow (#32283, #32288) and the startup
backfill healing legacy null rows, the DB build no longer needs to re-derive the
flow from field shape. build_mcp_server_from_table now reads the column verbatim
via _explicit_oauth2_flow: unknown or null values resolve to None, which
needs_user_oauth_token already treats as interactive, so an unstamped row degrades
to the safe default instead of guessing M2M from a shape that a DCR-registered
interactive server shares whenever discovery is down

Field-shape inference survives in exactly two places. config.yaml-loaded servers
keep it at load time: they are rebuilt from the config on every boot, so there is
no row to backfill and load-time resolution is their write-time stamp. And the
request-time backstop in _get_allowed_mcp_servers keeps a not-yet-backfilled M2M
row blocking caller Authorization forwarding (the P1 property); it now logs a
warning whenever it actually fires, which is the fire-rate signal for deleting it
once deployments have booted past the backfill

Regression tests pin that the DB build does not infer M2M from the credential
shape and reads an explicit column value verbatim

Fourth step of the oauth2_flow persistence sequence, stacked on the backfill

* feat(mcp): deprecation warning when config-level M2M is inferred rather than declared

A config.yaml oauth2 server whose credential shape decides client_credentials without
an explicit oauth2_flow now logs a warning at load pointing the admin at the explicit
declaration. First rung of the deprecation ladder: the docs make oauth2_flow the
recommended path, the warning surfaces configs still relying on inference, and a
future breaking release can turn it into a config validation error, at which point
config-level shape inference dies entirely. Interactive omissions stay silent since
the default matches inference there and nothing load-bearing is being guessed

* feat(mcp)!: require explicit oauth2_flow for config-defined oauth2 servers

A config.yaml server with auth_type oauth2 must now declare its flow; the load
raises a config validation error naming both values and what each means:
oauth2_flow: client_credentials for machine-to-machine (the proxy mints a shared
token at token_url using client_id/client_secret) or
oauth2_flow: authorization_code for interactive (per-user tokens via browser
sign-in, including delegate_auth_to_upstream)

This replaces the load-time shape inference for config servers entirely. The
credential shape is genuinely ambiguous (a DCR-registered interactive server
carries client creds + token_url with no authorization_url, identical to M2M),
so the config asserts the answer instead of the proxy guessing it. With this,
field-shape inference survives in exactly one place: the request-time security
backstop, which is telemetry-gated for deletion

BREAKING CHANGE: config-defined oauth2 MCP servers without oauth2_flow fail
proxy startup with the error above. Add the one line to the server block; the
error text says exactly which value to pick

* test(mcp): pin the verbatim read for authorization_code alongside client_credentials

Raised by review on the PR

* fix(mcp): fail closed on the anonymous delegate gate for unstamped M2M-shaped servers

Reading oauth2_flow verbatim (this PR) changed has_client_credentials from True to
False for a legacy null-flow row that still carries the M2M credential shape. That
value is what the anonymous upstream-delegate gate checks before skipping LiteLLM
auth entirely, so an M2M-shaped delegate server that was never stamped would newly
pass the gate: an unauthenticated caller could get it selected and then list/read
upstream data using the client credentials the request-time backstop re-infers,
running as LiteLLM's service account. This reopens the hole the gate's existing
'never delegate for M2M' guard was written to close

The gate now resolves the flow (column first, shape fallback) instead of reading the
bare column, mirroring the request-time backstop in _get_allowed_mcp_servers: both
fail closed on the ambiguous M2M shape and are removed together once no null rows
remain. A pure-PKCE delegate server (no stored credentials) resolves to a non-M2M
flow and keeps its bypass, so the common delegate case is unaffected

Tests: an unstamped M2M-shaped delegate server is denied the bypass (mutation-checked
against the bare-column regression), and a pure-PKCE delegate server still bypasses

Raised by review on the PR

* fix(mcp): centralize the request-time oauth2_flow backstop across every security site

Reading oauth2_flow verbatim made has_client_credentials unreliable for legacy null
rows, and the backstop that compensates was applied at only one reader. Review found
three more consequences of that per-site approach:

- the anonymous-delegate allowlist in get_allowed_mcp_servers read the bare column, so
  an unstamped M2M-shape delegate server was surfaced to anonymous callers (High)
- call_mcp_tool resolved allowed ids into MCPServer objects without the backstop, so a
  null-flow M2M-shape row kept has_client_credentials false on tool execution during a
  backfill gap, though the listing path was covered (High)
- the request-time warning claimed the startup backfill would stamp the row next boot,
  but the backfill deliberately leaves the ambiguous M2M shape unstamped (Low)

Rather than patch each site, introduce two helpers on MCPServerManager that are the
single choke point for request-time resolution: effective_oauth2_flow(server) for the
enum/boolean decisions (allowlist filter, anonymous-delegate gate) and
resolve_oauth2_flow_for_request(server) for the egress object copy (listing and tool
call). Both fail closed on the M2M shape and leave stamped rows and pure-PKCE rows
untouched. The gate now shares effective_oauth2_flow instead of its inline resolution,
and the corrected warning lives once inside resolve_oauth2_flow_for_request, so deleting
the whole transitional layer later is a single-site change.

Tests: helper unit coverage (stamped verbatim, null M2M-shape resolves, pure-PKCE stays
None, stamped/pure-PKCE return the same object, corrected warning text), the anonymous
allowlist excludes an unstamped M2M-shape delegate server, and the call path resolves
the flow like the listing path. The two security-integration tests are mutation-checked
against the bare-column regression.

Raised by review on the PR
---
 .../mcp_server/auth/user_api_key_auth_mcp.py  |  14 +-
 .../mcp_server/mcp_server_manager.py          | 114 ++++++++--
 .../proxy/_experimental/mcp_server/server.py  |  17 +-
 .../auth/test_user_api_key_auth_mcp.py        | 148 +++++++++++++
 .../mcp_server/test_mcp_server.py             |  62 ++++++
 .../mcp_server/test_mcp_server_manager.py     | 206 ++++++++++++++++++
 6 files changed, 524 insertions(+), 37 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
index 387843ee5b2..bb3f1bece75 100644
--- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
+++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
@@ -357,6 +357,7 @@ def _target_servers_delegate_auth_to_upstream(
         # Inline imports avoid a circular dependency: mcp_server_manager imports
         # from this module.
         from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            MCPServerManager,
             global_mcp_server_manager,
         )
         from litellm.types.mcp import MCPAuth
@@ -382,7 +383,18 @@ def _target_servers_delegate_auth_to_upstream(
             # fetches the upstream token automatically using stored credentials,
             # so allowing anonymous bypass would let any external caller invoke
             # tools authenticated as LiteLLM's service account.
-            if server.has_client_credentials:
+            #
+            # Resolve the flow rather than reading has_client_credentials directly:
+            # this is a security gate, and a legacy row whose oauth2_flow was never
+            # stamped still carries the M2M credential shape (client_id/secret +
+            # token_url, no authorization_url). Treating an unstamped-but-M2M-shaped
+            # row as non-M2M here would reopen the anonymous bypass the explicit
+            # column no longer closes on its own. Shares the one resolution helper
+            # with the egress backstop and the anonymous-delegate allowlist; all fail
+            # closed on the ambiguous shape and are removed together once no null rows
+            # remain. A pure-PKCE delegate server (no stored credentials) resolves to a
+            # non-M2M flow and keeps its bypass.
+            if MCPServerManager.effective_oauth2_flow(server) == "client_credentials":
                 return False
         return True
 
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index 0d28d4d26c4..61ba49729cd 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -581,6 +581,21 @@ async def _elicitation_callback(context, params):
 class MCPServerManager:
     _STDIO_ENV_TEMPLATE_PATTERN = re.compile(r"^\$\{(X-[^}]+)\}$")
 
+    @staticmethod
+    def _explicit_oauth2_flow(
+        oauth2_flow: Optional[str],
+    ) -> Optional[Literal["client_credentials", "authorization_code"]]:
+        """DB rows persist their flow (write-time stamps plus the startup backfill) and
+        config servers must declare it (validated at load), so both builds read the
+        value verbatim: unknown or null resolves to None, which
+        ``needs_user_oauth_token`` already treats as interactive. Field-shape inference
+        survives only in the request-time security helpers (``effective_oauth2_flow`` /
+        ``resolve_oauth2_flow_for_request``).
+        """
+        if oauth2_flow in ("client_credentials", "authorization_code"):
+            return cast(Literal["client_credentials", "authorization_code"], oauth2_flow)
+        return None
+
     @staticmethod
     def _resolve_oauth2_flow(
         *,
@@ -591,11 +606,15 @@ def _resolve_oauth2_flow(
         client_id: Optional[str],
         client_secret: Optional[str],
     ) -> Optional[Literal["client_credentials", "authorization_code"]]:
-        """Infer oauth2_flow for legacy records that omit the field.
-
-        DB rows created before oauth2_flow support may have OAuth2 client
-        credentials + token_url but a null oauth2_flow. Treat these as M2M,
-        unless authorization_url is present (interactive OAuth).
+        """Infer oauth2_flow from field shape when the value is omitted.
+
+        Not called directly by security sites; they go through ``effective_oauth2_flow``
+        (boolean/enum decisions) or ``resolve_oauth2_flow_for_request`` (the egress object
+        backstop), which are the single choke points for request-time resolution. DB rows
+        are stamped at write time and by the startup backfill, config servers must declare
+        oauth2_flow (validated at load), and both builds read the value verbatim via
+        ``_explicit_oauth2_flow``. Delete this whole request-time layer once the backstop
+        warning stays silent in production.
         """
         if oauth2_flow in ("client_credentials", "authorization_code"):
             return cast(Literal["client_credentials", "authorization_code"], oauth2_flow)
@@ -610,6 +629,51 @@ def _resolve_oauth2_flow(
             return "client_credentials"
         return None
 
+    @staticmethod
+    def effective_oauth2_flow(server: "MCPServer") -> Optional[Literal["client_credentials", "authorization_code"]]:
+        """The oauth2_flow a security decision must use for ``server`` this request.
+
+        Column-first, shape-fallback: a stamped row returns its explicit value; an
+        unstamped (null) row whose fields carry the M2M shape resolves to
+        ``client_credentials`` so it is treated as M2M and fails closed. Every
+        security-sensitive reader (anonymous-delegate allowlist and gate, egress flow
+        resolution) goes through this one helper rather than reading the bare
+        ``has_client_credentials`` column, which is unreliable for null rows.
+        """
+        return MCPServerManager._resolve_oauth2_flow(
+            auth_type=server.auth_type,
+            oauth2_flow=server.oauth2_flow,
+            token_url=server.token_url,
+            authorization_url=server.authorization_url,
+            client_id=server.client_id,
+            client_secret=server.client_secret,
+        )
+
+    @staticmethod
+    def resolve_oauth2_flow_for_request(server: "MCPServer") -> "MCPServer":
+        """Return ``server`` with its effective oauth2_flow applied, for egress paths.
+
+        A stamped row is returned unchanged (its effective flow equals the stored value).
+        An unstamped M2M-shape row is returned as a per-request copy carrying
+        ``oauth2_flow=client_credentials`` so downstream ``has_client_credentials`` /
+        ``needs_user_oauth_token`` compute correctly and the stored client credentials are
+        used instead of forwarding the caller's Authorization. Use this at every point that
+        resolves an allowed server id into an ``MCPServer`` for a tool call or listing.
+        """
+        effective = MCPServerManager.effective_oauth2_flow(server)
+        if effective is None or effective == server.oauth2_flow:
+            return server
+        verbose_logger.warning(
+            "MCP server %s has no persisted oauth2_flow but matches the %s shape; using the "
+            "inferred flow for this request. The startup backfill leaves this ambiguous M2M "
+            "shape unstamped on purpose, so it will NOT self-heal: set oauth2_flow explicitly "
+            "in the dashboard or via PUT /v1/mcp/server (client_credentials for M2M, or "
+            "authorization_code after an interactive sign-in).",
+            server.server_id,
+            effective,
+        )
+        return server.model_copy(update={"oauth2_flow": effective})
+
     @staticmethod
     def _obo_needs_endpoint_discovery(
         auth_type: Optional[MCPAuthType],
@@ -842,6 +906,20 @@ async def load_servers_from_config(
                 mcp_oauth_metadata.registration_url if mcp_oauth_metadata else None
             )
 
+            config_oauth2_flow = server_config.get("oauth2_flow", None)
+            if auth_type == MCPAuth.oauth2 and config_oauth2_flow not in (
+                "client_credentials",
+                "authorization_code",
+            ):
+                raise ValueError(
+                    f"Invalid config for MCP server '{server_name or server_id}': auth_type oauth2 "
+                    f"requires an explicit oauth2_flow (got {config_oauth2_flow!r}). Set "
+                    "oauth2_flow: client_credentials for machine-to-machine servers (the proxy mints "
+                    "a shared token at token_url using client_id/client_secret, no user interaction) "
+                    "or oauth2_flow: authorization_code for interactive servers (per-user tokens via "
+                    "browser sign-in, including delegate_auth_to_upstream)."
+                )
+
             new_server = MCPServer(
                 server_id=server_id,
                 name=name_for_prefix,
@@ -855,14 +933,7 @@ async def load_servers_from_config(
                 # oauth specific fields
                 client_id=server_config.get("client_id", None),
                 client_secret=server_config.get("client_secret", None),
-                oauth2_flow=self._resolve_oauth2_flow(
-                    auth_type=auth_type,
-                    oauth2_flow=server_config.get("oauth2_flow", None),
-                    token_url=resolved_token_url,
-                    authorization_url=resolved_authorization_url,
-                    client_id=server_config.get("client_id", None),
-                    client_secret=server_config.get("client_secret", None),
-                ),
+                oauth2_flow=self._explicit_oauth2_flow(config_oauth2_flow),
                 scopes=resolved_scopes,
                 authorization_url=resolved_authorization_url,
                 token_url=resolved_token_url,
@@ -1240,15 +1311,7 @@ async def build_mcp_server_from_table(
             env_vars=env_vars_list,
             client_id=client_id_value or getattr(mcp_server, "client_id", None),
             client_secret=client_secret_value or getattr(mcp_server, "client_secret", None),
-            oauth2_flow=self._resolve_oauth2_flow(
-                auth_type=auth_type,
-                oauth2_flow=getattr(mcp_server, "oauth2_flow", None),
-                token_url=mcp_server.token_url or getattr(mcp_oauth_metadata, "token_url", None),
-                authorization_url=mcp_server.authorization_url
-                or getattr(mcp_oauth_metadata, "authorization_url", None),
-                client_id=client_id_value or getattr(mcp_server, "client_id", None),
-                client_secret=client_secret_value or getattr(mcp_server, "client_secret", None),
-            ),
+            oauth2_flow=self._explicit_oauth2_flow(getattr(mcp_server, "oauth2_flow", None)),
             scopes=resolved_scopes,
             authorization_url=mcp_server.authorization_url or getattr(mcp_oauth_metadata, "authorization_url", None),
             token_url=mcp_server.token_url or getattr(mcp_oauth_metadata, "token_url", None),
@@ -1556,8 +1619,11 @@ async def get_allowed_mcp_servers(self, user_api_key_auth: Optional[UserAPIKeyAu
                     and getattr(server, "delegate_auth_to_upstream", False) is True
                     # M2M servers must not be exposed anonymously: an
                     # unauthenticated caller would get LiteLLM to proxy tool
-                    # calls using its stored client_credentials.
-                    and not server.has_client_credentials
+                    # calls using its stored client_credentials. Resolve the flow
+                    # rather than reading has_client_credentials so an unstamped
+                    # M2M-shape row (null column, verbatim-read as non-M2M) still
+                    # fails closed here, matching the anonymous-delegate auth gate.
+                    and MCPServerManager.effective_oauth2_flow(server) != "client_credentials"
                 ]
                 combined_servers.update(delegate_server_ids)
 
diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index d978771f433..e3812522ded 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -1427,18 +1427,8 @@ async def _get_allowed_mcp_servers(
         for allowed_mcp_server_id in allowed_mcp_server_ids:
             mcp_server = global_mcp_server_manager.get_mcp_server_by_id(allowed_mcp_server_id)
             if mcp_server is not None:
-                # Apply oauth2_flow resolution for legacy DB rows where it may be NULL
-                resolved_flow = MCPServerManager._resolve_oauth2_flow(
-                    auth_type=mcp_server.auth_type,
-                    oauth2_flow=mcp_server.oauth2_flow,
-                    token_url=mcp_server.token_url,
-                    authorization_url=mcp_server.authorization_url,
-                    client_id=mcp_server.client_id,
-                    client_secret=mcp_server.client_secret,
-                )
-                if resolved_flow and resolved_flow != mcp_server.oauth2_flow:
-                    # Create a new instance with the resolved flow for this request
-                    mcp_server = mcp_server.model_copy(update={"oauth2_flow": resolved_flow})
+                # Apply the request-time oauth2_flow backstop for legacy null rows.
+                mcp_server = MCPServerManager.resolve_oauth2_flow_for_request(mcp_server)
                 allowed_mcp_servers.append(mcp_server)
 
         if mcp_servers is not None:
@@ -2800,6 +2790,9 @@ async def call_mcp_tool(
             for allowed_mcp_server_id in allowed_mcp_server_ids:
                 allowed_server = global_mcp_server_manager.get_mcp_server_by_id(allowed_mcp_server_id)
                 if allowed_server is not None:
+                    # Same request-time oauth2_flow backstop the listing path applies,
+                    # so a null-flow M2M-shape row is treated as M2M on tool calls too.
+                    allowed_server = MCPServerManager.resolve_oauth2_flow_for_request(allowed_server)
                     allowed_mcp_servers.append(allowed_server)
 
             allowed_mcp_servers = await _get_allowed_mcp_servers_from_mcp_server_names(
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
index 3607d448aad..06858320cbf 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
@@ -2146,6 +2146,104 @@ async def mock_auth_raises(*_args, **_kwargs):
             assert exc_info.value.status_code == 401
             mock_auth.assert_called_once()
 
+    async def test_delegate_ignored_for_unstamped_m2m_shaped_server(self):
+        """
+        oauth2 + delegate + oauth2_flow=None but the M2M credential shape
+        (client_id/secret + token_url, no authorization_url) → bypass must NOT
+        fire. A legacy row that was never stamped still resolves to
+        client_credentials by shape, and reading the bare column here would
+        reopen the anonymous bypass to a server that runs upstream as LiteLLM's
+        service account. Fails closed like the client_credentials case above.
+        """
+        from fastapi import HTTPException
+
+        from litellm.types.mcp import MCPAuth
+        from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/legacy_m2m_server",
+            "headers": [],
+        }
+
+        legacy_m2m_server = MCPServer(
+            server_id="legacy-m2m-id",
+            name="legacy_m2m_server",
+            transport="http",
+            auth_type=MCPAuth.oauth2,
+            delegate_auth_to_upstream=True,
+            oauth2_flow=None,
+            client_id="cid",
+            client_secret="csecret",
+            token_url="https://idp.example.com/token",
+        )
+        assert legacy_m2m_server.has_client_credentials is False
+
+        async def mock_auth_raises(*_args, **_kwargs):
+            raise HTTPException(status_code=401, detail="No key provided")
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                side_effect=mock_auth_raises,
+            ) as mock_auth,
+            patch(
+                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
+            ) as mock_mgr,
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = legacy_m2m_server
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+            assert exc_info.value.status_code == 401
+            mock_auth.assert_called_once()
+
+    async def test_delegate_bypass_for_pure_pkce_server(self):
+        """
+        oauth2 + delegate + oauth2_flow=None and NO stored client credentials
+        (pure PKCE, the common delegate case) → bypass must still fire. The
+        shape resolves to a non-M2M flow, so the security gate leaves it alone;
+        the fail-closed rule targets the M2M shape specifically, not every
+        unstamped row.
+        """
+        from litellm.types.mcp import MCPAuth
+        from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/pkce_server",
+            "headers": [],
+        }
+
+        pkce_server = MCPServer(
+            server_id="pkce-server-id",
+            name="pkce_server",
+            transport="http",
+            auth_type=MCPAuth.oauth2,
+            delegate_auth_to_upstream=True,
+            oauth2_flow=None,
+        )
+
+        async def mock_auth_raises(*_args, **_kwargs):
+            from fastapi import HTTPException
+
+            raise HTTPException(status_code=401, detail="No key provided")
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                side_effect=mock_auth_raises,
+            ) as mock_auth,
+            patch(
+                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
+            ) as mock_mgr,
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = pkce_server
+            auth, *_rest = await MCPRequestHandler.process_mcp_request(scope)
+            mock_auth.assert_not_called()
+            assert auth.api_key is None
+
     async def test_delegate_bypass_for_internal_server(self):
         """
         Delegate + oauth2 interactive servers bypass LiteLLM auth even when
@@ -2234,6 +2332,56 @@ async def test_get_allowed_servers_excludes_client_credentials_delegate(self):
         assert "pkce-server" in result
         assert "m2m-server" not in result
 
+    async def test_get_allowed_servers_excludes_unstamped_m2m_shape_delegate(self):
+        """
+        The anonymous allow-list must also exclude an M2M-shape delegate server whose
+        oauth2_flow was never stamped (null column, verbatim-read as non-M2M). Reading
+        the bare has_client_credentials here would surface it to anonymous callers; the
+        resolved-flow check fails closed on the shape, matching the auth gate.
+        """
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            MCPServerManager,
+        )
+        from litellm.types.mcp import MCPAuth
+        from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+        manager = MCPServerManager()
+        pkce_server = MCPServer(
+            server_id="pkce-server",
+            name="pkce_server",
+            transport="http",
+            auth_type=MCPAuth.oauth2,
+            delegate_auth_to_upstream=True,
+            available_on_public_internet=True,
+        )
+        unstamped_m2m = MCPServer(
+            server_id="unstamped-m2m",
+            name="unstamped_m2m",
+            transport="http",
+            auth_type=MCPAuth.oauth2,
+            delegate_auth_to_upstream=True,
+            oauth2_flow=None,
+            client_id="cid",
+            client_secret="csecret",
+            token_url="https://idp.example.com/token",
+        )
+        assert unstamped_m2m.has_client_credentials is False
+        manager.registry = {
+            pkce_server.server_id: pkce_server,
+            unstamped_m2m.server_id: unstamped_m2m,
+        }
+
+        with patch.object(
+            MCPRequestHandler,
+            "get_allowed_mcp_servers",
+            new_callable=AsyncMock,
+            return_value=[],
+        ):
+            result = await manager.get_allowed_mcp_servers(None)
+
+        assert "pkce-server" in result
+        assert "unstamped-m2m" not in result
+
     async def test_get_allowed_servers_includes_internal_delegate(self):
         """
         Internal-only (available_on_public_internet=False) delegate servers
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
index 44f1d105093..1f44160aef4 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
@@ -6592,3 +6592,65 @@ async def test_get_active_submitted_mcp_server_ids_for_user_empty_user_id_skips_
 
     assert await get_active_submitted_mcp_server_ids_for_user(prisma_client, "") == []
     prisma_client.db.litellm_mcpservertable.find_many.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_call_tool_with_legacy_db_m2m_server_resolves_oauth2_flow():
+    """
+    Finding 3 regression: the call_mcp_tool path must apply the same request-time
+    oauth2_flow backstop the listing path does. A legacy DB row with oauth2_flow=NULL
+    but the M2M credential shape must reach execute_mcp_tool resolved to
+    client_credentials, or the caller's Authorization would be forwarded to an M2M
+    upstream on tool execution during a backfill gap (the list path was covered, the
+    call path was not).
+    """
+    try:
+        from litellm.proxy._experimental.mcp_server.server import call_mcp_tool
+        from litellm.proxy._types import UserAPIKeyAuth
+        from litellm.types.mcp import MCPAuth
+    except ImportError:
+        pytest.skip("MCP server not available")
+
+    user_auth = UserAPIKeyAuth(api_key="sk-1234", user_id="test-user")
+
+    legacy_server = MCPServer(
+        server_id="legacy-m2m-id",
+        name="legacy_m2m",
+        alias="legacy_m2m",
+        server_name="legacy_m2m",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2,
+        oauth2_flow=None,  # legacy: unstamped
+        token_url="https://oauth.example.com/token",
+        client_id="client-id",
+        client_secret="client-secret",
+    )
+    assert legacy_server.has_client_credentials is False
+
+    captured_servers = {}
+
+    async def capture_execute(*args, **kwargs):
+        captured_servers["allowed"] = kwargs.get("allowed_mcp_servers")
+        return MagicMock(name="call_tool_result")
+
+    with (
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.global_mcp_server_manager",
+        ) as mock_manager,
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.execute_mcp_tool",
+            side_effect=capture_execute,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server._get_allowed_mcp_servers_from_mcp_server_names",
+            new=AsyncMock(side_effect=lambda mcp_servers, allowed_mcp_servers: allowed_mcp_servers),
+        ),
+    ):
+        mock_manager.get_allowed_mcp_servers = AsyncMock(return_value=["legacy-m2m-id"])
+        mock_manager.get_mcp_server_by_id = MagicMock(return_value=legacy_server)
+
+        await call_mcp_tool(name="legacy_m2m-tool", arguments={}, user_api_key_auth=user_auth)
+
+    resolved = captured_servers["allowed"]
+    assert resolved and resolved[0].oauth2_flow == "client_credentials"
+    assert resolved[0].has_client_credentials is True
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index 358c0409db4..306c74c0d83 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -293,6 +293,86 @@ async def test_load_servers_from_config_accepts_valid_alias(self, caplog):
         assert server.alias == "friendly_alias"
         assert server.server_name == "validserver"
 
+    def _oauth2_config(self, **overrides):
+        base = {
+            "url": "https://example.com/mcp",
+            "transport": MCPTransport.http,
+            "auth_type": MCPAuth.oauth2,
+            "token_url": "https://idp.example.com/token",
+            "client_id": "cid",
+            "client_secret": "csec",
+        }
+        base.update(overrides)
+        return {"m2mserver": base}
+
+    @pytest.mark.asyncio
+    async def test_load_servers_from_config_requires_oauth2_flow(self):
+        """auth_type oauth2 without an explicit oauth2_flow is a config error: the
+        credential shape is ambiguous (a DCR interactive server looks identical to M2M),
+        so the config must assert the flow instead of the proxy guessing it."""
+
+        manager = MCPServerManager()
+
+        with (
+            patch.object(manager, "_descovery_metadata", new=AsyncMock(return_value=None)),
+            pytest.raises(ValueError) as exc_info,
+        ):
+            await manager.load_servers_from_config(self._oauth2_config())
+
+        assert "oauth2_flow: client_credentials" in str(exc_info.value)
+        assert "oauth2_flow: authorization_code" in str(exc_info.value)
+
+    @pytest.mark.asyncio
+    async def test_load_servers_from_config_rejects_unknown_oauth2_flow(self):
+        manager = MCPServerManager()
+
+        with (
+            patch.object(manager, "_descovery_metadata", new=AsyncMock(return_value=None)),
+            pytest.raises(ValueError) as exc_info,
+        ):
+            await manager.load_servers_from_config(self._oauth2_config(oauth2_flow="m2m"))
+
+        assert "got 'm2m'" in str(exc_info.value)
+
+    @pytest.mark.asyncio
+    async def test_load_servers_from_config_accepts_explicit_client_credentials(self):
+        manager = MCPServerManager()
+
+        with patch.object(manager, "_descovery_metadata", new=AsyncMock(return_value=None)):
+            await manager.load_servers_from_config(self._oauth2_config(oauth2_flow="client_credentials"))
+
+        server = next(iter(manager.config_mcp_servers.values()))
+        assert server.oauth2_flow == "client_credentials"
+        assert server.has_client_credentials is True
+
+    @pytest.mark.asyncio
+    async def test_load_servers_from_config_accepts_explicit_authorization_code(self):
+        manager = MCPServerManager()
+
+        with patch.object(manager, "_descovery_metadata", new=AsyncMock(return_value=None)):
+            await manager.load_servers_from_config(self._oauth2_config(oauth2_flow="authorization_code"))
+
+        server = next(iter(manager.config_mcp_servers.values()))
+        assert server.oauth2_flow == "authorization_code"
+        assert server.needs_user_oauth_token is True
+
+    @pytest.mark.asyncio
+    async def test_load_servers_from_config_non_oauth2_needs_no_flow(self):
+        manager = MCPServerManager()
+        config = {
+            "apiserver": {
+                "url": "https://example.com/mcp",
+                "transport": MCPTransport.http,
+                "auth_type": MCPAuth.api_key,
+                "auth_value": "sk-upstream",
+            }
+        }
+
+        await manager.load_servers_from_config(config)
+
+        server = next(iter(manager.config_mcp_servers.values()))
+        assert server.oauth2_flow is None
+
     @pytest.mark.asyncio
     async def test_load_servers_from_config_coerces_cost_string_to_float(self):
         """YAML 1.1 parses `7e-05` as a string; ingest must coerce it to float."""
@@ -1637,6 +1717,7 @@ async def fake_discovery(server_url: str, *, allow_origin_fallback: bool = True)
                 "url": "https://example.com/mcp",
                 "transport": MCPTransport.http,
                 "auth_type": MCPAuth.oauth2,
+                "oauth2_flow": "authorization_code",
                 "scopes": ["config"],
                 "authorization_url": "https://config.example.com/auth",
             }
@@ -1700,6 +1781,7 @@ async def test_config_oauth_initialize_tool_name_to_mcp_server_name_mapping(self
                 "url": "https://example.com/mcp",
                 "transport": MCPTransport.http,
                 "auth_type": MCPAuth.oauth2,
+                "oauth2_flow": "authorization_code",
                 "scopes": ["config"],
                 "authorization_url": "https://config.example.com/auth",
             }
@@ -6076,3 +6158,127 @@ async def fake_get_tools(server, **kwargs):
     result = await manager.list_tools()
 
     assert [t.name for t in result] == ["good-do_thing"]
+
+
+class TestDbBuildReadsOauth2FlowColumnVerbatim:
+    """The DB build must not re-infer the flow from field shape: rows are stamped at
+    write time and by the startup backfill, and a DCR-registered interactive server
+    has the exact M2M shape (client creds + token_url, no persisted authorization_url)
+    whenever discovery is unavailable. Inference survives only for config-loaded
+    servers and the request-time backstop in _get_allowed_mcp_servers."""
+
+    def _row(self, oauth2_flow):
+        return LiteLLM_MCPServerTable(
+            server_id="flow-column-row",
+            alias="flow_column_row",
+            description="",
+            url="https://up.example.com/mcp",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth2,
+            oauth2_flow=oauth2_flow,
+            token_url="https://idp.example.com/token",
+            credentials={"client_id": "cid", "client_secret": "csec"},
+            created_at=datetime.now(),
+            updated_at=datetime.now(),
+        )
+
+    @pytest.mark.asyncio
+    async def test_null_flow_m2m_shape_row_is_not_inferred_m2m(self):
+        manager = MCPServerManager()
+        with patch.object(manager, "_descovery_metadata", new=AsyncMock(return_value=None)):
+            built = await manager.build_mcp_server_from_table(self._row(None), credentials_are_encrypted=False)
+
+        assert built.oauth2_flow is None
+        assert built.has_client_credentials is False
+        assert built.needs_user_oauth_token is True
+
+    @pytest.mark.asyncio
+    async def test_explicit_flow_column_is_read_verbatim(self):
+        manager = MCPServerManager()
+        with patch.object(manager, "_descovery_metadata", new=AsyncMock(return_value=None)):
+            built = await manager.build_mcp_server_from_table(
+                self._row("client_credentials"), credentials_are_encrypted=False
+            )
+
+        assert built.oauth2_flow == "client_credentials"
+        assert built.has_client_credentials is True
+        assert built.needs_user_oauth_token is False
+
+    @pytest.mark.asyncio
+    async def test_authorization_code_flow_column_is_read_verbatim(self):
+        manager = MCPServerManager()
+        with patch.object(manager, "_descovery_metadata", new=AsyncMock(return_value=None)):
+            built = await manager.build_mcp_server_from_table(
+                self._row("authorization_code"), credentials_are_encrypted=False
+            )
+
+        assert built.oauth2_flow == "authorization_code"
+        assert built.has_client_credentials is False
+        assert built.needs_user_oauth_token is True
+
+
+class TestRequestTimeOauth2FlowBackstop:
+    """The single request-time resolution helpers every security site shares:
+    effective_oauth2_flow (the enum/boolean decision) and
+    resolve_oauth2_flow_for_request (the egress object copy)."""
+
+    def _oauth2_server(self, **overrides):
+        base = dict(
+            server_id="flow-server",
+            name="flow_server",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth2,
+        )
+        base.update(overrides)
+        return MCPServer(**base)
+
+    def test_effective_flow_stamped_values_returned_verbatim(self):
+        assert (
+            MCPServerManager.effective_oauth2_flow(self._oauth2_server(oauth2_flow="client_credentials"))
+            == "client_credentials"
+        )
+        assert (
+            MCPServerManager.effective_oauth2_flow(self._oauth2_server(oauth2_flow="authorization_code"))
+            == "authorization_code"
+        )
+
+    def test_effective_flow_null_m2m_shape_resolves_client_credentials(self):
+        server = self._oauth2_server(
+            oauth2_flow=None,
+            client_id="cid",
+            client_secret="csecret",
+            token_url="https://idp.example.com/token",
+        )
+        assert MCPServerManager.effective_oauth2_flow(server) == "client_credentials"
+
+    def test_effective_flow_null_pure_pkce_resolves_none(self):
+        assert MCPServerManager.effective_oauth2_flow(self._oauth2_server(oauth2_flow=None)) is None
+
+    def test_resolve_for_request_stamped_row_is_unchanged_identity(self):
+        server = self._oauth2_server(oauth2_flow="client_credentials")
+        assert MCPServerManager.resolve_oauth2_flow_for_request(server) is server
+
+    def test_resolve_for_request_null_pure_pkce_is_unchanged_identity(self):
+        server = self._oauth2_server(oauth2_flow=None)
+        assert MCPServerManager.resolve_oauth2_flow_for_request(server) is server
+
+    def test_resolve_for_request_null_m2m_shape_copies_client_credentials(self, caplog):
+        import logging
+
+        server = self._oauth2_server(
+            oauth2_flow=None,
+            client_id="cid",
+            client_secret="csecret",
+            token_url="https://idp.example.com/token",
+        )
+        with caplog.at_level(logging.WARNING, logger="LiteLLM"):
+            resolved = MCPServerManager.resolve_oauth2_flow_for_request(server)
+
+        assert resolved is not server
+        assert resolved.oauth2_flow == "client_credentials"
+        assert server.oauth2_flow is None  # original untouched
+        # Finding 2: the warning must NOT promise the backfill will stamp this row.
+        joined = " ".join(caplog.messages)
+        assert "no persisted oauth2_flow" in joined
+        assert "next proxy boot" not in joined
+        assert "will NOT self-heal" in joined

From 6a49de308b7c7f47e7067465e410d1c7f109f937 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Tue, 7 Jul 2026 10:14:05 -0700
Subject: [PATCH 073/370] bump: litellm-enterprise 0.1.47 -> 0.1.48, litellm
 1.92.0 -> 1.93.0

---
 enterprise/pyproject.toml | 4 ++--
 pyproject.toml            | 6 +++---
 uv.lock                   | 6 +++---
 3 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/enterprise/pyproject.toml b/enterprise/pyproject.toml
index f4d756de44c..b3864ce7878 100644
--- a/enterprise/pyproject.toml
+++ b/enterprise/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "litellm-enterprise"
-version = "0.1.47"
+version = "0.1.48"
 description = "Package for LiteLLM Enterprise features"
 readme = "README.md"
 requires-python = ">=3.9"
@@ -26,7 +26,7 @@ required-version = ">=0.10.9"
 module-root = ""
 
 [tool.commitizen]
-version = "0.1.47"
+version = "0.1.48"
 version_files = [
     "pyproject.toml:^version",
     "../pyproject.toml:litellm-enterprise==",
diff --git a/pyproject.toml b/pyproject.toml
index d1f22224c79..3f5458c5494 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "litellm"
-version = "1.92.0"
+version = "1.93.0"
 description = "Library to easily interface with LLM API providers"
 readme = "README.md"
 requires-python = ">=3.10, <3.14"
@@ -63,7 +63,7 @@ proxy = [
     "azure-storage-blob>=12.28.0,<13.0",
     "mcp>=1.26.0,<2.0",
     "litellm-proxy-extras==0.4.75",
-    "litellm-enterprise==0.1.47",
+    "litellm-enterprise==0.1.48",
     "RestrictedPython>=8.1,<9.0",
     "rich>=13.9.4,<14.0",
     "polars>=1.38.1,<2.0",
@@ -279,7 +279,7 @@ members = ["enterprise", "litellm-proxy-extras"]
 profile = "black"
 
 [tool.commitizen]
-version = "1.92.0"
+version = "1.93.0"
 version_files = [
     "pyproject.toml:^version",
 ]
diff --git a/uv.lock b/uv.lock
index dd55a4f31b8..e36da722261 100644
--- a/uv.lock
+++ b/uv.lock
@@ -9,7 +9,7 @@ resolution-markers = [
 ]
 
 [options]
-exclude-newer = "2026-07-01T21:29:59.740039Z"
+exclude-newer = "2026-07-04T17:13:14.93495Z"
 exclude-newer-span = "P3D"
 
 [manifest]
@@ -3274,7 +3274,7 @@ wheels = [
 
 [[package]]
 name = "litellm"
-version = "1.92.0"
+version = "1.93.0"
 source = { editable = "." }
 dependencies = [
     { name = "aiohttp" },
@@ -3639,7 +3639,7 @@ proxy-dev = [
 
 [[package]]
 name = "litellm-enterprise"
-version = "0.1.47"
+version = "0.1.48"
 source = { editable = "enterprise" }
 
 [[package]]

From 90440d75ae50b7bc7bf36ec679c2dc21fa285d66 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Tue, 7 Jul 2026 10:15:47 -0700
Subject: [PATCH 074/370] fix(bedrock): preserve stream param and decode SSE
 for bedrock mantle streaming (#32141)

* fix(bedrock): preserve stream param and decode SSE for bedrock mantle streaming

* refactor(bedrock): pass self positionally in mantle messages streaming delegation
---
 .../bedrock/chat/mantle/transformation.py     |  45 +++-
 .../bedrock/messages/mantle_transformation.py |  35 ++-
 .../test_litellm/llms/bedrock/test_mantle.py  | 243 ++++++++++++++++++
 3 files changed, 310 insertions(+), 13 deletions(-)

diff --git a/litellm/llms/bedrock/chat/mantle/transformation.py b/litellm/llms/bedrock/chat/mantle/transformation.py
index d84e077c37b..d7ffff65ff0 100644
--- a/litellm/llms/bedrock/chat/mantle/transformation.py
+++ b/litellm/llms/bedrock/chat/mantle/transformation.py
@@ -7,13 +7,14 @@
 at a different endpoint (bedrock-mantle.{region}.api.aws) with AWS SigV4 auth.
 """
 
-from typing import TYPE_CHECKING, Any, List, Optional
+from typing import TYPE_CHECKING, Any, AsyncIterator, Iterator, List, Optional
 
 from litellm.llms.bedrock.chat.invoke_transformations.anthropic_claude3_transformation import (
     AmazonAnthropicClaudeConfig,
 )
 from litellm.llms.bedrock.common_utils import build_mantle_messages_url
 from litellm.types.llms.openai import AllMessageValues
+from litellm.types.utils import ModelResponse
 
 if TYPE_CHECKING:
     from litellm.litellm_core_utils.litellm_logging import Logging as _LiteLLMLoggingObj
@@ -91,10 +92,14 @@ def transform_request(
             litellm_params=litellm_params,
             headers=headers,
         )
-        # The parent strips "model" from the body (Invoke API puts it in URL).
-        # The mantle endpoint (Messages API) requires "model" in the body.
-        request["model"] = model_id
-        return request
+        # The parent strips "model" and "stream" from the body (Invoke API puts
+        # the model in the URL and streams via a dedicated endpoint). The mantle
+        # endpoint (Messages API) requires both in the body.
+        return self._restore_mantle_body_fields(
+            request=request,
+            model_id=model_id,
+            optional_params=optional_params,
+        )
 
     async def async_transform_request(
         self,
@@ -114,5 +119,31 @@ async def async_transform_request(
             headers=headers,
         )
         await self._async_convert_document_url_sources_to_base64(request)
-        request["model"] = model_id
-        return request
+        return self._restore_mantle_body_fields(
+            request=request,
+            model_id=model_id,
+            optional_params=optional_params,
+        )
+
+    @staticmethod
+    def _restore_mantle_body_fields(request: dict, model_id: str, optional_params: dict) -> dict:
+        stream_fields: dict = {"stream": True} if optional_params.get("stream") is True else {}
+        return {**request, "model": model_id, **stream_fields}
+
+    @property
+    def has_custom_stream_wrapper(self) -> bool:
+        return False
+
+    def get_model_response_iterator(
+        self,
+        streaming_response: Iterator[str] | AsyncIterator[str] | ModelResponse,
+        sync_stream: bool,
+        json_mode: Optional[bool] = False,
+    ) -> Any:
+        from litellm.llms.anthropic.chat.handler import ModelResponseIterator
+
+        return ModelResponseIterator(
+            streaming_response=streaming_response,
+            sync_stream=sync_stream,
+            json_mode=json_mode,
+        )
diff --git a/litellm/llms/bedrock/messages/mantle_transformation.py b/litellm/llms/bedrock/messages/mantle_transformation.py
index a8a7b7ed1d5..da7b8697a6b 100644
--- a/litellm/llms/bedrock/messages/mantle_transformation.py
+++ b/litellm/llms/bedrock/messages/mantle_transformation.py
@@ -6,8 +6,13 @@
 stripping that are specific to the bedrock-mantle endpoint.
 """
 
-from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple
+from typing import TYPE_CHECKING, Any, AsyncIterator, Dict, List, Optional, Tuple
 
+import httpx
+
+from litellm.llms.anthropic.experimental_pass_through.messages.transformation import (
+    AnthropicMessagesConfig,
+)
 from litellm.llms.bedrock.common_utils import build_mantle_messages_url
 from litellm.llms.bedrock.messages.invoke_transformations.anthropic_claude3_transformation import (
     AmazonAnthropicClaudeMessagesConfig,
@@ -89,8 +94,26 @@ def transform_anthropic_messages_request(
             headers=headers,
         )
 
-        # Parent (AmazonAnthropicClaudeMessagesConfig) removes "model" from the
-        # body (Bedrock Invoke puts model in the URL). The mantle endpoint
-        # (Messages API) requires "model" in the request body.
-        request["model"] = model_id
-        return request
+        # Parent (AmazonAnthropicClaudeMessagesConfig) removes "model" and
+        # "stream" from the body (Bedrock Invoke puts the model in the URL and
+        # streams via a dedicated endpoint). The mantle endpoint (Messages API)
+        # requires both in the request body.
+        stream_fields: dict[str, bool] = (
+            {"stream": True} if anthropic_messages_optional_request_params.get("stream") is True else {}
+        )
+        return {**request, "model": model_id, **stream_fields}
+
+    def get_async_streaming_response_iterator(
+        self,
+        model: str,
+        httpx_response: httpx.Response,
+        request_body: dict,
+        litellm_logging_obj: LiteLLMLoggingObj,
+    ) -> AsyncIterator:
+        return AnthropicMessagesConfig.get_async_streaming_response_iterator(
+            self,
+            model=model,
+            httpx_response=httpx_response,
+            request_body=request_body,
+            litellm_logging_obj=litellm_logging_obj,
+        )
diff --git a/tests/test_litellm/llms/bedrock/test_mantle.py b/tests/test_litellm/llms/bedrock/test_mantle.py
index f7f8f582abc..c5ce0d5aba7 100644
--- a/tests/test_litellm/llms/bedrock/test_mantle.py
+++ b/tests/test_litellm/llms/bedrock/test_mantle.py
@@ -204,6 +204,88 @@ def test_mantle_transform_request_strips_prefix_and_adds_model():
     )
     assert request["model"] == "anthropic.claude-mythos-preview"
     assert "mantle/" not in request["model"]
+    assert "stream" not in request
+
+
+def test_mantle_transform_request_keeps_stream_in_body():
+    config = AmazonMantleConfig()
+    request = config.transform_request(
+        model="mantle/anthropic.claude-mythos-preview",
+        messages=[{"role": "user", "content": "Hello"}],
+        optional_params={"max_tokens": 100, "stream": True},
+        litellm_params={},
+        headers={},
+    )
+    assert request["stream"] is True
+    assert request["model"] == "anthropic.claude-mythos-preview"
+
+
+@pytest.mark.asyncio
+async def test_mantle_async_transform_request_keeps_stream_in_body():
+    config = AmazonMantleConfig()
+    request = await config.async_transform_request(
+        model="mantle/anthropic.claude-mythos-preview",
+        messages=[{"role": "user", "content": "Hello"}],
+        optional_params={"max_tokens": 100, "stream": True},
+        litellm_params={},
+        headers={},
+    )
+    assert request["stream"] is True
+    assert request["model"] == "anthropic.claude-mythos-preview"
+
+
+@pytest.mark.asyncio
+async def test_mantle_async_transform_request_omits_stream_when_not_streaming():
+    config = AmazonMantleConfig()
+    request = await config.async_transform_request(
+        model="mantle/anthropic.claude-mythos-preview",
+        messages=[{"role": "user", "content": "Hello"}],
+        optional_params={"max_tokens": 100},
+        litellm_params={},
+        headers={},
+    )
+    assert "stream" not in request
+
+
+def test_mantle_messages_transform_request_keeps_stream_in_body():
+    from litellm.types.router import GenericLiteLLMParams
+
+    config = AmazonMantleMessagesConfig()
+    request = config.transform_anthropic_messages_request(
+        model="mantle/anthropic.claude-mythos-preview",
+        messages=[{"role": "user", "content": "Hello"}],
+        anthropic_messages_optional_request_params={"max_tokens": 100, "stream": True},
+        litellm_params=GenericLiteLLMParams(),
+        headers={},
+    )
+    assert request["stream"] is True
+    assert request["model"] == "anthropic.claude-mythos-preview"
+
+
+def test_mantle_messages_transform_request_omits_stream_when_not_streaming():
+    from litellm.types.router import GenericLiteLLMParams
+
+    config = AmazonMantleMessagesConfig()
+    request = config.transform_anthropic_messages_request(
+        model="mantle/anthropic.claude-mythos-preview",
+        messages=[{"role": "user", "content": "Hello"}],
+        anthropic_messages_optional_request_params={"max_tokens": 100},
+        litellm_params=GenericLiteLLMParams(),
+        headers={},
+    )
+    assert "stream" not in request
+
+
+def test_mantle_chat_streaming_uses_anthropic_sse_iterator():
+    from litellm.llms.anthropic.chat.handler import ModelResponseIterator
+
+    config = AmazonMantleConfig()
+    assert config.has_custom_stream_wrapper is False
+    iterator = config.get_model_response_iterator(
+        streaming_response=iter([]),
+        sync_stream=True,
+    )
+    assert isinstance(iterator, ModelResponseIterator)
 
 
 def test_mantle_validate_environment_sets_workspace_header():
@@ -347,3 +429,164 @@ async def mock_post(self, url, data=None, headers=None, **kwargs):
     assert len(urls) == 1
     assert urls[0] == f"{_VPC_ENDPOINT}/anthropic/v1/messages"
     assert "api.aws" not in urls[0]
+
+
+_ANTHROPIC_SSE_EVENTS = (
+    (
+        "message_start",
+        {
+            "type": "message_start",
+            "message": {
+                "id": "msg_stream_test",
+                "type": "message",
+                "role": "assistant",
+                "model": "anthropic.claude-mythos-preview",
+                "content": [],
+                "stop_reason": None,
+                "stop_sequence": None,
+                "usage": {"input_tokens": 10, "output_tokens": 1},
+            },
+        },
+    ),
+    (
+        "content_block_start",
+        {
+            "type": "content_block_start",
+            "index": 0,
+            "content_block": {"type": "text", "text": ""},
+        },
+    ),
+    (
+        "content_block_delta",
+        {
+            "type": "content_block_delta",
+            "index": 0,
+            "delta": {"type": "text_delta", "text": "pong"},
+        },
+    ),
+    ("content_block_stop", {"type": "content_block_stop", "index": 0}),
+    (
+        "message_delta",
+        {
+            "type": "message_delta",
+            "delta": {"stop_reason": "end_turn", "stop_sequence": None},
+            "usage": {"output_tokens": 2},
+        },
+    ),
+    ("message_stop", {"type": "message_stop"}),
+)
+
+
+def _anthropic_sse_bytes() -> bytes:
+    return "".join(
+        f"event: {event}\ndata: {json.dumps(payload)}\n\n"
+        for event, payload in _ANTHROPIC_SSE_EVENTS
+    ).encode()
+
+
+def _anthropic_sse_response(url: str) -> httpx.Response:
+    return httpx.Response(
+        status_code=200,
+        content=_anthropic_sse_bytes(),
+        headers={"content-type": "text/event-stream"},
+        request=httpx.Request("POST", url),
+    )
+
+
+def test_mantle_completion_streaming_sends_stream_and_decodes_sse():
+    import litellm
+
+    requests = []
+
+    def mock_post(self, url, data=None, headers=None, **kwargs):
+        requests.append(_capture_request(url=url, headers=headers or {}, data=data))
+        return _anthropic_sse_response(url)
+
+    with patch("litellm.llms.custom_httpx.http_handler.HTTPHandler.post", mock_post):
+        response = litellm.completion(
+            model="bedrock/mantle/anthropic.claude-mythos-preview",
+            messages=[{"role": "user", "content": "ping"}],
+            max_tokens=10,
+            stream=True,
+            aws_access_key_id="fake-key",
+            aws_secret_access_key="fake-secret",
+            aws_region_name="us-east-1",
+        )
+        chunks = list(response)
+
+    assert len(requests) == 1
+    assert requests[0]["body"]["stream"] is True
+    content = "".join(chunk.choices[0].delta.content or "" for chunk in chunks)
+    assert content == "pong"
+    assert chunks[-1].choices[0].finish_reason == "stop"
+
+
+@pytest.mark.asyncio
+async def test_mantle_acompletion_streaming_sends_stream_and_decodes_sse():
+    import litellm
+
+    requests = []
+
+    async def mock_post(self, url, data=None, headers=None, **kwargs):
+        requests.append(_capture_request(url=url, headers=headers or {}, data=data))
+        return _anthropic_sse_response(url)
+
+    try:
+        with patch(
+            "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+            new=mock_post,
+        ):
+            response = await litellm.acompletion(
+                model="bedrock/mantle/anthropic.claude-mythos-preview",
+                messages=[{"role": "user", "content": "ping"}],
+                max_tokens=10,
+                stream=True,
+                aws_access_key_id="fake-key",
+                aws_secret_access_key="fake-secret",
+                aws_region_name="us-east-1",
+            )
+            chunks = [chunk async for chunk in response]
+    finally:
+        await litellm.close_litellm_async_clients()
+
+    assert len(requests) == 1
+    assert requests[0]["body"]["stream"] is True
+    content = "".join(chunk.choices[0].delta.content or "" for chunk in chunks)
+    assert content == "pong"
+    assert chunks[-1].choices[0].finish_reason == "stop"
+
+
+@pytest.mark.asyncio
+async def test_mantle_anthropic_messages_streaming_sends_stream_and_passes_through_sse():
+    import litellm
+
+    requests = []
+
+    async def mock_post(self, url, data=None, headers=None, **kwargs):
+        requests.append(_capture_request(url=url, headers=headers or {}, data=data))
+        return _anthropic_sse_response(str(url))
+
+    try:
+        with patch(
+            "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+            new=mock_post,
+        ):
+            response = await litellm.anthropic_messages(
+                model="bedrock/mantle/anthropic.claude-mythos-preview",
+                messages=[{"role": "user", "content": "ping"}],
+                max_tokens=10,
+                stream=True,
+                aws_access_key_id="fake-key",
+                aws_secret_access_key="fake-secret",
+                aws_region_name="us-east-1",
+            )
+            raw = b"".join([chunk async for chunk in response])
+    finally:
+        await litellm.close_litellm_async_clients()
+
+    assert len(requests) == 1
+    assert requests[0]["body"]["stream"] is True
+    text = raw.decode()
+    assert "event: message_start" in text
+    assert '"text": "pong"' in text
+    assert "event: message_stop" in text

From d0c82c308da6eb4d6d782b16da0dc87ab85d3642 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Tue, 7 Jul 2026 10:25:31 -0700
Subject: [PATCH 075/370] fix(main): stop per-request custom pricing from
 clobbering shared model_cost pricing (#32163)

* fix(main): stop per-request custom pricing from clobbering shared model_cost pricing

A request routed through a wildcard deployment with explicit zero pricing
(e.g. openai/* with input_cost_per_token: 0) registered that pricing on the
shared {provider}/{model} key in litellm.model_cost, so sibling deployments
relying on built-in pricing logged $0 until process restart (LIT-3991).

Request-time registration in completion()/embedding() now mirrors the
router-startup isolation: router-originated requests register full pricing
under the deployment's unique model id only, while the shared backend key
receives the entry with custom pricing fields stripped. Direct SDK calls
without a router deployment id keep the legacy shared-key registration.

The stripping logic is shared via
CustomPricingLiteLLMParams.strip_custom_pricing_fields and reused by
Router._create_deployment and Router.add_deployment.

* test: update legacy tests that asserted per-request pricing leaking into shared model_cost

test_router_fallbacks_with_custom_model_costs asserted the shared
claude-sonnet-4-5-20250929 entry ends up with the deployment's 30/60
pricing, which is exactly the cross-deployment leak this PR removes; it
now asserts the shared key keeps the built-in pricing, matching the
test's stated goal.

test_cost_calc.py::test_run computed streaming cost via
completion_cost(response), which only matched the non-stream cost while
the shared gpt-3.5-turbo entry was poisoned with the per-request
2/token pricing; it now passes the request's custom pricing explicitly
via custom_cost_per_token.
---
 litellm/main.py                               |  74 +++++--
 litellm/router.py                             |   6 +-
 litellm/types/utils.py                        |  11 ++
 tests/local_testing/test_cost_calc.py         |  11 +-
 tests/local_testing/test_router_fallbacks.py  |   6 +-
 .../test_register_model_custom_pricing.py     | 180 ++++++++++++++++++
 .../test_router_model_cost_isolation.py       |  73 +++++++
 7 files changed, 338 insertions(+), 23 deletions(-)

diff --git a/litellm/main.py b/litellm/main.py
index 2ace46a16fb..7d457d9cdd1 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -1082,6 +1082,54 @@ def _build_custom_pricing_entry(
     return entry
 
 
+def _get_router_deployment_id(kwargs: dict) -> Optional[str]:
+    for metadata_key in ("litellm_metadata", "metadata"):
+        metadata = kwargs.get(metadata_key) or {}
+        if not isinstance(metadata, dict):
+            continue
+        deployment_model_info = metadata.get("model_info") or {}
+        if not isinstance(deployment_model_info, dict):
+            continue
+        deployment_id = deployment_model_info.get("id")
+        if deployment_id is not None:
+            return str(deployment_id)
+    return None
+
+
+def _register_custom_pricing_for_request(
+    model: str,
+    custom_llm_provider: str,
+    kwargs: dict,
+    model_info: Optional[dict],
+) -> None:
+    """Register per-request custom pricing in litellm.model_cost.
+
+    Router-originated requests (identified by the deployment id the router puts
+    in metadata) get their full pricing registered under that unique id only;
+    the shared ``{provider}/{model}`` key receives the entry with pricing fields
+    stripped, mirroring Router._create_deployment. This keeps one deployment's
+    pricing overrides (e.g. a zero-cost wildcard) from clobbering built-in
+    pricing used by sibling deployments of the same backend model. Direct SDK
+    calls keep the legacy behavior of registering the shared key with pricing.
+    """
+    entry = _build_custom_pricing_entry(
+        custom_llm_provider=custom_llm_provider,
+        kwargs=kwargs,
+        model_info=model_info,
+    )
+    shared_key = f"{custom_llm_provider}/{model}"
+    deployment_id = _get_router_deployment_id(kwargs)
+    if deployment_id is None:
+        litellm.register_model({shared_key: entry})
+        return
+    litellm.register_model(
+        {
+            deployment_id: entry,
+            shared_key: CustomPricingLiteLLMParams.strip_custom_pricing_fields(entry),
+        }
+    )
+
+
 def _complete_azure(ctx: _CompletionDispatchContext) -> _CompletionDispatchResult:
     _azure_detection_model = ctx._azure_detection_model
     acompletion = ctx.acompletion
@@ -5108,14 +5156,11 @@ def completion(  # type: ignore
         if (
             input_cost_per_token is not None and output_cost_per_token is not None
         ) or input_cost_per_second is not None:
-            litellm.register_model(
-                {
-                    f"{custom_llm_provider}/{model}": _build_custom_pricing_entry(
-                        custom_llm_provider=custom_llm_provider,
-                        kwargs=kwargs,
-                        model_info=model_info,
-                    )
-                }
+            _register_custom_pricing_for_request(
+                model=model,
+                custom_llm_provider=custom_llm_provider,
+                kwargs=kwargs,
+                model_info=model_info,
             )
         ### BUILD CUSTOM PROMPT TEMPLATE -- IF GIVEN ###
         custom_prompt_dict = {}  # type: ignore
@@ -5959,14 +6004,11 @@ def embedding(
 
     ### REGISTER CUSTOM MODEL PRICING -- IF GIVEN ###
     if (input_cost_per_token is not None and output_cost_per_token is not None) or input_cost_per_second is not None:
-        litellm.register_model(
-            {
-                f"{custom_llm_provider}/{model}": _build_custom_pricing_entry(
-                    custom_llm_provider=custom_llm_provider,
-                    kwargs=kwargs,
-                    model_info=kwargs.get("model_info"),
-                )
-            }
+        _register_custom_pricing_for_request(
+            model=model,
+            custom_llm_provider=custom_llm_provider,
+            kwargs=kwargs,
+            model_info=kwargs.get("model_info"),
         )
 
     litellm_params_dict = get_litellm_params(**kwargs)
diff --git a/litellm/router.py b/litellm/router.py
index 12b96430334..5ffe60c2da0 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -7394,8 +7394,7 @@ def _create_deployment(
             # deployment sharing the same backend model name.
             # Each deployment's full pricing is already stored under its
             # unique model_id above.
-            _custom_pricing_fields = CustomPricingLiteLLMParams.model_fields.keys()
-            _shared_model_info = {k: v for k, v in _model_info.items() if k not in _custom_pricing_fields}
+            _shared_model_info = CustomPricingLiteLLMParams.strip_custom_pricing_fields(_model_info)
             _existing_shared_mode = (cast(Optional[dict], litellm.model_cost.get(_model_name, {})) or {}).get("mode")
             _deployment_mode = _shared_model_info.get("mode")
             # Keep the built-in bridge mode stable for shared backend keys.
@@ -8059,8 +8058,7 @@ def add_deployment(self, deployment: Deployment) -> Optional[Deployment]:
         # deployment sharing the same backend model name.
         # Each deployment's full pricing is already stored under its
         # unique model_id above (when present).
-        _custom_pricing_fields = CustomPricingLiteLLMParams.model_fields.keys()
-        _shared_model_info = {k: v for k, v in _model_info_dict.items() if k not in _custom_pricing_fields}
+        _shared_model_info = CustomPricingLiteLLMParams.strip_custom_pricing_fields(_model_info_dict)
         _backend_alias_cost = {_model_name: _shared_model_info}
         if "responses/" in _model_name:
             _stripped_model_name = _model_name.replace("responses/", "")
diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index 380621f88a8..908f5b76424 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -3048,6 +3048,17 @@ class CustomPricingLiteLLMParams(BaseModel):
     regional_processing_uplift_multiplier_eu: Optional[float] = None
     regional_processing_uplift_multiplier_us: Optional[float] = None
 
+    @classmethod
+    def strip_custom_pricing_fields(cls, model_info: Dict[str, Any]) -> Dict[str, Any]:
+        """Return a copy of ``model_info`` without per-deployment custom pricing fields.
+
+        Used when registering a deployment's info under the shared
+        ``{provider}/{model}`` key in ``litellm.model_cost``, so one deployment's
+        pricing overrides don't pollute sibling deployments that share the same
+        backend model. Full pricing stays under the deployment's unique model id.
+        """
+        return {k: v for k, v in model_info.items() if k not in cls.model_fields}
+
 
 # Server-controlled fields that bound or drive an interceptor's agentic loop
 # (depth, cycle fingerprints, ceiling, code-interpreter sandbox state). Listed
diff --git a/tests/local_testing/test_cost_calc.py b/tests/local_testing/test_cost_calc.py
index ab4d44d2240..3623af59848 100644
--- a/tests/local_testing/test_cost_calc.py
+++ b/tests/local_testing/test_cost_calc.py
@@ -101,7 +101,16 @@ def test_run(model: str):
         pytest.skip(
             "LLM API returning inconsistent usage"
         )  # handles transient openai errors
-    streaming_cost_calc = completion_cost(response) * 100
+    streaming_cost_calc = (
+        completion_cost(
+            response,
+            custom_cost_per_token={
+                "input_cost_per_token": kwargs["input_cost_per_token"],
+                "output_cost_per_token": kwargs["output_cost_per_token"],
+            },
+        )
+        * 100
+    )
     print(f"Stream output    : {output}")
 
     print(f"Stream usage     : {response.usage}")  # type: ignore
diff --git a/tests/local_testing/test_router_fallbacks.py b/tests/local_testing/test_router_fallbacks.py
index 6547a3eb663..7c09c978029 100644
--- a/tests/local_testing/test_router_fallbacks.py
+++ b/tests/local_testing/test_router_fallbacks.py
@@ -1330,6 +1330,8 @@ def test_router_fallbacks_with_custom_model_costs():
     Goal: make sure custom model doesn't override default model costs.
     """
 
+    default_model_info = litellm.get_model_info(model="claude-sonnet-4-5-20250929")
+
     model_list = [
         {
             "model_name": "claude-sonnet-4-5-20250929",
@@ -1383,8 +1385,8 @@ def test_router_fallbacks_with_custom_model_costs():
 
     print(f"key: {model_info['key']}")
 
-    assert model_info["input_cost_per_token"] == 30
-    assert model_info["output_cost_per_token"] == 60
+    assert model_info["input_cost_per_token"] == default_model_info["input_cost_per_token"]
+    assert model_info["output_cost_per_token"] == default_model_info["output_cost_per_token"]
 
 
 @pytest.mark.parametrize("sync_mode", [True, False])
diff --git a/tests/test_litellm/test_register_model_custom_pricing.py b/tests/test_litellm/test_register_model_custom_pricing.py
index e384d3e1161..8c3f690982b 100644
--- a/tests/test_litellm/test_register_model_custom_pricing.py
+++ b/tests/test_litellm/test_register_model_custom_pricing.py
@@ -9,15 +9,32 @@
 calculations for DB-sourced models with prompt caching pricing.
 """
 
+import copy
 import os
 import sys
 
+import pytest
+
 sys.path.insert(
     0, os.path.abspath("../..")
 )  # Adds the parent directory to the system path
 
 import litellm
 from litellm.main import _build_custom_pricing_entry
+from litellm.utils import _invalidate_model_cost_lowercase_map
+
+
+def _snapshot_model_cost_entries(keys):
+    return {key: copy.deepcopy(litellm.model_cost.get(key)) for key in keys}
+
+
+def _restore_model_cost_entries(original_entries):
+    for key, value in original_entries.items():
+        if value is None:
+            litellm.model_cost.pop(key, None)
+        else:
+            litellm.model_cost[key] = value
+    _invalidate_model_cost_lowercase_map()
 
 
 def test_build_custom_pricing_entry_includes_all_kwargs_fields():
@@ -471,3 +488,166 @@ def test_register_model_router_add_deployment_custom_pricing_applies():
         litellm.model_cost.pop(model_key, None)
         litellm.model_cost.pop(deployment_model, None)
         del router
+
+
+def test_embedding_router_zero_pricing_does_not_clobber_builtin_pricing():
+    """LIT-3991: a router-originated embedding request that carries explicit
+    zero custom pricing (e.g. resolved through an ``openai/*`` wildcard
+    deployment with ``input_cost_per_token: 0``) must not overwrite the shared
+    ``openai/text-embedding-3-small`` entry in ``litellm.model_cost``. Before
+    the fix, one call through the wildcard poisoned the shared key and every
+    sibling deployment relying on built-in pricing logged $0 until restart.
+    """
+    shared_key = "openai/text-embedding-3-small"
+    deployment_id = "lit3991-wildcard-embed-zero"
+    snapshot = _snapshot_model_cost_entries(
+        [shared_key, "text-embedding-3-small", deployment_id]
+    )
+    builtin_input_cost = litellm.get_model_info(model=shared_key)[
+        "input_cost_per_token"
+    ]
+    assert builtin_input_cost > 0
+
+    try:
+        litellm.embedding(
+            model=shared_key,
+            input=["hello"],
+            api_key="fake-key",
+            input_cost_per_token=0.0,
+            output_cost_per_token=0.0,
+            model_info={"id": deployment_id},
+            metadata={"model_info": {"id": deployment_id}},
+            mock_response=[0.1, 0.2],
+        )
+
+        assert (
+            litellm.get_model_info(model=shared_key)["input_cost_per_token"]
+            == builtin_input_cost
+        ), "wildcard deployment's zero pricing leaked into the shared model_cost key"
+        assert litellm.model_cost[deployment_id]["input_cost_per_token"] == 0.0
+        assert litellm.model_cost[deployment_id]["output_cost_per_token"] == 0.0
+
+        sibling_response = litellm.embedding(
+            model=shared_key,
+            input=["hello"],
+            api_key="fake-key",
+            mock_response=[0.1, 0.2],
+        )
+        sibling_cost = litellm.completion_cost(
+            completion_response=sibling_response, call_type="embedding"
+        )
+        assert sibling_cost == pytest.approx(10 * builtin_input_cost)
+    finally:
+        _restore_model_cost_entries(snapshot)
+
+
+def test_embedding_router_custom_pricing_costs_request_via_deployment_id():
+    """The request that carries custom pricing must still be costed with that
+    pricing (via its deployment id entry), while the shared backend key keeps
+    the built-in rate for siblings.
+    """
+    shared_key = "openai/text-embedding-3-small"
+    deployment_id = "lit3991-wildcard-embed-custom"
+    override_input_cost = 5e-05
+    snapshot = _snapshot_model_cost_entries(
+        [shared_key, "text-embedding-3-small", deployment_id]
+    )
+    builtin_input_cost = litellm.get_model_info(model=shared_key)[
+        "input_cost_per_token"
+    ]
+    assert builtin_input_cost != override_input_cost
+
+    try:
+        response = litellm.embedding(
+            model=shared_key,
+            input=["hello"],
+            api_key="fake-key",
+            input_cost_per_token=override_input_cost,
+            output_cost_per_token=override_input_cost * 2,
+            model_info={"id": deployment_id},
+            metadata={"model_info": {"id": deployment_id}},
+            mock_response=[0.1, 0.2],
+        )
+
+        request_cost = litellm.completion_cost(
+            completion_response=response,
+            model=shared_key,
+            custom_llm_provider="openai",
+            call_type="embedding",
+            custom_pricing=True,
+            router_model_id=deployment_id,
+        )
+        assert request_cost == pytest.approx(10 * override_input_cost)
+        assert (
+            litellm.get_model_info(model=shared_key)["input_cost_per_token"]
+            == builtin_input_cost
+        )
+    finally:
+        _restore_model_cost_entries(snapshot)
+
+
+def test_completion_router_zero_pricing_does_not_clobber_builtin_pricing():
+    """Same isolation as the embedding path, exercised through completion()."""
+    shared_key = "openai/gpt-4o-mini"
+    deployment_id = "lit3991-wildcard-chat-zero"
+    snapshot = _snapshot_model_cost_entries(
+        [shared_key, "gpt-4o-mini", deployment_id]
+    )
+    builtin_input_cost = litellm.get_model_info(model=shared_key)[
+        "input_cost_per_token"
+    ]
+    assert builtin_input_cost > 0
+
+    try:
+        litellm.completion(
+            model=shared_key,
+            messages=[{"role": "user", "content": "hello"}],
+            api_key="fake-key",
+            input_cost_per_token=0.0,
+            output_cost_per_token=0.0,
+            model_info={"id": deployment_id},
+            metadata={"model_info": {"id": deployment_id}},
+            mock_response="hello back",
+        )
+
+        assert (
+            litellm.get_model_info(model=shared_key)["input_cost_per_token"]
+            == builtin_input_cost
+        ), "wildcard deployment's zero pricing leaked into the shared model_cost key"
+        assert litellm.model_cost[deployment_id]["input_cost_per_token"] == 0.0
+    finally:
+        _restore_model_cost_entries(snapshot)
+
+
+def test_embedding_direct_sdk_custom_pricing_still_registers_shared_key():
+    """Direct SDK calls (no router deployment id in metadata) keep the legacy
+    behavior: custom pricing is registered under ``{provider}/{model}`` and the
+    request is costed with it.
+    """
+    model_key = "openai/lit3991-direct-sdk-embed-model"
+    override_input_cost = 3e-05
+    try:
+        response = litellm.embedding(
+            model=model_key,
+            input=["hello"],
+            api_key="fake-key",
+            input_cost_per_token=override_input_cost,
+            output_cost_per_token=override_input_cost * 2,
+            mock_response=[0.1, 0.2],
+        )
+
+        assert (
+            litellm.model_cost[model_key]["input_cost_per_token"]
+            == override_input_cost
+        )
+        cost = litellm.completion_cost(
+            completion_response=response,
+            model=model_key,
+            custom_llm_provider="openai",
+            call_type="embedding",
+            custom_pricing=True,
+        )
+        assert cost == pytest.approx(10 * override_input_cost)
+    finally:
+        litellm.model_cost.pop(model_key, None)
+        _invalidate_model_cost_lowercase_map()
diff --git a/tests/test_litellm/test_router_model_cost_isolation.py b/tests/test_litellm/test_router_model_cost_isolation.py
index d4ac9659f00..6db7b04b3b7 100644
--- a/tests/test_litellm/test_router_model_cost_isolation.py
+++ b/tests/test_litellm/test_router_model_cost_isolation.py
@@ -681,3 +681,76 @@ def test_custom_pricing_isolated_from_sibling_via_proxy_model_info_path():
         assert resolved["gemini-2.5-flash"] != resolved["custom-priced-flash"]
     finally:
         _restore_model_cost_entries(model_keys)
+
+
+def test_wildcard_zero_cost_request_does_not_poison_named_deployment_pricing():
+    """LIT-3991 end to end: a proxy has a named text-embedding-3-small
+    deployment relying on built-in pricing plus an ``openai/*`` wildcard with
+    explicit zero pricing. One embedding call routed through the wildcard must
+    not clobber the shared ``openai/text-embedding-3-small`` pricing; requests
+    to the named deployment afterwards must still cost non-zero.
+    """
+    shared_key = "openai/text-embedding-3-small"
+    model_keys = {
+        shared_key: copy.deepcopy(litellm.model_cost.get(shared_key)),
+        "text-embedding-3-small": copy.deepcopy(
+            litellm.model_cost.get("text-embedding-3-small")
+        ),
+        "openai/*": copy.deepcopy(litellm.model_cost.get("openai/*")),
+        "lit3991-named": litellm.model_cost.get("lit3991-named"),
+        "lit3991-wildcard": litellm.model_cost.get("lit3991-wildcard"),
+    }
+    builtin_input_cost = litellm.get_model_info(model=shared_key)[
+        "input_cost_per_token"
+    ]
+    assert builtin_input_cost > 0
+
+    try:
+        router = Router(
+            model_list=[
+                {
+                    "model_name": "text-embedding-3-small",
+                    "litellm_params": {
+                        "model": "openai/text-embedding-3-small",
+                        "api_key": "fake-key-named",
+                    },
+                    "model_info": {"id": "lit3991-named"},
+                },
+                {
+                    "model_name": "openai/*",
+                    "litellm_params": {
+                        "model": "openai/*",
+                        "api_key": "fake-key-wildcard",
+                        "input_cost_per_token": 0.0,
+                        "output_cost_per_token": 0.0,
+                    },
+                    "model_info": {"id": "lit3991-wildcard"},
+                },
+            ],
+        )
+
+        router.embedding(
+            model="openai/text-embedding-3-small",
+            input=["hello"],
+            mock_response=[0.1, 0.2],
+        )
+
+        assert (
+            litellm.get_model_info(model=shared_key)["input_cost_per_token"]
+            == builtin_input_cost
+        ), (
+            "one call through the zero-cost wildcard poisoned the shared "
+            f"{shared_key} pricing for the named deployment"
+        )
+
+        named_response = router.embedding(
+            model="text-embedding-3-small",
+            input=["hello"],
+            mock_response=[0.1, 0.2],
+        )
+        named_cost = litellm.completion_cost(
+            completion_response=named_response, call_type="embedding"
+        )
+        assert named_cost == pytest.approx(10 * builtin_input_cost)
+    finally:
+        _restore_model_cost_entries(model_keys)

From 7ce573e6e84720249f0be1c6c813a5247bb73185 Mon Sep 17 00:00:00 2001
From: tin-berri <tin@berri.ai>
Date: Tue, 7 Jul 2026 10:27:00 -0700
Subject: [PATCH 076/370] fix(mcp): stop 'Team doesn't exist' warnings for UI
 dashboard sessions (#32348)

UI session tokens carry the virtual team_id litellm-dashboard (UI_TEAM_ID),
which is never persisted. The MCP team-permission helpers passed it to
get_team_object anyway, so every dashboard MCP listing raised a 404 per
lookup that was swallowed into per-server 'Failed to get allowed tools for
server' warnings (plus the sibling 'allowed MCP servers for team' and 'MCP
access groups for team' warnings) and wasted DB queries. The 404 also
escaped past the key-level permission handling in
get_allowed_tools_for_server, dropping key tool restrictions for such
sessions.

Short-circuit the virtual team before the DB lookup in the three helpers,
mirroring the existing UI_TEAM_ID handling in agent_permission_handler.
Also reject /team/new with the reserved team_id, since a real row would
bind its budget and permissions to every UI session
---
 .../mcp_server/auth/user_api_key_auth_mcp.py  |  10 ++
 .../management_endpoints/team_endpoints.py    |   8 ++
 .../auth/test_user_api_key_auth_mcp.py        | 100 ++++++++++++++++++
 .../test_team_endpoints.py                    |  40 +++++++
 4 files changed, 158 insertions(+)

diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
index bb3f1bece75..d2986a3cd82 100644
--- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
+++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
@@ -8,6 +8,7 @@
 
 from litellm._logging import verbose_logger
 from litellm.proxy._types import (
+    UI_TEAM_ID,
     LiteLLM_TeamTable,
     ProxyException,
     SpecialHeaders,
@@ -738,6 +739,9 @@ async def _get_team_object_permission(
         if not user_api_key_auth or not user_api_key_auth.team_id or not prisma_client:
             return None
 
+        if user_api_key_auth.team_id == UI_TEAM_ID:
+            return None
+
         # Get the team object (which has object_permission already loaded)
         team_obj: Optional[LiteLLM_TeamTable] = await get_team_object(
             team_id=user_api_key_auth.team_id,
@@ -1033,6 +1037,9 @@ async def _get_allowed_mcp_servers_for_team(
             if user_api_key_auth is None or not user_api_key_auth.team_id or prisma_client is None:
                 return []
 
+            if user_api_key_auth.team_id == UI_TEAM_ID:
+                return []
+
             team_obj: Optional[LiteLLM_TeamTable] = await get_team_object(
                 team_id=user_api_key_auth.team_id,
                 prisma_client=prisma_client,
@@ -1515,6 +1522,9 @@ async def _get_mcp_access_groups_for_team(
             verbose_logger.debug("prisma_client is None")
             return []
 
+        if user_api_key_auth.team_id == UI_TEAM_ID:
+            return []
+
         try:
             team_obj: Optional[LiteLLM_TeamTable] = await get_team_object(
                 team_id=user_api_key_auth.team_id,
diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py
index 5c41c60fcb1..8ec7ec707a2 100644
--- a/litellm/proxy/management_endpoints/team_endpoints.py
+++ b/litellm/proxy/management_endpoints/team_endpoints.py
@@ -26,6 +26,7 @@
 from litellm.integrations.prometheus import PrometheusLogger
 from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
 from litellm.proxy._types import (
+    UI_TEAM_ID,
     BlockTeamRequest,
     CommonProxyErrors,
     DeleteTeamRequest,
@@ -1046,6 +1047,13 @@ async def new_team(
         if data.team_id is None:
             data.team_id = str(uuid.uuid4())
         else:
+            if data.team_id == UI_TEAM_ID:
+                raise HTTPException(
+                    status_code=400,
+                    detail={
+                        "error": f"team_id '{UI_TEAM_ID}' is reserved for LiteLLM UI dashboard sessions and cannot be used for a real team. Please use a different team id."
+                    },
+                )
             # Check if team_id exists already
             _existing_team_id = await prisma_client.get_data(
                 team_id=data.team_id, table_name="team", query_type="find_unique"
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
index 06858320cbf..3db0f8540f9 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
@@ -3253,6 +3253,106 @@ async def test_get_team_object_permission_with_core_auth_auto_loading():
             mock_get_team.assert_called_once()
 
 
+@pytest.mark.asyncio
+async def test_get_team_object_permission_ui_session_team_skips_db_lookup():
+    """
+    UI session tokens carry the virtual team_id "litellm-dashboard" (UI_TEAM_ID),
+    which is never persisted. The lookup must short-circuit to None without
+    calling get_team_object; otherwise every MCP tools listing from the
+    dashboard logs a "Team doesn't exist in db" warning per server.
+    """
+    from litellm.proxy._types import UI_TEAM_ID
+
+    mock_user_auth = UserAPIKeyAuth(
+        api_key="test-key",
+        user_id="test-user",
+        team_id=UI_TEAM_ID,
+    )
+
+    mock_prisma = MagicMock()
+    with patch("litellm.proxy.proxy_server.prisma_client", mock_prisma):
+        with patch("litellm.proxy.auth.auth_checks.get_team_object") as mock_get_team:
+            result = await MCPRequestHandler._get_team_object_permission(
+                mock_user_auth
+            )
+
+            assert result is None
+            mock_get_team.assert_not_called()
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "helper_name,expected",
+    [
+        ("_get_allowed_mcp_servers_for_team", []),
+        ("_get_mcp_access_groups_for_team", []),
+    ],
+)
+async def test_team_mcp_helpers_ui_session_team_skip_db_lookup(helper_name, expected):
+    """
+    The server-permission and access-group helpers hit get_team_object with the
+    session's team_id too; for the virtual UI team each used to 404 into its
+    own swallowed warning per MCP listing. They must short-circuit without a
+    DB lookup.
+    """
+    from litellm.proxy._types import UI_TEAM_ID
+
+    mock_user_auth = UserAPIKeyAuth(
+        api_key="test-key",
+        user_id="test-user",
+        team_id=UI_TEAM_ID,
+    )
+
+    mock_prisma = MagicMock()
+    with patch("litellm.proxy.proxy_server.prisma_client", mock_prisma):
+        with patch("litellm.proxy.auth.auth_checks.get_team_object") as mock_get_team:
+            helper = getattr(MCPRequestHandler, helper_name)
+            result = await helper(mock_user_auth)
+
+            assert result == expected
+            mock_get_team.assert_not_called()
+
+
+@pytest.mark.asyncio
+async def test_get_allowed_tools_for_server_ui_session_team_keeps_key_restrictions():
+    """
+    Regression: the 404 raised by get_team_object for the virtual UI team used
+    to escape into get_allowed_tools_for_server's blanket except, dropping
+    key-level tool restrictions (fail-open) and logging a warning. With the
+    short-circuit, key restrictions still apply for UI sessions.
+    """
+    from fastapi import HTTPException
+
+    from litellm.proxy._types import UI_TEAM_ID
+
+    user_api_key_auth = UserAPIKeyAuth(
+        api_key="test-key",
+        user_id="test-user",
+        team_id=UI_TEAM_ID,
+    )
+    key_perm = MagicMock()
+    key_perm.mcp_tool_permissions = {"server_1": ["tool_a"]}
+
+    mock_prisma = MagicMock()
+    with patch("litellm.proxy.proxy_server.prisma_client", mock_prisma):
+        with patch(
+            "litellm.proxy.auth.auth_checks.get_team_object",
+            side_effect=HTTPException(
+                status_code=404,
+                detail={"error": "Team doesn't exist in db. Team=litellm-dashboard."},
+            ),
+        ):
+            with patch.object(
+                MCPRequestHandler, "_get_key_object_permission", return_value=key_perm
+            ):
+                result = await MCPRequestHandler.get_allowed_tools_for_server(
+                    server_id="server_1",
+                    user_api_key_auth=user_api_key_auth,
+                )
+
+                assert result == ["tool_a"]
+
+
 @pytest.mark.asyncio
 async def test_get_allowed_mcp_servers_for_team_uses_helper():
     """
diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
index 5f3974b46fb..180fb1d3d8f 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
@@ -9495,3 +9495,43 @@ def test_metric_failure_does_not_break_request(self, restore_callbacks):
         # A metric failure must be swallowed, not propagated to the handler.
         _emit_team_members_metric(self._team(1))
         fake_logger.set_team_members_metric.assert_called_once()
+
+
+@pytest.mark.asyncio
+async def test_new_team_rejects_reserved_ui_session_team_id():
+    """
+    /team/new must reject team_id "litellm-dashboard" (UI_TEAM_ID): it is the
+    virtual team stamped on every UI dashboard session token, so a real DB row
+    with that id would bind its budget and permissions to every UI session.
+    """
+    from fastapi import Request
+
+    from litellm.proxy._types import UI_TEAM_ID, NewTeamRequest
+    from litellm.proxy.management_endpoints.team_endpoints import new_team
+
+    team_request = NewTeamRequest(
+        team_alias="dashboard-clone",
+        team_id=UI_TEAM_ID,
+    )
+    dummy_request = MagicMock(spec=Request)
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma,
+        patch("litellm.proxy.proxy_server._license_check") as mock_license,
+    ):
+        mock_prisma.db.litellm_teamtable.count = AsyncMock(return_value=0)
+        mock_license.is_team_count_over_limit.return_value = False
+        mock_prisma.get_data = AsyncMock(return_value=None)
+
+        with pytest.raises(ProxyException) as exc_info:
+            await new_team(
+                data=team_request,
+                http_request=dummy_request,
+                user_api_key_dict=UserAPIKeyAuth(
+                    user_role=LitellmUserRoles.PROXY_ADMIN
+                ),
+            )
+
+        assert exc_info.value.code == "400"
+        assert "reserved" in str(exc_info.value.message)
+        mock_prisma.get_data.assert_not_called()

From 7d15f2fc684fca9e53ed5974e05c0d04b78cf296 Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Tue, 7 Jul 2026 20:35:51 +0300
Subject: [PATCH 077/370] ci(codspeed): re-enable benchmarks on
 litellm_internal_staging (#32340)

---
 .github/workflows/codspeed.yml | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/codspeed.yml b/.github/workflows/codspeed.yml
index 49f1d906069..a1772102b89 100644
--- a/.github/workflows/codspeed.yml
+++ b/.github/workflows/codspeed.yml
@@ -4,9 +4,11 @@ on:
   push:
     branches:
       - main
+      - litellm_internal_staging
   pull_request:
     branches:
       - main
+      - litellm_internal_staging
   # Allow CodSpeed to trigger backtest performance analysis
   # in order to generate initial data
   workflow_dispatch:
@@ -22,7 +24,7 @@ concurrency:
 jobs:
   benchmarks:
     runs-on: ubuntu-24.04
-    timeout-minutes: 15
+    timeout-minutes: 60
 
     steps:
       - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0

From 12801260ce12ec124181c25ec890910521f8e199 Mon Sep 17 00:00:00 2001
From: tin-berri <tin@berri.ai>
Date: Tue, 7 Jul 2026 11:49:52 -0700
Subject: [PATCH 078/370] feat(MCP/UI): add OAuth flow selector on the MCP edit
 page (#32298)

* feat(ui): OAuth flow selector on the MCP edit page

The edit form had no flow selector: oauth_flow_type was watched but never registered,
so isM2MFlow was always false in edit mode and the flow could only be changed over
REST. That left the backfill's remediation for ambiguous legacy rows (client creds +
token_url, no interactive signal, left unstamped) without a dashboard path

The oauth2 section now opens with an OAuth Flow Type select. Explicit rows prefill
their stored value and re-persist it on save; legacy null rows show a placeholder
instead of a fake preselection, and an untouched save still writes nothing, so the
form never guesses on the admin's behalf. Choosing Machine-to-Machine (M2M) persists
oauth2_flow=client_credentials, choosing Interactive (PKCE) persists
authorization_code, which is exactly the assertion the backfill warning asks for.
Registering the field also brings the existing isM2MFlow gating in the edit form to
life, so M2M rows stop showing the interactive-only token-validation fields

Tests cover the prefill round-trip for both explicit values, the untouched null row
writing nothing, and both selections persisting on a legacy null-flow row

* fix(mcp): registry-to-table conversions must carry oauth2_flow

_build_mcp_server_table and the health-check table builder dropped oauth2_flow when
converting registry servers for GET /v1/mcp/server (list and by-id), so the dashboard
never received the persisted flow: the edit page could not prefill the selector, M2M
gating never activated, and the tools page classifier saw every oauth2 server as
interactive regardless of the column. Found live while proving the edit-selector
persistence path end to end; the write side was fine (PUT persists and the column
reads back correctly), the read side was dropping the field at the conversion

Both builders now carry oauth2_flow; regression test pins the conversion

* docs(mcp): flag _resolve_oauth2_flow as security-sensitive in its docstring

The prior wording ('not called directly by security sites') could read as if the
function has no security relevance, when it is the shape-inference engine both
request-time security helpers delegate to. Reword to state that plainly: it decides
M2M-vs-interactive for an unstamped row, must always be reached through
effective_oauth2_flow or resolve_oauth2_flow_for_request, and its M2M-shape branch
must not be weakened without accounting for those callers. Docstring-only; no logic
change

Raised by review on the stacked PR

* refactor(ui): extract oauth2FlowToFormValue helper for the MCP OAuth flow prefill

The edit form derived the OAuth Flow Type select value from the stored oauth2_flow
with a nested ternary duplicated at two call sites. Extract the mapping into a named
helper in types.tsx (next to getMcpOAuthMode and the flow constants): client_credentials
-> M2M, authorization_code -> Interactive, null/unset -> undefined so the select shows
its placeholder instead of a guessed default. The tool-config call site keeps its
null -> Interactive display fallback via a trailing ?? OAUTH_FLOW.INTERACTIVE, so
behavior is unchanged. Adds unit tests for the helper; the existing prefill/save tests
already cover the call sites

* feat(ui): surface and warn on an unset MCP oauth2_flow (server card + edit page)

An oauth2 MCP server whose oauth2_flow was never classified (legacy null row the
backfill left ambiguous) now advertises that it needs attention instead of silently
falling back. The server card shows an 'OAuth flow not set' warning tag for any
auth_type=oauth2 server with no oauth2_flow, so admins can spot them in the list
without opening each one. The edit page shows a warning alert directly under the new
OAuth Flow Type selector while the flow is unset, and it clears the moment a flow is
picked.

Delegate (delegate_auth_to_upstream) servers are excluded from both: they authenticate
via upstream PKCE passthrough and route to passthrough regardless of oauth2_flow, so
the M2M-vs-interactive classification does not apply and prompting for it would be a
false alarm. The edit page reads the delegate state from the watched switch when it is
mounted and falls back to the stored value otherwise (useWatch returns undefined for an
unmounted field).

Also adds end-to-end coverage of the null-flow chain the selector depends on:
build_mcp_server_from_table carries oauth2_flow=None verbatim into the GET response,
so the dashboard maps it to undefined and shows the placeholder rather than a guessed
default. Tests: backend null carry, the select prefill display for all three states,
the edit-page warning show/hide/clear-on-select and delegate exclusion, and the card
badge across oauth2/non-oauth2, stamped/unstamped, and delegate
---
 .../mcp_server/mcp_server_manager.py          |  13 +-
 .../mcp_server/test_mcp_server_manager.py     |  42 +++++
 .../mcp_tools/MCPServerCard.test.tsx          |  45 ++++++
 .../components/mcp_tools/MCPServerCard.tsx    |  20 ++-
 .../mcp_tools/mcp_server_edit.test.tsx        | 146 +++++++++++++++++-
 .../components/mcp_tools/mcp_server_edit.tsx  |  45 +++++-
 .../src/components/mcp_tools/types.test.tsx   |  16 ++
 .../src/components/mcp_tools/types.tsx        |  10 ++
 8 files changed, 323 insertions(+), 14 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/mcp_tools/MCPServerCard.test.tsx

diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index 61ba49729cd..d347c694366 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -608,12 +608,15 @@ def _resolve_oauth2_flow(
     ) -> Optional[Literal["client_credentials", "authorization_code"]]:
         """Infer oauth2_flow from field shape when the value is omitted.
 
-        Not called directly by security sites; they go through ``effective_oauth2_flow``
-        (boolean/enum decisions) or ``resolve_oauth2_flow_for_request`` (the egress object
-        backstop), which are the single choke points for request-time resolution. DB rows
+        SECURITY-SENSITIVE: this is the shape-inference engine both request-time security
+        helpers delegate to, so it is what decides M2M-vs-interactive for an unstamped row.
+        Always access it through ``effective_oauth2_flow`` (boolean/enum decisions) or
+        ``resolve_oauth2_flow_for_request`` (the egress object backstop), which are the single
+        choke points for request-time resolution; do not call it directly from security sites
+        and do not weaken its M2M-shape branch without accounting for those callers. DB rows
         are stamped at write time and by the startup backfill, config servers must declare
         oauth2_flow (validated at load), and both builds read the value verbatim via
-        ``_explicit_oauth2_flow``. Delete this whole request-time layer once the backstop
+        ``_explicit_oauth2_flow``. Delete this whole request-time layer only once the backstop
         warning stays silent in production.
         """
         if oauth2_flow in ("client_credentials", "authorization_code"):
@@ -4626,6 +4629,7 @@ async def _noop(session):
             authorization_url=server.authorization_url,
             token_url=server.token_url,
             registration_url=server.registration_url,
+            oauth2_flow=server.oauth2_flow,
             allow_all_keys=server.allow_all_keys,
             instructions=server.instructions,
             timeout=server.timeout,
@@ -4729,6 +4733,7 @@ def _build_mcp_server_table(self, server: MCPServer) -> LiteLLM_MCPServerTable:
             authorization_url=server.authorization_url,
             token_url=server.token_url,
             registration_url=server.registration_url,
+            oauth2_flow=server.oauth2_flow,
             allow_all_keys=server.allow_all_keys,
             available_on_public_internet=server.available_on_public_internet,
             delegate_auth_to_upstream=server.delegate_auth_to_upstream,
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index 306c74c0d83..e0e890558af 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -6282,3 +6282,45 @@ def test_resolve_for_request_null_m2m_shape_copies_client_credentials(self, capl
         assert "no persisted oauth2_flow" in joined
         assert "next proxy boot" not in joined
         assert "will NOT self-heal" in joined
+
+
+def test_build_mcp_server_table_carries_oauth2_flow():
+    """GET /v1/mcp/server (list and by-id) serves registry servers through this
+    conversion; dropping oauth2_flow here blinds the dashboard to the persisted
+    flow, so the edit page cannot prefill and M2M gating never activates."""
+    manager = MCPServerManager()
+    server = MCPServer(
+        server_id="flow-table-server",
+        name="flow_table_server",
+        server_name="flow_table_server",
+        alias="flow_table_server",
+        url="https://up.example.com/mcp",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2,
+        oauth2_flow="client_credentials",
+    )
+
+    table = manager._build_mcp_server_table(server)
+
+    assert table.oauth2_flow == "client_credentials"
+
+
+def test_build_mcp_server_table_carries_null_oauth2_flow():
+    """A legacy row the backfill left unstamped must surface as oauth2_flow=None in
+    the GET response, so the dashboard maps it to undefined and prompts the admin to
+    choose a flow rather than showing a guessed default."""
+    manager = MCPServerManager()
+    server = MCPServer(
+        server_id="null-flow-server",
+        name="null_flow_server",
+        server_name="null_flow_server",
+        alias="null_flow_server",
+        url="https://up.example.com/mcp",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2,
+        oauth2_flow=None,
+    )
+
+    table = manager._build_mcp_server_table(server)
+
+    assert table.oauth2_flow is None
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/MCPServerCard.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/MCPServerCard.test.tsx
new file mode 100644
index 00000000000..8463a23cc16
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/mcp_tools/MCPServerCard.test.tsx
@@ -0,0 +1,45 @@
+import React from "react";
+import { render, screen } from "@testing-library/react";
+import { describe, it, expect, vi } from "vitest";
+import MCPServerCard from "./MCPServerCard";
+import type { MCPServer } from "./types";
+
+const baseServer: MCPServer = {
+  server_id: "srv-1",
+  server_name: "demo_server",
+  alias: "demo_server",
+  transport: "http",
+  url: "https://example.com/mcp",
+  auth_type: "oauth2",
+} as MCPServer;
+
+function renderCard(overrides: Partial<MCPServer>) {
+  render(<MCPServerCard server={{ ...baseServer, ...overrides } as MCPServer} onClick={vi.fn()} />);
+}
+
+describe("MCPServerCard OAuth flow indicator", () => {
+  it("shows the 'OAuth flow not set' badge for an oauth2 server with no oauth2_flow", () => {
+    renderCard({ auth_type: "oauth2", oauth2_flow: null });
+    expect(screen.getByText("OAuth flow not set")).toBeInTheDocument();
+  });
+
+  it("does not show the badge once oauth2_flow is set (client_credentials)", () => {
+    renderCard({ auth_type: "oauth2", oauth2_flow: "client_credentials" });
+    expect(screen.queryByText("OAuth flow not set")).not.toBeInTheDocument();
+  });
+
+  it("does not show the badge once oauth2_flow is set (authorization_code)", () => {
+    renderCard({ auth_type: "oauth2", oauth2_flow: "authorization_code" });
+    expect(screen.queryByText("OAuth flow not set")).not.toBeInTheDocument();
+  });
+
+  it("does not show the badge for a non-oauth2 server", () => {
+    renderCard({ auth_type: "api_key", oauth2_flow: null });
+    expect(screen.queryByText("OAuth flow not set")).not.toBeInTheDocument();
+  });
+
+  it("does not show the badge for a delegate (PKCE passthrough) server", () => {
+    renderCard({ auth_type: "oauth2", oauth2_flow: null, delegate_auth_to_upstream: true });
+    expect(screen.queryByText("OAuth flow not set")).not.toBeInTheDocument();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/MCPServerCard.tsx b/ui/litellm-dashboard/src/components/mcp_tools/MCPServerCard.tsx
index 082024fc853..c16ad87980e 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/MCPServerCard.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/MCPServerCard.tsx
@@ -8,7 +8,7 @@ import {
   MoreOutlined,
   ThunderboltOutlined,
 } from "@ant-design/icons";
-import type { MCPServer } from "./types";
+import { AUTH_TYPE, type MCPServer } from "./types";
 import { getMaskedAndFullUrl } from "./utils";
 
 const { Text } = Typography;
@@ -57,6 +57,14 @@ const MCPServerCard: FC<MCPServerCardProps> = ({
   const transport = server.transport || "http";
   const displayTransport = server.spec_path && transport !== "stdio" ? "openapi" : transport;
   const authType = server.auth_type || "none";
+  // An oauth2 server with no persisted oauth2_flow was never classified as M2M vs
+  // interactive; flag it so an admin can set it from the edit page (see the OAuth
+  // Flow Type selector) instead of leaving LiteLLM to fall back to a default.
+  // Delegate (PKCE passthrough) servers authenticate upstream and route to
+  // passthrough regardless of oauth2_flow, so the classification does not apply to
+  // them and they are not flagged.
+  const oauthFlowUnset =
+    server.auth_type === AUTH_TYPE.OAUTH2 && !server.oauth2_flow && !server.delegate_auth_to_upstream;
   const status = server.status || "unknown";
   const healthTone = HEALTH_TONE[status] ?? HEALTH_TONE.unknown;
   const isPublic = server.available_on_public_internet;
@@ -203,6 +211,16 @@ const MCPServerCard: FC<MCPServerCardProps> = ({
         />
         <Tag className="m-0">{displayTransport.toUpperCase()}</Tag>
         <Tag className="m-0">{authType}</Tag>
+        {oauthFlowUnset && (
+          <Tooltip title="This OAuth server has no flow set (Machine-to-Machine vs Interactive). Open it and choose an OAuth Flow Type so LiteLLM authenticates it as you intend.">
+            <Tag color="warning" className="m-0">
+              <span className="inline-flex items-center gap-1">
+                <ExclamationCircleFilled />
+                OAuth flow not set
+              </span>
+            </Tag>
+          </Tooltip>
+        )}
         <Tag color={isPublic ? "green" : "orange"} className="m-0">
           <span className="inline-flex items-center gap-1">
             <span className={`h-1.5 w-1.5 rounded-full ${isPublic ? "bg-green-500" : "bg-orange-500"}`} />
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index 7671f29b5e6..7bf197f7784 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -1039,7 +1039,7 @@ describe("MCPServerEdit (OAuth token persistence on save)", () => {
   });
 });
 
-describe("MCPServerEdit oauth2_flow preservation", () => {
+describe("MCPServerEdit oauth2_flow selector", () => {
   beforeEach(() => {
     vi.clearAllMocks();
   });
@@ -1078,19 +1078,155 @@ describe("MCPServerEdit oauth2_flow preservation", () => {
     expect(payload).not.toHaveProperty("oauth2_flow");
   });
 
-  it("never writes oauth2_flow over an explicit client_credentials row", async () => {
+  it("re-writes an explicit client_credentials row with its own prefilled value", async () => {
     const payload = await saveAndGetPayload({
       oauth2_flow: "client_credentials",
       token_url: "https://idp.example.com/oauth/token",
     });
-    expect(payload).not.toHaveProperty("oauth2_flow");
+    expect(payload.oauth2_flow).toBe("client_credentials");
   });
 
-  it("never writes oauth2_flow over the DCR authorization_code stamp", async () => {
+  it("re-writes the DCR authorization_code stamp with its own prefilled value", async () => {
     const payload = await saveAndGetPayload({
       oauth2_flow: "authorization_code",
       token_url: "https://idp.example.com/oauth/token",
     });
-    expect(payload).not.toHaveProperty("oauth2_flow");
+    expect(payload.oauth2_flow).toBe("authorization_code");
+  });
+
+  it("persists client_credentials when the admin selects M2M on a legacy null-flow row", async () => {
+    vi.mocked(networking.updateMCPServer).mockResolvedValue({ ...interactiveOAuthServer });
+
+    render(
+      <MCPServerEdit
+        mcpServer={{
+          ...interactiveOAuthServer,
+          token_url: "https://idp.example.com/oauth/token",
+          oauth2_flow: null,
+        }}
+        accessToken="access-token"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+
+    await selectAntOption("OAuth Flow Type", "Machine-to-Machine (M2M)");
+
+    const saveButtons = screen.getAllByRole("button", { name: "Save Changes" });
+    await act(async () => {
+      fireEvent.click(saveButtons[0]);
+    });
+
+    await waitFor(() => {
+      expect(networking.updateMCPServer).toHaveBeenCalledTimes(1);
+    });
+
+    const [, payload] = vi.mocked(networking.updateMCPServer).mock.calls[0];
+    expect(payload.oauth2_flow).toBe("client_credentials");
+  });
+
+  it("persists authorization_code when the admin selects Interactive on a legacy null-flow row", async () => {
+    vi.mocked(networking.updateMCPServer).mockResolvedValue({ ...interactiveOAuthServer });
+
+    render(
+      <MCPServerEdit
+        mcpServer={{
+          ...interactiveOAuthServer,
+          token_url: "https://idp.example.com/oauth/token",
+          oauth2_flow: null,
+        }}
+        accessToken="access-token"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+
+    await selectAntOption("OAuth Flow Type", "Interactive (PKCE)");
+
+    const saveButtons = screen.getAllByRole("button", { name: "Save Changes" });
+    await act(async () => {
+      fireEvent.click(saveButtons[0]);
+    });
+
+    await waitFor(() => {
+      expect(networking.updateMCPServer).toHaveBeenCalledTimes(1);
+    });
+
+    const [, payload] = vi.mocked(networking.updateMCPServer).mock.calls[0];
+    expect(payload.oauth2_flow).toBe("authorization_code");
+  });
+});
+
+describe("MCPServerEdit OAuth flow prefill display", () => {
+  beforeEach(() => {
+    vi.clearAllMocks();
+  });
+
+  function renderEdit(server: Record<string, unknown>) {
+    render(
+      <MCPServerEdit
+        mcpServer={{ ...interactiveOAuthServer, ...server }}
+        accessToken="access-token"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+  }
+
+  it("shows the placeholder and preselects nothing for a null-flow server (prompts the user to define it)", () => {
+    renderEdit({ oauth2_flow: null, token_url: "https://idp.example.com/oauth/token" });
+
+    // The select renders its placeholder (undefined value), not a guessed option.
+    expect(screen.getByText("Select OAuth flow")).toBeInTheDocument();
+    // Neither flow is preselected as the current value.
+    expect(screen.queryByText("Machine-to-Machine (M2M)")).not.toBeInTheDocument();
+    expect(screen.queryByText("Interactive (PKCE)")).not.toBeInTheDocument();
+  });
+
+  it("prefills Machine-to-Machine (M2M) for a stored client_credentials server", () => {
+    renderEdit({ oauth2_flow: "client_credentials" });
+
+    expect(screen.getByText("Machine-to-Machine (M2M)")).toBeInTheDocument();
+    expect(screen.queryByText("Select OAuth flow")).not.toBeInTheDocument();
+  });
+
+  it("prefills Interactive (PKCE) for a stored authorization_code server", () => {
+    renderEdit({ oauth2_flow: "authorization_code" });
+
+    expect(screen.getByText("Interactive (PKCE)")).toBeInTheDocument();
+    expect(screen.queryByText("Select OAuth flow")).not.toBeInTheDocument();
+  });
+
+  it("warns when a server has no OAuth flow set", () => {
+    renderEdit({ oauth2_flow: null, token_url: "https://idp.example.com/oauth/token" });
+
+    expect(screen.getByText("This server has no OAuth flow set")).toBeInTheDocument();
+  });
+
+  it("does not warn when the flow is already set", () => {
+    renderEdit({ oauth2_flow: "client_credentials" });
+
+    expect(screen.queryByText("This server has no OAuth flow set")).not.toBeInTheDocument();
+  });
+
+  it("does not warn for a delegate (PKCE passthrough) server even with no flow set", () => {
+    renderEdit({ oauth2_flow: null, delegate_auth_to_upstream: true });
+
+    expect(screen.queryByText("This server has no OAuth flow set")).not.toBeInTheDocument();
+  });
+
+  it("clears the warning once the admin selects a flow", async () => {
+    renderEdit({ oauth2_flow: null, token_url: "https://idp.example.com/oauth/token" });
+
+    expect(screen.getByText("This server has no OAuth flow set")).toBeInTheDocument();
+
+    await selectAntOption("OAuth Flow Type", "Machine-to-Machine (M2M)");
+
+    await waitFor(() => {
+      expect(screen.queryByText("This server has no OAuth flow set")).not.toBeInTheDocument();
+    });
   });
 });
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index 413c7f1e11b..4bdec95fbb6 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -1,15 +1,17 @@
 import React, { useState, useEffect } from "react";
-import { Form, Select, Button as AntdButton, Tooltip, Input, InputNumber } from "antd";
+import { Form, Select, Button as AntdButton, Tooltip, Input, InputNumber, Alert } from "antd";
 import { InfoCircleOutlined } from "@ant-design/icons";
 import { Button, TabGroup, TabList, Tab, TabPanels, TabPanel } from "@tremor/react";
 import {
   AUTH_TYPE,
   OAUTH_FLOW,
   MCP_OAUTH2_FLOW_M2M,
+  MCP_OAUTH2_FLOW_INTERACTIVE,
   MCPServer,
   MCPServerCostInfo,
   TRANSPORT,
   getMcpOAuthMode,
+  oauth2FlowToFormValue,
 } from "./types";
 import { updateMCPServer, listMCPTools, storeMCPOAuthUserCredential } from "../networking";
 import { getToken, isTokenValid, setToken } from "@/utils/mcpTokenStore";
@@ -76,6 +78,11 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
   const isAwsSigV4AuthType = authType === AUTH_TYPE.AWS_SIGV4;
   const oauthFlowTypeValue = Form.useWatch("oauth_flow_type", form) as string | undefined;
   const isM2MFlow = isOAuthAuthType && oauthFlowTypeValue === OAUTH_FLOW.M2M;
+  // Watch reflects a live toggle when the delegate switch is mounted; fall back to
+  // the stored value otherwise (useWatch returns undefined for an unmounted field,
+  // the same trap the oauth_flow_type field originally hit).
+  const delegateAuthWatched = Form.useWatch("delegate_auth_to_upstream", form) as boolean | undefined;
+  const isDelegateAuth = delegateAuthWatched ?? Boolean(mcpServer.delegate_auth_to_upstream);
 
   // Watch form fields that affect tool fetching
   const currentUrl = Form.useWatch("url", form);
@@ -225,7 +232,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
       static_headers: initialStaticHeaders,
       env_vars: initialEnvVars,
       extra_headers: mcpServer.extra_headers || [],
-      oauth_flow_type: mcpServer.oauth2_flow === MCP_OAUTH2_FLOW_M2M ? OAUTH_FLOW.M2M : OAUTH_FLOW.INTERACTIVE,
+      oauth_flow_type: oauth2FlowToFormValue(mcpServer.oauth2_flow),
       token_validation_json: mcpServer.token_validation
         ? JSON.stringify(mcpServer.token_validation, null, 2)
         : undefined,
@@ -681,6 +688,12 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
             ? Boolean(oauthPassthroughRaw ?? mcpServer.oauth_passthrough)
             : false;
         })(),
+        ...(restValues.auth_type === AUTH_TYPE.OAUTH2 && restValues.oauth_flow_type
+          ? {
+              oauth2_flow:
+                restValues.oauth_flow_type === OAUTH_FLOW.M2M ? MCP_OAUTH2_FLOW_M2M : MCP_OAUTH2_FLOW_INTERACTIVE,
+            }
+          : {}),
         // Include token_validation when it is set (non-null) or when clearing an existing value
         ...(tokenValidation !== null || mcpServer.token_validation ? { token_validation: tokenValidation } : {}),
       };
@@ -929,6 +942,31 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
 
             {!isStdioTransport && isOAuthAuthType && (
               <>
+                <Form.Item
+                  label={
+                    <span className="text-sm font-medium text-gray-700 flex items-center">
+                      OAuth Flow Type
+                      <Tooltip title="Machine-to-Machine (M2M) authenticates with client credentials and no user interaction. Interactive (PKCE) authorizes each user in the browser and stores per-user tokens. Servers created before this field existed have no stored value; choose one to persist it.">
+                        <InfoCircleOutlined className="ml-2 text-blue-400 hover:text-blue-600 cursor-help" />
+                      </Tooltip>
+                    </span>
+                  }
+                  name="oauth_flow_type"
+                >
+                  <Select placeholder="Select OAuth flow">
+                    <Select.Option value={OAUTH_FLOW.M2M}>Machine-to-Machine (M2M)</Select.Option>
+                    <Select.Option value={OAUTH_FLOW.INTERACTIVE}>Interactive (PKCE)</Select.Option>
+                  </Select>
+                </Form.Item>
+                {!oauthFlowTypeValue && !isDelegateAuth && (
+                  <Alert
+                    type="warning"
+                    showIcon
+                    className="mb-4 rounded-lg"
+                    message="This server has no OAuth flow set"
+                    description="Choose Machine-to-Machine (M2M) or Interactive (PKCE) so LiteLLM authenticates it the way you intend, then save. Until it is set, LiteLLM falls back to interactive per-user auth and treats a machine-to-machine credential shape conservatively."
+                  />
+                )}
                 <Form.Item
                   label={
                     <span className="text-sm font-medium text-gray-700 flex items-center">
@@ -1262,8 +1300,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
                   auth_type: currentAuthType ?? mcpServer.auth_type,
                   mcp_info: mcpServer.mcp_info,
                   oauth_flow_type:
-                    oauthFlowTypeValue ??
-                    (mcpServer.oauth2_flow === MCP_OAUTH2_FLOW_M2M ? OAUTH_FLOW.M2M : OAUTH_FLOW.INTERACTIVE),
+                    oauthFlowTypeValue ?? oauth2FlowToFormValue(mcpServer.oauth2_flow) ?? OAUTH_FLOW.INTERACTIVE,
                   static_headers: currentStaticHeaders ?? mcpServer.static_headers,
                   credentials: currentCredentials,
                   authorization_url: currentAuthorizationUrl ?? mcpServer.authorization_url,
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx
index 6f050d22fb4..1fbb1388cbe 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx
@@ -7,6 +7,7 @@ import {
   handleTransport,
   handleAuth,
   getMcpOAuthMode,
+  oauth2FlowToFormValue,
 } from "./types";
 
 describe("handleTransport", () => {
@@ -126,3 +127,18 @@ describe("getMcpOAuthMode", () => {
     );
   });
 });
+
+describe("oauth2FlowToFormValue", () => {
+  it("maps client_credentials to the M2M select value", () => {
+    expect(oauth2FlowToFormValue(MCP_OAUTH2_FLOW_M2M)).toBe(OAUTH_FLOW.M2M);
+  });
+
+  it("maps authorization_code to the Interactive select value", () => {
+    expect(oauth2FlowToFormValue("authorization_code")).toBe(OAUTH_FLOW.INTERACTIVE);
+  });
+
+  it("returns undefined for a null/unset flow so the select shows its placeholder", () => {
+    expect(oauth2FlowToFormValue(null)).toBeUndefined();
+    expect(oauth2FlowToFormValue(undefined)).toBeUndefined();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
index ebf7c919b48..583191791a9 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
@@ -71,6 +71,16 @@ export function getMcpOAuthMode(s: {
   return s.delegate_auth_to_upstream ? "passthrough" : "obo";
 }
 
+// Map a server's stored `oauth2_flow` (the API value: client_credentials /
+// authorization_code / null) to the edit form's OAuth Flow Type select value.
+// A null/unset flow returns undefined so the select shows its placeholder rather
+// than a guessed default — an unstamped legacy row must be assigned explicitly.
+export function oauth2FlowToFormValue(oauth2Flow?: string | null): string | undefined {
+  if (oauth2Flow === MCP_OAUTH2_FLOW_M2M) return OAUTH_FLOW.M2M;
+  if (oauth2Flow) return OAUTH_FLOW.INTERACTIVE;
+  return undefined;
+}
+
 export const TRANSPORT = {
   SSE: "sse",
   HTTP: "http",

From 8c0e3c050906a2e94d47e7e52137ac901e969e8c Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Tue, 7 Jul 2026 12:06:43 -0700
Subject: [PATCH 079/370] test(ui): characterize DataTable behavior before
 shadcn reskin (#32208)

* test(ui): characterize DataTable behavior before shadcn reskin

Pins the shared view_logs DataTable contract with library-agnostic
queries ahead of the tremor-to-shadcn table migration: loading and
empty states, TanStack column defs with custom cell renderers,
onRowClick payload, both expansion render paths (colspan sub-component
and sibling child rows), the getRowCanExpand gate, and client-side
sorting on and off. These must pass unchanged after the reskin.

* test(ui): assert child rows hidden before expansion in DataTable test
---
 .../src/components/view_logs/table.test.tsx   | 159 +++++++++++++++++-
 1 file changed, 157 insertions(+), 2 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/view_logs/table.test.tsx b/ui/litellm-dashboard/src/components/view_logs/table.test.tsx
index da9bcef1455..7299d280769 100644
--- a/ui/litellm-dashboard/src/components/view_logs/table.test.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/table.test.tsx
@@ -1,6 +1,7 @@
 import type { ColumnDef } from "@tanstack/react-table";
-import { render, screen } from "@testing-library/react";
-import { describe, expect, it } from "vitest";
+import { render, screen, within } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import { describe, expect, it, vi } from "vitest";
 import { DataTable } from "./table";
 
 type Row = { request_id: string; a: string; b: string };
@@ -17,6 +18,20 @@ const unsizedColumns: ColumnDef<Row>[] = [
   { header: "B", accessorKey: "b" },
 ];
 
+const expanderColumn: ColumnDef<Row> = {
+  id: "expander",
+  header: () => null,
+  cell: ({ row }) =>
+    row.getCanExpand() ? (
+      <button
+        onClick={row.getToggleExpandedHandler()}
+        aria-label={`${row.getIsExpanded() ? "collapse" : "expand"} ${row.original.request_id}`}
+      >
+        {row.getIsExpanded() ? "collapse" : "expand"}
+      </button>
+    ) : null,
+};
+
 describe("DataTable column sizing", () => {
   it("min-widths the table to the column total and sizes every cell when columns declare sizes", () => {
     render(<DataTable data={data} columns={sizedColumns} />);
@@ -44,3 +59,143 @@ describe("DataTable column sizing", () => {
     }
   });
 });
+
+describe("DataTable states", () => {
+  it("shows the loading message instead of rows while loading", () => {
+    render(<DataTable data={data} columns={unsizedColumns} isLoading loadingMessage="Fetching things" />);
+
+    expect(screen.getByText("Fetching things")).toBeInTheDocument();
+    expect(screen.queryByText("alpha")).not.toBeInTheDocument();
+  });
+
+  it("shows the no-data message when there are no rows", () => {
+    render(<DataTable data={[]} columns={unsizedColumns} noDataMessage="Nothing here" />);
+
+    expect(screen.getByText("Nothing here")).toBeInTheDocument();
+  });
+
+  it("renders row data through plain TanStack column defs, including custom cell renderers", () => {
+    const columns: ColumnDef<Row>[] = [
+      { header: "A", accessorKey: "a" },
+      { header: "B", cell: ({ row }) => <span>custom:{row.original.b}</span> },
+    ];
+    render(<DataTable data={data} columns={columns} />);
+
+    expect(screen.getByText("alpha")).toBeInTheDocument();
+    expect(screen.getByText("custom:beta")).toBeInTheDocument();
+  });
+});
+
+describe("DataTable row interaction", () => {
+  it("fires onRowClick with the row's original data", async () => {
+    const user = userEvent.setup();
+    const onRowClick = vi.fn();
+    render(<DataTable data={data} columns={unsizedColumns} onRowClick={onRowClick} />);
+
+    await user.click(screen.getByText("alpha"));
+
+    expect(onRowClick).toHaveBeenCalledExactlyOnceWith(data[0]);
+  });
+});
+
+describe("DataTable expansion", () => {
+  const rows: Row[] = [
+    { request_id: "r1", a: "alpha", b: "beta" },
+    { request_id: "r2", a: "gamma", b: "delta" },
+  ];
+
+  it("toggles the sub-component in a full-width cell (colspan path)", async () => {
+    const user = userEvent.setup();
+    render(
+      <DataTable
+        data={rows}
+        columns={[expanderColumn, ...unsizedColumns]}
+        getRowCanExpand={() => true}
+        renderSubComponent={({ row }) => <div>details for {row.original.request_id}</div>}
+      />,
+    );
+
+    expect(screen.queryByText("details for r1")).not.toBeInTheDocument();
+
+    await user.click(screen.getByRole("button", { name: "expand r1" }));
+    const details = screen.getByText("details for r1");
+    expect(details).toBeInTheDocument();
+    expect(screen.queryByText("details for r2")).not.toBeInTheDocument();
+
+    const detailCell = details.closest("td");
+    expect(detailCell).toHaveAttribute("colspan", "3");
+
+    await user.click(screen.getByRole("button", { name: "collapse r1" }));
+    expect(screen.queryByText("details for r1")).not.toBeInTheDocument();
+  });
+
+  it("renders child rows as sibling table rows (child-rows path)", async () => {
+    const user = userEvent.setup();
+    render(
+      <DataTable
+        data={rows}
+        columns={[expanderColumn, ...unsizedColumns]}
+        getRowCanExpand={() => true}
+        renderChildRows={({ row }) => (
+          <tr>
+            <td colSpan={3}>child of {row.original.request_id}</td>
+          </tr>
+        )}
+      />,
+    );
+
+    expect(screen.queryByText("child of r2")).not.toBeInTheDocument();
+
+    await user.click(screen.getByRole("button", { name: "expand r2" }));
+
+    const childCell = screen.getByText("child of r2");
+    expect(childCell.closest("tr")).not.toBeNull();
+    expect(within(screen.getByRole("table")).getByText("child of r2")).toBeInTheDocument();
+  });
+
+  it("does not expand rows when getRowCanExpand is missing even if a renderer is provided", () => {
+    render(
+      <DataTable
+        data={rows}
+        columns={[expanderColumn, ...unsizedColumns]}
+        renderSubComponent={({ row }) => <div>details for {row.original.request_id}</div>}
+      />,
+    );
+
+    expect(screen.queryByRole("button", { name: "expand r1" })).not.toBeInTheDocument();
+  });
+});
+
+describe("DataTable sorting", () => {
+  const rows: Row[] = [
+    { request_id: "r1", a: "bravo", b: "2" },
+    { request_id: "r2", a: "alpha", b: "1" },
+    { request_id: "r3", a: "charlie", b: "3" },
+  ];
+
+  const firstColumnValues = () =>
+    screen
+      .getAllByRole("row")
+      .slice(1)
+      .map((row) => within(row).getAllByRole("cell")[0].textContent);
+
+  it("leaves row order untouched when sorting is disabled", async () => {
+    const user = userEvent.setup();
+    render(<DataTable data={rows} columns={unsizedColumns} />);
+
+    await user.click(screen.getByText("A"));
+
+    expect(firstColumnValues()).toEqual(["bravo", "alpha", "charlie"]);
+  });
+
+  it("sorts ascending then descending on header clicks when enabled", async () => {
+    const user = userEvent.setup();
+    render(<DataTable data={rows} columns={unsizedColumns} enableSorting />);
+
+    await user.click(screen.getByText("A"));
+    expect(firstColumnValues()).toEqual(["alpha", "bravo", "charlie"]);
+
+    await user.click(screen.getByText("A"));
+    expect(firstColumnValues()).toEqual(["charlie", "bravo", "alpha"]);
+  });
+});

From a43f128a7444ce4687f07d3f90b2fe5cae86e447 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng@berri.ai>
Date: Tue, 7 Jul 2026 12:51:20 -0700
Subject: [PATCH 080/370] test(e2e): add coverage registry and collector
 (#32304)

Introduce the e2e coverage denominator: 282 behavior cells across the six
tracking modules (LLMs, MCPs, Management/UI, Reliability & Performance,
Logging & Guardrails, Other), one validated YAML row each, plus a collector
that diffs the registry against @pytest.mark.covers markers and reports
coverage per module.

The registry rows validate against a pydantic discriminated union so a row
cannot carry a field from another module. The collector is static: a
collect-only pass reads the markers, so it runs no test and needs no live
proxy. Register the covers marker suite-wide so that pass works under
--strict-markers.

This is a draft for review. Tiers are proposed rather than signed off, and a
few cells still need a support check or a prune.
---
 tests/e2e/conftest.py                         |   4 +
 tests/e2e/coverage_registry/README.md         |  55 ++++++
 tests/e2e/coverage_registry/__init__.py       |   8 +
 tests/e2e/coverage_registry/collector.py      | 156 ++++++++++++++++++
 tests/e2e/coverage_registry/guardrail.yaml    |  29 ++++
 .../coverage_registry/llm_conversational.yaml |  53 ++++++
 .../llm_nonconversational.yaml                |  45 +++++
 tests/e2e/coverage_registry/logging.yaml      |  25 +++
 tests/e2e/coverage_registry/mcp.yaml          | 113 +++++++++++++
 tests/e2e/coverage_registry/mgmt.yaml         |  67 ++++++++
 tests/e2e/coverage_registry/other.yaml        |  28 ++++
 tests/e2e/coverage_registry/registry.py       |  26 +++
 tests/e2e/coverage_registry/reliability.yaml  |  30 ++++
 tests/e2e/coverage_registry/schema.py         | 107 ++++++++++++
 tests/e2e/coverage_registry/test_collector.py |  91 ++++++++++
 15 files changed, 837 insertions(+)
 create mode 100644 tests/e2e/coverage_registry/README.md
 create mode 100644 tests/e2e/coverage_registry/__init__.py
 create mode 100644 tests/e2e/coverage_registry/collector.py
 create mode 100644 tests/e2e/coverage_registry/guardrail.yaml
 create mode 100644 tests/e2e/coverage_registry/llm_conversational.yaml
 create mode 100644 tests/e2e/coverage_registry/llm_nonconversational.yaml
 create mode 100644 tests/e2e/coverage_registry/logging.yaml
 create mode 100644 tests/e2e/coverage_registry/mcp.yaml
 create mode 100644 tests/e2e/coverage_registry/mgmt.yaml
 create mode 100644 tests/e2e/coverage_registry/other.yaml
 create mode 100644 tests/e2e/coverage_registry/registry.py
 create mode 100644 tests/e2e/coverage_registry/reliability.yaml
 create mode 100644 tests/e2e/coverage_registry/schema.py
 create mode 100644 tests/e2e/coverage_registry/test_collector.py

diff --git a/tests/e2e/conftest.py b/tests/e2e/conftest.py
index cc95c7538dd..9ca5840df24 100644
--- a/tests/e2e/conftest.py
+++ b/tests/e2e/conftest.py
@@ -33,6 +33,10 @@ def pytest_configure(config: pytest.Config) -> None:
         "markers",
         "e2e: live test that requires a running proxy and real provider keys",
     )
+    config.addinivalue_line(
+        "markers",
+        "covers(cell_id, *, exercised_on=()): coverage-registry cell(s) this test covers",
+    )
 
 
 def _liveness_reason(label: str, base_url: str) -> str | None:
diff --git a/tests/e2e/coverage_registry/README.md b/tests/e2e/coverage_registry/README.md
new file mode 100644
index 00000000000..a8aab3fcfbc
--- /dev/null
+++ b/tests/e2e/coverage_registry/README.md
@@ -0,0 +1,55 @@
+# e2e coverage registry
+
+This directory is the **denominator** for e2e test coverage: the set of behaviors we
+want covered, one row per behavior, checked into the repo so coverage is a number we
+can track instead of a guess. It implements the plan in the "E2E Coverage Tracking"
+note; the naming grammar lives in `tests/e2e/CLAUDE.md`.
+
+## The model
+
+A **cell** is one customer-noticeable behavior a single e2e test can assert pass/fail
+on, for example `llm.chat_completions.bedrock_converse.tool_use.stream.works`. Cells are
+grouped `module > feature > test`, six dashboard modules in all. Each cell carries a
+tier (P0/P1/P2), a source, and a `fail_before_fix` flag.
+
+The rows live in per-prefix YAML files (`llm_*.yaml`, `mgmt.yaml`, `mcp.yaml`,
+`reliability.yaml`, `logging.yaml`, `guardrail.yaml`, `other.yaml`) and validate against
+the discriminated union in `schema.py`, so an LLM row cannot carry a guardrail field and
+vice versa. `logging` and `guardrail` are two id-prefixes that roll up into the single
+"Logging & Guardrails" dashboard module.
+
+A test declares what it covers with a marker:
+
+```python
+@pytest.mark.covers("llm.chat_completions.openai.tool_use.stream.works")
+def test_openai_streaming_tool_calls(self) -> None:
+    ...
+```
+
+## The number
+
+`collector.py` diffs the registry against those markers and reports coverage per module.
+It is static: a collect-only pass reads the markers, so it runs no test and needs no live
+proxy. Whether a covered cell currently passes or fails is a separate, live concern.
+
+```
+cd tests/e2e && PYTHONPATH=. python -m coverage_registry.collector
+```
+
+The headline is P0 coverage. The collector also lists markers that point at ids not in
+the registry, so a typo or an unenumerated behavior surfaces instead of being silently
+dropped.
+
+## Status: this is a draft for review
+
+The cells were enumerated from the codebase and the tiers are a first proposal. Known
+things to settle before treating the set as final:
+
+- tiers are proposed, not signed off; 125 P0 is a lot to prove fail-before-fix, so P0 may
+  want tightening
+- a few cells need a support check or a prune (for example `llm.embeddings.anthropic.*`
+  and `reliability.perf.throughput.under_slo`)
+- auth is covered in two places (`other.auth.*` and the mgmt authz assertions); the
+  boundary needs a decision, and the auth cluster may deserve promotion to its own module
+- the P2 "niche" cells each stand in for a large tail of integrations/providers by design,
+  so the denominator is deliberately P0-weighted rather than a full inventory
diff --git a/tests/e2e/coverage_registry/__init__.py b/tests/e2e/coverage_registry/__init__.py
new file mode 100644
index 00000000000..959b3327194
--- /dev/null
+++ b/tests/e2e/coverage_registry/__init__.py
@@ -0,0 +1,8 @@
+"""The e2e coverage registry: the denominator for e2e test coverage.
+
+`schema.py` defines one validated row per customer-noticeable behavior (a "cell").
+The `*.yaml` files hold the rows, one file per id-prefix. `registry.py` loads and
+validates them; `collector.py` diffs the registry against the `@pytest.mark.covers`
+markers on the live tests and reports coverage per module. See tests/e2e/CLAUDE.md
+for the naming grammar.
+"""
diff --git a/tests/e2e/coverage_registry/collector.py b/tests/e2e/coverage_registry/collector.py
new file mode 100644
index 00000000000..cc2ce16e3ea
--- /dev/null
+++ b/tests/e2e/coverage_registry/collector.py
@@ -0,0 +1,156 @@
+"""Diff the registry (denominator) against the @pytest.mark.covers markers on the
+live tests (numerator) and report coverage per module.
+
+Coverage here is static: it reads the markers via a collect-only pass, so it runs
+no test and needs no live proxy. Whether a covered cell currently passes or fails
+(covered_pass vs covered_fail) is a separate, live concern layered on top later.
+
+    cd tests/e2e && PYTHONPATH=. python -m coverage_registry.collector
+"""
+
+from __future__ import annotations
+
+import contextlib
+import io
+import sys
+from dataclasses import dataclass
+from pathlib import Path
+
+import pytest
+
+from .registry import load_registry
+from .schema import MODULE_ORDER, ROLLUP, Cell, Tier
+
+E2E_DIR = Path(__file__).resolve().parent.parent
+
+
+class _CoversSink:
+    """Pytest plugin: after collection, capture every cell id declared via
+    @pytest.mark.covers(...), plus any nodes that failed to import."""
+
+    def __init__(self) -> None:
+        self.covered_ids: frozenset[str] = frozenset()
+        self.collection_errors: tuple[str, ...] = ()
+
+    def pytest_collection_finish(self, session: pytest.Session) -> None:
+        self.covered_ids = frozenset(
+            arg
+            for item in session.items
+            for marker in item.iter_markers(name="covers")
+            for arg in marker.args
+            if isinstance(arg, str)
+        )
+
+    def pytest_collectreport(self, report: pytest.CollectReport) -> None:
+        if report.failed:
+            self.collection_errors = (*self.collection_errors, report.nodeid)
+
+
+def collect_covered_ids(e2e_dir: Path = E2E_DIR) -> tuple[frozenset[str], tuple[str, ...]]:
+    """Return (covered cell ids, nodeids that failed to import)."""
+    sink = _CoversSink()
+    with contextlib.redirect_stdout(io.StringIO()):
+        pytest.main(
+            ["--collect-only", "-qq", "--continue-on-collection-errors", "-p", "no:cacheprovider", str(e2e_dir)],
+            plugins=[sink],
+        )
+    return sink.covered_ids, sink.collection_errors
+
+
+@dataclass(frozen=True, slots=True)
+class ModuleCoverage:
+    module: str
+    total: int
+    covered: int
+    p0_total: int
+    p0_covered: int
+
+
+@dataclass(frozen=True, slots=True)
+class CoverageReport:
+    modules: tuple[ModuleCoverage, ...]
+    total: int
+    covered: int
+    p0_total: int
+    p0_covered: int
+    p0_gaps: tuple[str, ...]
+    orphan_markers: tuple[str, ...]
+    collection_errors: tuple[str, ...]
+
+
+def _module_coverage(module: str, cells: tuple[Cell, ...], covered: frozenset[str]) -> ModuleCoverage:
+    in_module = tuple(c for c in cells if ROLLUP[c.module] == module)
+    p0 = tuple(c for c in in_module if c.tier is Tier.P0)
+    return ModuleCoverage(
+        module=module,
+        total=len(in_module),
+        covered=sum(1 for c in in_module if c.id in covered),
+        p0_total=len(p0),
+        p0_covered=sum(1 for c in p0 if c.id in covered),
+    )
+
+
+def compute_coverage(
+    cells: tuple[Cell, ...],
+    covered: frozenset[str],
+    collection_errors: tuple[str, ...] = (),
+) -> CoverageReport:
+    p0_cells = tuple(c for c in cells if c.tier is Tier.P0)
+    registry_ids = frozenset(c.id for c in cells)
+    return CoverageReport(
+        modules=tuple(_module_coverage(m, cells, covered) for m in MODULE_ORDER),
+        total=len(cells),
+        covered=sum(1 for c in cells if c.id in covered),
+        p0_total=len(p0_cells),
+        p0_covered=sum(1 for c in p0_cells if c.id in covered),
+        p0_gaps=tuple(sorted(c.id for c in p0_cells if c.id not in covered)),
+        orphan_markers=tuple(sorted(covered - registry_ids)),
+        collection_errors=collection_errors,
+    )
+
+
+def _row(label: str, covered: int, total: int, p0_covered: int, p0_total: int) -> str:
+    frac = f"{covered}/{total}"
+    p0 = f"{p0_covered}/{p0_total}"
+    return f"{label:30}{frac:>12}{p0:>14}"
+
+
+def render(report: CoverageReport) -> str:
+    rows = tuple(_row(m.module, m.covered, m.total, m.p0_covered, m.p0_total) for m in report.modules)
+    pct = (100.0 * report.p0_covered / report.p0_total) if report.p0_total else 0.0
+    lines = (
+        f"{'MODULE':30}{'COVERED':>12}{'P0 COVERED':>14}",
+        *rows,
+        "-" * 56,
+        _row("ALL", report.covered, report.total, report.p0_covered, report.p0_total),
+        "",
+        f"Headline (P0 coverage): {report.p0_covered}/{report.p0_total}  ({pct:.1f}%)",
+    )
+    orphans = (
+        (
+            f"\n{len(report.orphan_markers)} marker(s) point at ids not in the registry "
+            f"(reconcile: fix the marker or add the cell):\n  " + "\n  ".join(report.orphan_markers),
+        )
+        if report.orphan_markers
+        else ()
+    )
+    warning = (
+        (
+            f"\nWARNING: {len(report.collection_errors)} node(s) failed to import during "
+            f"collection, so coverage may undercount:\n  " + "\n  ".join(report.collection_errors),
+        )
+        if report.collection_errors
+        else ()
+    )
+    return "\n".join((*lines, *orphans, *warning))
+
+
+def main() -> int:
+    cells = load_registry()
+    covered, errors = collect_covered_ids()
+    print(render(compute_coverage(cells, covered, errors)))  # noqa: T201  # CLI entrypoint output
+    return 0
+
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/tests/e2e/coverage_registry/guardrail.yaml b/tests/e2e/coverage_registry/guardrail.yaml
new file mode 100644
index 00000000000..792cbaaff7c
--- /dev/null
+++ b/tests/e2e/coverage_registry/guardrail.yaml
@@ -0,0 +1,29 @@
+# Guardrail enforcement (behavior features). Grounded in litellm/proxy/guardrails/guardrail_hooks/.
+# Rolls up into the "Logging & Guardrails" dashboard module together with logging.*
+- {id: guardrail.presidio.pre_call.masks, module: guardrail, tier: P0, hook_point: pre_call, assertions: [masks], exercised_on: [chat_completions, messages], source: "guardrail_hooks/presidio.py", rationale: "PII masking pre-call; data-leak blast radius"}
+- {id: guardrail.presidio.post_call.masks, module: guardrail, tier: P0, hook_point: post_call, assertions: [masks], exercised_on: [chat_completions, messages], source: "guardrail_hooks/presidio.py", rationale: "Mask PII in model output"}
+- {id: guardrail.presidio.logging_only.masks, module: guardrail, tier: P0, hook_point: logging_only, assertions: [masks], exercised_on: [chat_completions, messages], source: "guardrail_hooks/presidio.py", rationale: "Redact in logs without blocking"}
+- {id: guardrail.bedrock.pre_call.blocks, module: guardrail, tier: P0, hook_point: pre_call, assertions: [blocks], exercised_on: [chat_completions], source: "guardrail_hooks/bedrock_guardrails.py", rationale: "AWS content guardrail blocks harmful input"}
+- {id: guardrail.bedrock.during.blocks, module: guardrail, tier: P0, hook_point: during, assertions: [blocks], exercised_on: [chat_completions], source: "guardrail_hooks/bedrock_guardrails.py", rationale: "During-call moderation for streaming"}
+- {id: guardrail.bedrock.post_call.blocks, module: guardrail, tier: P0, hook_point: post_call, assertions: [blocks], exercised_on: [chat_completions], source: "guardrail_hooks/bedrock_guardrails.py", rationale: "Block harmful output"}
+- {id: guardrail.lakera.pre_call.blocks, module: guardrail, tier: P0, hook_point: pre_call, assertions: [blocks], exercised_on: [chat_completions, messages], source: "guardrail_hooks/lakera_ai_v2.py", rationale: "Prompt-injection block pre-execution"}
+- {id: guardrail.lakera.post_call.blocks, module: guardrail, tier: P0, hook_point: post_call, assertions: [blocks], exercised_on: [chat_completions], source: "guardrail_hooks/lakera_ai_v2.py", rationale: "Post-call injection on multi-turn chains"}
+- {id: guardrail.openai_moderations.pre_call.blocks, module: guardrail, tier: P0, hook_point: pre_call, assertions: [blocks], exercised_on: [chat_completions, messages], source: "guardrail_hooks/openai/moderations.py", rationale: "Content policy for regulated industries"}
+- {id: guardrail.aim.pre_call.blocks, module: guardrail, tier: P1, hook_point: pre_call, assertions: [blocks], exercised_on: [chat_completions, messages], source: "guardrail_hooks/aim/aim.py", rationale: "Security guardrail malicious-input"}
+- {id: guardrail.aim.post_call.blocks, module: guardrail, tier: P1, hook_point: post_call, assertions: [blocks], exercised_on: [chat_completions], source: "guardrail_hooks/aim/aim.py", rationale: "Output security check"}
+- {id: guardrail.ibm_guardrails.pre_call.blocks, module: guardrail, tier: P1, hook_point: pre_call, assertions: [blocks], exercised_on: [chat_completions], source: "guardrail_hooks/ibm_guardrails/ibm_detector.py", rationale: "Enterprise multi-policy"}
+- {id: guardrail.ibm_guardrails.post_call.blocks, module: guardrail, tier: P1, hook_point: post_call, assertions: [blocks], exercised_on: [chat_completions], source: "guardrail_hooks/ibm_guardrails/ibm_detector.py", rationale: "Output policy validation"}
+- {id: guardrail.semantic_guard.pre_call.blocks, module: guardrail, tier: P1, hook_point: pre_call, assertions: [blocks], exercised_on: [chat_completions], source: "guardrail_hooks/semantic_guard", rationale: "Semantic policy compliance"}
+- {id: guardrail.block_code_execution.pre_call.blocks, module: guardrail, tier: P1, hook_point: pre_call, assertions: [blocks], exercised_on: [chat_completions], source: "guardrail_hooks/block_code_execution", rationale: "Code-injection prevention"}
+- {id: guardrail.tool_permission.pre_call.allows, module: guardrail, tier: P1, hook_point: pre_call, assertions: [allows], exercised_on: [chat_completions], source: "guardrail_hooks/tool_permission.py", rationale: "Grant allowed tools"}
+- {id: guardrail.tool_permission.pre_call.blocks, module: guardrail, tier: P1, hook_point: pre_call, assertions: [blocks], exercised_on: [chat_completions], source: "guardrail_hooks/tool_permission.py", rationale: "Block unauthorized tools"}
+- {id: guardrail.microsoft_purview.pre_call.blocks, module: guardrail, tier: P1, hook_point: pre_call, assertions: [blocks], exercised_on: [chat_completions], source: "guardrail_hooks/microsoft_purview/purview_dlp.py", rationale: "DLP sensitive-data disclosure"}
+- {id: guardrail.headroom.pre_call.blocks, module: guardrail, tier: P1, hook_point: pre_call, assertions: [blocks], exercised_on: [chat_completions], source: "guardrail_hooks/headroom/headroom.py", rationale: "Anomaly detection threshold"}
+- {id: guardrail.generic_guardrail_api.pre_call.blocks, module: guardrail, tier: P1, hook_point: pre_call, assertions: [blocks], exercised_on: [chat_completions], source: "guardrail_hooks/generic_guardrail_api/generic_guardrail_api.py", rationale: "Vendor-agnostic custom API"}
+- {id: guardrail.pangea.pre_call.blocks, module: guardrail, tier: P1, hook_point: pre_call, assertions: [blocks], exercised_on: [chat_completions], source: "guardrail_hooks/pangea/pangea.py", rationale: "API security + DLP"}
+- {id: guardrail.niche_providers.pre_call.blocks, module: guardrail, tier: P2, hook_point: pre_call, assertions: [blocks], exercised_on: [chat_completions], source: grammar, rationale: "SMOKE cohort: lasso/hiddenlayer/model_armor/qualifire/guardrails_ai/cato/cisco/akto/prompt_security/promptguard/zscaler/vigil/etc"}
+- {id: guardrail.niche_providers.post_call.blocks, module: guardrail, tier: P2, hook_point: post_call, assertions: [blocks], exercised_on: [chat_completions], source: grammar, rationale: "SMOKE niche output filtering"}
+- {id: guardrail.niche_providers.pre_call.allows, module: guardrail, tier: P2, hook_point: pre_call, assertions: [allows], exercised_on: [chat_completions], source: grammar, rationale: "SMOKE niche allow-path passthrough"}
+- {id: guardrail.tool_policy.pre_call.blocks, module: guardrail, tier: P2, hook_point: pre_call, assertions: [blocks], exercised_on: [chat_completions], source: "guardrail_hooks/tool_policy/tool_policy_guardrail.py", rationale: "Tool-use policy enforcement"}
+- {id: guardrail.mcp_security.pre_call.blocks, module: guardrail, tier: P2, hook_point: pre_call, assertions: [blocks], exercised_on: [mcp_operations], source: "guardrail_hooks/mcp_security", rationale: "MCP protocol security"}
+- {id: guardrail.llm_as_a_judge.pre_call.blocks, module: guardrail, tier: P2, hook_point: pre_call, assertions: [blocks], exercised_on: [chat_completions], source: "guardrail_hooks/llm_as_a_judge", rationale: "LLM-based judgment guardrail"}
diff --git a/tests/e2e/coverage_registry/llm_conversational.yaml b/tests/e2e/coverage_registry/llm_conversational.yaml
new file mode 100644
index 00000000000..365776da8bf
--- /dev/null
+++ b/tests/e2e/coverage_registry/llm_conversational.yaml
@@ -0,0 +1,53 @@
+# LLM conversational endpoints (chat_completions, messages, responses). Grounded in proxy handlers + model_prices json.
+- {id: llm.chat_completions.openai.basic.nonstream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "proxy_server.py:8455", rationale: "Core endpoint/route/capability"}
+- {id: llm.chat_completions.openai.basic.stream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: openai, capability: basic, streaming: stream, assertions: [works], source: "proxy_server.py:8455", rationale: "Core streaming"}
+- {id: llm.chat_completions.openai.basic.nonstream.cost_logged, module: llm, tier: P0, subject_endpoint: chat_completions, route: openai, capability: basic, streaming: nonstream, assertions: [works, cost_logged], source: "proxy_server.py:8455", rationale: "Cost logging regression catch"}
+- {id: llm.chat_completions.openai.tool_use.nonstream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: openai, capability: tool_use, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "OpenAI function_calling; high usage"}
+- {id: llm.chat_completions.openai.tool_use.stream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: openai, capability: tool_use, streaming: stream, assertions: [works], source: "model_prices json", rationale: "Tool calls over streaming"}
+- {id: llm.chat_completions.openai.vision.nonstream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: openai, capability: vision, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "gpt-4o vision; high usage"}
+- {id: llm.chat_completions.openai.prompt_cache_5m.nonstream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: openai, capability: prompt_cache_5m, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Prompt caching cost optimization"}
+- {id: llm.chat_completions.openai.thinking.nonstream.works, module: llm, tier: P1, subject_endpoint: chat_completions, route: openai, capability: thinking, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "o-series reasoning; emerging"}
+- {id: llm.chat_completions.openai.structured_output.nonstream.works, module: llm, tier: P1, subject_endpoint: chat_completions, route: openai, capability: structured_output, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "response_schema extraction"}
+- {id: llm.chat_completions.anthropic.basic.nonstream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: anthropic, capability: basic, streaming: nonstream, assertions: [works], source: "proxy_server.py:8455", rationale: "P0 route translated to Anthropic"}
+- {id: llm.chat_completions.anthropic.basic.stream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: anthropic, capability: basic, streaming: stream, assertions: [works], source: "proxy_server.py:8455", rationale: "Streaming translation"}
+- {id: llm.chat_completions.anthropic.tool_use.nonstream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: anthropic, capability: tool_use, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Claude tool_use; high usage"}
+- {id: llm.chat_completions.anthropic.tool_use.stream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: anthropic, capability: tool_use, streaming: stream, assertions: [works], source: "model_prices json", rationale: "Streaming tool calls"}
+- {id: llm.chat_completions.anthropic.vision.nonstream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: anthropic, capability: vision, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Claude vision; high usage"}
+- {id: llm.chat_completions.anthropic.prompt_cache_5m.nonstream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: anthropic, capability: prompt_cache_5m, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Claude prompt caching"}
+- {id: llm.chat_completions.anthropic.thinking.nonstream.works, module: llm, tier: P1, subject_endpoint: chat_completions, route: anthropic, capability: thinking, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Claude extended thinking"}
+- {id: llm.chat_completions.anthropic.structured_output.nonstream.works, module: llm, tier: P1, subject_endpoint: chat_completions, route: anthropic, capability: structured_output, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Claude response_schema"}
+- {id: llm.chat_completions.bedrock_converse.basic.nonstream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: bedrock_converse, capability: basic, streaming: nonstream, assertions: [works], source: "proxy_server.py:8455", rationale: "P0 route; Bedrock Converse unified"}
+- {id: llm.chat_completions.bedrock_converse.basic.stream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: bedrock_converse, capability: basic, streaming: stream, assertions: [works], source: "proxy_server.py:8455", rationale: "Streaming over Converse"}
+- {id: llm.chat_completions.bedrock_converse.tool_use.nonstream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: bedrock_converse, capability: tool_use, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Converse function_calling; AWS adoption"}
+- {id: llm.chat_completions.bedrock_converse.vision.nonstream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: bedrock_converse, capability: vision, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Bedrock vision (Anthropic/Nova)"}
+- {id: llm.chat_completions.bedrock_converse.prompt_cache_5m.nonstream.works, module: llm, tier: P1, subject_endpoint: chat_completions, route: bedrock_converse, capability: prompt_cache_5m, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Anthropic-on-Bedrock caching"}
+- {id: llm.chat_completions.bedrock_converse.thinking.nonstream.works, module: llm, tier: P1, subject_endpoint: chat_completions, route: bedrock_converse, capability: thinking, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Anthropic thinking on Bedrock"}
+- {id: llm.chat_completions.vertex.basic.nonstream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: vertex, capability: basic, streaming: nonstream, assertions: [works], source: "proxy_server.py:8455", rationale: "P0 route; Vertex AI"}
+- {id: llm.chat_completions.vertex.basic.stream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: vertex, capability: basic, streaming: stream, assertions: [works], source: "proxy_server.py:8455", rationale: "Streaming over Vertex"}
+- {id: llm.chat_completions.vertex.tool_use.nonstream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: vertex, capability: tool_use, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Vertex Gemini function_calling"}
+- {id: llm.chat_completions.vertex.vision.nonstream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: vertex, capability: vision, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Gemini vision"}
+- {id: llm.chat_completions.vertex.prompt_cache_5m.nonstream.works, module: llm, tier: P1, subject_endpoint: chat_completions, route: vertex, capability: prompt_cache_5m, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Vertex Gemini prompt caching"}
+- {id: llm.chat_completions.azure_openai.basic.nonstream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: azure_openai, capability: basic, streaming: nonstream, assertions: [works], source: "proxy_server.py:8455", rationale: "P0 route; Azure OpenAI deployments"}
+- {id: llm.chat_completions.azure_openai.tool_use.nonstream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: azure_openai, capability: tool_use, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Azure OpenAI function_calling"}
+- {id: llm.chat_completions.azure_foundry.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: chat_completions, route: azure_foundry, capability: basic, streaming: nonstream, assertions: [works], source: "proxy_server.py:8455", rationale: "Azure Foundry (azure_ai); newer, smoke"}
+- {id: llm.messages.anthropic.basic.nonstream.works, module: llm, tier: P0, subject_endpoint: messages, route: anthropic, capability: basic, streaming: nonstream, assertions: [works], source: "anthropic_endpoints/endpoints.py:64", rationale: "Core endpoint; Anthropic Messages native"}
+- {id: llm.messages.anthropic.basic.stream.works, module: llm, tier: P0, subject_endpoint: messages, route: anthropic, capability: basic, streaming: stream, assertions: [works], source: "anthropic_endpoints/endpoints.py:64", rationale: "Streaming Messages API"}
+- {id: llm.messages.anthropic.basic.nonstream.cost_logged, module: llm, tier: P0, subject_endpoint: messages, route: anthropic, capability: basic, streaming: nonstream, assertions: [works, cost_logged], source: "anthropic_endpoints/endpoints.py:64", rationale: "Cost logged on passthrough"}
+- {id: llm.messages.anthropic.tool_use.nonstream.works, module: llm, tier: P0, subject_endpoint: messages, route: anthropic, capability: tool_use, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Tool calls via Messages API"}
+- {id: llm.messages.anthropic.tool_use.stream.works, module: llm, tier: P0, subject_endpoint: messages, route: anthropic, capability: tool_use, streaming: stream, assertions: [works], source: "model_prices json", rationale: "Streaming tool calls"}
+- {id: llm.messages.anthropic.vision.nonstream.works, module: llm, tier: P0, subject_endpoint: messages, route: anthropic, capability: vision, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Vision via Messages API"}
+- {id: llm.messages.anthropic.prompt_cache_5m.nonstream.works, module: llm, tier: P0, subject_endpoint: messages, route: anthropic, capability: prompt_cache_5m, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Prompt caching via Messages API"}
+- {id: llm.messages.anthropic.thinking.nonstream.works, module: llm, tier: P1, subject_endpoint: messages, route: anthropic, capability: thinking, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Extended thinking via Messages API"}
+- {id: llm.responses.openai.basic.nonstream.works, module: llm, tier: P0, subject_endpoint: responses, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "response_api_endpoints/endpoints.py:26", rationale: "Core endpoint; OpenAI Responses native"}
+- {id: llm.responses.openai.basic.stream.works, module: llm, tier: P0, subject_endpoint: responses, route: openai, capability: basic, streaming: stream, assertions: [works], source: "response_api_endpoints/endpoints.py:26", rationale: "Streaming via /v1/responses"}
+- {id: llm.responses.openai.basic.nonstream.cost_logged, module: llm, tier: P0, subject_endpoint: responses, route: openai, capability: basic, streaming: nonstream, assertions: [works, cost_logged], source: "response_api_endpoints/endpoints.py:26", rationale: "Cost logged on responses"}
+- {id: llm.responses.openai.tool_use.nonstream.works, module: llm, tier: P0, subject_endpoint: responses, route: openai, capability: tool_use, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Tool calls via Responses API"}
+- {id: llm.responses.openai.vision.nonstream.works, module: llm, tier: P0, subject_endpoint: responses, route: openai, capability: vision, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Vision via Responses API"}
+- {id: llm.responses.anthropic.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: responses, route: anthropic, capability: basic, streaming: nonstream, assertions: [works], source: "response_api_endpoints/endpoints.py:26", rationale: "Responses w/ Anthropic translation (smoke)"}
+- {id: llm.responses.anthropic.tool_use.nonstream.works, module: llm, tier: P1, subject_endpoint: responses, route: anthropic, capability: tool_use, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Responses tool calls w/ Anthropic"}
+- {id: llm.responses.bedrock_converse.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: responses, route: bedrock_converse, capability: basic, streaming: nonstream, assertions: [works], source: "response_api_endpoints/endpoints.py:26", rationale: "Responses w/ Bedrock Converse (smoke)"}
+- {id: llm.responses.bedrock_converse.tool_use.nonstream.works, module: llm, tier: P1, subject_endpoint: responses, route: bedrock_converse, capability: tool_use, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Responses tool calls w/ Converse"}
+- {id: llm.responses.vertex.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: responses, route: vertex, capability: basic, streaming: nonstream, assertions: [works], source: "response_api_endpoints/endpoints.py:26", rationale: "Responses w/ Vertex (smoke)"}
+- {id: llm.responses.vertex.tool_use.nonstream.works, module: llm, tier: P1, subject_endpoint: responses, route: vertex, capability: tool_use, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Responses tool calls w/ Vertex"}
+- {id: llm.responses.azure_openai.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: responses, route: azure_openai, capability: basic, streaming: nonstream, assertions: [works], source: "response_api_endpoints/endpoints.py:26", rationale: "Responses w/ Azure OpenAI (smoke)"}
+- {id: llm.responses.azure_openai.tool_use.nonstream.works, module: llm, tier: P1, subject_endpoint: responses, route: azure_openai, capability: tool_use, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Responses tool calls w/ Azure OpenAI"}
diff --git a/tests/e2e/coverage_registry/llm_nonconversational.yaml b/tests/e2e/coverage_registry/llm_nonconversational.yaml
new file mode 100644
index 00000000000..b01b219476d
--- /dev/null
+++ b/tests/e2e/coverage_registry/llm_nonconversational.yaml
@@ -0,0 +1,45 @@
+# LLM non-conversational endpoints. Grounded in litellm/proxy endpoints + llms/ handlers.
+- {id: llm.embeddings.openai.basic.nonstream.works, module: llm, tier: P0, subject_endpoint: embeddings, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "test_embeddings_endpoint_e2e.py:23", rationale: "Core endpoint, live vector response"}
+- {id: llm.embeddings.openai.basic.nonstream.cost_logged, module: llm, tier: P0, subject_endpoint: embeddings, route: openai, capability: basic, streaming: nonstream, assertions: [cost_logged], source: "SPEND_TRACKING_COVERAGE_MATRIX.md:34", rationale: "Cost tracking on embeddings"}
+- {id: llm.embeddings.azure_openai.basic.nonstream.works, module: llm, tier: P0, subject_endpoint: embeddings, route: azure_openai, capability: basic, streaming: nonstream, assertions: [works], source: "llms/azure/azure.py", rationale: "Azure embeddings via translation"}
+- {id: llm.embeddings.bedrock.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: embeddings, route: bedrock_converse, capability: basic, streaming: nonstream, assertions: [works], source: "llms/bedrock/embed/embedding.py", rationale: "Bedrock Titan embeddings"}
+- {id: llm.embeddings.vertex.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: embeddings, route: vertex, capability: basic, streaming: nonstream, assertions: [works], source: "vertex_embeddings/embedding_handler.py", rationale: "Vertex embeddings"}
+- {id: llm.embeddings.cohere.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: embeddings, route: cohere, capability: basic, streaming: nonstream, assertions: [works], source: "llms/cohere/embed/handler.py", rationale: "Cohere embeddings"}
+- {id: llm.embeddings.anthropic.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: embeddings, route: anthropic, capability: basic, streaming: nonstream, assertions: [works], source: "llms/anthropic/chat/handler.py", rationale: "Anthropic vector API (verify support)"}
+- {id: llm.batches.openai.create.nonstream.works, module: llm, tier: P0, subject_endpoint: batches, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "test_batches_e2e.py", rationale: "Core batch create"}
+- {id: llm.batches.openai.retrieve.nonstream.works, module: llm, tier: P0, subject_endpoint: batches, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "test_batches_e2e.py", rationale: "Batch retrieve, id round-trip + status"}
+- {id: llm.batches.openai.cancel.nonstream.works, module: llm, tier: P0, subject_endpoint: batches, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "test_batches_e2e.py", rationale: "Batch cancel"}
+- {id: llm.batches.openai.list.nonstream.works, module: llm, tier: P0, subject_endpoint: batches, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "test_batches_e2e.py", rationale: "Batch list envelope"}
+- {id: llm.batches.openai.file_lifecycle.nonstream.works, module: llm, tier: P0, subject_endpoint: batches, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "test_batches_e2e.py", rationale: "File upload/retrieve/delete for batch flow"}
+- {id: llm.batches.openai_encoded.basic.nonstream.works, module: llm, tier: P0, subject_endpoint: batches, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "batches/capabilities.py", rationale: "Encoded scenario lifecycle"}
+- {id: llm.batches.openai_unified.basic.nonstream.works, module: llm, tier: P0, subject_endpoint: batches, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "batches/capabilities.py", rationale: "Unified/managed-id scenario"}
+- {id: llm.batches.openai_model_param.basic.nonstream.works, module: llm, tier: P0, subject_endpoint: batches, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "batches/capabilities.py", rationale: "Model-param scenario"}
+- {id: llm.batches.openai_provider_fallback.basic.nonstream.works, module: llm, tier: P0, subject_endpoint: batches, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "batches/capabilities.py", rationale: "Provider-fallback raw-id scenario"}
+- {id: llm.batches.azure_openai.basic.nonstream.works, module: llm, tier: P0, subject_endpoint: batches, route: azure_openai, capability: basic, streaming: nonstream, assertions: [works], source: "batches/capabilities.py:98", rationale: "Azure batches all scenarios"}
+- {id: llm.batches.vertex.basic.nonstream.works, module: llm, tier: P0, subject_endpoint: batches, route: vertex, capability: basic, streaming: nonstream, assertions: [works], source: "batches/capabilities.py:98", rationale: "Vertex batches"}
+- {id: llm.batches.bedrock.basic.nonstream.works, module: llm, tier: P0, subject_endpoint: batches, route: bedrock_converse, capability: basic, streaming: nonstream, assertions: [works], source: "batches/capabilities.py:98", rationale: "Bedrock batches (encoded/unified only)"}
+- {id: llm.batches.openai.key_model_access_denied.nonstream.works, module: llm, tier: P0, subject_endpoint: batches, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "test_batches_e2e.py", rationale: "Key model restriction 403 on upload/create"}
+- {id: llm.files.openai.upload.nonstream.works, module: llm, tier: P0, subject_endpoint: files, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "openai_files_endpoints/files_endpoints.py:46", rationale: "File upload returns OpenAIFileObject"}
+- {id: llm.files.openai.retrieve.nonstream.works, module: llm, tier: P0, subject_endpoint: files, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "files_endpoints.py", rationale: "File retrieve by id"}
+- {id: llm.files.openai.delete.nonstream.works, module: llm, tier: P0, subject_endpoint: files, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "files_endpoints.py", rationale: "File delete returns deleted=true"}
+- {id: llm.files.openai.list.nonstream.works, module: llm, tier: P0, subject_endpoint: files, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "files_endpoints.py", rationale: "File list paginated"}
+- {id: llm.files.azure_openai.upload.nonstream.works, module: llm, tier: P0, subject_endpoint: files, route: azure_openai, capability: basic, streaming: nonstream, assertions: [works], source: "batches/capabilities.py:45", rationale: "Azure file upload managed backend"}
+- {id: llm.files.vertex.upload.nonstream.works, module: llm, tier: P0, subject_endpoint: files, route: vertex, capability: basic, streaming: nonstream, assertions: [works], source: "batches/capabilities.py:52", rationale: "Vertex file upload to GCS"}
+- {id: llm.files.bedrock.upload.nonstream.works, module: llm, tier: P0, subject_endpoint: files, route: bedrock_converse, capability: basic, streaming: nonstream, assertions: [works], source: "batches/capabilities.py:59", rationale: "Bedrock file upload to S3"}
+- {id: llm.rerank.cohere.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: rerank, route: cohere, capability: basic, streaming: nonstream, assertions: [works], source: "test_rerank_e2e.py:29", rationale: "Cohere rerank, top_n + relevance_score"}
+- {id: llm.rerank.bedrock.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: rerank, route: bedrock_converse, capability: basic, streaming: nonstream, assertions: [works], source: "llms/bedrock/rerank/handler.py", rationale: "Bedrock rerank"}
+- {id: llm.rerank.together_ai.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: rerank, route: together_ai, capability: basic, streaming: nonstream, assertions: [works], source: "llms/together_ai/rerank/handler.py", rationale: "Together rerank"}
+- {id: llm.images_generations.openai.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: images_generations, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "test_image_generation_e2e.py:22", rationale: "OpenAI image gen, b64/url"}
+- {id: llm.images_generations.azure_openai.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: images_generations, route: azure_openai, capability: basic, streaming: nonstream, assertions: [works], source: "llms/azure/azure.py", rationale: "Azure DALL-E"}
+- {id: llm.images_generations.vertex.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: images_generations, route: vertex, capability: basic, streaming: nonstream, assertions: [works], source: "vertex_ai/image_generation/image_generation_handler.py", rationale: "Vertex Imagen"}
+- {id: llm.images_generations.bedrock.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: images_generations, route: bedrock_converse, capability: basic, streaming: nonstream, assertions: [works], source: "bedrock/image_generation/image_handler.py", rationale: "Bedrock Titan Image"}
+- {id: llm.images_generations.black_forest_labs.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: images_generations, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "black_forest_labs/image_generation/handler.py", rationale: "BFL Flux via OpenAI-compat"}
+- {id: llm.audio_speech.openai.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: audio_speech, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "test_audio_speech_e2e.py:22", rationale: "OpenAI TTS binary audio"}
+- {id: llm.audio_speech.openai.basic.stream.works, module: llm, tier: P1, subject_endpoint: audio_speech, route: openai, capability: basic, streaming: stream, assertions: [works], source: "proxy_server.py:9043", rationale: "TTS streaming chunk generator"}
+- {id: llm.audio_speech.azure_openai.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: audio_speech, route: azure_openai, capability: basic, streaming: nonstream, assertions: [works], source: "llms/azure/azure.py", rationale: "Azure TTS"}
+- {id: llm.audio_speech.vertex.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: audio_speech, route: vertex, capability: basic, streaming: nonstream, assertions: [works], source: "vertex_ai/text_to_speech/text_to_speech_handler.py", rationale: "Vertex TTS"}
+- {id: llm.audio_transcriptions.openai.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: audio_transcriptions, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "openai/transcriptions/handler.py", rationale: "OpenAI Whisper"}
+- {id: llm.audio_transcriptions.azure_openai.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: audio_transcriptions, route: azure_openai, capability: basic, streaming: nonstream, assertions: [works], source: "azure/audio_transcriptions.py", rationale: "Azure STT"}
+- {id: llm.audio_transcriptions.soniox.basic.nonstream.works, module: llm, tier: P2, subject_endpoint: audio_transcriptions, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "soniox/audio_transcription/handler.py", rationale: "Soniox via OpenAI-compat (smoke)"}
+- {id: llm.audio_transcriptions.nvidia_riva.basic.nonstream.works, module: llm, tier: P2, subject_endpoint: audio_transcriptions, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "nvidia_riva/audio_transcription/handler.py", rationale: "NVIDIA Riva (smoke)"}
+- {id: llm.moderations.openai.basic.nonstream.works, module: llm, tier: P1, subject_endpoint: moderations, route: openai, capability: basic, streaming: nonstream, assertions: [works], source: "proxy_server.py", rationale: "OpenAI moderations (only provider)"}
diff --git a/tests/e2e/coverage_registry/logging.yaml b/tests/e2e/coverage_registry/logging.yaml
new file mode 100644
index 00000000000..65ab8f0096f
--- /dev/null
+++ b/tests/e2e/coverage_registry/logging.yaml
@@ -0,0 +1,25 @@
+# Logging integration delivery (behavior features). Grounded in litellm/integrations/.
+- {id: logging.langfuse.success.logs_spend, module: logging, tier: P0, event: success, assertions: [logs_spend], exercised_on: [chat_completions, messages, embeddings], source: "integrations/langfuse/langfuse.py", rationale: "Primary tracing backend; cost accuracy"}
+- {id: logging.langfuse.failure.logs_spend, module: logging, tier: P0, event: failure, assertions: [logs_spend], exercised_on: [chat_completions, messages], source: "integrations/langfuse/langfuse.py", rationale: "Failure path must still track spend"}
+- {id: logging.langfuse.stream.logs_spend, module: logging, tier: P0, event: stream, assertions: [logs_spend], exercised_on: [chat_completions, messages], source: "integrations/langfuse/langfuse.py", rationale: "Streaming token counts aggregate"}
+- {id: logging.s3.success.writes_object, module: logging, tier: P0, event: success, assertions: [writes_object], exercised_on: [chat_completions, messages, embeddings], source: "integrations/s3_v2.py", rationale: "Primary audit trail; batch flush no-drop"}
+- {id: logging.s3.failure.writes_object, module: logging, tier: P0, event: failure, assertions: [writes_object], exercised_on: [chat_completions, messages], source: "integrations/s3_v2.py", rationale: "Failed calls persisted for compliance"}
+- {id: logging.gcs_bucket.success.writes_object, module: logging, tier: P0, event: success, assertions: [writes_object], exercised_on: [chat_completions, messages, embeddings], source: "integrations/gcs_bucket/gcs_bucket.py", rationale: "GCS parallel to S3"}
+- {id: logging.datadog.success.exports_metric, module: logging, tier: P0, event: success, assertions: [exports_metric], exercised_on: [chat_completions, messages, embeddings], source: "integrations/datadog/datadog.py", rationale: "Powers dashboards/alerts; cardinality regressions common"}
+- {id: logging.datadog.failure.exports_metric, module: logging, tier: P0, event: failure, assertions: [exports_metric], exercised_on: [chat_completions], source: "integrations/datadog/datadog.py", rationale: "Failure metrics for alerting/SLO"}
+- {id: logging.prometheus.success.exports_metric, module: logging, tier: P0, event: success, assertions: [exports_metric], exercised_on: [chat_completions, messages, embeddings], source: "integrations/prometheus.py", rationale: "Standard OSS metrics; per-key cardinality (existing e2e)"}
+- {id: logging.otel.success.exports_metric, module: logging, tier: P0, event: success, assertions: [exports_metric], exercised_on: [chat_completions, messages, embeddings], source: "integrations/otel/logger.py", rationale: "OTEL spans on every call path"}
+- {id: logging.otel.failure.exports_metric, module: logging, tier: P0, event: failure, assertions: [exports_metric], exercised_on: [chat_completions, messages], source: "integrations/otel/logger.py", rationale: "Error spans for observability continuity"}
+- {id: logging.braintrust.success.logs_spend, module: logging, tier: P1, event: success, assertions: [logs_spend], exercised_on: [chat_completions, messages], source: "integrations/braintrust_logging.py", rationale: "Evals platform spend"}
+- {id: logging.langsmith.success.logs_spend, module: logging, tier: P1, event: success, assertions: [logs_spend], exercised_on: [chat_completions, messages], source: "integrations/langsmith.py", rationale: "LangChain ecosystem"}
+- {id: logging.arize.success.logs_spend, module: logging, tier: P1, event: success, assertions: [logs_spend], exercised_on: [chat_completions, embeddings], source: "integrations/arize/arize.py", rationale: "ML-ops observability"}
+- {id: logging.mlflow.success.logs_spend, module: logging, tier: P1, event: success, assertions: [logs_spend], exercised_on: [chat_completions], source: "integrations/mlflow.py", rationale: "Experiment tracking cost/run"}
+- {id: logging.opik.success.logs_spend, module: logging, tier: P1, event: success, assertions: [logs_spend], exercised_on: [chat_completions], source: "integrations/opik/opik.py", rationale: "Eval platform spend/case"}
+- {id: logging.openmeter.success.exports_metric, module: logging, tier: P1, event: success, assertions: [exports_metric], exercised_on: [chat_completions, messages, embeddings], source: "integrations/openmeter.py", rationale: "Usage metering for billing"}
+- {id: logging.literal_ai.success.logs_spend, module: logging, tier: P1, event: success, assertions: [logs_spend], exercised_on: [chat_completions, messages], source: "integrations/literal_ai.py", rationale: "Tracing platform spend"}
+- {id: logging.posthog.success.exports_metric, module: logging, tier: P1, event: success, assertions: [exports_metric], exercised_on: [chat_completions, messages], source: "integrations/posthog.py", rationale: "Product analytics batching"}
+- {id: logging.azure_storage.success.writes_object, module: logging, tier: P1, event: success, assertions: [writes_object], exercised_on: [chat_completions, messages], source: "integrations/azure_storage/azure_storage.py", rationale: "Azure blob for enterprise"}
+- {id: logging.cloudzero.success.logs_spend, module: logging, tier: P1, event: success, assertions: [logs_spend], exercised_on: [chat_completions], source: "integrations/cloudzero/cloudzero.py", rationale: "Cost ops correlation"}
+- {id: logging.focus.success.writes_object, module: logging, tier: P1, event: success, assertions: [writes_object], exercised_on: [chat_completions, messages], source: "integrations/focus/focus_logger.py", rationale: "Cost mgmt multi-destination export"}
+- {id: logging.niche_integrations.success.logs_spend, module: logging, tier: P2, event: success, assertions: [logs_spend], exercised_on: [chat_completions], source: grammar, rationale: "SMOKE cohort: athina/galileo/deepeval/langtrace/weave/lunary/humanloop/traceloop/helicone/argilla/newrelic/sqs/supabase/dynamodb/agentops/lago/etc"}
+- {id: logging.niche_integrations.failure.logs_spend, module: logging, tier: P2, event: failure, assertions: [logs_spend], exercised_on: [chat_completions], source: grammar, rationale: "SMOKE niche failure path"}
diff --git a/tests/e2e/coverage_registry/mcp.yaml b/tests/e2e/coverage_registry/mcp.yaml
new file mode 100644
index 00000000000..d477b257cb0
--- /dev/null
+++ b/tests/e2e/coverage_registry/mcp.yaml
@@ -0,0 +1,113 @@
+# MCP module. Grounded in litellm/proxy/_experimental/mcp_server/. See tests/e2e/CLAUDE.md for the grammar.
+- id: mcp.list_tools.api_key.succeeds
+  module: mcp
+  tier: P0
+  operation: list_tools
+  auth_family: api_key
+  assertions: [succeeds]
+  source: "server.py:637"
+  rationale: Core operation; most common auth path; high usage
+- id: mcp.list_tools.api_key.denied_without_permission
+  module: mcp
+  tier: P0
+  operation: list_tools
+  auth_family: api_key
+  assertions: [denied_without_permission]
+  source: "mcp_server_manager.py:1409"
+  rationale: Permission guard is high blast-radius; multi-tenant safety
+- id: mcp.call_tool.api_key.succeeds
+  module: mcp
+  tier: P0
+  operation: call_tool
+  auth_family: api_key
+  assertions: [succeeds]
+  source: "server.py:849"
+  rationale: Primary operation; customer-critical; high usage
+- id: mcp.call_tool.api_key.denied_without_permission
+  module: mcp
+  tier: P0
+  operation: call_tool
+  auth_family: api_key
+  assertions: [denied_without_permission]
+  source: "rest_endpoints.py:305-386"
+  rationale: Tool-level permission guard; multi-tenant safety
+- id: mcp.list_tools.bearer.succeeds
+  module: mcp
+  tier: P1
+  operation: list_tools
+  auth_family: bearer
+  assertions: [succeeds]
+  source: "server.py:662"
+  rationale: OAuth/bearer token flow; upstream delegation
+- id: mcp.call_tool.bearer.succeeds
+  module: mcp
+  tier: P1
+  operation: call_tool
+  auth_family: bearer
+  assertions: [succeeds]
+  source: "server.py:886"
+  rationale: Bearer token forwarding for tool invocation
+- id: mcp.list_tools.oauth.succeeds
+  module: mcp
+  tier: P1
+  operation: list_tools
+  auth_family: oauth
+  assertions: [succeeds]
+  source: "rest_endpoints.py:138-188"
+  rationale: Interactive OAuth2 flow; live token management
+- id: mcp.call_tool.oauth.succeeds
+  module: mcp
+  tier: P1
+  operation: call_tool
+  auth_family: oauth
+  assertions: [succeeds]
+  source: "db.py user_oauth_credential lookup"
+  rationale: OAuth2 token passthrough; per-user credential storage
+- id: mcp.list_tools.none.succeeds
+  module: mcp
+  tier: P1
+  operation: list_tools
+  auth_family: none
+  assertions: [succeeds]
+  source: "mcp_server_manager.py:1485-1492"
+  rationale: Public/anonymous servers; delegate_auth_to_upstream
+- id: mcp.call_tool.none.succeeds
+  module: mcp
+  tier: P1
+  operation: call_tool
+  auth_family: none
+  assertions: [succeeds]
+  source: "rest_endpoints.py:305-334"
+  rationale: No upstream auth required; demo servers
+- id: mcp.get_prompt.api_key.succeeds
+  module: mcp
+  tier: P1
+  operation: get_prompt
+  auth_family: api_key
+  assertions: [succeeds]
+  source: "server.py:1042"
+  rationale: Prompt op; same auth stack as tools
+- id: mcp.read_resource.api_key.succeeds
+  module: mcp
+  tier: P1
+  operation: read_resource
+  auth_family: api_key
+  assertions: [succeeds]
+  source: "server.py:1177"
+  rationale: Resource op; same permission model as tools
+- id: mcp.list_prompts.api_key.succeeds
+  module: mcp
+  tier: P2
+  operation: list_prompts
+  auth_family: api_key
+  assertions: [succeeds]
+  source: "server.py:993"
+  rationale: Smoke-level; same auth stack as list_tools
+- id: mcp.list_resources.api_key.succeeds
+  module: mcp
+  tier: P2
+  operation: list_resources
+  auth_family: api_key
+  assertions: [succeeds]
+  source: "server.py:1089"
+  rationale: Smoke; rarely used; same auth model as tools
diff --git a/tests/e2e/coverage_registry/mgmt.yaml b/tests/e2e/coverage_registry/mgmt.yaml
new file mode 100644
index 00000000000..8971a0cb42c
--- /dev/null
+++ b/tests/e2e/coverage_registry/mgmt.yaml
@@ -0,0 +1,67 @@
+# Management/UI endpoint features. Grounded in litellm/proxy/management_endpoints/.
+- {id: mgmt.key.generate.persists, module: mgmt, tier: P0, surface: api, assertions: [persists], source: "key_management_endpoints.py:1444", rationale: "API key survives DB roundtrip"}
+- {id: mgmt.key.generate.admin_only, module: mgmt, tier: P0, surface: api, assertions: [admin_only], source: "key_management_endpoints.py:1444", rationale: "Only master/team-admin creates keys"}
+- {id: mgmt.key.generate.happy_path, module: mgmt, tier: P0, surface: ui, assertions: [happy_path], source: "ui_sso.py:420", rationale: "SSO-driven key gen (UI path)"}
+- {id: mgmt.key.update.persists, module: mgmt, tier: P0, surface: api, assertions: [persists], source: "key_management_endpoints.py:2462", rationale: "Budget/model changes persist"}
+- {id: mgmt.key.update.admin_only, module: mgmt, tier: P0, surface: api, assertions: [admin_only], source: "key_management_endpoints.py:2462", rationale: "Non-admin cannot escalate perms"}
+- {id: mgmt.key.delete.persists, module: mgmt, tier: P0, surface: api, assertions: [persists], source: "key_management_endpoints.py:3122", rationale: "Deletion revokes future calls"}
+- {id: mgmt.key.delete.admin_only, module: mgmt, tier: P0, surface: api, assertions: [admin_only], source: "key_management_endpoints.py:3122", rationale: "Non-owner cannot delete"}
+- {id: mgmt.key.info.persists, module: mgmt, tier: P0, surface: api, assertions: [persists], source: "key_management_endpoints.py:3380", rationale: "Info reflects all writes"}
+- {id: mgmt.team.new.persists, module: mgmt, tier: P0, surface: api, assertions: [persists], source: "team_endpoints.py:897", rationale: "team_id/alias/budgets stored"}
+- {id: mgmt.team.new.admin_only, module: mgmt, tier: P0, surface: api, assertions: [admin_only], source: "team_endpoints.py:897", rationale: "Only org-admin/master creates teams"}
+- {id: mgmt.team.member_add.persists, module: mgmt, tier: P0, surface: api, assertions: [persists], source: "team_endpoints.py:2424", rationale: "Membership + per-member budget persist"}
+- {id: mgmt.team.member_add.member_forbidden, module: mgmt, tier: P0, surface: api, assertions: [member_forbidden], source: "team_endpoints.py:2424", rationale: "Non-admin forbidden to add"}
+- {id: mgmt.team.member_delete.persists, module: mgmt, tier: P0, surface: api, assertions: [persists], source: "team_endpoints.py:2800", rationale: "Removal revokes team key access"}
+- {id: mgmt.team.member_delete.member_forbidden, module: mgmt, tier: P0, surface: api, assertions: [member_forbidden], source: "team_endpoints.py:2800", rationale: "Non-admin forbidden to remove"}
+- {id: mgmt.budget.new.persists, module: mgmt, tier: P0, surface: api, assertions: [persists], source: "budget_management_endpoints.py:40", rationale: "max/soft/reset windows persist"}
+- {id: mgmt.budget.new.admin_only, module: mgmt, tier: P0, surface: api, assertions: [admin_only], source: "budget_management_endpoints.py:40", rationale: "Requires master/admin"}
+- {id: mgmt.model.add.persists, module: mgmt, tier: P0, surface: api, assertions: [persists], source: "model_management_endpoints.py:1201", rationale: "Registration persists for routing"}
+- {id: mgmt.model.add.admin_only, module: mgmt, tier: P0, surface: api, assertions: [admin_only], source: "model_management_endpoints.py:1201", rationale: "Non-admin cannot inject model config"}
+- {id: mgmt.user.new.happy_path, module: mgmt, tier: P0, surface: api, assertions: [happy_path], source: "internal_user_endpoints.py:360", rationale: "User creation full cycle"}
+- {id: mgmt.key.list.happy_path, module: mgmt, tier: P1, surface: api, assertions: [happy_path], source: "key_management_endpoints.py:5119", rationale: "Key inventory pagination"}
+- {id: mgmt.key.block.persists, module: mgmt, tier: P1, surface: api, assertions: [persists], source: "key_management_endpoints.py:5849", rationale: "Blocked stays blocked on restart"}
+- {id: mgmt.key.unblock.persists, module: mgmt, tier: P1, surface: api, assertions: [persists], source: "key_management_endpoints.py:5960", rationale: "Unblock restores access"}
+- {id: mgmt.key.regenerate.happy_path, module: mgmt, tier: P1, surface: api, assertions: [happy_path], source: "key_management_endpoints.py:6071", rationale: "Rotation: new works, old invalid"}
+- {id: mgmt.key.health.happy_path, module: mgmt, tier: P1, surface: api, assertions: [happy_path], source: "key_management_endpoints.py:4292", rationale: "Key health endpoint"}
+- {id: mgmt.key.bulk_update.happy_path, module: mgmt, tier: P1, surface: api, assertions: [happy_path], source: "key_management_endpoints.py:2677", rationale: "Batch key updates"}
+- {id: mgmt.team.update.persists, module: mgmt, tier: P1, surface: api, assertions: [persists], source: "team_endpoints.py:1582", rationale: "Metadata/budget updates persist"}
+- {id: mgmt.team.delete.persists, module: mgmt, tier: P1, surface: api, assertions: [persists], source: "team_endpoints.py:1750", rationale: "Deletion prevents key access"}
+- {id: mgmt.team.block.persists, module: mgmt, tier: P1, surface: api, assertions: [persists], source: "team_endpoints.py", rationale: "Block suspends all members"}
+- {id: mgmt.team.info.happy_path, module: mgmt, tier: P1, surface: api, assertions: [happy_path], source: "team_endpoints.py:2244", rationale: "Metadata+members+budgets"}
+- {id: mgmt.team.list.happy_path, module: mgmt, tier: P1, surface: api, assertions: [happy_path], source: "team_endpoints.py:3645", rationale: "Pagination/filtering"}
+- {id: mgmt.team.member_update.persists, module: mgmt, tier: P1, surface: api, assertions: [persists], source: "team_endpoints.py:2768", rationale: "Member budget/role updates persist"}
+- {id: mgmt.user.update.persists, module: mgmt, tier: P1, surface: api, assertions: [persists], source: "internal_user_endpoints.py:555", rationale: "Metadata/perm updates persist"}
+- {id: mgmt.user.delete.persists, module: mgmt, tier: P1, surface: api, assertions: [persists], source: "internal_user_endpoints.py:640", rationale: "Deletion revokes keys+teams"}
+- {id: mgmt.user.list.happy_path, module: mgmt, tier: P1, surface: api, assertions: [happy_path], source: "internal_user_endpoints.py:475", rationale: "Admin view all users"}
+- {id: mgmt.user.info.happy_path, module: mgmt, tier: P1, surface: api, assertions: [happy_path], source: "internal_user_endpoints.py:440", rationale: "Roles/perms/team membership"}
+- {id: mgmt.organization.new.happy_path, module: mgmt, tier: P1, surface: api, assertions: [happy_path], source: "organization_endpoints.py:403", rationale: "Org for multi-tenant isolation"}
+- {id: mgmt.organization.update.persists, module: mgmt, tier: P1, surface: api, assertions: [persists], source: "organization_endpoints.py:545", rationale: "Org metadata updates persist"}
+- {id: mgmt.organization.delete.persists, module: mgmt, tier: P1, surface: api, assertions: [persists], source: "organization_endpoints.py:710", rationale: "Cascades to teams/keys"}
+- {id: mgmt.organization.member_add.happy_path, module: mgmt, tier: P1, surface: api, assertions: [happy_path], source: "organization_endpoints.py:835", rationale: "Org member onboarding"}
+- {id: mgmt.customer.new.happy_path, module: mgmt, tier: P1, surface: api, assertions: [happy_path], source: "customer_endpoints.py:372", rationale: "End-user for spend tracking"}
+- {id: mgmt.customer.delete.persists, module: mgmt, tier: P1, surface: api, assertions: [persists], source: "customer_endpoints.py:480", rationale: "Removes from spend tracking"}
+- {id: mgmt.end_user.new.happy_path, module: mgmt, tier: P1, surface: api, assertions: [happy_path], source: "customer_endpoints.py:730", rationale: "End-user create (synonym)"}
+- {id: mgmt.tag.new.happy_path, module: mgmt, tier: P1, surface: api, assertions: [happy_path], source: "tag_management_endpoints.py:160", rationale: "Tag for spend categorization"}
+- {id: mgmt.tag.list.happy_path, module: mgmt, tier: P1, surface: api, assertions: [happy_path], source: "tag_management_endpoints.py:315", rationale: "Tag enumeration"}
+- {id: mgmt.tag.delete.persists, module: mgmt, tier: P1, surface: api, assertions: [persists], source: "tag_management_endpoints.py:390", rationale: "Stops future tagging"}
+- {id: mgmt.model.update.persists, module: mgmt, tier: P1, surface: api, assertions: [persists], source: "model_management_endpoints.py:1358", rationale: "Pricing/concurrency persist"}
+- {id: mgmt.model.delete.persists, module: mgmt, tier: P1, surface: api, assertions: [persists], source: "model_management_endpoints.py:1045", rationale: "Removes from registry"}
+- {id: mgmt.model.block.persists, module: mgmt, tier: P1, surface: api, assertions: [persists], source: "model_management_endpoints.py", rationale: "Blocked model stays blocked"}
+- {id: mgmt.access_group.new.happy_path, module: mgmt, tier: P1, surface: api, assertions: [happy_path], source: "model_access_group_management_endpoints.py:450", rationale: "Model permissioning group"}
+- {id: mgmt.access_group.info.happy_path, module: mgmt, tier: P1, surface: api, assertions: [happy_path], source: "model_access_group_management_endpoints.py:600", rationale: "Access group membership query"}
+- {id: mgmt.mcp_server.register.happy_path, module: mgmt, tier: P1, surface: api, assertions: [happy_path], source: "mcp_management_endpoints.py:880", rationale: "MCP server registration"}
+- {id: mgmt.mcp_server.approve.persists, module: mgmt, tier: P1, surface: api, assertions: [persists], source: "mcp_management_endpoints.py:1200", rationale: "Admin approval persists"}
+- {id: mgmt.budget.update.persists, module: mgmt, tier: P1, surface: api, assertions: [persists], source: "budget_management_endpoints.py:155", rationale: "Limit changes apply"}
+- {id: mgmt.budget.delete.persists, module: mgmt, tier: P1, surface: api, assertions: [persists], source: "budget_management_endpoints.py:280", rationale: "Clears limits"}
+- {id: mgmt.budget.list.happy_path, module: mgmt, tier: P1, surface: api, assertions: [happy_path], source: "budget_management_endpoints.py:215", rationale: "Budget enumeration"}
+- {id: mgmt.callback.list.happy_path, module: mgmt, tier: P2, surface: api, assertions: [happy_path], source: "callback_management_endpoints.py", rationale: "Callback config (smoke)"}
+- {id: mgmt.cache_settings.update.happy_path, module: mgmt, tier: P2, surface: api, assertions: [happy_path], source: "cache_settings_endpoints.py", rationale: "Cache config (smoke)"}
+- {id: mgmt.cost_tracking.estimate.happy_path, module: mgmt, tier: P2, surface: api, assertions: [happy_path], source: "cost_tracking_settings.py", rationale: "Cost estimate (smoke)"}
+- {id: mgmt.router_settings.update.happy_path, module: mgmt, tier: P2, surface: api, assertions: [happy_path], source: "router_settings_endpoints.py", rationale: "Router config (smoke)"}
+- {id: mgmt.jwt_key_mapping.new.happy_path, module: mgmt, tier: P2, surface: api, assertions: [happy_path], source: "jwt_key_mapping_endpoints.py", rationale: "JWT->key mapping (smoke)"}
+- {id: mgmt.compliance.gdpr.happy_path, module: mgmt, tier: P2, surface: api, assertions: [happy_path], source: "compliance_endpoints.py", rationale: "GDPR ops (smoke)"}
+- {id: mgmt.tool_management.list.happy_path, module: mgmt, tier: P2, surface: api, assertions: [happy_path], source: "tool_management_endpoints.py", rationale: "Tool inventory (smoke)"}
+- {id: mgmt.fallback_management.update.happy_path, module: mgmt, tier: P2, surface: api, assertions: [happy_path], source: "fallback_management_endpoints.py", rationale: "Fallback config (smoke)"}
+- {id: mgmt.config_override.hashicorp_vault.happy_path, module: mgmt, tier: P2, surface: api, assertions: [happy_path], source: "config_override_endpoints.py", rationale: "Vault integration (smoke)"}
+- {id: mgmt.workflow.list.happy_path, module: mgmt, tier: P2, surface: api, assertions: [happy_path], source: "workflow_management_endpoints.py", rationale: "Workflow tracking (smoke)"}
+- {id: mgmt.credential_migration.check.happy_path, module: mgmt, tier: P2, surface: api, assertions: [happy_path], source: "key_management_endpoints.py:4252", rationale: "Encryption migration (smoke)"}
diff --git a/tests/e2e/coverage_registry/other.yaml b/tests/e2e/coverage_registry/other.yaml
new file mode 100644
index 00000000000..c2efecec677
--- /dev/null
+++ b/tests/e2e/coverage_registry/other.yaml
@@ -0,0 +1,28 @@
+# Other (holding pen). Grounded in litellm/proxy/auth/ + health_endpoints/ + proxy_server.py.
+# PROMOTION NOTE: the auth cluster (~14 cells) is a candidate to promote to its own module once stable.
+- {id: other.auth.master_key.valid_allows, module: other, tier: P0, area: auth, assertions: [valid_allows], source: "user_api_key_auth.py:1569-1588", rationale: "Master key authenticates; timing-safe compare"}
+- {id: other.auth.master_key.invalid_denied, module: other, tier: P0, area: auth, assertions: [invalid_denied], source: "user_api_key_auth.py:1580", rationale: "Invalid master key rejected"}
+- {id: other.auth.jwt.valid_token_allows, module: other, tier: P0, area: auth, assertions: [valid_token_allows], source: "handle_jwt.py:77-150", rationale: "Valid JWT with correct issuer + claims grants access"}
+- {id: other.auth.jwt.expired_denied, module: other, tier: P0, area: auth, assertions: [expired_denied], source: "handle_jwt.py:125-135", rationale: "Expired JWT rejected even with valid signature"}
+- {id: other.auth.jwt.invalid_signature_denied, module: other, tier: P0, area: auth, assertions: [invalid_signature_denied], source: "handle_jwt.py:145-150", rationale: "Bad/missing signature fails verification"}
+- {id: other.auth.virtual_key.route_permission_enforced, module: other, tier: P0, area: auth, assertions: [route_permission_enforced], source: "route_checks.py:89-151", rationale: "allowed_routes whitelist denies disallowed routes"}
+- {id: other.auth.virtual_key.route_group_allowed, module: other, tier: P1, area: auth, assertions: [route_group_allowed], source: "route_checks.py:106-128", rationale: "allowed_routes=[llm_api_routes] grants all LLM endpoints"}
+- {id: other.auth.passthrough.model_allowlist_enforced, module: other, tier: P1, area: auth, assertions: [model_allowlist_enforced], source: "route_checks.py:135-151", rationale: "Passthrough enforces per-key model allow-lists"}
+- {id: other.auth.oauth2.token_valid_allows, module: other, tier: P1, area: auth, assertions: [token_valid_allows], source: "oauth2_check.py:15-73", rationale: "OAuth2 introspection grants active token"}
+- {id: other.auth.oauth2.token_invalid_denied, module: other, tier: P1, area: auth, assertions: [token_invalid_denied], source: "oauth2_check.py:37-73", rationale: "Expired/inactive OAuth2 token denied"}
+- {id: other.auth.ip_allowlist.internal_ip_allows, module: other, tier: P1, area: auth, assertions: [internal_ip_allows], source: "ip_address_utils.py:54-76", rationale: "Internal CIDR bypasses public-API restriction"}
+- {id: other.auth.ip_allowlist.external_ip_denied_to_private, module: other, tier: P1, area: auth, assertions: [external_ip_denied_to_private], source: "ip_address_utils.py:54-76", rationale: "External IP cannot reach internal-only resources"}
+- {id: other.lifecycle.readiness.public_probe, module: other, tier: P0, area: lifecycle, assertions: [public_probe], source: "_health_endpoints.py:1551-1570", rationale: "Unauthenticated /health/readiness safe for LBs"}
+- {id: other.lifecycle.readiness.reports_db_status, module: other, tier: P0, area: lifecycle, assertions: [reports_db_status], source: "_health_endpoints.py:1551-1570", rationale: "readiness distinguishes healthy vs DB-unreachable"}
+- {id: other.lifecycle.readiness.shutting_down_returns_503, module: other, tier: P0, area: lifecycle, assertions: [shutting_down_returns_503], source: "_health_endpoints.py:1554-1556", rationale: "Graceful shutdown drains LB via 503"}
+- {id: other.lifecycle.readiness_details.authenticated_diagnostics, module: other, tier: P1, area: lifecycle, assertions: [authenticated_diagnostics], source: "_health_endpoints.py:1574-1584", rationale: "Auth'd details expose cache/callback status"}
+- {id: other.lifecycle.liveness.ping, module: other, tier: P1, area: lifecycle, assertions: [ping], source: "_health_endpoints.py:134-155", rationale: "Liveness confirms server responding"}
+- {id: other.lifecycle.startup.config_loads, module: other, tier: P0, area: lifecycle, assertions: [config_loads], source: "proxy_server.py:4020-4100", rationale: "Startup loads YAML, resolves env, persists to DB"}
+- {id: other.lifecycle.startup.env_vars_resolved, module: other, tier: P1, area: lifecycle, assertions: [env_vars_resolved], source: "proxy_server.py:3984-4010", rationale: "os.environ/ refs resolved at startup"}
+- {id: other.lifecycle.background_health_check.interval_configurable, module: other, tier: P1, area: lifecycle, assertions: [interval_configurable], source: "proxy_server.py:3245-3310", rationale: "Background checks run at configurable interval"}
+- {id: other.config.runtime_update.applies_at_runtime, module: other, tier: P0, area: config, assertions: [applies_at_runtime], source: "proxy_server.py:14014-14060", rationale: "/config/update persists to DB + invalidates cache"}
+- {id: other.config.general_settings.alert_webhook_side_effect, module: other, tier: P1, area: config, assertions: [alert_webhook_side_effect], source: "proxy_server.py:14215", rationale: "alert_to_webhook_url auto-enables slack alerting"}
+- {id: other.config.secret_resolution.kms_integration, module: other, tier: P1, area: config, assertions: [kms_integration], source: "proxy_server.py:3984-4010", rationale: "Resolves secrets from Vault/KMS at startup"}
+- {id: other.config.overrides.audit_logged, module: other, tier: P1, area: config, assertions: [audit_logged], source: "config_override_endpoints.py:67-100", rationale: "Config override mutations audit-logged, values redacted"}
+- {id: other.key_mgmt.regenerate.grace_period_honored, module: other, tier: P1, area: auth, assertions: [grace_period_honored], source: "key_management_endpoints.py:4503-4560", rationale: "Old key valid during grace_period then revoked"}
+- {id: other.key_mgmt.spend_reset.resets_to_value, module: other, tier: P1, area: auth, assertions: [resets_to_value], source: "key_management_endpoints.py:4841", rationale: "reset_spend resets accumulated spend"}
diff --git a/tests/e2e/coverage_registry/registry.py b/tests/e2e/coverage_registry/registry.py
new file mode 100644
index 00000000000..7a472cfbf2f
--- /dev/null
+++ b/tests/e2e/coverage_registry/registry.py
@@ -0,0 +1,26 @@
+"""Load and validate the registry: the denominator, built in one shot from the YAMLs."""
+
+from __future__ import annotations
+
+from collections import Counter
+from pathlib import Path
+
+import yaml
+
+from .schema import CELL_ADAPTER, Cell
+
+REGISTRY_DIR = Path(__file__).resolve().parent
+
+
+def load_registry(registry_dir: Path = REGISTRY_DIR) -> tuple[Cell, ...]:
+    """Every cell across every `*.yaml`, validated. Raises on a schema violation or
+    a duplicate id, since either would corrupt the coverage denominator."""
+    cells = tuple(
+        CELL_ADAPTER.validate_python(row)
+        for path in sorted(registry_dir.glob("*.yaml"))
+        for row in (yaml.safe_load(path.read_text()) or ())
+    )
+    duplicates = sorted(cid for cid, n in Counter(c.id for c in cells).items() if n > 1)
+    if duplicates:
+        raise ValueError(f"duplicate cell ids in registry: {duplicates}")
+    return cells
diff --git a/tests/e2e/coverage_registry/reliability.yaml b/tests/e2e/coverage_registry/reliability.yaml
new file mode 100644
index 00000000000..ad5630a32dd
--- /dev/null
+++ b/tests/e2e/coverage_registry/reliability.yaml
@@ -0,0 +1,30 @@
+# Reliability & Performance (behavior features). Grounded in litellm/router.py + router_strategy/ + router_utils/.
+- {id: reliability.fallback.5xx.routes_to_fallback, module: reliability, tier: P0, behavior: fallback, variant: "5xx", assertions: [routes_to_fallback], exercised_on: [chat_completions, messages], source: "litellm/router.py:2024", rationale: "Reroute on provider 5xx to alternate deployment"}
+- {id: reliability.fallback.context_window.routes_to_fallback, module: reliability, tier: P0, behavior: fallback, variant: context_window, assertions: [routes_to_fallback], exercised_on: [chat_completions, messages], source: "litellm/router.py:6108", rationale: "Fallback when model exceeds context limit"}
+- {id: reliability.fallback.content_policy.routes_to_fallback, module: reliability, tier: P0, behavior: fallback, variant: content_policy, assertions: [routes_to_fallback], exercised_on: [chat_completions, messages], source: "litellm/router.py:6023", rationale: "Reroute on content-policy violation"}
+- {id: reliability.fallback.timeout.routes_to_fallback, module: reliability, tier: P0, behavior: fallback, variant: "timeout", assertions: [routes_to_fallback], exercised_on: [chat_completions, messages], source: "litellm/router.py:2766", rationale: "Fallback on request timeout"}
+- {id: reliability.retry.5xx.succeeds_within_retries, module: reliability, tier: P0, behavior: retry, variant: "5xx", assertions: [succeeds_within_retries], exercised_on: [chat_completions, messages], source: "litellm/router.py:6414", rationale: "Transient 5xx often succeeds on retry"}
+- {id: reliability.retry.timeout.succeeds_within_retries, module: reliability, tier: P0, behavior: retry, variant: timeout, assertions: [succeeds_within_retries], exercised_on: [chat_completions, messages], source: "get_retry_from_policy.py:44", rationale: "Timeout retried per policy"}
+- {id: reliability.retry.429.succeeds_within_retries, module: reliability, tier: P0, behavior: retry, variant: "429", assertions: [succeeds_within_retries], exercised_on: [chat_completions, messages], source: "get_retry_from_policy.py:46", rationale: "429 retried per RateLimitErrorRetries policy"}
+- {id: reliability.retry.auth.succeeds_within_retries, module: reliability, tier: P1, behavior: retry, variant: auth, assertions: [succeeds_within_retries], exercised_on: [chat_completions, messages], source: "get_retry_from_policy.py:42", rationale: "Transient auth glitch retry"}
+- {id: reliability.retry.context_window.succeeds_within_retries, module: reliability, tier: P1, behavior: retry, variant: context_window, assertions: [succeeds_within_retries], exercised_on: [chat_completions, messages], source: "get_retry_from_policy.py:51", rationale: "Multi-attempt on context error"}
+- {id: reliability.cooldown.5xx.trips_then_recovers, module: reliability, tier: P0, behavior: cooldown, variant: "5xx", assertions: [trips_then_recovers], exercised_on: [chat_completions, messages], source: "cooldown_handlers.py:40", rationale: "Deployment cools after repeated 5xx, recovers after cooldown_time"}
+- {id: reliability.cooldown.429.trips_then_recovers, module: reliability, tier: P0, behavior: cooldown, variant: "429", assertions: [trips_then_recovers], exercised_on: [chat_completions, messages], source: "cooldown_handlers.py:69", rationale: "Cools on 429, avoids hammering exhausted provider"}
+- {id: reliability.cooldown.auth.trips_then_recovers, module: reliability, tier: P1, behavior: cooldown, variant: auth, assertions: [trips_then_recovers], exercised_on: [chat_completions, messages], source: "cooldown_handlers.py:74", rationale: "Cools on 401 auth error"}
+- {id: reliability.cooldown.timeout.trips_then_recovers, module: reliability, tier: P1, behavior: cooldown, variant: timeout, assertions: [trips_then_recovers], exercised_on: [chat_completions, messages], source: "cooldown_handlers.py:77", rationale: "Cools on 408 timeout"}
+- {id: reliability.ratelimit.rpm.blocks_over_limit, module: reliability, tier: P0, behavior: ratelimit, variant: rpm, assertions: [blocks_over_limit], exercised_on: [chat_completions, messages], source: "dynamic_rate_limiter_v3.py", rationale: "v3 limiter enforces RPM per key/team/model; 429 on breach"}
+- {id: reliability.ratelimit.tpm.blocks_over_limit, module: reliability, tier: P0, behavior: ratelimit, variant: tpm, assertions: [blocks_over_limit], exercised_on: [chat_completions, messages], source: "dynamic_rate_limiter_v3.py", rationale: "v3 limiter enforces TPM per key/team/model; 429 on breach"}
+- {id: reliability.ratelimit.priority_generous.picks_under_tpm, module: reliability, tier: P1, behavior: ratelimit, variant: priority_generous, assertions: [picks_under_tpm], exercised_on: [chat_completions, messages], source: "dynamic_rate_limiter_v3.py:36-52", rationale: "Generous mode (<80% sat) allows priority borrowing"}
+- {id: reliability.ratelimit.priority_strict.picks_under_tpm, module: reliability, tier: P1, behavior: ratelimit, variant: priority_strict, assertions: [picks_under_tpm], exercised_on: [chat_completions, messages], source: "dynamic_rate_limiter_v3.py:53-71", rationale: "Strict mode (>=80% sat) enforces priority fairness"}
+- {id: reliability.routing.simple_shuffle.picks_healthy_deployment, module: reliability, tier: P1, behavior: routing, variant: simple_shuffle, assertions: [picks_healthy_deployment], exercised_on: [chat_completions, messages], source: "router_strategy/simple_shuffle.py", rationale: "Baseline weighted/uniform pick"}
+- {id: reliability.routing.latency_based.picks_lowest_latency, module: reliability, tier: P1, behavior: routing, variant: latency_based, assertions: [picks_lowest_latency], exercised_on: [chat_completions, messages], source: "router_strategy/lowest_latency.py", rationale: "Routes to lowest-latency deployment"}
+- {id: reliability.routing.cost_based.picks_lowest_cost, module: reliability, tier: P1, behavior: routing, variant: cost_based, assertions: [picks_lowest_cost], exercised_on: [chat_completions, messages], source: "router_strategy/lowest_cost.py", rationale: "Spend-aware routing"}
+- {id: reliability.routing.usage_based.picks_under_tpm, module: reliability, tier: P0, behavior: routing, variant: usage_based, assertions: [picks_under_tpm], exercised_on: [chat_completions, messages], source: "router_strategy/lowest_tpm_rpm_v2.py", rationale: "Routes to lowest-TPM deployment; prevents over-allocation"}
+- {id: reliability.routing.least_busy.picks_lowest_traffic, module: reliability, tier: P1, behavior: routing, variant: least_busy, assertions: [picks_lowest_traffic], exercised_on: [chat_completions, messages], source: "router_strategy/least_busy.py", rationale: "Fewest in-flight requests"}
+- {id: reliability.cache.exact.returns_cached, module: reliability, tier: P1, behavior: cache, variant: exact, assertions: [returns_cached], exercised_on: [chat_completions, messages, embeddings], source: "litellm/caching/caching.py", rationale: "Response cache returns cached on exact match"}
+- {id: reliability.cache.prompt_caching_model_select.returns_cached, module: reliability, tier: P1, behavior: cache, variant: prompt_caching_model_select, assertions: [returns_cached], exercised_on: [chat_completions], source: "router_utils/prompt_caching_cache.py", rationale: "Selects model supporting prompt caching for cacheable prefix"}
+- {id: reliability.circuit_breaker.redis.trips_then_recovers, module: reliability, tier: P0, behavior: circuit_breaker, variant: redis, assertions: [trips_then_recovers], exercised_on: [chat_completions, messages, embeddings], source: "litellm/caching/redis_cache.py:99", rationale: "Redis breaker CLOSED->OPEN->HALF_OPEN; guards all cache/rate-limit ops"}
+- {id: reliability.timeout.request_timeout.exceeds_deadline, module: reliability, tier: P1, behavior: timeout, variant: request_timeout, assertions: [exceeds_deadline], exercised_on: [chat_completions, messages], source: "litellm/router.py:545-551", rationale: "Per-request timeout raises Timeout"}
+- {id: reliability.timeout.stream_timeout.exceeds_deadline, module: reliability, tier: P1, behavior: timeout, variant: stream_timeout, assertions: [exceeds_deadline], exercised_on: [chat_completions], source: "litellm/router.py:551", rationale: "Streaming chunk-delivery timeout"}
+- {id: reliability.perf.latency.under_slo, module: reliability, tier: P1, behavior: perf, variant: latency, assertions: [under_slo], exercised_on: [chat_completions, messages], source: "router_strategy/lowest_latency.py", rationale: "Latency SLO (p50/p99) compliance"}
+- {id: reliability.perf.throughput.under_slo, module: reliability, tier: P1, behavior: perf, variant: throughput, assertions: [under_slo], exercised_on: [chat_completions, messages], source: grammar, rationale: "Throughput SLO under load"}
diff --git a/tests/e2e/coverage_registry/schema.py b/tests/e2e/coverage_registry/schema.py
new file mode 100644
index 00000000000..756bde33e3d
--- /dev/null
+++ b/tests/e2e/coverage_registry/schema.py
@@ -0,0 +1,107 @@
+"""Registry row schema: the contract every denominator cell validates against.
+
+A cell is one customer-noticeable behavior a single e2e test can assert pass/fail
+on. `module` is the id's segment-1 prefix (seven of them); the six-way dashboard
+rollup merges logging + guardrail via ROLLUP. The union is discriminated on
+`module`, so an LLM row cannot carry a guardrail field and vice versa.
+"""
+
+from __future__ import annotations
+
+from enum import Enum
+from typing import Annotated, Literal
+
+from pydantic import BaseModel, ConfigDict, Field, TypeAdapter
+
+
+class Tier(str, Enum):
+    P0 = "P0"
+    P1 = "P1"
+    P2 = "P2"
+
+
+class FailBeforeFix(str, Enum):
+    proven = "proven"
+    unproven = "unproven"
+
+
+class _Base(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    id: str
+    tier: Tier
+    assertions: tuple[str, ...]
+    source: str
+    rationale: str = ""
+    fail_before_fix: FailBeforeFix = FailBeforeFix.unproven
+    supported: bool = True
+
+
+class LlmCell(_Base):
+    module: Literal["llm"]
+    subject_endpoint: str
+    route: str
+    capability: str
+    streaming: Literal["stream", "nonstream", "na"]
+
+
+class MgmtCell(_Base):
+    module: Literal["mgmt"]
+    surface: Literal["api", "ui"]
+
+
+class McpCell(_Base):
+    module: Literal["mcp"]
+    operation: str
+    auth_family: Literal["none", "api_key", "bearer", "oauth"]
+
+
+class ReliabilityCell(_Base):
+    module: Literal["reliability"]
+    behavior: str
+    variant: str
+    exercised_on: tuple[str, ...]
+
+
+class LoggingCell(_Base):
+    module: Literal["logging"]
+    event: str
+    exercised_on: tuple[str, ...]
+
+
+class GuardrailCell(_Base):
+    module: Literal["guardrail"]
+    hook_point: str
+    exercised_on: tuple[str, ...]
+
+
+class OtherCell(_Base):
+    module: Literal["other"]
+    area: str
+
+
+Cell = Annotated[
+    LlmCell | MgmtCell | McpCell | ReliabilityCell | LoggingCell | GuardrailCell | OtherCell,
+    Field(discriminator="module"),
+]
+
+CELL_ADAPTER: TypeAdapter[Cell] = TypeAdapter(Cell)
+
+ROLLUP: dict[str, str] = {
+    "llm": "LLMs",
+    "mcp": "MCPs",
+    "mgmt": "Management/UI",
+    "reliability": "Reliability & Performance",
+    "logging": "Logging & Guardrails",
+    "guardrail": "Logging & Guardrails",
+    "other": "Other",
+}
+
+MODULE_ORDER: tuple[str, ...] = (
+    "LLMs",
+    "MCPs",
+    "Management/UI",
+    "Reliability & Performance",
+    "Logging & Guardrails",
+    "Other",
+)
diff --git a/tests/e2e/coverage_registry/test_collector.py b/tests/e2e/coverage_registry/test_collector.py
new file mode 100644
index 00000000000..065ebafdb3b
--- /dev/null
+++ b/tests/e2e/coverage_registry/test_collector.py
@@ -0,0 +1,91 @@
+"""Tests for the coverage-registry tooling: pure logic plus a registry canary.
+
+No `e2e` marker, so these run without a proxy. They exercise the coverage math and
+the registry loader, and guard the checked-in registry against schema drift and
+duplicate ids.
+"""
+
+from __future__ import annotations
+
+from pathlib import Path
+
+import pytest
+
+from coverage_registry.collector import compute_coverage
+from coverage_registry.registry import load_registry
+from coverage_registry.schema import GuardrailCell, LlmCell, LoggingCell, Tier
+
+
+def _llm(cell_id: str, tier: Tier) -> LlmCell:
+    return LlmCell(
+        id=cell_id,
+        module="llm",
+        tier=tier,
+        assertions=("works",),
+        source="test",
+        subject_endpoint="chat_completions",
+        route="openai",
+        capability="basic",
+        streaming="nonstream",
+    )
+
+
+def test_compute_coverage_counts_covered_p0_and_gaps() -> None:
+    cells = (_llm("llm.a", Tier.P0), _llm("llm.b", Tier.P0), _llm("llm.c", Tier.P1))
+    report = compute_coverage(cells, frozenset({"llm.a"}))
+    assert (report.total, report.covered) == (3, 1)
+    assert (report.p0_total, report.p0_covered) == (2, 1)
+    assert report.p0_gaps == ("llm.b",)
+    assert report.orphan_markers == ()
+
+
+def test_orphan_marker_is_reported_not_counted() -> None:
+    cells = (_llm("llm.a", Tier.P0),)
+    report = compute_coverage(cells, frozenset({"llm.a", "llm.ghost"}))
+    assert report.covered == 1
+    assert report.orphan_markers == ("llm.ghost",)
+
+
+def test_logging_and_guardrail_roll_up_into_one_module() -> None:
+    cells = (
+        LoggingCell(
+            id="logging.x",
+            module="logging",
+            tier=Tier.P0,
+            assertions=("logs_spend",),
+            source="t",
+            event="success",
+            exercised_on=("chat_completions",),
+        ),
+        GuardrailCell(
+            id="guardrail.y",
+            module="guardrail",
+            tier=Tier.P1,
+            assertions=("blocks",),
+            source="t",
+            hook_point="pre_call",
+            exercised_on=("chat_completions",),
+        ),
+    )
+    report = compute_coverage(cells, frozenset())
+    logging_and_guardrails = next(m for m in report.modules if m.module == "Logging & Guardrails")
+    assert logging_and_guardrails.total == 2
+
+
+def test_real_registry_loads_and_ids_are_unique() -> None:
+    cells = load_registry()
+    ids = [c.id for c in cells]
+    assert len(cells) > 250
+    assert len(ids) == len(set(ids))
+    assert any(c.id == "logging.prometheus.success.exports_metric" for c in cells)
+
+
+def test_load_registry_rejects_duplicate_ids(tmp_path: Path) -> None:
+    row = (
+        "- {id: llm.dup, module: llm, tier: P0, assertions: [works], source: t, "
+        "subject_endpoint: chat_completions, route: openai, capability: basic, streaming: nonstream}\n"
+    )
+    (tmp_path / "a.yaml").write_text(row)
+    (tmp_path / "b.yaml").write_text(row)
+    with pytest.raises(ValueError, match="duplicate cell ids"):
+        load_registry(tmp_path)

From b8248a21d2ac0c102d49c0db5702a48cdf661bb9 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Tue, 7 Jul 2026 13:17:07 -0700
Subject: [PATCH 081/370] fix(vertex_ai): build full request path when custom
 api_base has no path (#32367)

---
 litellm/llms/vertex_ai/vertex_llm_base.py     |  7 +-
 .../test_vertex_ai_psc_endpoint_support.py    |  4 +-
 .../llms/vertex_ai/test_vertex_llm_base.py    | 97 ++++++++++++++++++-
 3 files changed, 103 insertions(+), 5 deletions(-)

diff --git a/litellm/llms/vertex_ai/vertex_llm_base.py b/litellm/llms/vertex_ai/vertex_llm_base.py
index d57d7bf17df..e177d06bb01 100644
--- a/litellm/llms/vertex_ai/vertex_llm_base.py
+++ b/litellm/llms/vertex_ai/vertex_llm_base.py
@@ -9,6 +9,7 @@
 import os
 import threading
 from typing import TYPE_CHECKING, Any, Dict, Literal, Optional, Tuple
+from urllib.parse import urlparse
 
 import litellm
 from litellm._logging import verbose_logger
@@ -615,7 +616,8 @@ def _check_custom_proxy(
 
         Handles custom api_base for:
         1. Gemini (Google AI Studio) - constructs /models/{model}:{endpoint}
-        2. Vertex AI with standard proxies - constructs {api_base}:{endpoint}
+        2. Vertex AI with standard proxies - constructs {api_base}:{endpoint};
+           if api_base has no path (bare host), grafts the default vertex URL path onto it
         3. Vertex AI with PSC endpoints - constructs full path structure
            {api_base}/v1/projects/{project}/locations/{location}/endpoints/{model}:{endpoint}
            (only when use_psc_endpoint_format=True)
@@ -660,8 +662,9 @@ def _check_custom_proxy(
                         model_for_url,
                         endpoint,
                     )
+                elif urlparse(api_base).path in ("", "/"):
+                    url = api_base.rstrip("/") + urlparse(url).path
                 else:
-                    # Fallback to simple format if we don't have all parameters
                     url = "{}:{}".format(api_base, endpoint)
             if stream is True:
                 url = url + "?alt=sse"
diff --git a/tests/test_litellm/llms/vertex_ai/test_vertex_ai_psc_endpoint_support.py b/tests/test_litellm/llms/vertex_ai/test_vertex_ai_psc_endpoint_support.py
index 5a6bc871a03..499bbf6ccd4 100644
--- a/tests/test_litellm/llms/vertex_ai/test_vertex_ai_psc_endpoint_support.py
+++ b/tests/test_litellm/llms/vertex_ai/test_vertex_ai_psc_endpoint_support.py
@@ -152,9 +152,9 @@ def test_psc_endpoint_with_trailing_slash(self):
         assert url == expected_url, f"Expected {expected_url}, but got {url}"
 
     def test_standard_proxy_with_googleapis(self):
-        """Test that standard proxies with googleapis.com in URL use simple format"""
+        """Test that standard proxies with a path in the URL use simple format"""
         vertex_base = VertexBase()
-        proxy_api_base = "https://my-proxy.googleapis.com"
+        proxy_api_base = "https://my-proxy.googleapis.com/vertex-proxy"
         endpoint_id = "gemini-pro"  # Not numeric
         project_id = "test-project"
         location = "us-central1"
diff --git a/tests/test_litellm/llms/vertex_ai/test_vertex_llm_base.py b/tests/test_litellm/llms/vertex_ai/test_vertex_llm_base.py
index 2cf97081806..ffe935a52af 100644
--- a/tests/test_litellm/llms/vertex_ai/test_vertex_llm_base.py
+++ b/tests/test_litellm/llms/vertex_ai/test_vertex_llm_base.py
@@ -774,7 +774,7 @@ def test_get_api_base(self, api_base, vertex_location, expected):
                 "https://aiplatform.googleapis.com/v1/projects/test-project/locations/us-central1/publishers/google/models/gemini-pro:generateContent",
                 "gemini-pro",
                 "Bearer token123",
-                "https://custom-vertex-api.com:generateContent",
+                "https://custom-vertex-api.com/v1/projects/test-project/locations/us-central1/publishers/google/models/gemini-pro:generateContent",
             ),
             # Test case 4: No API base provided (should return original values)
             (
@@ -930,6 +930,101 @@ def test_check_custom_proxy_streaming_parameter(self):
             result_url_no_streaming == expected_no_streaming_url
         ), f"Expected {expected_no_streaming_url}, got {result_url_no_streaming}"
 
+    def test_check_custom_proxy_vertex_bare_host_api_base_grafts_default_path(self):
+        vertex_base = VertexBase()
+
+        result_auth_header, result_url = vertex_base._check_custom_proxy(
+            api_base="https://aiplatform.googleapis.com",
+            custom_llm_provider="vertex_ai",
+            gemini_api_key=None,
+            endpoint="embedContent",
+            stream=None,
+            auth_header="Bearer token123",
+            url="https://us-central1-aiplatform.googleapis.com/v1/projects/test-project/locations/us-central1/publishers/google/models/gemini-embedding-2:embedContent",
+            model="gemini-embedding-2",
+        )
+
+        assert result_auth_header == "Bearer token123"
+        assert (
+            result_url
+            == "https://aiplatform.googleapis.com/v1/projects/test-project/locations/us-central1/publishers/google/models/gemini-embedding-2:embedContent"
+        )
+
+    def test_check_custom_proxy_vertex_bare_host_api_base_with_trailing_slash(self):
+        vertex_base = VertexBase()
+
+        _, result_url = vertex_base._check_custom_proxy(
+            api_base="https://internal-gateway.example.com/",
+            custom_llm_provider="vertex_ai",
+            gemini_api_key=None,
+            endpoint="embedContent",
+            stream=None,
+            auth_header="Bearer token123",
+            url="https://us-central1-aiplatform.googleapis.com/v1/projects/test-project/locations/us-central1/publishers/google/models/gemini-embedding-2:embedContent",
+            model="gemini-embedding-2",
+        )
+
+        assert (
+            result_url
+            == "https://internal-gateway.example.com/v1/projects/test-project/locations/us-central1/publishers/google/models/gemini-embedding-2:embedContent"
+        )
+
+    def test_check_custom_proxy_vertex_api_base_with_path_keeps_endpoint_append(self):
+        vertex_base = VertexBase()
+        gateway_api_base = "https://gateway.ai.cloudflare.com/v1/account-id/my-gateway/google-vertex-ai/v1/projects/test-project/locations/us-central1/publishers/google/models/gemini-embedding-2"
+
+        _, result_url = vertex_base._check_custom_proxy(
+            api_base=gateway_api_base,
+            custom_llm_provider="vertex_ai",
+            gemini_api_key=None,
+            endpoint="embedContent",
+            stream=None,
+            auth_header="Bearer token123",
+            url="https://us-central1-aiplatform.googleapis.com/v1/projects/test-project/locations/us-central1/publishers/google/models/gemini-embedding-2:embedContent",
+            model="gemini-embedding-2",
+        )
+
+        assert result_url == f"{gateway_api_base}:embedContent"
+
+    def test_check_custom_proxy_vertex_bare_host_streaming_keeps_single_alt_sse(self):
+        vertex_base = VertexBase()
+
+        _, result_url = vertex_base._check_custom_proxy(
+            api_base="https://internal-gateway.example.com",
+            custom_llm_provider="vertex_ai",
+            gemini_api_key=None,
+            endpoint="streamGenerateContent",
+            stream=True,
+            auth_header="Bearer token123",
+            url="https://us-central1-aiplatform.googleapis.com/v1/projects/test-project/locations/us-central1/publishers/google/models/gemini-2.5-pro:streamGenerateContent?alt=sse",
+            model="gemini-2.5-pro",
+        )
+
+        assert (
+            result_url
+            == "https://internal-gateway.example.com/v1/projects/test-project/locations/us-central1/publishers/google/models/gemini-2.5-pro:streamGenerateContent?alt=sse"
+        )
+
+    def test_check_custom_proxy_psc_endpoint_format_unaffected_by_bare_host(self):
+        vertex_base = VertexBase()
+
+        _, result_url = vertex_base._check_custom_proxy(
+            api_base="https://10.96.32.8",
+            custom_llm_provider="vertex_ai",
+            gemini_api_key=None,
+            endpoint="predict",
+            stream=None,
+            auth_header="Bearer token123",
+            url="",
+            model="1234567890",
+            vertex_project="test-project",
+            vertex_location="us-central1",
+            vertex_api_version="v1",
+            use_psc_endpoint_format=True,
+        )
+
+        assert result_url == "https://10.96.32.8/v1/projects/test-project/locations/us-central1/endpoints/1234567890:predict"
+
     @pytest.mark.parametrize(
         "api_base, custom_llm_provider, gemini_api_key, endpoint, stream, auth_header, url, model, expected_auth_header, expected_url",
         [

From ee69a623045a5c6699073f3befce867f0ff3f6fe Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Tue, 7 Jul 2026 14:24:09 -0700
Subject: [PATCH 082/370] docs(CLAUDE.md): warn that harness-injected PR
 template copies strip HTML comments (#32373)

---
 CLAUDE.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/CLAUDE.md b/CLAUDE.md
index 5255d39b4b6..5affa7748d7 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -21,7 +21,7 @@ End-to-end tests belong in `tests/e2e/` and must follow the harness conventions
 
 When creating PRs, don't set base to `main`. `litellm_internal_staging` serves that purpose
 
-When writing a PR body, treat the comments and imperative instructions inside @.github/pull_request_template.md as rules to follow, not just layout
+When writing a PR body, treat the comments and imperative instructions inside @.github/pull_request_template.md as rules to follow, not just layout. Agent harnesses may strip HTML comments from copies of that file injected into context, so read .github/pull_request_template.md from disk before writing a PR body to make sure you see every comment rule
 
 If you're resolving a linear ticket, in the "## Linear ticket" section of the PR, say "Resolves LIT-1234", replacing "LIT-1234" with the actual ticket id that you're resolving. If you don't have the ticket id, don't make one up or search for it. Just leave the section blank
 

From 46d9742950552d15fac35c88e4f67040c799d2a2 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Tue, 7 Jul 2026 14:49:21 -0700
Subject: [PATCH 083/370] fix(vertex_ai): return create_vertex_url result
 directly for openai-path partner models with custom api_base (#32380)

---
 litellm/llms/vertex_ai/vertex_llm_base.py     |  3 +
 .../llms/vertex_ai/test_vertex_llm_base.py    | 73 +++++++++++++++++++
 2 files changed, 76 insertions(+)

diff --git a/litellm/llms/vertex_ai/vertex_llm_base.py b/litellm/llms/vertex_ai/vertex_llm_base.py
index e177d06bb01..788261ac1fe 100644
--- a/litellm/llms/vertex_ai/vertex_llm_base.py
+++ b/litellm/llms/vertex_ai/vertex_llm_base.py
@@ -316,6 +316,9 @@ def get_complete_vertex_url(
             api_base=api_base,
         )
 
+        if partner == VertexPartnerProvider.llama:
+            return default_api_base
+
         if len(default_api_base.split(":")) > 1:
             endpoint = default_api_base.split(":")[-1]
         else:
diff --git a/tests/test_litellm/llms/vertex_ai/test_vertex_llm_base.py b/tests/test_litellm/llms/vertex_ai/test_vertex_llm_base.py
index ffe935a52af..18fc239b7c6 100644
--- a/tests/test_litellm/llms/vertex_ai/test_vertex_llm_base.py
+++ b/tests/test_litellm/llms/vertex_ai/test_vertex_llm_base.py
@@ -15,6 +15,7 @@
 import litellm
 from litellm.llms.vertex_ai.vertex_ai_aws_wif import VertexAIAwsWifAuth
 from litellm.llms.vertex_ai.vertex_llm_base import VertexBase
+from litellm.types.llms.vertex_ai import VertexPartnerProvider
 
 
 def run_sync(coro):
@@ -1025,6 +1026,78 @@ def test_check_custom_proxy_psc_endpoint_format_unaffected_by_bare_host(self):
 
         assert result_url == "https://10.96.32.8/v1/projects/test-project/locations/us-central1/endpoints/1234567890:predict"
 
+    @pytest.mark.parametrize(
+        "custom_api_base, stream, expected_url",
+        [
+            (
+                "https://aiplatform-myendpoint.p.googleapis.com",
+                False,
+                "https://aiplatform-myendpoint.p.googleapis.com/v1/projects/test-project/locations/global/endpoints/openapi/chat/completions",
+            ),
+            (
+                "https://aiplatform-myendpoint.p.googleapis.com",
+                True,
+                "https://aiplatform-myendpoint.p.googleapis.com/v1/projects/test-project/locations/global/endpoints/openapi/chat/completions",
+            ),
+            (
+                "https://gateway.example.com/vertex-proxy",
+                False,
+                "https://gateway.example.com/vertex-proxy/v1/projects/test-project/locations/global/endpoints/openapi/chat/completions",
+            ),
+        ],
+        ids=["psc-host", "psc-host-streaming", "api-base-with-path"],
+    )
+    def test_get_complete_vertex_url_openai_path_partner_custom_api_base(
+        self, custom_api_base, stream, expected_url
+    ):
+        vertex_base = VertexBase()
+
+        result = vertex_base.get_complete_vertex_url(
+            custom_api_base=custom_api_base,
+            vertex_location="global",
+            vertex_project="test-project",
+            project_id="test-project",
+            partner=VertexPartnerProvider.llama,
+            stream=stream,
+            model="minimaxai/minimax-m2-maas",
+        )
+
+        assert result == expected_url
+        assert result.count("://") == 1
+
+    def test_get_complete_vertex_url_openai_path_partner_default_api_base(self):
+        vertex_base = VertexBase()
+
+        result = vertex_base.get_complete_vertex_url(
+            custom_api_base=None,
+            vertex_location="us-central1",
+            vertex_project="test-project",
+            project_id="test-project",
+            partner=VertexPartnerProvider.llama,
+            stream=True,
+            model="meta/llama-3.1-405b-instruct-maas",
+        )
+
+        assert (
+            result
+            == "https://us-central1-aiplatform.googleapis.com/v1/projects/test-project/locations/us-central1/endpoints/openapi/chat/completions"
+        )
+
+    def test_get_complete_vertex_url_rawpredict_partner_custom_api_base_keeps_endpoint_format(self):
+        vertex_base = VertexBase()
+
+        result = vertex_base.get_complete_vertex_url(
+            custom_api_base="https://gateway.example.com/vertex-proxy",
+            vertex_location="us-central1",
+            vertex_project="test-project",
+            project_id="test-project",
+            partner=VertexPartnerProvider.mistralai,
+            stream=False,
+            model="mistral-large-2411",
+        )
+
+        assert result == "https://gateway.example.com/vertex-proxy:rawPredict"
+
     @pytest.mark.parametrize(
         "api_base, custom_llm_provider, gemini_api_key, endpoint, stream, auth_header, url, model, expected_auth_header, expected_url",
         [

From ff6dc33291a5a6c16ee3041a425739226e81dd5c Mon Sep 17 00:00:00 2001
From: tin-berri <tin@berri.ai>
Date: Tue, 7 Jul 2026 15:26:12 -0700
Subject: [PATCH 084/370] feat(mcp): support oauth2_token_exchange auth type
 via REST API and dashboard (#31772)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* feat(mcp): support oauth2_token_exchange auth type via REST API and dashboard

OAuth 2.0 Token Exchange (RFC 8693, a.k.a. OBO) for MCP servers could previously only be
configured through config.yaml; the create/update REST API and the dashboard had no way to
express it. This wires token_exchange_endpoint, audience, and subject_token_type end to end.

These three are persisted as dedicated columns on LiteLLM_MCPServerTable, mirroring how token_url
and oauth2_flow are stored, so the edit form prefills them and they are unaffected by the
credentials-blob clearing on auth_type change. build_mcp_server_from_table reads the columns first
and falls back to the credentials blob so servers persisted before the columns existed still load.
client_id and client_secret continue to ride the existing encrypted credentials path.

On the dashboard, "OAuth Token Exchange (OBO)" is a distinct auth-type option with its own field
section. The McpOAuthMode classifier gains a token_exchange arm keyed off auth_type; the previous
catch-all oauth2 mode was renamed from "obo" to "authorization_code" so the two on-behalf-of
mechanisms are no longer conflated. The token-exchange IdP endpoint and audience are scrubbed from
non-admin and virtual-key responses, matching how token_url is treated.

* fix(ui): gate the MCP list-401 re-auth on authorization_code, not token_exchange

The renamed 401 gate keyed off isTokenExchange, but that condition exists for authorization_code:
when a stored per-user credential is present yet the tools/list 401s (the backend's refresh could
not mint a token), the user must re-authorize via the browser flow. token_exchange has no
gateway-side authorize step, so the Authorize gate never applied to it. The prior isObo flag was
undefined (a compile error) and, per this file's convention and its tests, meant authorization_code;
renaming it to isTokenExchange changed the behavior and broke the mcp_tools auth-gate test for an
authorization_code server whose token expired with no usable refresh. Gate on isAuthorizationCode
instead and drop the now-unused isTokenExchange

* fix(mcp): clear flow-scoped endpoint config when a server's auth_type changes

Switching an existing oauth2 server to oauth2_token_exchange left the old flow's
token_url on the row. The OBO resolver treats token_exchange_endpoint or token_url
as the configured exchange endpoint, so the stale value both suppressed the RFC
9728/8414 discovery this PR adds and sent the exchange grant (client credentials
plus the user's subject token) to the previous flow's token endpoint

update_mcp_server now mirrors its existing stale-credentials rule for the
flow-scoped columns (authorization_url, token_url, registration_url, oauth2_flow,
token_exchange_endpoint, audience, subject_token_type): when auth_type changes,
each one is cleared unless the same request explicitly provides it, so a
deliberate override in the switch request still wins. Updates that keep the
auth_type never touch these columns, which keeps legacy OBO rows that use
token_url as their exchange endpoint working

The edit form sends explicit nulls for the previous flow's fields on an auth type
switch; antd preserves unmounted field values by default, so without this the old
token_url would be re-sent verbatim and read as an explicit override. Transitions
are detected against the persisted auth_type, so saves that keep the auth type
send nothing extra

Reported by Cursor Bugbot on the PR

* fix(mcp): lift legacy blob token-exchange settings into their columns on every write

The three token-exchange settings live in dedicated columns but also exist on
MCPCredentials as the pre-column REST shape. Writes now lift incoming blob
values into the columns (an explicit top-level value wins, including an
explicit null) and strip them from the stored blob; the same-auth credentials
merge migrates legacy rows the same way. The read-time column-or-blob fallback
then only ever serves rows current code has never written, so clearing a column
to re-enable RFC 9728/8414 discovery can no longer be silently undone by a
stale blob copy.

Also asserts the auth-switch clearing fires on the external fields_set path
(PUT /v1/mcp/server).

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* refactor(mcp): single source for the RFC 8693 default subject_token_type

The default was applied at four egress build sites plus two model defaults,
each with its own copy of the literal. All sites now share
DEFAULT_SUBJECT_TOKEN_TYPE from litellm.types.mcp. A DB-level DEFAULT is
deliberately not used: Prisma writes explicit values on insert, so a column
default would rarely apply, and NULL-means-RFC-default keeps existing rows
correct.

Also documents two review decisions in place: the audience column keeps the
RFC 8693 parameter name (RFC 8707 resource indicators are already a separate
concept named resource in the v2 egress types), and the migration's
out-of-order timestamp is safe under prisma migrate deploy.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* chore: fix import sort order in outbound_credentials/types.py (I001 strict budget)

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* fix(mcp): purge legacy blob copies when a token-exchange column is written without credentials

The migrate-on-write in the credentials merge lifts blob values into null
columns, which is correct for legacy rows but could repopulate a column an
admin had cleared in an earlier no-credentials update (that path never touched
the blob, so the stale copy survived to be lifted later). An explicit
token-exchange column write (set or clear) now migrates the row even when the
update carries no credentials: untouched null columns are lifted, every blob
copy is stripped, and unrelated blob keys stay as-is. A cleared column can then
never be resurrected, because no write path leaves a blob copy behind.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* docs(mcp): state the blob-to-column lift contract on the legacy credential keys

The three token-exchange keys on MCPCredentials are the pre-column REST shape
(the only REST shape from 2026-05 until this PR). Document on both the blob
type and the request models that the dedicated columns are authoritative and
that writes lift blob values into them and strip the stored copy.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* fix(mcp): scrub subject_token_type in the non-admin and virtual-key sanitizers

The other two token-exchange fields were cleared while subject_token_type was
left visible. It is a public RFC 8693 URN with no disclosure value, but the
sanitizers' rule is that these views receive no token-exchange config at all —
cleared for uniformity.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

---------

Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
---
 .../migration.sql                             |   8 +
 .../litellm_proxy_extras/schema.prisma        |   5 +
 litellm/models/mcp_server.py                  |   8 +
 .../mcp_server/auth/token_exchange.py         |   3 +-
 litellm/proxy/_experimental/mcp_server/db.py  |  86 ++-
 .../mcp_server/mcp_server_manager.py          |  26 +-
 .../outbound_credentials/adapter.py           |   4 +-
 .../mcp_server/outbound_credentials/types.py  |   3 +-
 litellm/proxy/_types.py                       |  14 +
 .../mcp_management_endpoints.py               |   6 +
 litellm/proxy/schema.prisma                   |   5 +
 litellm/types/mcp.py                          |  25 +-
 .../types/mcp_server/mcp_server_manager.py    |   3 +-
 schema.prisma                                 |   5 +
 tests/mcp_tests/test_mcp_server.py            |   9 +
 .../mcp_server/test_db_credentials.py         |  46 ++
 .../mcp_server/test_mcp_partial_update.py     | 342 ++++++++-
 .../mcp_server/test_mcp_server.py             |   3 +
 .../mcp_server/test_mcp_server_manager.py     |  96 +++
 .../mcp_server/test_mcp_sigv4_auth.py         |   6 +
 .../test_mcp_management_endpoints.py          | 702 +++++-------------
 .../mcp_tools/TokenExchangeFormFields.tsx     |  92 +++
 .../mcp_tools/create_mcp_server.test.tsx      |  55 ++
 .../mcp_tools/create_mcp_server.tsx           |  14 +-
 .../mcp_tools/mcp_server_edit.test.tsx        |  75 ++
 .../components/mcp_tools/mcp_server_edit.tsx  |  21 +-
 .../src/components/mcp_tools/mcp_tools.tsx    |  74 +-
 .../src/components/mcp_tools/types.test.tsx   |  23 +-
 .../src/components/mcp_tools/types.tsx        |  28 +-
 ui/litellm-dashboard/tsconfig.tsbuildinfo     |   2 +-
 30 files changed, 1199 insertions(+), 590 deletions(-)
 create mode 100644 litellm-proxy-extras/litellm_proxy_extras/migrations/20260630120000_add_token_exchange_to_mcp_servers/migration.sql
 create mode 100644 ui/litellm-dashboard/src/components/mcp_tools/TokenExchangeFormFields.tsx

diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260630120000_add_token_exchange_to_mcp_servers/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260630120000_add_token_exchange_to_mcp_servers/migration.sql
new file mode 100644
index 00000000000..dec5fccc319
--- /dev/null
+++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260630120000_add_token_exchange_to_mcp_servers/migration.sql
@@ -0,0 +1,8 @@
+-- Timestamp sorts before some already-applied migrations; this is safe: the
+-- runner is `prisma migrate deploy`, which applies every pending migration
+-- regardless of name order (utils.py has an informational check for exactly
+-- this), and IF NOT EXISTS keeps a re-apply idempotent.
+-- AlterTable
+ALTER TABLE "LiteLLM_MCPServerTable" ADD COLUMN IF NOT EXISTS "token_exchange_endpoint" TEXT;
+ALTER TABLE "LiteLLM_MCPServerTable" ADD COLUMN IF NOT EXISTS "audience" TEXT;
+ALTER TABLE "LiteLLM_MCPServerTable" ADD COLUMN IF NOT EXISTS "subject_token_type" TEXT;
diff --git a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
index f9ab5e6aefd..05c1e6278d6 100644
--- a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
+++ b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
@@ -329,6 +329,11 @@ model LiteLLM_MCPServerTable {
   token_url          String?
   registration_url   String?
   oauth2_flow        String?
+  token_exchange_endpoint String?
+  // Named for the RFC 8693 "audience" token-exchange request parameter (that flow only).
+  // RFC 8707 resource indicators are a separate concept, named "resource" in the v2 egress types.
+  audience           String?
+  subject_token_type String?
   allow_all_keys Boolean @default(false)
   available_on_public_internet Boolean @default(true)
   delegate_auth_to_upstream Boolean @default(false)
diff --git a/litellm/models/mcp_server.py b/litellm/models/mcp_server.py
index 5d3bc176134..821486b5dbe 100644
--- a/litellm/models/mcp_server.py
+++ b/litellm/models/mcp_server.py
@@ -83,6 +83,14 @@ class LiteLLM_MCPServerTable(LiteLLMPydanticObjectBase):
     token_url: Optional[str] = None
     registration_url: Optional[str] = None
     oauth2_flow: Optional[Literal["client_credentials", "authorization_code"]] = None
+    # Token Exchange (OBO) fields — RFC 8693. ``audience`` is named for the RFC's
+    # request parameter (token-exchange only); RFC 8707 resource indicators are a
+    # separate concept named ``resource`` in the v2 egress types. A null
+    # ``subject_token_type`` means DEFAULT_SUBJECT_TOKEN_TYPE (litellm.types.mcp),
+    # applied at the egress build sites.
+    token_exchange_endpoint: Optional[str] = None
+    audience: Optional[str] = None
+    subject_token_type: Optional[str] = None
     allow_all_keys: bool = False
     available_on_public_internet: bool = True
     delegate_auth_to_upstream: bool = False
diff --git a/litellm/proxy/_experimental/mcp_server/auth/token_exchange.py b/litellm/proxy/_experimental/mcp_server/auth/token_exchange.py
index 80e72fa2bf2..cd41dd648ee 100644
--- a/litellm/proxy/_experimental/mcp_server/auth/token_exchange.py
+++ b/litellm/proxy/_experimental/mcp_server/auth/token_exchange.py
@@ -28,6 +28,7 @@
     build_token_endpoint_client_auth,
 )
 from litellm.types.llms.custom_http import httpxSpecialProvider
+from litellm.types.mcp import DEFAULT_SUBJECT_TOKEN_TYPE
 
 if TYPE_CHECKING:
     from litellm.types.mcp_server.mcp_server_manager import MCPServer
@@ -35,8 +36,6 @@
 # RFC 8693 grant type constant
 TOKEN_EXCHANGE_GRANT_TYPE = "urn:ietf:params:oauth:grant-type:token-exchange"
 
-DEFAULT_SUBJECT_TOKEN_TYPE = "urn:ietf:params:oauth:token-type:access_token"
-
 
 class TokenExchangeHandler:
     """Handles OAuth 2.0 Token Exchange (RFC 8693) for MCP servers.
diff --git a/litellm/proxy/_experimental/mcp_server/db.py b/litellm/proxy/_experimental/mcp_server/db.py
index 1d62b325dec..baa2365cf20 100644
--- a/litellm/proxy/_experimental/mcp_server/db.py
+++ b/litellm/proxy/_experimental/mcp_server/db.py
@@ -46,6 +46,33 @@
 if TYPE_CHECKING:
     from litellm.types.mcp_server.mcp_server_manager import MCPServer
 
+_AUTH_FLOW_SCOPED_FIELDS: frozenset = frozenset(
+    {
+        "authorization_url",
+        "token_url",
+        "registration_url",
+        "oauth2_flow",
+        "token_exchange_endpoint",
+        "audience",
+        "subject_token_type",
+    }
+)
+
+# Token-exchange settings with dedicated columns that also exist on
+# ``MCPCredentials`` as a legacy shape (rows and REST callers that predate the
+# columns). Every write lifts blob values into the columns and strips them from
+# the stored blob, so the read-time ``column or blob`` fallback only serves rows
+# the current code has never written — a cleared column can then never be
+# silently resurrected by a stale blob copy. These keys are stored plaintext
+# (endpoints/identifiers, not secrets), so values lift as-is.
+_TOKEN_EXCHANGE_COLUMN_FIELDS: frozenset = frozenset(
+    {
+        "token_exchange_endpoint",
+        "audience",
+        "subject_token_type",
+    }
+)
+
 
 def _is_global_env_var_scope(scope: Any) -> bool:
     """``scope="user"`` entries are placeholders the user fills in; everything
@@ -241,6 +268,14 @@ def _prepare_mcp_server_data(
     # Handle credentials serialization
     credentials = data_dict.get("credentials")
     if credentials is not None:
+        # Lift legacy blob-shaped token-exchange settings into their dedicated
+        # columns (an explicit top-level value wins, including an explicit
+        # null) and strip them from the blob so it never seeds the read-time
+        # fallback for rows written by current code.
+        for te_field in _TOKEN_EXCHANGE_COLUMN_FIELDS:
+            blob_value = credentials.pop(te_field, None)
+            if blob_value is not None and te_field not in data_dict:
+                data_dict[te_field] = blob_value
         data_dict["credentials"] = encrypt_credentials(credentials=credentials, encryption_key=_get_salt_key())
         data_dict["credentials"] = safe_dumps(data_dict["credentials"])
 
@@ -603,19 +638,41 @@ async def update_mcp_server(
     # Pre-fetch existing record once if we need it for auth_type or credential logic
     existing = None
     has_credentials = "credentials" in data_dict and data_dict["credentials"] is not None
-    if data.auth_type or has_credentials:
+    # An explicit token-exchange column write (set or clear) also migrates the
+    # legacy blob copies below, so the existing row is needed for those updates.
+    explicit_te_write = bool(_TOKEN_EXCHANGE_COLUMN_FIELDS & data_dict.keys())
+    if data.auth_type or has_credentials or explicit_te_write:
         existing = await MCPServerRepository(prisma_client).table.find_unique(where={"server_id": data.server_id})
 
+    auth_type_changed = bool(
+        data.auth_type and existing and existing.auth_type is not None and existing.auth_type != data.auth_type
+    )
+
     # Clear stale credentials when auth_type changes but no new credentials provided
-    if (
-        data.auth_type
-        and "credentials" not in data_dict
-        and existing
-        and existing.auth_type is not None
-        and existing.auth_type != data.auth_type
-    ):
+    if auth_type_changed and "credentials" not in data_dict:
         data_dict["credentials"] = None
 
+    if auth_type_changed:
+        data_dict.update({field: None for field in _AUTH_FLOW_SCOPED_FIELDS if field not in data_dict})
+
+    # An explicit column write that does not touch credentials must still migrate
+    # the row's legacy blob copies: lift values for columns the caller left
+    # untouched, strip every copy from the blob. Without this, clearing a column
+    # (e.g. to re-enable RFC 9728/8414 discovery) would leave the blob copy in
+    # place, and the next credentials update's migrate-on-write would silently
+    # repopulate the column the admin just cleared. (When credentials ARE in the
+    # update, the merge below performs the same migration.)
+    if explicit_te_write and "credentials" not in data_dict and existing is not None and existing.credentials:
+        existing_creds = (
+            json.loads(existing.credentials) if isinstance(existing.credentials, str) else dict(existing.credentials)
+        )
+        if _TOKEN_EXCHANGE_COLUMN_FIELDS & existing_creds.keys():
+            for te_field in _TOKEN_EXCHANGE_COLUMN_FIELDS:
+                legacy_value = existing_creds.pop(te_field, None)
+                if legacy_value is not None and te_field not in data_dict and getattr(existing, te_field, None) is None:
+                    data_dict[te_field] = legacy_value
+            data_dict["credentials"] = safe_dumps(existing_creds)
+
     # Merge credentials: preserve existing fields not present in the update.
     # Without this, a partial credential update (e.g. changing only region)
     # would wipe encrypted secrets that the UI cannot display back.
@@ -638,6 +695,19 @@ async def update_mcp_server(
                 )
                 # New values override existing; existing keys not in update are preserved
                 merged = {**existing_creds, **new_creds}
+                # Migrate-on-write for legacy rows: token-exchange settings the
+                # old blob shape carried move to their dedicated columns (unless
+                # the caller set the column this update, or the row already has
+                # one) and are never re-persisted in the blob. Stored plaintext,
+                # so the merged value lifts as-is.
+                for te_field in _TOKEN_EXCHANGE_COLUMN_FIELDS:
+                    legacy_value = merged.pop(te_field, None)
+                    if (
+                        legacy_value is not None
+                        and te_field not in data_dict
+                        and getattr(existing, te_field, None) is None
+                    ):
+                        data_dict[te_field] = legacy_value
                 data_dict["credentials"] = safe_dumps(merged)
 
     # Add audit fields
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index d347c694366..fa73378d44d 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -115,7 +115,7 @@
 from litellm.proxy.utils import ProxyLogging, get_server_root_path
 from litellm.repositories.table_repositories import MCPServerRepository
 from litellm.types.llms.custom_http import httpxSpecialProvider
-from litellm.types.mcp import MCPAuth, MCPStdioConfig
+from litellm.types.mcp import DEFAULT_SUBJECT_TOKEN_TYPE, MCPAuth, MCPStdioConfig
 from litellm.types.mcp_server.mcp_server_manager import (
     MCPInfo,
     MCPOAuthMetadata,
@@ -972,7 +972,7 @@ async def load_servers_from_config(
                 audience=server_config.get("audience", None),
                 subject_token_type=server_config.get(
                     "subject_token_type",
-                    "urn:ietf:params:oauth:token-type:access_token",
+                    DEFAULT_SUBJECT_TOKEN_TYPE,
                 ),
                 token_exchange_profile=server_config.get("token_exchange_profile", "rfc8693"),
                 allow_sampling=bool(server_config.get("allow_sampling", False)),
@@ -1283,7 +1283,8 @@ async def build_mcp_server_from_table(
             (auth_type == MCPAuth.oauth2 and not mcp_server.authorization_url)
             or self._obo_needs_endpoint_discovery(
                 auth_type,
-                credentials_dict.get("token_exchange_endpoint") if credentials_dict else None,
+                mcp_server.token_exchange_endpoint
+                or (credentials_dict.get("token_exchange_endpoint") if credentials_dict else None),
                 mcp_server.token_url,
             )
         )
@@ -1349,11 +1350,14 @@ async def build_mcp_server_from_table(
             aws_role_name=aws_creds.get("aws_role_name"),
             aws_session_name=aws_creds.get("aws_session_name"),
             instructions=mcp_server.instructions,
-            # Token Exchange (OBO) fields — read from credentials JSON blob
-            token_exchange_endpoint=(credentials_dict.get("token_exchange_endpoint") if credentials_dict else None),
-            audience=(credentials_dict.get("audience") if credentials_dict else None),
-            subject_token_type=(credentials_dict.get("subject_token_type") if credentials_dict else None)
-            or "urn:ietf:params:oauth:token-type:access_token",
+            # Token exchange (OBO) fields: dedicated columns, with the credentials blob as a
+            # back-compat fallback for servers persisted before the columns existed.
+            token_exchange_endpoint=mcp_server.token_exchange_endpoint
+            or (credentials_dict.get("token_exchange_endpoint") if credentials_dict else None),
+            audience=mcp_server.audience or (credentials_dict.get("audience") if credentials_dict else None),
+            subject_token_type=mcp_server.subject_token_type
+            or (credentials_dict.get("subject_token_type") if credentials_dict else None)
+            or DEFAULT_SUBJECT_TOKEN_TYPE,
             token_exchange_profile=(credentials_dict.get("token_exchange_profile") if credentials_dict else None)
             or "rfc8693",
             timeout=getattr(mcp_server, "timeout", None),
@@ -4630,6 +4634,9 @@ async def _noop(session):
             token_url=server.token_url,
             registration_url=server.registration_url,
             oauth2_flow=server.oauth2_flow,
+            token_exchange_endpoint=server.token_exchange_endpoint,
+            audience=server.audience,
+            subject_token_type=server.subject_token_type,
             allow_all_keys=server.allow_all_keys,
             instructions=server.instructions,
             timeout=server.timeout,
@@ -4734,6 +4741,9 @@ def _build_mcp_server_table(self, server: MCPServer) -> LiteLLM_MCPServerTable:
             token_url=server.token_url,
             registration_url=server.registration_url,
             oauth2_flow=server.oauth2_flow,
+            token_exchange_endpoint=server.token_exchange_endpoint,
+            audience=server.audience,
+            subject_token_type=server.subject_token_type,
             allow_all_keys=server.allow_all_keys,
             available_on_public_internet=server.available_on_public_internet,
             delegate_auth_to_upstream=server.delegate_auth_to_upstream,
diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py
index 169a1a5d707..05896bfff74 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py
@@ -28,7 +28,7 @@
     Subject,
     TokenExchangeConfig,
 )
-from litellm.types.mcp import MCPAuth
+from litellm.types.mcp import DEFAULT_SUBJECT_TOKEN_TYPE, MCPAuth
 
 if TYPE_CHECKING:
     from litellm.proxy._types import UserAPIKeyAuth
@@ -124,7 +124,7 @@ def _token_exchange_spec(server: MCPServer, resource: str) -> Optional[ServerSpe
         resource=resource,
         config=TokenExchangeConfig(
             profile=profile,
-            subject_token_type=server.subject_token_type or "urn:ietf:params:oauth:token-type:access_token",
+            subject_token_type=server.subject_token_type or DEFAULT_SUBJECT_TOKEN_TYPE,
             token_exchange_endpoint=endpoint,
             audience=server.audience,
             client_id=server.client_id,
diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/types.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/types.py
index 49e3973d363..7e04be4f045 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/types.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/types.py
@@ -39,6 +39,7 @@
     Ok,
     Result,
 )
+from litellm.types.mcp import DEFAULT_SUBJECT_TOKEN_TYPE
 
 
 class AuthSpecKind(str, Enum):
@@ -215,7 +216,7 @@ class TokenExchangeConfig(BaseModel):
     model_config = ConfigDict(frozen=True)
     kind: Literal[AuthSpecKind.token_exchange] = AuthSpecKind.token_exchange
     profile: Literal["rfc8693", "entra_obo"] = "rfc8693"
-    subject_token_type: str = "urn:ietf:params:oauth:token-type:access_token"
+    subject_token_type: str = DEFAULT_SUBJECT_TOKEN_TYPE
     token_exchange_endpoint: str | None = None
     audience: str | None = None
     client_id: str | None = None
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index 3c16c2c3ed7..37d7fdff86f 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -1255,6 +1255,13 @@ class NewMCPServerRequest(LiteLLMPydanticObjectBase):
     token_url: Optional[str] = None
     registration_url: Optional[str] = None
     oauth2_flow: Optional[Literal["client_credentials", "authorization_code"]] = None
+    # Token Exchange (OBO) fields — RFC 8693. These top-level fields are the
+    # canonical shape; the same keys inside ``credentials`` are the legacy
+    # pre-column REST shape and are lifted into these columns on write (an
+    # explicit top-level value wins) and stripped from the stored blob.
+    token_exchange_endpoint: Optional[str] = None
+    audience: Optional[str] = None
+    subject_token_type: Optional[str] = None
     allow_all_keys: bool = False
     available_on_public_internet: bool = True
     delegate_auth_to_upstream: bool = False
@@ -1341,6 +1348,13 @@ class UpdateMCPServerRequest(LiteLLMPydanticObjectBase):
     token_url: Optional[str] = None
     registration_url: Optional[str] = None
     oauth2_flow: Optional[Literal["client_credentials", "authorization_code"]] = None
+    # Token Exchange (OBO) fields — RFC 8693. These top-level fields are the
+    # canonical shape; the same keys inside ``credentials`` are the legacy
+    # pre-column REST shape and are lifted into these columns on write (an
+    # explicit top-level value wins) and stripped from the stored blob.
+    token_exchange_endpoint: Optional[str] = None
+    audience: Optional[str] = None
+    subject_token_type: Optional[str] = None
     allow_all_keys: bool = False
     available_on_public_internet: bool = True
     delegate_auth_to_upstream: bool = False
diff --git a/litellm/proxy/management_endpoints/mcp_management_endpoints.py b/litellm/proxy/management_endpoints/mcp_management_endpoints.py
index 9cc84400cf5..b01e0231c2a 100644
--- a/litellm/proxy/management_endpoints/mcp_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/mcp_management_endpoints.py
@@ -537,6 +537,9 @@ def _sanitize_mcp_server_for_non_admin(
         sanitized.authorization_url = None
         sanitized.token_url = None
         sanitized.registration_url = None
+        sanitized.token_exchange_endpoint = None
+        sanitized.audience = None
+        sanitized.subject_token_type = None
         # Drop env vars entirely rather than only blanking global values: the
         # names alone (DB_PASSWORD, GITHUB_API_KEY, ...) leak what secrets the
         # admin configured. Non-admins get the per-user vars they must fill in
@@ -578,6 +581,9 @@ def _sanitize_mcp_server_for_virtual_key(
         sanitized.authorization_url = None
         sanitized.token_url = None
         sanitized.registration_url = None
+        sanitized.token_exchange_endpoint = None
+        sanitized.audience = None
+        sanitized.subject_token_type = None
 
         sanitized.health_check_error = None
         sanitized.last_health_check = None
diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma
index f9ab5e6aefd..05c1e6278d6 100644
--- a/litellm/proxy/schema.prisma
+++ b/litellm/proxy/schema.prisma
@@ -329,6 +329,11 @@ model LiteLLM_MCPServerTable {
   token_url          String?
   registration_url   String?
   oauth2_flow        String?
+  token_exchange_endpoint String?
+  // Named for the RFC 8693 "audience" token-exchange request parameter (that flow only).
+  // RFC 8707 resource indicators are a separate concept, named "resource" in the v2 egress types.
+  audience           String?
+  subject_token_type String?
   allow_all_keys Boolean @default(false)
   available_on_public_internet Boolean @default(true)
   delegate_auth_to_upstream Boolean @default(false)
diff --git a/litellm/types/mcp.py b/litellm/types/mcp.py
index 6cd8044c2ec..884a0815dcb 100644
--- a/litellm/types/mcp.py
+++ b/litellm/types/mcp.py
@@ -40,6 +40,12 @@ class MCPAuth(str, enum.Enum):
     oauth2_token_exchange = "oauth2_token_exchange"
 
 
+# RFC 8693 default subject_token_type. A NULL column / omitted config key means
+# "use this default"; it is applied at every egress build site via this single
+# constant rather than a DB-level DEFAULT (Prisma writes explicit values on
+# insert, so a column default would rarely apply anyway).
+DEFAULT_SUBJECT_TOKEN_TYPE = "urn:ietf:params:oauth:token-type:access_token"
+
 # MCP Literals
 MCPTransportType = Literal[MCPTransport.sse, MCPTransport.http, MCPTransport.stdio]
 MCPSpecVersionType = Literal[MCPSpecVersion.nov_2024, MCPSpecVersion.mar_2025, MCPSpecVersion.jun_2025]
@@ -122,18 +128,31 @@ class MCPCredentials(TypedDict, total=False):
 
     audience: Optional[str]
     """
-    Target audience for OAuth 2.0 Token Exchange (RFC 8693)
+    Target audience for OAuth 2.0 Token Exchange (RFC 8693).
+
+    Legacy input shape: this setting has a dedicated ``audience`` column, which is
+    authoritative. A value sent here is accepted for back-compat (the pre-column
+    REST shape, released since 2026-05), lifted into the column on write, and
+    stripped from the stored blob. Prefer the top-level request field.
     """
 
     token_exchange_endpoint: Optional[str]
     """
-    IDP token endpoint for OAuth 2.0 Token Exchange (RFC 8693)
+    IDP token endpoint for OAuth 2.0 Token Exchange (RFC 8693).
+
+    Legacy input shape: lifted into the dedicated ``token_exchange_endpoint``
+    column on write and stripped from the stored blob; the column is
+    authoritative. Prefer the top-level request field.
     """
 
     subject_token_type: Optional[str]
     """
     Subject token type for OAuth 2.0 Token Exchange (RFC 8693).
-    Default: urn:ietf:params:oauth:token-type:access_token
+    Default: DEFAULT_SUBJECT_TOKEN_TYPE (urn:ietf:params:oauth:token-type:access_token).
+
+    Legacy input shape: lifted into the dedicated ``subject_token_type`` column on
+    write and stripped from the stored blob; the column is authoritative. Prefer
+    the top-level request field.
     """
 
     token_endpoint_auth_method: Optional[MCPTokenEndpointAuthMethod]
diff --git a/litellm/types/mcp_server/mcp_server_manager.py b/litellm/types/mcp_server/mcp_server_manager.py
index f0600ade3b8..522a6f09165 100644
--- a/litellm/types/mcp_server/mcp_server_manager.py
+++ b/litellm/types/mcp_server/mcp_server_manager.py
@@ -4,6 +4,7 @@
 from pydantic import BaseModel, ConfigDict
 
 from litellm.types.mcp import (
+    DEFAULT_SUBJECT_TOKEN_TYPE,
     MCPAuth,
     MCPAuthType,
     MCPTokenEndpointAuthMethod,
@@ -68,7 +69,7 @@ class MCPServer(BaseModel):
     # Token Exchange (OBO) fields
     token_exchange_endpoint: Optional[str] = None
     audience: Optional[str] = None
-    subject_token_type: str = "urn:ietf:params:oauth:token-type:access_token"
+    subject_token_type: str = DEFAULT_SUBJECT_TOKEN_TYPE
     # Wire dialect: "rfc8693" (standard token-exchange grant) or "entra_obo" (Microsoft Entra
     # On-Behalf-Of, the RFC 7523 jwt-bearer grant + requested_token_use extension)
     token_exchange_profile: str = "rfc8693"
diff --git a/schema.prisma b/schema.prisma
index f9ab5e6aefd..05c1e6278d6 100644
--- a/schema.prisma
+++ b/schema.prisma
@@ -329,6 +329,11 @@ model LiteLLM_MCPServerTable {
   token_url          String?
   registration_url   String?
   oauth2_flow        String?
+  token_exchange_endpoint String?
+  // Named for the RFC 8693 "audience" token-exchange request parameter (that flow only).
+  // RFC 8707 resource indicators are a separate concept, named "resource" in the v2 egress types.
+  audience           String?
+  subject_token_type String?
   allow_all_keys Boolean @default(false)
   available_on_public_internet Boolean @default(true)
   delegate_auth_to_upstream Boolean @default(false)
diff --git a/tests/mcp_tests/test_mcp_server.py b/tests/mcp_tests/test_mcp_server.py
index 321a17fbb03..103f6e0b2a6 100644
--- a/tests/mcp_tests/test_mcp_server.py
+++ b/tests/mcp_tests/test_mcp_server.py
@@ -1556,6 +1556,9 @@ async def test_add_update_server_with_alias():
     mock_mcp_server.registration_url = None
     mock_mcp_server.token_url = None
     mock_mcp_server.oauth2_flow = None
+    mock_mcp_server.token_exchange_endpoint = None
+    mock_mcp_server.audience = None
+    mock_mcp_server.subject_token_type = None
     # Additional fields used by build_mcp_server_from_table
     mock_mcp_server.extra_headers = None
     mock_mcp_server.allow_all_keys = False
@@ -1615,6 +1618,9 @@ async def test_add_update_server_without_alias():
     mock_mcp_server.registration_url = None
     mock_mcp_server.token_url = None
     mock_mcp_server.oauth2_flow = None
+    mock_mcp_server.token_exchange_endpoint = None
+    mock_mcp_server.audience = None
+    mock_mcp_server.subject_token_type = None
     # Additional fields used by build_mcp_server_from_table
     mock_mcp_server.extra_headers = None
     mock_mcp_server.allow_all_keys = False
@@ -1674,6 +1680,9 @@ async def test_add_update_server_fallback_to_server_id():
     mock_mcp_server.registration_url = None
     mock_mcp_server.token_url = None
     mock_mcp_server.oauth2_flow = None
+    mock_mcp_server.token_exchange_endpoint = None
+    mock_mcp_server.audience = None
+    mock_mcp_server.subject_token_type = None
     # Additional fields used by build_mcp_server_from_table - set explicitly
     # to avoid MagicMock objects being passed to Pydantic MCPServer constructor
     mock_mcp_server.extra_headers = None
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py
index 7c9f5216d59..826b7584202 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py
@@ -17,6 +17,7 @@
 
 from litellm.proxy._experimental.mcp_server.db import (
     _decode_user_credential,
+    _prepare_mcp_server_data,
     get_user_credential,
     get_user_oauth_credential,
     is_oauth_credential_expired,
@@ -27,10 +28,12 @@
     store_user_credential,
     store_user_oauth_credential,
 )
+from litellm.proxy._types import NewMCPServerRequest, UpdateMCPServerRequest
 from litellm.proxy.common_utils.encrypt_decrypt_utils import (
     decrypt_value_helper,
     encrypt_value_helper,
 )
+from litellm.types.mcp import MCPAuth, MCPTransport
 
 SALT_KEY = "test-salt-key-for-byok-credential-tests-1234"
 
@@ -722,3 +725,46 @@ async def test_refresh_user_oauth_token_defaults_to_client_secret_post(monkeypat
     assert "Authorization" not in kwargs["headers"]
     assert kwargs["data"]["client_id"] == "cid"
     assert kwargs["data"]["client_secret"] == "sec"
+
+
+def test_prepare_mcp_server_data_create_carries_token_exchange_columns():
+    """The create path (POST /v1/mcp/server) must emit token_exchange_endpoint/audience/
+    subject_token_type as top-level column values so an auth_type=oauth2_token_exchange server
+    persists via the REST API, not only via config.yaml. Dropping the fields from the request
+    model would leave them out of the prepared column data."""
+    request = NewMCPServerRequest(
+        server_name="te_write",
+        url="https://upstream.example.com/mcp",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2_token_exchange,
+        token_exchange_endpoint="https://idp.example.com/oauth2/token",
+        audience="https://upstream.example.com",
+        subject_token_type="urn:ietf:params:oauth:token-type:jwt",
+        credentials={"client_id": "te-client", "client_secret": "te-secret"},
+    )
+
+    data = _prepare_mcp_server_data(request)
+
+    assert data["token_exchange_endpoint"] == "https://idp.example.com/oauth2/token"
+    assert data["audience"] == "https://upstream.example.com"
+    assert data["subject_token_type"] == "urn:ietf:params:oauth:token-type:jwt"
+
+
+def test_prepare_mcp_server_data_update_carries_token_exchange_columns():
+    """The partial-update path (PUT /v1/mcp/server, exclude_unset) must carry the three
+    token-exchange columns when the caller provides them."""
+    request = UpdateMCPServerRequest(
+        server_id="te-update",
+        url="https://upstream.example.com/mcp",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2_token_exchange,
+        token_exchange_endpoint="https://idp.example.com/oauth2/token",
+        audience="https://upstream.example.com",
+        subject_token_type="urn:ietf:params:oauth:token-type:jwt",
+    )
+
+    data = _prepare_mcp_server_data(request, exclude_unset=True)
+
+    assert data["token_exchange_endpoint"] == "https://idp.example.com/oauth2/token"
+    assert data["audience"] == "https://upstream.example.com"
+    assert data["subject_token_type"] == "urn:ietf:params:oauth:token-type:jwt"
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_partial_update.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_partial_update.py
index 49facdbaeaf..211be084807 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_partial_update.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_partial_update.py
@@ -7,6 +7,7 @@
 would silently overwrite the existing DB row.
 """
 
+import json
 from unittest.mock import AsyncMock, MagicMock
 
 import pytest
@@ -134,14 +135,10 @@ async def test_partial_update_writes_explicitly_provided_fields():
 @pytest.mark.asyncio
 async def test_partial_update_can_explicitly_reset_allow_all_keys():
     """Caller can still reset a field to its default by sending it explicitly."""
-    enabled = await _run_update(
-        UpdateMCPServerRequest(server_id="s", allow_all_keys=True)
-    )
+    enabled = await _run_update(UpdateMCPServerRequest(server_id="s", allow_all_keys=True))
     assert enabled["allow_all_keys"] is True
 
-    disabled = await _run_update(
-        UpdateMCPServerRequest(server_id="s", allow_all_keys=False)
-    )
+    disabled = await _run_update(UpdateMCPServerRequest(server_id="s", allow_all_keys=False))
     assert disabled["allow_all_keys"] is False
 
 
@@ -178,6 +175,92 @@ async def test_partial_update_can_explicitly_clear_alias():
     assert data_dict["alias"] is None
 
 
+async def _run_update_with_existing(data: UpdateMCPServerRequest, existing_auth_type: str) -> dict:
+    mock_prisma = _mock_prisma()
+    existing = MagicMock()
+    existing.auth_type = existing_auth_type
+    existing.credentials = None
+    mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(return_value=existing)
+    await update_mcp_server(mock_prisma, data, "test-user")
+    return mock_prisma.db.litellm_mcpservertable.update.call_args[1]["data"]
+
+
+@pytest.mark.asyncio
+async def test_auth_type_switch_clears_stale_flow_scoped_fields():
+    """
+    Switching oauth2 -> oauth2_token_exchange must clear the previous flow's
+    endpoint config: a stale token_url would otherwise be picked up as the
+    token-exchange endpoint and suppress RFC 9728/8414 discovery.
+    """
+    data = UpdateMCPServerRequest(server_id="my-test-server", auth_type="oauth2_token_exchange")
+
+    data_dict = await _run_update_with_existing(data, existing_auth_type="oauth2")
+
+    for stale_field in (
+        "authorization_url",
+        "token_url",
+        "registration_url",
+        "oauth2_flow",
+        "token_exchange_endpoint",
+        "audience",
+        "subject_token_type",
+    ):
+        assert data_dict[stale_field] is None, f"{stale_field} must be cleared on auth_type switch"
+    assert data_dict["credentials"] is None
+
+
+@pytest.mark.asyncio
+async def test_auth_type_switch_keeps_explicitly_provided_flow_fields():
+    """Fields explicitly provided alongside the auth_type switch must survive it."""
+    data = UpdateMCPServerRequest(
+        server_id="my-test-server",
+        auth_type="oauth2_token_exchange",
+        token_exchange_endpoint="https://idp.example.com/oauth2/token",
+    )
+
+    data_dict = await _run_update_with_existing(data, existing_auth_type="oauth2")
+
+    assert data_dict["token_exchange_endpoint"] == "https://idp.example.com/oauth2/token"
+    assert data_dict["token_url"] is None
+
+
+@pytest.mark.asyncio
+async def test_auth_type_switch_back_to_oauth2_clears_token_exchange_fields():
+    """The reverse switch must not leave token-exchange settings behind to
+    silently reactivate if the server is later switched back."""
+    data = UpdateMCPServerRequest(server_id="my-test-server", auth_type="oauth2")
+
+    data_dict = await _run_update_with_existing(data, existing_auth_type="oauth2_token_exchange")
+
+    assert data_dict["token_exchange_endpoint"] is None
+    assert data_dict["audience"] is None
+    assert data_dict["subject_token_type"] is None
+
+
+@pytest.mark.asyncio
+async def test_unchanged_auth_type_does_not_clear_flow_fields():
+    """An update that keeps the auth_type must not touch flow-scoped fields, so a
+    legacy OBO server using token_url as its exchange endpoint keeps working."""
+    data = UpdateMCPServerRequest(
+        server_id="my-test-server",
+        auth_type="oauth2_token_exchange",
+        allowed_tools=["foo"],
+    )
+
+    data_dict = await _run_update_with_existing(data, existing_auth_type="oauth2_token_exchange")
+
+    for flow_field in (
+        "authorization_url",
+        "token_url",
+        "registration_url",
+        "oauth2_flow",
+        "token_exchange_endpoint",
+        "audience",
+        "subject_token_type",
+    ):
+        assert flow_field not in data_dict
+
+
 @pytest.mark.asyncio
 async def test_create_still_writes_defaults():
     """
@@ -203,3 +286,250 @@ async def test_create_still_writes_defaults():
     # audit fields set by create_mcp_server.
     assert data_dict["created_by"] == "test-user"
     assert data_dict["updated_by"] == "test-user"
+
+
+# ── token-exchange blob → column normalization ────────────────────────────────
+#
+# token_exchange_endpoint / audience / subject_token_type have dedicated columns;
+# their MCPCredentials copies are a legacy shape. Writes must lift blob values
+# into the columns and strip them from the stored blob so the read-time
+# ``column or blob`` fallback can never resurrect a stale blob value after the
+# column is cleared.
+
+
+@pytest.fixture(autouse=True)
+def _salt_key(monkeypatch):
+    monkeypatch.setenv("LITELLM_SALT_KEY", "sk-1234")
+
+
+def _existing_row(auth_type: str, credentials: dict | None = None):
+    existing = MagicMock()
+    existing.auth_type = auth_type
+    existing.credentials = json.dumps(credentials) if credentials is not None else None
+    existing.token_exchange_endpoint = None
+    existing.audience = None
+    existing.subject_token_type = None
+    return existing
+
+
+@pytest.mark.asyncio
+async def test_create_lifts_blob_token_exchange_settings_into_columns():
+    """The legacy REST shape (TE settings inside ``credentials``) must land in
+    the dedicated columns, and the stored blob must not keep a copy."""
+    mock_prisma = _mock_prisma()
+    data = NewMCPServerRequest(
+        server_id="te-server",
+        url="https://example.com/mcp",
+        transport="http",
+        auth_type="oauth2_token_exchange",
+        credentials={
+            "client_id": "cid",
+            "client_secret": "sec",
+            "token_exchange_endpoint": "https://idp.example.com/oauth2/token",
+            "audience": "api://upstream",
+            "subject_token_type": "urn:ietf:params:oauth:token-type:jwt",
+        },
+    )
+
+    await create_mcp_server(mock_prisma, data, "test-user")
+    data_dict = mock_prisma.db.litellm_mcpservertable.create.call_args[1]["data"]
+
+    assert data_dict["token_exchange_endpoint"] == "https://idp.example.com/oauth2/token"
+    assert data_dict["audience"] == "api://upstream"
+    assert data_dict["subject_token_type"] == "urn:ietf:params:oauth:token-type:jwt"
+    stored_blob = json.loads(data_dict["credentials"])
+    for te_field in ("token_exchange_endpoint", "audience", "subject_token_type"):
+        assert te_field not in stored_blob
+    assert "client_id" in stored_blob
+
+
+@pytest.mark.asyncio
+async def test_create_explicit_column_wins_over_blob_copy():
+    mock_prisma = _mock_prisma()
+    data = NewMCPServerRequest(
+        server_id="te-server",
+        url="https://example.com/mcp",
+        transport="http",
+        auth_type="oauth2_token_exchange",
+        token_exchange_endpoint="https://top-level.example.com/token",
+        credentials={"client_id": "cid", "token_exchange_endpoint": "https://blob.example.com/token"},
+    )
+
+    await create_mcp_server(mock_prisma, data, "test-user")
+    data_dict = mock_prisma.db.litellm_mcpservertable.create.call_args[1]["data"]
+
+    assert data_dict["token_exchange_endpoint"] == "https://top-level.example.com/token"
+    assert "token_exchange_endpoint" not in json.loads(data_dict["credentials"])
+
+
+@pytest.mark.asyncio
+async def test_credentials_merge_migrates_legacy_blob_te_settings():
+    """A same-auth credentials update on a legacy row (TE settings in the blob,
+    columns null) must move the settings to the columns and drop them from the
+    merged blob."""
+    mock_prisma = _mock_prisma()
+    existing = _existing_row(
+        "oauth2_token_exchange",
+        credentials={
+            "client_id": "enc-old-cid",
+            "token_exchange_endpoint": "https://legacy-idp.example.com/token",
+            "audience": "api://legacy",
+        },
+    )
+    mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(return_value=existing)
+
+    data = UpdateMCPServerRequest(
+        server_id="te-server",
+        auth_type="oauth2_token_exchange",
+        credentials={"client_id": "new-cid"},
+    )
+    await update_mcp_server(mock_prisma, data, "test-user")
+    data_dict = mock_prisma.db.litellm_mcpservertable.update.call_args[1]["data"]
+
+    assert data_dict["token_exchange_endpoint"] == "https://legacy-idp.example.com/token"
+    assert data_dict["audience"] == "api://legacy"
+    merged_blob = json.loads(data_dict["credentials"])
+    for te_field in ("token_exchange_endpoint", "audience", "subject_token_type"):
+        assert te_field not in merged_blob
+
+
+@pytest.mark.asyncio
+async def test_cleared_column_is_not_resurrected_by_legacy_blob_value():
+    """The Greptile scenario: explicitly clearing the column (to re-enable
+    RFC 9728/8414 discovery) while the legacy blob still holds an endpoint must
+    NOT resurrect the blob value — the explicit null wins and the blob copy is
+    stripped."""
+    mock_prisma = _mock_prisma()
+    existing = _existing_row(
+        "oauth2_token_exchange",
+        credentials={"client_id": "enc-old-cid", "token_exchange_endpoint": "https://dead-idp.example.com/token"},
+    )
+    mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(return_value=existing)
+
+    data = UpdateMCPServerRequest(
+        server_id="te-server",
+        auth_type="oauth2_token_exchange",
+        token_exchange_endpoint=None,
+        credentials={"client_id": "new-cid"},
+    )
+    await update_mcp_server(mock_prisma, data, "test-user")
+    data_dict = mock_prisma.db.litellm_mcpservertable.update.call_args[1]["data"]
+
+    assert data_dict["token_exchange_endpoint"] is None
+    assert "token_exchange_endpoint" not in json.loads(data_dict["credentials"])
+
+
+@pytest.mark.asyncio
+async def test_merge_strips_blob_te_copy_when_column_already_set():
+    """When the row already has a column value, the blob copy is shadowed at
+    read time anyway — the merge must strip it rather than carry it forward."""
+    mock_prisma = _mock_prisma()
+    existing = _existing_row(
+        "oauth2_token_exchange",
+        credentials={"client_id": "enc-old-cid", "token_exchange_endpoint": "https://blob-copy.example.com/token"},
+    )
+    existing.token_exchange_endpoint = "https://column.example.com/token"
+    mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(return_value=existing)
+
+    data = UpdateMCPServerRequest(
+        server_id="te-server",
+        auth_type="oauth2_token_exchange",
+        credentials={"client_id": "new-cid"},
+    )
+    await update_mcp_server(mock_prisma, data, "test-user")
+    data_dict = mock_prisma.db.litellm_mcpservertable.update.call_args[1]["data"]
+
+    # Column untouched by this update (not in payload), blob copy gone.
+    assert "token_exchange_endpoint" not in data_dict
+    assert "token_exchange_endpoint" not in json.loads(data_dict["credentials"])
+
+
+@pytest.mark.asyncio
+async def test_auth_type_switch_clears_flow_fields_with_external_fields_set():
+    """The management endpoint passes ``fields_set`` explicitly (PUT
+    /v1/mcp/server). The auth-switch clearing must fire on that path too — it is
+    gated on ``data.auth_type``/the existing row, not on how fields_set arrives."""
+    mock_prisma = _mock_prisma()
+    existing = _existing_row("oauth2")
+    mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(return_value=existing)
+
+    data = UpdateMCPServerRequest(server_id="te-server", auth_type="oauth2_token_exchange")
+    await update_mcp_server(mock_prisma, data, "test-user", fields_set=set(data.fields_set()))
+    data_dict = mock_prisma.db.litellm_mcpservertable.update.call_args[1]["data"]
+
+    for stale_field in (
+        "authorization_url",
+        "token_url",
+        "registration_url",
+        "oauth2_flow",
+        "token_exchange_endpoint",
+        "audience",
+        "subject_token_type",
+    ):
+        assert data_dict[stale_field] is None, f"{stale_field} must be cleared via the fields_set path"
+
+
+@pytest.mark.asyncio
+async def test_explicit_clear_without_credentials_purges_legacy_blob_copy():
+    """Clearing a column in an update that does not touch credentials must strip
+    the legacy blob copy too — otherwise the next credentials update's
+    migrate-on-write would repopulate the column the admin just cleared."""
+    mock_prisma = _mock_prisma()
+    existing = _existing_row(
+        "oauth2_token_exchange",
+        credentials={"client_id": "enc-old-cid", "token_exchange_endpoint": "https://dead-idp.example.com/token"},
+    )
+    mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(return_value=existing)
+
+    data = UpdateMCPServerRequest(server_id="te-server", token_exchange_endpoint=None)
+    await update_mcp_server(mock_prisma, data, "test-user")
+    data_dict = mock_prisma.db.litellm_mcpservertable.update.call_args[1]["data"]
+
+    assert data_dict["token_exchange_endpoint"] is None
+    stored_blob = json.loads(data_dict["credentials"])
+    assert "token_exchange_endpoint" not in stored_blob
+    # Unrelated blob keys (encrypted secrets) survive untouched.
+    assert stored_blob["client_id"] == "enc-old-cid"
+
+
+@pytest.mark.asyncio
+async def test_explicit_te_write_without_credentials_migrates_other_legacy_fields():
+    """A no-credentials update that writes one token-exchange column migrates the
+    whole row: untouched null columns are lifted from the blob, and every blob
+    copy is stripped."""
+    mock_prisma = _mock_prisma()
+    existing = _existing_row(
+        "oauth2_token_exchange",
+        credentials={
+            "client_id": "enc-old-cid",
+            "token_exchange_endpoint": "https://legacy-idp.example.com/token",
+            "audience": "api://legacy",
+        },
+    )
+    mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(return_value=existing)
+
+    data = UpdateMCPServerRequest(server_id="te-server", audience="api://new")
+    await update_mcp_server(mock_prisma, data, "test-user")
+    data_dict = mock_prisma.db.litellm_mcpservertable.update.call_args[1]["data"]
+
+    assert data_dict["audience"] == "api://new"
+    assert data_dict["token_exchange_endpoint"] == "https://legacy-idp.example.com/token"
+    stored_blob = json.loads(data_dict["credentials"])
+    for te_field in ("token_exchange_endpoint", "audience", "subject_token_type"):
+        assert te_field not in stored_blob
+
+
+@pytest.mark.asyncio
+async def test_te_update_without_blob_te_keys_leaves_credentials_untouched():
+    """A no-credentials column write on a row whose blob has no legacy copies
+    must not rewrite the credentials blob at all."""
+    mock_prisma = _mock_prisma()
+    existing = _existing_row("oauth2_token_exchange", credentials={"client_id": "enc-old-cid"})
+    mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(return_value=existing)
+
+    data = UpdateMCPServerRequest(server_id="te-server", token_exchange_endpoint="https://new.example.com/token")
+    await update_mcp_server(mock_prisma, data, "test-user")
+    data_dict = mock_prisma.db.litellm_mcpservertable.update.call_args[1]["data"]
+
+    assert data_dict["token_exchange_endpoint"] == "https://new.example.com/token"
+    assert "credentials" not in data_dict
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
index 1f44160aef4..290d0b0a999 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
@@ -5184,6 +5184,9 @@ async def test_list_tools_with_legacy_db_m2m_server_resolves_oauth2_flow():
     legacy_server.server_id = "legacy-m2m-id"
     legacy_server.auth_type = MCPAuth.oauth2
     legacy_server.oauth2_flow = None  # Legacy: field not set in DB
+    legacy_server.token_exchange_endpoint = None
+    legacy_server.audience = None
+    legacy_server.subject_token_type = None
     legacy_server.token_url = "https://oauth.example.com/token"
     legacy_server.authorization_url = None
     legacy_server.client_id = "client-id"
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index e0e890558af..aca509de09d 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -4387,6 +4387,102 @@ async def _slow_call(*args, **kwargs):
         assert "0.01s" in exc_info.value.detail["message"]
 
 
+class TestMCPServerTokenExchangeColumns:
+    """Token-exchange (RFC 8693) config persists through the dedicated columns added for the
+    create/update REST + DB path, mirroring how ``token_url`` is stored. The credentials JSON
+    blob is kept as a read-fallback so servers persisted before the columns existed still load."""
+
+    @pytest.mark.asyncio
+    async def test_build_mcp_server_from_table_reads_token_exchange_columns(self):
+        """The DB->runtime loader must read the three fields from the dedicated columns. Before the
+        columns existed it only read the credentials blob, so column values would be dropped."""
+        manager = MCPServerManager()
+
+        table_record = LiteLLM_MCPServerTable(
+            server_id="te-cols",
+            server_name="te_cols",
+            url="https://upstream.example.com/mcp",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth2_token_exchange,
+            token_exchange_endpoint="https://idp.example.com/oauth2/token",
+            audience="https://upstream.example.com",
+            subject_token_type="urn:ietf:params:oauth:token-type:jwt",
+        )
+
+        mcp_server = await manager.build_mcp_server_from_table(table_record)
+
+        assert mcp_server.token_exchange_endpoint == "https://idp.example.com/oauth2/token"
+        assert mcp_server.audience == "https://upstream.example.com"
+        assert mcp_server.subject_token_type == "urn:ietf:params:oauth:token-type:jwt"
+
+    @pytest.mark.asyncio
+    async def test_build_mcp_server_from_table_falls_back_to_credentials_blob(self):
+        """Backwards compatibility: a server whose token-exchange config lives only in the
+        credentials blob (no columns) must still load with those values."""
+        manager = MCPServerManager()
+
+        table_record = LiteLLM_MCPServerTable(
+            server_id="te-blob",
+            server_name="te_blob",
+            url="https://upstream.example.com/mcp",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth2_token_exchange,
+            credentials={
+                "token_exchange_endpoint": "https://idp.example.com/legacy/token",
+                "audience": "legacy-audience",
+                "subject_token_type": "urn:ietf:params:oauth:token-type:saml2",
+            },
+        )
+
+        mcp_server = await manager.build_mcp_server_from_table(table_record)
+
+        assert mcp_server.token_exchange_endpoint == "https://idp.example.com/legacy/token"
+        assert mcp_server.audience == "legacy-audience"
+        assert mcp_server.subject_token_type == "urn:ietf:params:oauth:token-type:saml2"
+
+    @pytest.mark.asyncio
+    async def test_build_mcp_server_from_table_subject_token_type_defaults(self):
+        """subject_token_type falls back to the RFC 8693 access_token URN when unset."""
+        manager = MCPServerManager()
+
+        table_record = LiteLLM_MCPServerTable(
+            server_id="te-default",
+            server_name="te_default",
+            url="https://upstream.example.com/mcp",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth2_token_exchange,
+            token_exchange_endpoint="https://idp.example.com/oauth2/token",
+        )
+
+        mcp_server = await manager.build_mcp_server_from_table(table_record)
+
+        assert mcp_server.subject_token_type == "urn:ietf:params:oauth:token-type:access_token"
+
+    @pytest.mark.asyncio
+    async def test_round_trip_token_exchange_columns_preserved(self):
+        """The three fields survive LiteLLM_MCPServerTable -> MCPServer -> LiteLLM_MCPServerTable.
+        Before the table builder wrote them back, a registry round-trip dropped them."""
+        manager = MCPServerManager()
+
+        table_record = LiteLLM_MCPServerTable(
+            server_id="te-rt",
+            server_name="te_rt",
+            url="https://upstream.example.com/mcp",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth2_token_exchange,
+            token_exchange_endpoint="https://idp.example.com/oauth2/token",
+            audience="https://upstream.example.com",
+            subject_token_type="urn:ietf:params:oauth:token-type:jwt",
+        )
+
+        mcp_server = await manager.build_mcp_server_from_table(table_record)
+        rebuilt_table = manager._build_mcp_server_table(mcp_server)
+
+        assert rebuilt_table.token_exchange_endpoint == "https://idp.example.com/oauth2/token"
+        assert rebuilt_table.audience == "https://upstream.example.com"
+        assert rebuilt_table.subject_token_type == "urn:ietf:params:oauth:token-type:jwt"
+
+
 class TestInternalDelegatePkceWarningLog:
     @pytest.mark.asyncio
     async def test_build_mcp_server_logs_on_internal_delegate_interactive(self, caplog):
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_sigv4_auth.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_sigv4_auth.py
index c2164a9f19f..e638f66920e 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_sigv4_auth.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_sigv4_auth.py
@@ -856,6 +856,9 @@ async def test_build_mcp_server_from_table_with_sigv4_credentials(self):
         table_record.tool_name_to_description = None
         table_record.byok_api_key_help_url = None
         table_record.oauth2_flow = None
+        table_record.token_exchange_endpoint = None
+        table_record.audience = None
+        table_record.subject_token_type = None
         table_record.instructions = None
         table_record.source_url = None
 
@@ -915,6 +918,9 @@ async def test_build_mcp_server_from_table_without_sigv4_credentials(self):
         table_record.tool_name_to_description = None
         table_record.byok_api_key_help_url = None
         table_record.oauth2_flow = None
+        table_record.token_exchange_endpoint = None
+        table_record.audience = None
+        table_record.subject_token_type = None
         table_record.instructions = None
         table_record.source_url = None
 
diff --git a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
index 16508c8f2fd..c56a16bc7b3 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
@@ -16,9 +16,7 @@
     mcp_management_endpoints as mgmt_endpoints,
 )
 
-sys.path.insert(
-    0, os.path.abspath("../../../..")
-)  # Adds the parent directory to the system path
+sys.path.insert(0, os.path.abspath("../../../.."))  # Adds the parent directory to the system path
 
 from litellm.proxy._types import (
     LiteLLM_MCPServerTable,
@@ -101,9 +99,7 @@ def generate_mock_user_api_key_auth(
     )
 
 
-def generate_mock_team_record(
-    team_id: str, team_alias: str, organization_id: str, mcp_servers: List[str]
-):
+def generate_mock_team_record(team_id: str, team_alias: str, organization_id: str, mcp_servers: List[str]):
     """Generate a mock team record with object permissions"""
     return MagicMock(
         team_id=team_id,
@@ -122,13 +118,9 @@ def setup_mock_prisma_client(
     """Helper to set up a mock prisma client with proper async behavior"""
     mock_prisma_client.db = MagicMock()
     mock_prisma_client.db.litellm_teamtable = AsyncMock()
-    mock_prisma_client.db.litellm_teamtable.find_many = AsyncMock(
-        return_value=team_records
-    )
+    mock_prisma_client.db.litellm_teamtable.find_many = AsyncMock(return_value=team_records)
     mock_prisma_client.db.litellm_mcpservertable = AsyncMock()
-    mock_prisma_client.db.litellm_mcpservertable.find_many = AsyncMock(
-        return_value=mcp_servers
-    )
+    mock_prisma_client.db.litellm_mcpservertable.find_many = AsyncMock(return_value=mcp_servers)
     return mock_prisma_client
 
 
@@ -223,9 +215,7 @@ async def test_list_mcp_servers_config_yaml_only(self):
             "config_server_1": config_server_1,
             "config_server_2": config_server_2,
         }
-        mock_manager.get_allowed_mcp_servers = AsyncMock(
-            return_value=["config_server_1", "config_server_2"]
-        )
+        mock_manager.get_allowed_mcp_servers = AsyncMock(return_value=["config_server_1", "config_server_2"])
 
         # Mock the new method that returns servers without health check
         mock_servers = [
@@ -296,9 +286,7 @@ async def test_list_mcp_servers_config_yaml_only(self):
     async def test_list_mcp_servers_view_all_mode(self):
         """Users should see all MCP servers when view_all mode is enabled."""
 
-        mock_user_auth = generate_mock_user_api_key_auth(
-            user_role=LitellmUserRoles.INTERNAL_USER
-        )
+        mock_user_auth = generate_mock_user_api_key_auth(user_role=LitellmUserRoles.INTERNAL_USER)
 
         mock_servers = [
             generate_mock_mcp_server_db_record(server_id="server-1", alias="One"),
@@ -306,9 +294,7 @@ async def test_list_mcp_servers_view_all_mode(self):
         ]
 
         mock_manager = MagicMock()
-        mock_manager.get_all_mcp_servers_unfiltered = AsyncMock(
-            return_value=mock_servers
-        )
+        mock_manager.get_all_mcp_servers_unfiltered = AsyncMock(return_value=mock_servers)
 
         with (
             patch(
@@ -355,9 +341,7 @@ async def test_list_mcp_servers_view_all_mode_virtual_key_is_sanitized(self):
             server.extra_headers = ["Authorization"]
 
         mock_manager = MagicMock()
-        mock_manager.get_all_mcp_servers_unfiltered = AsyncMock(
-            return_value=mock_servers
-        )
+        mock_manager.get_all_mcp_servers_unfiltered = AsyncMock(return_value=mock_servers)
         mock_manager.get_all_allowed_mcp_servers = AsyncMock(return_value=mock_servers)
 
         with (
@@ -596,14 +580,10 @@ async def test_list_mcp_servers_non_admin_user_filtered(self):
         mock_manager = MagicMock()
         mock_manager.config_mcp_servers = {
             "config_server_allowed": config_server_allowed,
-            "config_server_not_allowed": generate_mock_mcp_server_config_record(
-                server_id="config_server_not_allowed"
-            ),
+            "config_server_not_allowed": generate_mock_mcp_server_config_record(server_id="config_server_not_allowed"),
         }
         # User only has access to specific servers
-        mock_manager.get_allowed_mcp_servers = AsyncMock(
-            return_value=["db_server_allowed", "config_server_allowed"]
-        )
+        mock_manager.get_allowed_mcp_servers = AsyncMock(return_value=["db_server_allowed", "config_server_allowed"])
 
         # Mock the new method that returns servers without health check
         mock_servers = [
@@ -706,9 +686,7 @@ async def test_admin_user_with_object_permission_respects_mcp_servers(self):
 
         # Mock manager
         mock_manager = MagicMock()
-        mock_manager.get_all_allowed_mcp_servers = AsyncMock(
-            return_value=[server_1, server_2]
-        )
+        mock_manager.get_all_allowed_mcp_servers = AsyncMock(return_value=[server_1, server_2])
 
         with (
             patch(
@@ -736,24 +714,18 @@ async def test_admin_user_with_object_permission_respects_mcp_servers(self):
 
     @pytest.mark.asyncio
     async def test_fetch_single_mcp_server_redacts_credentials(self):
-        mock_server = generate_mock_mcp_server_db_record(
-            server_id="server-1", alias="Server 1"
-        )
+        mock_server = generate_mock_mcp_server_db_record(server_id="server-1", alias="Server 1")
         mock_server.credentials = {"auth_value": "top-secret"}
 
         mock_prisma_client = MagicMock()
 
         # Mock health check result as LiteLLM_MCPServerTable
-        mock_health_result = generate_mock_mcp_server_db_record(
-            server_id="server-1", alias="Server 1"
-        )
+        mock_health_result = generate_mock_mcp_server_db_record(server_id="server-1", alias="Server 1")
         mock_health_result.status = "healthy"
         mock_health_result.last_health_check = datetime.now()
         mock_health_result.health_check_error = None
 
-        mock_user_auth = generate_mock_user_api_key_auth(
-            user_role=LitellmUserRoles.PROXY_ADMIN
-        )
+        mock_user_auth = generate_mock_user_api_key_auth(user_role=LitellmUserRoles.PROXY_ADMIN)
 
         with (
             patch(
@@ -790,25 +762,19 @@ async def test_fetch_single_mcp_server_redacts_credentials(self):
 
     @pytest.mark.asyncio
     async def test_fetch_single_mcp_server_handles_missing_credentials_field(self):
-        mock_server = generate_mock_mcp_server_db_record(
-            server_id="server-2", alias="Server 2"
-        )
+        mock_server = generate_mock_mcp_server_db_record(server_id="server-2", alias="Server 2")
         # Simulate ORM object without credentials attribute (e.g., older schema)
         delattr(mock_server, "credentials")
 
         mock_prisma_client = MagicMock()
 
         # Mock health check result as LiteLLM_MCPServerTable
-        mock_health_result = generate_mock_mcp_server_db_record(
-            server_id="server-2", alias="Server 2"
-        )
+        mock_health_result = generate_mock_mcp_server_db_record(server_id="server-2", alias="Server 2")
         mock_health_result.status = "healthy"
         mock_health_result.last_health_check = datetime.now()
         mock_health_result.health_check_error = None
 
-        mock_user_auth = generate_mock_user_api_key_auth(
-            user_role=LitellmUserRoles.PROXY_ADMIN
-        )
+        mock_user_auth = generate_mock_user_api_key_auth(user_role=LitellmUserRoles.PROXY_ADMIN)
 
         with (
             patch(
@@ -856,18 +822,14 @@ async def test_fetch_single_mcp_server_from_registry_config_based(self):
             transport="http",
         )
 
-        mock_health_result = generate_mock_mcp_server_db_record(
-            server_id="serper_custom_dev", alias="Serper MCP"
-        )
+        mock_health_result = generate_mock_mcp_server_db_record(server_id="serper_custom_dev", alias="Serper MCP")
         mock_health_result.status = "healthy"
         mock_health_result.last_health_check = datetime.now()
         mock_health_result.health_check_error = None
 
         mock_manager = MagicMock()
         mock_manager.get_mcp_server_by_id = MagicMock(
-            side_effect=lambda sid: (
-                config_server if sid == "serper_custom_dev" else None
-            )
+            side_effect=lambda sid: config_server if sid == "serper_custom_dev" else None
         )
         mock_manager.get_mcp_server_by_name = MagicMock(return_value=None)
         mock_manager._build_mcp_server_table = MagicMock(
@@ -878,14 +840,10 @@ async def test_fetch_single_mcp_server_from_registry_config_based(self):
                 transport="http",
             )
         )
-        mock_manager.get_allowed_mcp_servers = AsyncMock(
-            return_value=["serper_custom_dev"]
-        )
+        mock_manager.get_allowed_mcp_servers = AsyncMock(return_value=["serper_custom_dev"])
         mock_manager.health_check_server = AsyncMock(return_value=mock_health_result)
 
-        mock_user_auth = generate_mock_user_api_key_auth(
-            user_role=LitellmUserRoles.PROXY_ADMIN
-        )
+        mock_user_auth = generate_mock_user_api_key_auth(user_role=LitellmUserRoles.PROXY_ADMIN)
 
         with (
             patch(
@@ -944,18 +902,12 @@ async def test_fetch_single_mcp_server_from_registry_by_name_passes_client_ip(se
                 transport="http",
             )
         )
-        mock_manager.get_allowed_mcp_servers = AsyncMock(
-            return_value=["serper_custom_dev"]
-        )
+        mock_manager.get_allowed_mcp_servers = AsyncMock(return_value=["serper_custom_dev"])
         mock_manager.health_check_server = AsyncMock(
-            return_value=generate_mock_mcp_server_db_record(
-                server_id="serper_custom_dev", alias="Serper MCP"
-            )
+            return_value=generate_mock_mcp_server_db_record(server_id="serper_custom_dev", alias="Serper MCP")
         )
 
-        mock_user_auth = generate_mock_user_api_key_auth(
-            user_role=LitellmUserRoles.PROXY_ADMIN
-        )
+        mock_user_auth = generate_mock_user_api_key_auth(user_role=LitellmUserRoles.PROXY_ADMIN)
 
         with (
             patch(
@@ -987,9 +939,7 @@ async def test_fetch_single_mcp_server_from_registry_by_name_passes_client_ip(se
 
             assert result.server_id == "serper_custom_dev"
             mock_manager.get_mcp_server_by_id.assert_called_with("Serper MCP")
-            mock_manager.get_mcp_server_by_name.assert_called_once_with(
-                "Serper MCP", client_ip="192.168.1.100"
-            )
+            mock_manager.get_mcp_server_by_name.assert_called_once_with("Serper MCP", client_ip="192.168.1.100")
 
     @pytest.mark.asyncio
     async def test_fetch_single_mcp_server_from_registry_non_admin_denied(self):
@@ -1005,9 +955,7 @@ async def test_fetch_single_mcp_server_from_registry_non_admin_denied(self):
 
         mock_manager = MagicMock()
         mock_manager.get_mcp_server_by_id = MagicMock(
-            side_effect=lambda sid: (
-                config_server if sid == "restricted_server" else None
-            )
+            side_effect=lambda sid: config_server if sid == "restricted_server" else None
         )
         mock_manager.get_mcp_server_by_name = MagicMock(return_value=None)
         mock_manager._build_mcp_server_table = MagicMock(
@@ -1022,9 +970,7 @@ async def test_fetch_single_mcp_server_from_registry_non_admin_denied(self):
             return_value=["other_server"]  # restricted_server NOT in list
         )
 
-        mock_user_auth = generate_mock_user_api_key_auth(
-            user_role=LitellmUserRoles.INTERNAL_USER
-        )
+        mock_user_auth = generate_mock_user_api_key_auth(user_role=LitellmUserRoles.INTERNAL_USER)
 
         with (
             patch(
@@ -1070,18 +1016,14 @@ async def test_fetch_single_mcp_server_from_registry_non_admin_granted(self):
             transport="http",
         )
 
-        mock_health_result = generate_mock_mcp_server_db_record(
-            server_id="allowed_config_server", alias="Allowed MCP"
-        )
+        mock_health_result = generate_mock_mcp_server_db_record(server_id="allowed_config_server", alias="Allowed MCP")
         mock_health_result.status = "healthy"
         mock_health_result.last_health_check = datetime.now()
         mock_health_result.health_check_error = None
 
         mock_manager = MagicMock()
         mock_manager.get_mcp_server_by_id = MagicMock(
-            side_effect=lambda sid: (
-                config_server if sid == "allowed_config_server" else None
-            )
+            side_effect=lambda sid: config_server if sid == "allowed_config_server" else None
         )
         mock_manager.get_mcp_server_by_name = MagicMock(return_value=None)
         mock_manager._build_mcp_server_table = MagicMock(
@@ -1092,14 +1034,10 @@ async def test_fetch_single_mcp_server_from_registry_non_admin_granted(self):
                 transport="http",
             )
         )
-        mock_manager.get_allowed_mcp_servers = AsyncMock(
-            return_value=["allowed_config_server"]
-        )
+        mock_manager.get_allowed_mcp_servers = AsyncMock(return_value=["allowed_config_server"])
         mock_manager.health_check_server = AsyncMock(return_value=mock_health_result)
 
-        mock_user_auth = generate_mock_user_api_key_auth(
-            user_role=LitellmUserRoles.INTERNAL_USER
-        )
+        mock_user_auth = generate_mock_user_api_key_auth(user_role=LitellmUserRoles.INTERNAL_USER)
 
         with (
             patch(
@@ -1170,13 +1108,9 @@ async def test_fetch_single_mcp_server_drops_env_vars_for_non_admin(self):
         assert isinstance(raw_prisma_model.env_vars[0], dict)
 
         mock_prisma_client = MagicMock()
-        mock_prisma_client.db.litellm_mcpservertable.find_unique = AsyncMock(
-            return_value=raw_prisma_model
-        )
+        mock_prisma_client.db.litellm_mcpservertable.find_unique = AsyncMock(return_value=raw_prisma_model)
 
-        mock_health_result = generate_mock_mcp_server_db_record(
-            server_id="env-server", alias="Env Server"
-        )
+        mock_health_result = generate_mock_mcp_server_db_record(server_id="env-server", alias="Env Server")
         mock_health_result.status = "healthy"
         mock_health_result.last_health_check = datetime.now()
         mock_health_result.health_check_error = None
@@ -1185,9 +1119,7 @@ async def test_fetch_single_mcp_server_drops_env_vars_for_non_admin(self):
         mock_manager.add_server = AsyncMock()
         mock_manager.health_check_server = AsyncMock(return_value=mock_health_result)
 
-        mock_user_auth = generate_mock_user_api_key_auth(
-            user_role=LitellmUserRoles.INTERNAL_USER
-        )
+        mock_user_auth = generate_mock_user_api_key_auth(user_role=LitellmUserRoles.INTERNAL_USER)
 
         with (
             patch(
@@ -1200,11 +1132,7 @@ async def test_fetch_single_mcp_server_drops_env_vars_for_non_admin(self):
             ),
             patch(
                 "litellm.proxy.management_endpoints.mcp_management_endpoints.get_all_mcp_servers_for_user",
-                AsyncMock(
-                    return_value=[
-                        generate_mock_mcp_server_db_record(server_id="env-server")
-                    ]
-                ),
+                AsyncMock(return_value=[generate_mock_mcp_server_db_record(server_id="env-server")]),
             ),
             patch(
                 "litellm.proxy.management_endpoints.mcp_management_endpoints._user_has_admin_view",
@@ -1249,9 +1177,7 @@ async def test_fetch_single_mcp_server_sanitizes_for_view_only_admin(self):
 
         mock_prisma_client = MagicMock()
 
-        mock_health_result = generate_mock_mcp_server_db_record(
-            server_id="leaky-server", alias="Leaky Server"
-        )
+        mock_health_result = generate_mock_mcp_server_db_record(server_id="leaky-server", alias="Leaky Server")
         mock_health_result.status = "healthy"
         mock_health_result.last_health_check = datetime.now()
         mock_health_result.health_check_error = None
@@ -1260,9 +1186,7 @@ async def test_fetch_single_mcp_server_sanitizes_for_view_only_admin(self):
         mock_manager.add_server = AsyncMock()
         mock_manager.health_check_server = AsyncMock(return_value=mock_health_result)
 
-        mock_user_auth = generate_mock_user_api_key_auth(
-            user_role=LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY
-        )
+        mock_user_auth = generate_mock_user_api_key_auth(user_role=LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY)
 
         with (
             patch(
@@ -1311,9 +1235,7 @@ async def test_fetch_single_mcp_server_full_admin_still_sees_secrets(self):
 
         mock_prisma_client = MagicMock()
 
-        mock_health_result = generate_mock_mcp_server_db_record(
-            server_id="admin-server", alias="Admin Server"
-        )
+        mock_health_result = generate_mock_mcp_server_db_record(server_id="admin-server", alias="Admin Server")
         mock_health_result.status = "healthy"
         mock_health_result.last_health_check = datetime.now()
         mock_health_result.health_check_error = None
@@ -1322,9 +1244,7 @@ async def test_fetch_single_mcp_server_full_admin_still_sees_secrets(self):
         mock_manager.add_server = AsyncMock()
         mock_manager.health_check_server = AsyncMock(return_value=mock_health_result)
 
-        mock_user_auth = generate_mock_user_api_key_auth(
-            user_role=LitellmUserRoles.PROXY_ADMIN
-        )
+        mock_user_auth = generate_mock_user_api_key_auth(user_role=LitellmUserRoles.PROXY_ADMIN)
 
         with (
             patch(
@@ -1390,9 +1310,7 @@ async def test_non_member_cannot_query_foreign_team(self):
             )
 
             with pytest.raises(HTTPException) as exc_info:
-                await fetch_all_mcp_servers(
-                    user_api_key_dict=mock_user_auth, team_id="foreign-team-id"
-                )
+                await fetch_all_mcp_servers(user_api_key_dict=mock_user_auth, team_id="foreign-team-id")
             assert exc_info.value.status_code == 403
             assert "permission" in str(exc_info.value.detail).lower()
 
@@ -1412,9 +1330,7 @@ async def test_team_member_can_query_own_team(self):
         ]
         mock_team_obj.object_permission = MagicMock(mcp_servers=["server-1"])
 
-        mock_server = generate_mock_mcp_server_config_record(
-            server_id="server-1", name="Team Server"
-        )
+        mock_server = generate_mock_mcp_server_config_record(server_id="server-1", name="Team Server")
         mock_manager = MagicMock()
         mock_manager.get_mcp_server_by_id = MagicMock(return_value=mock_server)
         mock_manager._build_mcp_server_table = MagicMock(
@@ -1432,11 +1348,7 @@ async def test_team_member_can_query_own_team(self):
             ),
             patch(
                 "litellm.proxy.management_endpoints.mcp_management_endpoints._get_team_scoped_mcp_server_list",
-                AsyncMock(
-                    return_value=[
-                        generate_mock_mcp_server_db_record(server_id="server-1")
-                    ]
-                ),
+                AsyncMock(return_value=[generate_mock_mcp_server_db_record(server_id="server-1")]),
             ),
             patch(
                 "litellm.proxy.management_endpoints.mcp_management_endpoints.global_mcp_server_manager",
@@ -1447,9 +1359,7 @@ async def test_team_member_can_query_own_team(self):
                 fetch_all_mcp_servers,
             )
 
-            result = await fetch_all_mcp_servers(
-                user_api_key_dict=mock_user_auth, team_id="my-team-id"
-            )
+            result = await fetch_all_mcp_servers(user_api_key_dict=mock_user_auth, team_id="my-team-id")
             assert len(result) == 1
             assert result[0].server_id == "server-1"
 
@@ -1468,11 +1378,7 @@ async def test_admin_can_query_any_team(self):
             ),
             patch(
                 "litellm.proxy.management_endpoints.mcp_management_endpoints._get_team_scoped_mcp_server_list",
-                AsyncMock(
-                    return_value=[
-                        generate_mock_mcp_server_db_record(server_id="server-1")
-                    ]
-                ),
+                AsyncMock(return_value=[generate_mock_mcp_server_db_record(server_id="server-1")]),
             ),
         ):
             from litellm.proxy.management_endpoints.mcp_management_endpoints import (
@@ -1480,9 +1386,7 @@ async def test_admin_can_query_any_team(self):
             )
 
             # Admin should NOT need to be a team member
-            result = await fetch_all_mcp_servers(
-                user_api_key_dict=mock_user_auth, team_id="any-team-id"
-            )
+            result = await fetch_all_mcp_servers(user_api_key_dict=mock_user_auth, team_id="any-team-id")
             assert len(result) == 1
 
     @pytest.mark.asyncio
@@ -1500,9 +1404,7 @@ async def test_restricted_virtual_key_cannot_use_team_id_filter(self):
         )
 
         with pytest.raises(HTTPException) as exc_info:
-            await fetch_all_mcp_servers(
-                user_api_key_dict=mock_user_auth, team_id="some-team"
-            )
+            await fetch_all_mcp_servers(user_api_key_dict=mock_user_auth, team_id="some-team")
         assert exc_info.value.status_code == 403
         assert "Restricted virtual key" in str(exc_info.value.detail)
 
@@ -1681,9 +1583,7 @@ async def test_get_cached_temporary_mcp_server_non_admin_allowed(self):
                 AsyncMock(return_value=[non_admin]),
             ),
         ):
-            result = await _get_cached_temporary_mcp_server_or_404(
-                "server-x", non_admin
-            )
+            result = await _get_cached_temporary_mcp_server_or_404("server-x", non_admin)
 
         assert result is registry_server
 
@@ -1732,9 +1632,7 @@ def allowed_for(auth):
                 AsyncMock(return_value=[ui_session_auth, team_context]),
             ),
         ):
-            result = await _get_cached_temporary_mcp_server_or_404(
-                "server-x", ui_session_auth
-            )
+            result = await _get_cached_temporary_mcp_server_or_404("server-x", ui_session_auth)
 
         assert result is registry_server
         assert mock_manager.get_allowed_mcp_servers.await_count == 2
@@ -1818,12 +1716,8 @@ async def test_add_session_mcp_server_caches_and_redacts_credentials(self):
 
         validate_mock.assert_called_once_with(payload)
         mock_manager.build_mcp_server_from_table.assert_awaited_once()
-        cache_mock.assert_called_once_with(
-            built_server, ttl_seconds=TEMPORARY_MCP_SERVER_TTL_SECONDS
-        )
-        redis_cache_mock.assert_awaited_once_with(
-            built_server, ttl_seconds=TEMPORARY_MCP_SERVER_TTL_SECONDS
-        )
+        cache_mock.assert_called_once_with(built_server, ttl_seconds=TEMPORARY_MCP_SERVER_TTL_SECONDS)
+        redis_cache_mock.assert_awaited_once_with(built_server, ttl_seconds=TEMPORARY_MCP_SERVER_TTL_SECONDS)
 
         args, _ = mock_manager.build_mcp_server_from_table.call_args
         temp_record = args[0]
@@ -1928,9 +1822,7 @@ async def test_mcp_oauth_user_api_key_auth_uses_authorization_header_when_presen
             _mcp_oauth_user_api_key_auth,
         )
 
-        expected_auth = generate_mock_user_api_key_auth(
-            user_role=LitellmUserRoles.PROXY_ADMIN
-        )
+        expected_auth = generate_mock_user_api_key_auth(user_role=LitellmUserRoles.PROXY_ADMIN)
         mock_request = MagicMock()
         mock_request.headers = {"Authorization": "Bearer sk-header-key"}
         mock_request.cookies = {}
@@ -1964,9 +1856,7 @@ async def test_mcp_oauth_user_api_key_auth_requires_oauth2_for_delegate_bypass(
             _mcp_oauth_user_api_key_auth,
         )
 
-        expected_auth = generate_mock_user_api_key_auth(
-            user_role=LitellmUserRoles.PROXY_ADMIN
-        )
+        expected_auth = generate_mock_user_api_key_auth(user_role=LitellmUserRoles.PROXY_ADMIN)
         mock_request = MagicMock()
         mock_request.headers = {}
         mock_request.cookies = {}
@@ -2014,9 +1904,7 @@ async def test_mcp_oauth_user_api_key_auth_internal_delegate_bypasses(
             _mcp_oauth_user_api_key_auth,
         )
 
-        expected_auth = generate_mock_user_api_key_auth(
-            user_role=LitellmUserRoles.PROXY_ADMIN
-        )
+        expected_auth = generate_mock_user_api_key_auth(user_role=LitellmUserRoles.PROXY_ADMIN)
         mock_request = MagicMock()
         mock_request.headers = {}
         mock_request.cookies = {}
@@ -2438,9 +2326,7 @@ async def test_get_cached_temporary_mcp_server_falls_back_to_redis(self):
 
         server = generate_mock_mcp_server_config_record(server_id="from-redis")
         serialized = json.dumps(server.model_dump(mode="json"))
-        mock_cache_backend = SimpleNamespace(
-            async_get_cache=AsyncMock(return_value="encrypted-payload")
-        )
+        mock_cache_backend = SimpleNamespace(async_get_cache=AsyncMock(return_value="encrypted-payload"))
         original_cache = mgmt_endpoints.litellm.cache
         mgmt_endpoints.litellm.cache = SimpleNamespace(cache=mock_cache_backend)
         try:
@@ -2460,9 +2346,7 @@ async def test_get_cached_temporary_mcp_server_falls_back_to_redis(self):
 
         assert result is not None
         assert result.server_id == "from-redis"
-        mock_cache_backend.async_get_cache.assert_awaited_once_with(
-            key="litellm:mcp:temporary_server:from-redis"
-        )
+        mock_cache_backend.async_get_cache.assert_awaited_once_with(key="litellm:mcp:temporary_server:from-redis")
 
     @pytest.mark.asyncio
     async def test_cache_temporary_mcp_server_in_redis_uses_ttl_and_key(self):
@@ -2517,13 +2401,9 @@ async def test_get_temporary_mcp_server_from_redis_decrypts_payload(self):
             _get_temporary_mcp_server_from_redis,
         )
 
-        server = generate_mock_mcp_server_config_record(
-            server_id="from-redis-encrypted"
-        )
+        server = generate_mock_mcp_server_config_record(server_id="from-redis-encrypted")
         serialized = json.dumps(server.model_dump(mode="json"))
-        mock_cache_backend = SimpleNamespace(
-            async_get_cache=AsyncMock(return_value="encrypted-payload")
-        )
+        mock_cache_backend = SimpleNamespace(async_get_cache=AsyncMock(return_value="encrypted-payload"))
         original_cache = mgmt_endpoints.litellm.cache
         mgmt_endpoints.litellm.cache = SimpleNamespace(cache=mock_cache_backend)
         try:
@@ -2531,9 +2411,7 @@ async def test_get_temporary_mcp_server_from_redis_decrypts_payload(self):
                 "litellm.proxy.management_endpoints.mcp_management_endpoints.decrypt_value_helper",
                 return_value=serialized,
             ) as decrypt_mock:
-                result = await _get_temporary_mcp_server_from_redis(
-                    "from-redis-encrypted"
-                )
+                result = await _get_temporary_mcp_server_from_redis("from-redis-encrypted")
         finally:
             mgmt_endpoints.litellm.cache = original_cache
 
@@ -2593,9 +2471,7 @@ async def test_get_temporary_mcp_server_from_redis_returns_none_on_invalid_decry
             _get_temporary_mcp_server_from_redis,
         )
 
-        mock_cache_backend = SimpleNamespace(
-            async_get_cache=AsyncMock(return_value="enc")
-        )
+        mock_cache_backend = SimpleNamespace(async_get_cache=AsyncMock(return_value="enc"))
         original_cache = mgmt_endpoints.litellm.cache
         mgmt_endpoints.litellm.cache = SimpleNamespace(cache=mock_cache_backend)
         try:
@@ -2617,9 +2493,7 @@ async def test_get_temporary_mcp_server_from_redis_returns_none_on_decrypt_none(
             _get_temporary_mcp_server_from_redis,
         )
 
-        mock_cache_backend = SimpleNamespace(
-            async_get_cache=AsyncMock(return_value="enc")
-        )
+        mock_cache_backend = SimpleNamespace(async_get_cache=AsyncMock(return_value="enc"))
         original_cache = mgmt_endpoints.litellm.cache
         mgmt_endpoints.litellm.cache = SimpleNamespace(cache=mock_cache_backend)
         try:
@@ -2641,9 +2515,7 @@ async def test_get_temporary_mcp_server_from_redis_rejects_plain_dict_payload(se
         )
 
         server = generate_mock_mcp_server_config_record(server_id="legacy-dict")
-        mock_cache_backend = SimpleNamespace(
-            async_get_cache=AsyncMock(return_value=server.model_dump(mode="json"))
-        )
+        mock_cache_backend = SimpleNamespace(async_get_cache=AsyncMock(return_value=server.model_dump(mode="json")))
         original_cache = mgmt_endpoints.litellm.cache
         mgmt_endpoints.litellm.cache = SimpleNamespace(cache=mock_cache_backend)
         try:
@@ -2694,16 +2566,10 @@ async def test_update_mcp_server_respects_extra_headers(self):
         mock_prisma_client = MagicMock()
         mock_prisma_client.db = MagicMock()
         mock_prisma_client.db.litellm_mcpservertable = AsyncMock()
-        mock_prisma_client.db.litellm_mcpservertable.find_unique = AsyncMock(
-            return_value=existing_server
-        )
-        mock_prisma_client.db.litellm_mcpservertable.update = AsyncMock(
-            return_value=updated_server
-        )
+        mock_prisma_client.db.litellm_mcpservertable.find_unique = AsyncMock(return_value=existing_server)
+        mock_prisma_client.db.litellm_mcpservertable.update = AsyncMock(return_value=updated_server)
 
-        mock_user_auth = generate_mock_user_api_key_auth(
-            user_role=LitellmUserRoles.PROXY_ADMIN
-        )
+        mock_user_auth = generate_mock_user_api_key_auth(user_role=LitellmUserRoles.PROXY_ADMIN)
 
         # Mock the update_mcp_server function to capture the call
         with (
@@ -2733,9 +2599,7 @@ async def test_update_mcp_server_respects_extra_headers(self):
                 edit_mcp_server,
             )
 
-            result = await edit_mcp_server(
-                payload=update_request, user_api_key_dict=mock_user_auth
-            )
+            result = await edit_mcp_server(payload=update_request, user_api_key_dict=mock_user_auth)
 
             # Verify that update_mcp_server was called with the correct payload
             update_mock.assert_awaited_once()
@@ -2775,18 +2639,12 @@ async def test_create_succeeds_when_registry_refresh_fails(self):
             url="https://echo.example.com/mcp",
             transport=MCPTransport.http,
         )
-        admin = generate_mock_user_api_key_auth(
-            user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin-user"
-        )
-        created_server = generate_mock_mcp_server_db_record(
-            server_id="created-1", alias="echo"
-        )
+        admin = generate_mock_user_api_key_auth(user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin-user")
+        created_server = generate_mock_mcp_server_db_record(server_id="created-1", alias="echo")
 
         mock_manager = MagicMock()
         mock_manager.add_server = AsyncMock()
-        mock_manager.reload_servers_from_database = AsyncMock(
-            side_effect=Exception("malformed pre-existing row")
-        )
+        mock_manager.reload_servers_from_database = AsyncMock(side_effect=Exception("malformed pre-existing row"))
 
         with (
             patch(
@@ -2823,9 +2681,7 @@ async def test_create_500s_and_skips_registry_when_db_write_fails(self):
             url="https://echo.example.com/mcp",
             transport=MCPTransport.http,
         )
-        admin = generate_mock_user_api_key_auth(
-            user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin-user"
-        )
+        admin = generate_mock_user_api_key_auth(user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin-user")
 
         mock_manager = MagicMock()
         mock_manager.add_server = AsyncMock()
@@ -2953,9 +2809,7 @@ def test_registry_returns_entries_when_enabled(self):
         mock_manager = MagicMock()
         mock_manager.get_registry.return_value = {mock_server.server_id: mock_server}
         # The registry endpoint uses get_filtered_registry (filters by client IP)
-        mock_manager.get_filtered_registry.return_value = {
-            mock_server.server_id: mock_server
-        }
+        mock_manager.get_filtered_registry.return_value = {mock_server.server_id: mock_server}
 
         with (
             patch_proxy_general_settings({"enable_mcp_registry": True}),
@@ -3005,9 +2859,7 @@ async def test_health_check_specific_servers(self):
 
         # Mock manager
         mock_manager = MagicMock()
-        mock_manager.get_all_mcp_servers_with_health_and_teams = AsyncMock(
-            return_value=[mock_health_result]
-        )
+        mock_manager.get_all_mcp_servers_with_health_and_teams = AsyncMock(return_value=[mock_health_result])
 
         with (
             patch(
@@ -3056,18 +2908,12 @@ async def test_health_check_view_all_mode(self):
             health_check_servers,
         )
 
-        mock_user_auth = generate_mock_user_api_key_auth(
-            user_role=LitellmUserRoles.INTERNAL_USER
-        )
+        mock_user_auth = generate_mock_user_api_key_auth(user_role=LitellmUserRoles.INTERNAL_USER)
 
-        health_result_one = generate_mock_mcp_server_db_record(
-            server_id="server-1", alias="One"
-        )
+        health_result_one = generate_mock_mcp_server_db_record(server_id="server-1", alias="One")
         health_result_one.status = "healthy"
 
-        health_result_two = generate_mock_mcp_server_db_record(
-            server_id="server-2", alias="Two"
-        )
+        health_result_two = generate_mock_mcp_server_db_record(server_id="server-2", alias="Two")
         health_result_two.status = "unhealthy"
 
         mock_manager = MagicMock()
@@ -3237,9 +3083,7 @@ async def test_register_mcp_server_sets_pending_review(self):
                 AsyncMock(return_value=created_record),
             ) as mock_create,
         ):
-            result = await register_mcp_server(
-                payload=payload, user_api_key_dict=user_auth
-            )
+            result = await register_mcp_server(payload=payload, user_api_key_dict=user_auth)
 
         # Endpoint sets pending_review before calling create_mcp_server
         call_payload = mock_create.call_args[0][1]
@@ -3270,9 +3114,7 @@ async def test_get_submissions_admin_returns_summary(self):
         admin = generate_mock_user_api_key_auth(user_role=LitellmUserRoles.PROXY_ADMIN)
         pending = generate_mock_mcp_server_db_record(alias="Pending")
         pending.approval_status = "pending_review"
-        summary = MCPSubmissionsSummary(
-            total=1, pending_review=1, active=0, rejected=0, items=[pending]
-        )
+        summary = MCPSubmissionsSummary(total=1, pending_review=1, active=0, rejected=0, items=[pending])
 
         with (
             patch(
@@ -3303,9 +3145,7 @@ async def test_get_submissions_sanitizes_for_view_only_admin(self):
 
         item = _leaky_list_server()
         item.approval_status = "pending_review"
-        summary = MCPSubmissionsSummary(
-            total=1, pending_review=1, active=0, rejected=0, items=[item]
-        )
+        summary = MCPSubmissionsSummary(total=1, pending_review=1, active=0, rejected=0, items=[item])
 
         with (
             patch(
@@ -3318,9 +3158,7 @@ async def test_get_submissions_sanitizes_for_view_only_admin(self):
             ),
         ):
             result = await get_mcp_server_submissions(
-                user_api_key_dict=generate_mock_user_api_key_auth(
-                    user_role=LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY
-                ),
+                user_api_key_dict=generate_mock_user_api_key_auth(user_role=LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY),
             )
 
         assert len(result.items) == 1
@@ -3347,9 +3185,7 @@ async def test_get_submissions_full_admin_still_sees_secrets(self):
 
         item = _leaky_list_server()
         item.approval_status = "pending_review"
-        summary = MCPSubmissionsSummary(
-            total=1, pending_review=1, active=0, rejected=0, items=[item]
-        )
+        summary = MCPSubmissionsSummary(total=1, pending_review=1, active=0, rejected=0, items=[item])
 
         with (
             patch(
@@ -3362,9 +3198,7 @@ async def test_get_submissions_full_admin_still_sees_secrets(self):
             ),
         ):
             result = await get_mcp_server_submissions(
-                user_api_key_dict=generate_mock_user_api_key_auth(
-                    user_role=LitellmUserRoles.PROXY_ADMIN
-                ),
+                user_api_key_dict=generate_mock_user_api_key_auth(user_role=LitellmUserRoles.PROXY_ADMIN),
             )
 
         assert len(result.items) == 1
@@ -3405,9 +3239,7 @@ async def test_approve_non_pending_server_raises_400(self):
             ),
         ):
             with pytest.raises(HTTPException) as exc_info:
-                await approve_mcp_server_submission(
-                    server_id="server-1", user_api_key_dict=admin
-                )
+                await approve_mcp_server_submission(server_id="server-1", user_api_key_dict=admin)
         assert exc_info.value.status_code == 400
 
     @pytest.mark.asyncio
@@ -3446,14 +3278,10 @@ async def test_approve_pending_server_loads_into_registry(self):
                 mock_manager,
             ),
         ):
-            result = await approve_mcp_server_submission(
-                server_id=pending_server.server_id, user_api_key_dict=admin
-            )
+            result = await approve_mcp_server_submission(server_id=pending_server.server_id, user_api_key_dict=admin)
 
         mock_manager.reload_servers_from_database.assert_awaited_once()
-        mock_manager.invalidate_byom_submitted_servers_cache.assert_awaited_once_with(
-            "submitter-user"
-        )
+        mock_manager.invalidate_byom_submitted_servers_cache.assert_awaited_once_with("submitter-user")
         assert result is not None
 
     @pytest.mark.asyncio
@@ -3578,9 +3406,7 @@ def test_all_required_fields_present_passes(self):
             source_url="https://github.com/org/repo",
             auth_type=MCPAuth.bearer_token,
         )
-        with patch_proxy_general_settings(
-            {"mcp_required_fields": ["source_url", "auth_type"]}
-        ):
+        with patch_proxy_general_settings({"mcp_required_fields": ["source_url", "auth_type"]}):
             # Should not raise
             _validate_mcp_required_fields(payload)
 
@@ -3668,9 +3494,7 @@ async def test_store_mcp_oauth_user_credential_returns_status():
         ),
         patch(
             "litellm.proxy.management_endpoints.mcp_management_endpoints.get_mcp_server",
-            new=AsyncMock(
-                return_value=generate_mock_mcp_server_db_record(server_id=server_id)
-            ),
+            new=AsyncMock(return_value=generate_mock_mcp_server_db_record(server_id=server_id)),
         ),
         patch(
             "litellm.proxy.management_endpoints.mcp_management_endpoints._user_has_admin_view",
@@ -3765,9 +3589,7 @@ async def test_list_mcp_user_credentials_batch_server_fetch():
             "server_id": server_id,
         }
     ]
-    mock_server = generate_mock_mcp_server_db_record(
-        server_id=server_id, alias="My Server"
-    )
+    mock_server = generate_mock_mcp_server_db_record(server_id=server_id, alias="My Server")
     # get_mcp_servers (batch) should be called once; get_mcp_server (single) must not be called.
     batch_mock = AsyncMock(return_value=[mock_server])
     single_mock = AsyncMock(return_value=mock_server)
@@ -3950,6 +3772,9 @@ def test_sanitize_mcp_server_for_non_admin_clears_credential_fields():
     server.authorization_url = "https://idp/authorize"
     server.token_url = "https://idp/token"
     server.registration_url = "https://idp/register"
+    server.token_exchange_endpoint = "https://idp/token-exchange"
+    server.audience = "https://upstream/api"
+    server.subject_token_type = "urn:ietf:params:oauth:token-type:jwt"
 
     sanitized = _sanitize_mcp_server_for_non_admin(server)
 
@@ -3964,6 +3789,12 @@ def test_sanitize_mcp_server_for_non_admin_clears_credential_fields():
     assert sanitized.authorization_url is None
     assert sanitized.token_url is None
     assert sanitized.registration_url is None
+    # The token-exchange IdP endpoint is as sensitive as token_url; audience names the upstream.
+    # subject_token_type is a public RFC 8693 URN, cleared for uniformity: non-admins
+    # receive no token-exchange config at all.
+    assert sanitized.token_exchange_endpoint is None
+    assert sanitized.audience is None
+    assert sanitized.subject_token_type is None
 
     # Identity / metadata fields are preserved so the UI can list the
     # server without exposing secrets.
@@ -4017,6 +3848,25 @@ def test_sanitize_virtual_key_drops_all_env_vars():
     assert server.env_vars[0].value == "super-secret"
 
 
+def test_sanitize_virtual_key_clears_token_exchange_endpoint_and_audience():
+    """Virtual-key callers must not receive the token-exchange IdP endpoint or audience,
+    matching how token_url is scrubbed for the same view."""
+    import litellm.proxy.management_endpoints.mcp_management_endpoints as mgmt
+
+    server = generate_mock_mcp_server_db_record()
+    server.token_url = "https://idp/token"
+    server.token_exchange_endpoint = "https://idp/token-exchange"
+    server.audience = "https://upstream/api"
+    server.subject_token_type = "urn:ietf:params:oauth:token-type:jwt"
+
+    sanitized = mgmt._sanitize_mcp_server_for_virtual_key(server)
+
+    assert sanitized.token_url is None
+    assert sanitized.token_exchange_endpoint is None
+    assert sanitized.audience is None
+    assert sanitized.subject_token_type is None
+
+
 def _server_with_env_vars(server_id: str = "srv-env"):
     base = generate_mock_mcp_server_db_record(server_id=server_id)
     return LiteLLM_MCPServerTable(
@@ -4078,9 +3928,7 @@ async def _fetch(user_role):
     assert view_only.env_vars is None
 
     # The source record must never be mutated.
-    assert {ev.name: ev.value for ev in server.env_vars}[
-        "ADMIN_API_KEY"
-    ] == "super-secret"
+    assert {ev.name: ev.value for ev in server.env_vars}["ADMIN_API_KEY"] == "super-secret"
 
 
 @pytest.mark.asyncio
@@ -4117,9 +3965,7 @@ async def _fetch_all(user_role):
     view_only = await _fetch_all(LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY)
     assert view_only[0].env_vars is None
 
-    assert {ev.name: ev.value for ev in server.env_vars}[
-        "ADMIN_API_KEY"
-    ] == "super-secret"
+    assert {ev.name: ev.value for ev in server.env_vars}["ADMIN_API_KEY"] == "super-secret"
 
 
 def _leaky_list_server() -> "LiteLLM_MCPServerTable":
@@ -4172,9 +4018,7 @@ async def test_list_mcp_servers_sanitized_for_view_only_admin():
     A mutation swapping _user_is_full_admin() back to _user_has_admin_view()
     (which also grants view-only admins) would return the raw url/headers and
     fail this. The real role helpers are exercised; the gate is not patched."""
-    source, result = await _fetch_all_via_view_all(
-        LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY
-    )
+    source, result = await _fetch_all_via_view_all(LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY)
 
     assert len(result) == 1
     sanitized = result[0]
@@ -4249,12 +4093,8 @@ class TestComputeUserEnvVarStatus:
     """Unit tests for the _compute_user_env_var_status helper."""
 
     def test_only_referenced_per_user_vars_are_required(self):
-        server = _make_env_var_server(
-            env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED
-        )
-        status = mgmt_endpoints._compute_user_env_var_status(
-            server=server, stored_values={"CORP_USERNAME": "alice"}
-        )
+        server = _make_env_var_server(env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED)
+        status = mgmt_endpoints._compute_user_env_var_status(server=server, stored_values={"CORP_USERNAME": "alice"})
         names = {spec.name for spec in status.required}
         # UNUSED_USER_VAR is declared per-user but never referenced -> not blocking.
         assert names == {"CORP_USERNAME", "CORP_PASSWORD"}
@@ -4272,9 +4112,7 @@ def test_only_referenced_per_user_vars_are_required(self):
         assert status.setup_url and "srv-1" in status.setup_url
 
     def test_all_filled_has_zero_missing(self):
-        server = _make_env_var_server(
-            env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED
-        )
+        server = _make_env_var_server(env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED)
         status = mgmt_endpoints._compute_user_env_var_status(
             server=server,
             stored_values={"CORP_USERNAME": "alice", "CORP_PASSWORD": "s3cret"},
@@ -4287,20 +4125,14 @@ def test_static_headers_as_json_string_is_parsed(self):
             env_vars=_ENV_VARS_MIXED,
             static_headers='{"Authorization": "${CORP_USERNAME}"}',
         )
-        status = mgmt_endpoints._compute_user_env_var_status(
-            server=server, stored_values={}
-        )
+        status = mgmt_endpoints._compute_user_env_var_status(server=server, stored_values={})
         # Only CORP_USERNAME is referenced via the JSON-string headers.
         assert {spec.name for spec in status.required} == {"CORP_USERNAME"}
         assert status.missing_count == 1
 
     def test_static_headers_invalid_json_string_yields_no_required(self):
-        server = _make_env_var_server(
-            env_vars=_ENV_VARS_MIXED, static_headers="not-json{"
-        )
-        status = mgmt_endpoints._compute_user_env_var_status(
-            server=server, stored_values={}
-        )
+        server = _make_env_var_server(env_vars=_ENV_VARS_MIXED, static_headers="not-json{")
+        status = mgmt_endpoints._compute_user_env_var_status(server=server, stored_values={})
         assert status.required == []
         assert status.missing_count == 0
         # No required fields -> no setup URL.
@@ -4311,9 +4143,7 @@ def test_no_per_user_vars_referenced_yields_no_required(self):
             env_vars=[{"name": "DB_PROTOCOL", "value": "postgres", "scope": "global"}],
             static_headers={"Authorization": "${DB_PROTOCOL}://host"},
         )
-        status = mgmt_endpoints._compute_user_env_var_status(
-            server=server, stored_values={}
-        )
+        status = mgmt_endpoints._compute_user_env_var_status(server=server, stored_values={})
         assert status.required == []
         assert status.setup_url is None
 
@@ -4330,9 +4160,7 @@ def test_dual_scope_var_with_global_fallback_is_not_required(self):
             ],
             static_headers={"Authorization": "Bearer ${SHARED_TOKEN}"},
         )
-        status = mgmt_endpoints._compute_user_env_var_status(
-            server=server, stored_values={}
-        )
+        status = mgmt_endpoints._compute_user_env_var_status(server=server, stored_values={})
         assert status.required == []
         assert status.missing_count == 0
         assert status.setup_url is None
@@ -4350,9 +4178,7 @@ def test_dual_scope_var_with_empty_global_is_required(self):
             ],
             static_headers={"Authorization": "Bearer ${SHARED_TOKEN}"},
         )
-        status = mgmt_endpoints._compute_user_env_var_status(
-            server=server, stored_values={}
-        )
+        status = mgmt_endpoints._compute_user_env_var_status(server=server, stored_values={})
         assert {spec.name for spec in status.required} == {"SHARED_TOKEN"}
         assert status.missing_count == 1
         assert status.setup_url and "srv-1" in status.setup_url
@@ -4361,16 +4187,10 @@ def test_dual_scope_var_with_empty_global_is_required(self):
 class TestGetMCPUserEnvVars:
     @pytest.mark.asyncio
     async def test_returns_status_for_server(self):
-        server = _make_env_var_server(
-            env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED
-        )
+        server = _make_env_var_server(env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED)
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
-            patch.object(
-                mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server)
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
+            patch.object(mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server)),
             patch.object(
                 mgmt_endpoints,
                 "get_user_env_vars",
@@ -4393,9 +4213,7 @@ async def test_returns_status_for_server(self):
 
     @pytest.mark.asyncio
     async def test_missing_user_id_raises_400(self):
-        with patch.object(
-            mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-        ):
+        with patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()):
             with pytest.raises(HTTPException) as exc:
                 await mgmt_endpoints.get_mcp_user_env_vars(
                     server_id="srv-1",
@@ -4406,12 +4224,8 @@ async def test_missing_user_id_raises_400(self):
     @pytest.mark.asyncio
     async def test_unknown_server_raises_404(self):
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
-            patch.object(
-                mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=None)
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
+            patch.object(mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=None)),
         ):
             with pytest.raises(HTTPException) as exc:
                 await mgmt_endpoints.get_mcp_user_env_vars(
@@ -4424,17 +4238,11 @@ async def test_unknown_server_raises_404(self):
 class TestStoreMCPUserEnvVars:
     @pytest.mark.asyncio
     async def test_persists_only_allowed_non_empty_values(self):
-        server = _make_env_var_server(
-            env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED
-        )
+        server = _make_env_var_server(env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED)
         merge_mock = AsyncMock(return_value={"CORP_USERNAME": "alice"})
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
-            patch.object(
-                mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server)
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
+            patch.object(mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server)),
             patch.object(mgmt_endpoints, "merge_user_env_vars", merge_mock),
         ):
             result = await mgmt_endpoints.store_mcp_user_env_vars(
@@ -4466,26 +4274,16 @@ async def test_forwards_only_submitted_updates_and_returns_merged_status(self):
         """The endpoint forwards only the user's submitted (allowed, non-empty)
         update to the atomic merge and reports status from the merged result, so
         a one-field edit never sends the other stored values back through."""
-        server = _make_env_var_server(
-            env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED
-        )
-        merge_mock = AsyncMock(
-            return_value={"CORP_USERNAME": "alice", "CORP_PASSWORD": "new"}
-        )
+        server = _make_env_var_server(env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED)
+        merge_mock = AsyncMock(return_value={"CORP_USERNAME": "alice", "CORP_PASSWORD": "new"})
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
-            patch.object(
-                mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server)
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
+            patch.object(mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server)),
             patch.object(mgmt_endpoints, "merge_user_env_vars", merge_mock),
         ):
             result = await mgmt_endpoints.store_mcp_user_env_vars(
                 server_id="srv-1",
-                payload=mgmt_endpoints.MCPUserEnvVarsRequest(
-                    values={"CORP_PASSWORD": "new"}
-                ),
+                payload=mgmt_endpoints.MCPUserEnvVarsRequest(values={"CORP_PASSWORD": "new"}),
                 user_api_key_dict=generate_mock_user_api_key_auth(user_id="alice"),
             )
         merge_mock.assert_awaited_once()
@@ -4496,9 +4294,7 @@ async def test_forwards_only_submitted_updates_and_returns_merged_status(self):
 
     @pytest.mark.asyncio
     async def test_missing_user_id_raises_400(self):
-        with patch.object(
-            mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-        ):
+        with patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()):
             with pytest.raises(HTTPException) as exc:
                 await mgmt_endpoints.store_mcp_user_env_vars(
                     server_id="srv-1",
@@ -4510,12 +4306,8 @@ async def test_missing_user_id_raises_400(self):
     @pytest.mark.asyncio
     async def test_unknown_server_raises_404(self):
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
-            patch.object(
-                mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=None)
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
+            patch.object(mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=None)),
         ):
             with pytest.raises(HTTPException) as exc:
                 await mgmt_endpoints.store_mcp_user_env_vars(
@@ -4529,17 +4321,11 @@ async def test_unknown_server_raises_404(self):
 class TestClearMCPUserEnvVars:
     @pytest.mark.asyncio
     async def test_clears_and_returns_empty_status(self):
-        server = _make_env_var_server(
-            env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED
-        )
+        server = _make_env_var_server(env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED)
         delete_mock = AsyncMock()
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
-            patch.object(
-                mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server)
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
+            patch.object(mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server)),
             patch.object(mgmt_endpoints, "delete_user_env_vars", delete_mock),
         ):
             result = await mgmt_endpoints.clear_mcp_user_env_vars(
@@ -4553,16 +4339,10 @@ async def test_clears_and_returns_empty_status(self):
 
     @pytest.mark.asyncio
     async def test_delete_db_error_propagates(self):
-        server = _make_env_var_server(
-            env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED
-        )
+        server = _make_env_var_server(env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED)
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
-            patch.object(
-                mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server)
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
+            patch.object(mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server)),
             patch.object(
                 mgmt_endpoints,
                 "delete_user_env_vars",
@@ -4578,9 +4358,7 @@ async def test_delete_db_error_propagates(self):
 
     @pytest.mark.asyncio
     async def test_missing_user_id_raises_400(self):
-        with patch.object(
-            mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-        ):
+        with patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()):
             with pytest.raises(HTTPException) as exc:
                 await mgmt_endpoints.clear_mcp_user_env_vars(
                     server_id="srv-1",
@@ -4591,12 +4369,8 @@ async def test_missing_user_id_raises_400(self):
     @pytest.mark.asyncio
     async def test_unknown_server_raises_404(self):
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
-            patch.object(
-                mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=None)
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
+            patch.object(mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=None)),
         ):
             with pytest.raises(HTTPException) as exc:
                 await mgmt_endpoints.clear_mcp_user_env_vars(
@@ -4609,9 +4383,7 @@ async def test_unknown_server_raises_404(self):
 class TestListMCPUserEnvVarStatus:
     @pytest.mark.asyncio
     async def test_no_user_id_returns_empty(self):
-        with patch.object(
-            mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-        ):
+        with patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()):
             result = await mgmt_endpoints.list_mcp_user_env_var_status(
                 user_api_key_dict=generate_mock_user_api_key_auth(user_id="")
             )
@@ -4620,9 +4392,7 @@ async def test_no_user_id_returns_empty(self):
     @pytest.mark.asyncio
     async def test_no_accessible_servers_returns_empty(self):
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
             patch.object(
                 mgmt_endpoints,
                 "_resolve_accessible_mcp_servers",
@@ -4648,9 +4418,7 @@ async def test_only_servers_with_required_fields_are_returned(self):
             static_headers={"Authorization": "${DB_PROTOCOL}://host"},
         )
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
             patch.object(
                 mgmt_endpoints,
                 "_resolve_accessible_mcp_servers",
@@ -4678,9 +4446,7 @@ async def test_bulk_status_omits_stored_credential_values(self):
             static_headers=_STATIC_HEADERS_MIXED,
         )
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
             patch.object(
                 mgmt_endpoints,
                 "_resolve_accessible_mcp_servers",
@@ -4713,9 +4479,7 @@ async def test_admin_view_all_flags_missing_fields_without_key_grants(self):
             static_headers=_STATIC_HEADERS_MIXED,
         )
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
             patch.object(
                 mgmt_endpoints,
                 "_get_user_mcp_management_mode",
@@ -4753,17 +4517,11 @@ class TestMCPUserEnvVarsAccessControl:
 
     @pytest.mark.asyncio
     async def test_get_forbidden_for_non_admin_without_access(self):
-        server = _make_env_var_server(
-            env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED
-        )
+        server = _make_env_var_server(env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED)
         get_user_env_vars = AsyncMock(return_value={})
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
-            patch.object(
-                mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server)
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
+            patch.object(mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server)),
             patch.object(
                 mgmt_endpoints,
                 "build_effective_auth_contexts",
@@ -4789,17 +4547,11 @@ async def test_get_forbidden_for_non_admin_without_access(self):
 
     @pytest.mark.asyncio
     async def test_store_forbidden_for_non_admin_without_access(self):
-        server = _make_env_var_server(
-            env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED
-        )
+        server = _make_env_var_server(env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED)
         merge_mock = AsyncMock()
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
-            patch.object(
-                mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server)
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
+            patch.object(mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server)),
             patch.object(
                 mgmt_endpoints,
                 "build_effective_auth_contexts",
@@ -4815,9 +4567,7 @@ async def test_store_forbidden_for_non_admin_without_access(self):
             with pytest.raises(HTTPException) as exc:
                 await mgmt_endpoints.store_mcp_user_env_vars(
                     server_id="srv-1",
-                    payload=mgmt_endpoints.MCPUserEnvVarsRequest(
-                        values={"CORP_USERNAME": "alice"}
-                    ),
+                    payload=mgmt_endpoints.MCPUserEnvVarsRequest(values={"CORP_USERNAME": "alice"}),
                     user_api_key_dict=generate_mock_user_api_key_auth(
                         user_id="alice",
                         user_role=LitellmUserRoles.INTERNAL_USER,
@@ -4828,17 +4578,11 @@ async def test_store_forbidden_for_non_admin_without_access(self):
 
     @pytest.mark.asyncio
     async def test_clear_forbidden_for_non_admin_without_access(self):
-        server = _make_env_var_server(
-            env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED
-        )
+        server = _make_env_var_server(env_vars=_ENV_VARS_MIXED, static_headers=_STATIC_HEADERS_MIXED)
         delete_mock = AsyncMock()
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
-            patch.object(
-                mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server)
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
+            patch.object(mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server)),
             patch.object(
                 mgmt_endpoints,
                 "build_effective_auth_contexts",
@@ -4870,12 +4614,8 @@ async def test_get_allowed_for_non_admin_with_access(self):
             static_headers=_STATIC_HEADERS_MIXED,
         )
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
-            patch.object(
-                mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server)
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
+            patch.object(mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server)),
             patch.object(
                 mgmt_endpoints,
                 "build_effective_auth_contexts",
@@ -4912,20 +4652,14 @@ async def test_admin_bypasses_access_check(self):
         )
         allowed_mock = AsyncMock(return_value=[])
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
-            patch.object(
-                mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server)
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
+            patch.object(mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=server)),
             patch.object(
                 mgmt_endpoints.global_mcp_server_manager,
                 "get_allowed_mcp_servers",
                 allowed_mock,
             ),
-            patch.object(
-                mgmt_endpoints, "get_user_env_vars", AsyncMock(return_value={})
-            ),
+            patch.object(mgmt_endpoints, "get_user_env_vars", AsyncMock(return_value={})),
         ):
             result = await mgmt_endpoints.get_mcp_user_env_vars(
                 server_id="srv-1",
@@ -4944,12 +4678,8 @@ async def test_non_admin_gets_403_not_404_for_inaccessible_server(self):
         ids stay non-enumerable, even when neither the DB nor the registry has the
         server."""
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
-            patch.object(
-                mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=None)
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
+            patch.object(mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=None)),
             patch.object(
                 mgmt_endpoints,
                 "build_effective_auth_contexts",
@@ -5021,9 +4751,7 @@ def test_oauth2_flow_defaults_to_none_when_omitted():
     )
 
     assert UpdateMCPServerRequest(server_id="srv-1").oauth2_flow is None
-    assert (
-        LiteLLM_MCPServerTable(server_id="srv-1", transport="http").oauth2_flow is None
-    )
+    assert LiteLLM_MCPServerTable(server_id="srv-1", transport="http").oauth2_flow is None
 
 
 class TestPerUserCredentialConfigServerResolution:
@@ -5039,17 +4767,13 @@ class TestPerUserCredentialConfigServerResolution:
 
     def _registry_only_manager(self, *, is_byok: bool = False):
         """A manager mock where the server exists only in the registry (DB miss)."""
-        config_server = generate_mock_mcp_server_config_record(
-            server_id=self.CONFIG_SERVER_ID, name="Config Server"
+        config_server = generate_mock_mcp_server_config_record(server_id=self.CONFIG_SERVER_ID, name="Config Server")
+        record = generate_mock_mcp_server_db_record(server_id=self.CONFIG_SERVER_ID).model_copy(
+            update={"is_byok": is_byok}
         )
-        record = generate_mock_mcp_server_db_record(
-            server_id=self.CONFIG_SERVER_ID
-        ).model_copy(update={"is_byok": is_byok})
         manager = MagicMock()
         manager.get_mcp_server_by_id = MagicMock(
-            side_effect=lambda sid: (
-                config_server if sid == self.CONFIG_SERVER_ID else None
-            )
+            side_effect=lambda sid: config_server if sid == self.CONFIG_SERVER_ID else None
         )
         manager._build_mcp_server_table = MagicMock(return_value=record)
         manager.get_allowed_mcp_servers = AsyncMock(return_value=[])
@@ -5062,12 +4786,8 @@ async def test_store_oauth_credential_resolves_config_server_for_admin(self):
         manager = self._registry_only_manager()
         store_mock = AsyncMock(return_value=None)
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
-            patch.object(
-                mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=None)
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
+            patch.object(mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=None)),
             patch.object(mgmt_endpoints, "global_mcp_server_manager", manager),
             patch.object(mgmt_endpoints, "store_user_oauth_credential", store_mock),
             patch.object(
@@ -5078,9 +4798,7 @@ async def test_store_oauth_credential_resolves_config_server_for_admin(self):
         ):
             result = await mgmt_endpoints.store_mcp_oauth_user_credential(
                 server_id=self.CONFIG_SERVER_ID,
-                payload=mgmt_endpoints.MCPOAuthUserCredentialRequest(
-                    access_token="tok", expires_in=3600
-                ),
+                payload=mgmt_endpoints.MCPOAuthUserCredentialRequest(access_token="tok", expires_in=3600),
                 user_api_key_dict=generate_mock_user_api_key_auth(user_id="admin"),
             )
         assert result.has_credential is True
@@ -5094,12 +4812,8 @@ async def test_store_byok_credential_resolves_config_server_for_admin(self):
         manager = self._registry_only_manager(is_byok=True)
         store_mock = AsyncMock(return_value=None)
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
-            patch.object(
-                mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=None)
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
+            patch.object(mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=None)),
             patch.object(mgmt_endpoints, "global_mcp_server_manager", manager),
             patch.object(mgmt_endpoints, "store_user_credential", store_mock),
         ):
@@ -5119,12 +4833,8 @@ async def test_store_oauth_credential_forbidden_for_non_admin_without_access(sel
         manager.get_allowed_mcp_servers = AsyncMock(return_value=[])
         store_mock = AsyncMock(return_value=None)
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
-            patch.object(
-                mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=None)
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
+            patch.object(mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=None)),
             patch.object(mgmt_endpoints, "global_mcp_server_manager", manager),
             patch.object(
                 mgmt_endpoints,
@@ -5136,9 +4846,7 @@ async def test_store_oauth_credential_forbidden_for_non_admin_without_access(sel
             with pytest.raises(HTTPException) as exc:
                 await mgmt_endpoints.store_mcp_oauth_user_credential(
                     server_id=self.CONFIG_SERVER_ID,
-                    payload=mgmt_endpoints.MCPOAuthUserCredentialRequest(
-                        access_token="tok", expires_in=3600
-                    ),
+                    payload=mgmt_endpoints.MCPOAuthUserCredentialRequest(access_token="tok", expires_in=3600),
                     user_api_key_dict=generate_mock_user_api_key_auth(
                         user_id="alice", user_role=LitellmUserRoles.INTERNAL_USER
                     ),
@@ -5151,17 +4859,11 @@ async def test_store_oauth_credential_allowed_for_non_admin_with_access(self):
         """A non-admin with the config server in their allowed set persists the
         token; proves the non-admin authz uses the registry-aware allowed set."""
         manager = self._registry_only_manager()
-        manager.get_allowed_mcp_servers = AsyncMock(
-            return_value=[self.CONFIG_SERVER_ID]
-        )
+        manager.get_allowed_mcp_servers = AsyncMock(return_value=[self.CONFIG_SERVER_ID])
         store_mock = AsyncMock(return_value=None)
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
-            patch.object(
-                mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=None)
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
+            patch.object(mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=None)),
             patch.object(mgmt_endpoints, "global_mcp_server_manager", manager),
             patch.object(
                 mgmt_endpoints,
@@ -5177,9 +4879,7 @@ async def test_store_oauth_credential_allowed_for_non_admin_with_access(self):
         ):
             result = await mgmt_endpoints.store_mcp_oauth_user_credential(
                 server_id=self.CONFIG_SERVER_ID,
-                payload=mgmt_endpoints.MCPOAuthUserCredentialRequest(
-                    access_token="tok", expires_in=3600
-                ),
+                payload=mgmt_endpoints.MCPOAuthUserCredentialRequest(access_token="tok", expires_in=3600),
                 user_api_key_dict=generate_mock_user_api_key_auth(
                     user_id="alice", user_role=LitellmUserRoles.INTERNAL_USER
                 ),
@@ -5201,22 +4901,14 @@ async def test_store_env_vars_resolves_config_server_for_non_admin_with_access(
         )
         manager = MagicMock()
         manager.get_mcp_server_by_id = MagicMock(
-            return_value=generate_mock_mcp_server_config_record(
-                server_id=self.CONFIG_SERVER_ID
-            )
+            return_value=generate_mock_mcp_server_config_record(server_id=self.CONFIG_SERVER_ID)
         )
         manager._build_mcp_server_table = MagicMock(return_value=env_var_server)
-        manager.get_allowed_mcp_servers = AsyncMock(
-            return_value=[self.CONFIG_SERVER_ID]
-        )
+        manager.get_allowed_mcp_servers = AsyncMock(return_value=[self.CONFIG_SERVER_ID])
         merge_mock = AsyncMock(return_value={"CORP_USERNAME": "alice"})
         with (
-            patch.object(
-                mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()
-            ),
-            patch.object(
-                mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=None)
-            ),
+            patch.object(mgmt_endpoints, "get_prisma_client_or_throw", return_value=MagicMock()),
+            patch.object(mgmt_endpoints, "get_mcp_server", AsyncMock(return_value=None)),
             patch.object(mgmt_endpoints, "global_mcp_server_manager", manager),
             patch.object(
                 mgmt_endpoints,
@@ -5227,9 +4919,7 @@ async def test_store_env_vars_resolves_config_server_for_non_admin_with_access(
         ):
             result = await mgmt_endpoints.store_mcp_user_env_vars(
                 server_id=self.CONFIG_SERVER_ID,
-                payload=mgmt_endpoints.MCPUserEnvVarsRequest(
-                    values={"CORP_USERNAME": "alice"}
-                ),
+                payload=mgmt_endpoints.MCPUserEnvVarsRequest(values={"CORP_USERNAME": "alice"}),
                 user_api_key_dict=generate_mock_user_api_key_auth(
                     user_id="alice", user_role=LitellmUserRoles.INTERNAL_USER
                 ),
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/TokenExchangeFormFields.tsx b/ui/litellm-dashboard/src/components/mcp_tools/TokenExchangeFormFields.tsx
new file mode 100644
index 00000000000..6a777938827
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/mcp_tools/TokenExchangeFormFields.tsx
@@ -0,0 +1,92 @@
+import React from "react";
+import { Form, Input, Select, Tooltip } from "antd";
+import { InfoCircleOutlined } from "@ant-design/icons";
+
+interface TokenExchangeFormFieldsProps {
+  isEditing?: boolean;
+}
+
+const fieldClassName = "rounded-lg border-gray-300 focus:border-blue-500 focus:ring-blue-500";
+
+const FieldLabel: React.FC<{ label: string; tooltip: string }> = ({ label, tooltip }) => (
+  <span className="text-sm font-medium text-gray-700 flex items-center">
+    {label}
+    <Tooltip title={tooltip}>
+      <InfoCircleOutlined className="ml-2 text-blue-400 hover:text-blue-600 cursor-help" />
+    </Tooltip>
+  </span>
+);
+
+const TokenExchangeFormFields: React.FC<TokenExchangeFormFieldsProps> = ({ isEditing = false }) => {
+  const placeholderSuffix = isEditing ? " (leave blank to keep existing)" : "";
+
+  return (
+    <>
+      <Form.Item
+        label={
+          <FieldLabel
+            label="Token Exchange Endpoint (optional)"
+            tooltip="RFC 8693 token endpoint. The proxy exchanges the user's incoming token here for a scoped token used to call the upstream MCP server. Leave blank to auto-discover it from the upstream's protected-resource metadata (RFC 9728 then RFC 8414)."
+          />
+        }
+        name="token_exchange_endpoint"
+      >
+        <Input placeholder="https://idp.example.com/oauth2/token" className={fieldClassName} />
+      </Form.Item>
+      <Form.Item
+        label={
+          <FieldLabel
+            label="Client ID"
+            tooltip="OAuth2 client ID used to authenticate to the token exchange endpoint."
+          />
+        }
+        name={["credentials", "client_id"]}
+        rules={[{ required: !isEditing, message: "Client ID is required for token exchange" }]}
+      >
+        <Input.Password placeholder={`Enter OAuth client ID${placeholderSuffix}`} className={fieldClassName} />
+      </Form.Item>
+      <Form.Item
+        label={
+          <FieldLabel
+            label="Client Secret"
+            tooltip="OAuth2 client secret used to authenticate to the token exchange endpoint."
+          />
+        }
+        name={["credentials", "client_secret"]}
+        rules={[{ required: !isEditing, message: "Client Secret is required for token exchange" }]}
+      >
+        <Input.Password placeholder={`Enter OAuth client secret${placeholderSuffix}`} className={fieldClassName} />
+      </Form.Item>
+      <Form.Item
+        label={
+          <FieldLabel
+            label="Audience (optional)"
+            tooltip="Target audience for the exchanged token (RFC 8693 audience). Identifies the upstream MCP server the token is for."
+          />
+        }
+        name="audience"
+      >
+        <Input placeholder="https://upstream.example.com" className={fieldClassName} />
+      </Form.Item>
+      <Form.Item
+        label={
+          <FieldLabel
+            label="Subject Token Type (optional)"
+            tooltip="Type of the user's incoming token (RFC 8693 subject_token_type). Defaults to urn:ietf:params:oauth:token-type:access_token."
+          />
+        }
+        name="subject_token_type"
+      >
+        <Input placeholder="urn:ietf:params:oauth:token-type:access_token" className={fieldClassName} />
+      </Form.Item>
+      <Form.Item
+        label={<FieldLabel label="Scopes (optional)" tooltip="Optional scopes to request during the token exchange." />}
+        name={["credentials", "scopes"]}
+      >
+        <Select mode="tags" tokenSeparators={[","]} placeholder="Add scopes" className="rounded-lg" size="large" />
+      </Form.Item>
+    </>
+  );
+};
+
+export default TokenExchangeFormFields;
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
index db20bfb21b3..bd95b1ba56d 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
@@ -350,6 +350,61 @@ describe("CreateMCPServer", () => {
       expect(payload.credentials).toBeUndefined();
     });
 
+    it("routes OAuth Token Exchange (OBO) config to the backend payload", async () => {
+      await selectHttpTransport();
+
+      const user = userEvent.setup({ delay: null });
+
+      const nameInput = getServerNameInput();
+      await user.type(nameInput, "TE_Server");
+
+      const urlInput = screen.getByPlaceholderText("https://your-mcp-server.com");
+      await user.type(urlInput, "https://upstream.example.com/mcp");
+
+      await selectAntOption("Authentication", "OAuth Token Exchange (OBO)");
+
+      await waitFor(() => {
+        expect(screen.getByPlaceholderText("https://idp.example.com/oauth2/token")).toBeInTheDocument();
+      });
+
+      await user.type(
+        screen.getByPlaceholderText("https://idp.example.com/oauth2/token"),
+        "https://idp.example.com/oauth2/token",
+      );
+      await user.type(screen.getByPlaceholderText("Enter OAuth client ID"), "te-client-id");
+      await user.type(screen.getByPlaceholderText("Enter OAuth client secret"), "te-client-secret");
+
+      vi.mocked(networking.createMCPServer).mockResolvedValue({
+        server_id: "new-server-te",
+        server_name: "TE_Server",
+        alias: "TE_Server",
+        url: "https://upstream.example.com/mcp",
+        transport: "http",
+        auth_type: "oauth2_token_exchange",
+        created_at: "2024-01-01T00:00:00Z",
+        created_by: "user-1",
+        updated_at: "2024-01-01T00:00:00Z",
+        updated_by: "user-1",
+      });
+
+      const submitButton = screen.getByRole("button", { name: "Add MCP Server" });
+      await act(async () => {
+        fireEvent.click(submitButton);
+      });
+
+      await waitFor(() => {
+        expect(networking.createMCPServer).toHaveBeenCalledTimes(1);
+      });
+
+      const [, payload] = vi.mocked(networking.createMCPServer).mock.calls[0];
+      expect(payload.auth_type).toBe("oauth2_token_exchange");
+      expect(payload.token_exchange_endpoint).toBe("https://idp.example.com/oauth2/token");
+      expect(payload.credentials).toMatchObject({
+        client_id: "te-client-id",
+        client_secret: "te-client-secret",
+      });
+    });
+
     it("enforces the allowlist when the user explicitly deselects every tool", async () => {
       await selectHttpTransport();
 
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index 9cac103d1a7..815db5fb841 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -16,6 +16,7 @@ import {
   MCP_OAUTH2_FLOW_INTERACTIVE,
 } from "./types";
 import OAuthFormFields from "./OAuthFormFields";
+import TokenExchangeFormFields from "./TokenExchangeFormFields";
 import MCPServerCostConfig from "./mcp_server_cost_config";
 import MCPConnectionStatus from "./mcp_connection_status";
 import MCPToolConfiguration from "./mcp_tool_configuration";
@@ -48,7 +49,12 @@ interface CreateMCPServerProps {
 }
 
 const AUTH_TYPES_REQUIRING_AUTH_VALUE = [AUTH_TYPE.API_KEY, AUTH_TYPE.BEARER_TOKEN, AUTH_TYPE.TOKEN, AUTH_TYPE.BASIC];
-const AUTH_TYPES_REQUIRING_CREDENTIALS = [...AUTH_TYPES_REQUIRING_AUTH_VALUE, AUTH_TYPE.OAUTH2, AUTH_TYPE.AWS_SIGV4];
+const AUTH_TYPES_REQUIRING_CREDENTIALS = [
+  ...AUTH_TYPES_REQUIRING_AUTH_VALUE,
+  AUTH_TYPE.OAUTH2,
+  AUTH_TYPE.OAUTH2_TOKEN_EXCHANGE,
+  AUTH_TYPE.AWS_SIGV4,
+];
 const CREATE_OAUTH_UI_STATE_KEY = "litellm-mcp-oauth-create-state";
 
 const reduceStaticHeaders = (list: unknown): Record<string, string> => {
@@ -112,6 +118,7 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
   const authType = formValues.auth_type as string | undefined;
   const shouldShowAuthValueField = authType ? AUTH_TYPES_REQUIRING_AUTH_VALUE.includes(authType) : false;
   const isOAuthAuthType = authType === AUTH_TYPE.OAUTH2;
+  const isTokenExchangeAuthType = authType === AUTH_TYPE.OAUTH2_TOKEN_EXCHANGE;
   const isAwsSigV4AuthType = authType === AUTH_TYPE.AWS_SIGV4;
   const isM2MFlow = isOAuthAuthType && formValues.oauth_flow_type === OAUTH_FLOW.M2M;
 
@@ -485,7 +492,7 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
             oauth2_flow: values.oauth_flow_type === OAUTH_FLOW.M2M ? MCP_OAUTH2_FLOW_M2M : null,
             delegate_auth_to_upstream: Boolean(delegateAuthToUpstreamRaw),
           });
-          if (oauthMode === "obo") {
+          if (oauthMode === "authorization_code") {
             const scope = oauthTokenResponse.scope;
             await storeMCPOAuthUserCredential(accessToken, response.server_id, {
               access_token: oauthTokenResponse.access_token,
@@ -935,6 +942,7 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
                             <Select.Option value="token">Token</Select.Option>
                             <Select.Option value="basic">Basic Auth</Select.Option>
                             <Select.Option value="oauth2">OAuth</Select.Option>
+                            <Select.Option value="oauth2_token_exchange">OAuth Token Exchange (OBO)</Select.Option>
                             <Select.Option value="aws_sigv4">AWS SigV4 (Bedrock AgentCore MCPs)</Select.Option>
                           </Select>
                         </Form.Item>
@@ -980,6 +988,8 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
                             }}
                           />
                         )}
+
+                        {isTokenExchangeAuthType && <TokenExchangeFormFields />}
                       </>
                     ),
                   },
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index 7bf197f7784..d07c0f44fd7 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -307,6 +307,81 @@ describe("MCPServerEdit (delegate auth)", () => {
   });
 });
 
+describe("MCPServerEdit (auth type switch)", () => {
+  beforeEach(() => {
+    vi.clearAllMocks();
+  });
+
+  it("clears stale oauth2 endpoint overrides when switching to token exchange", async () => {
+    vi.mocked(networking.updateMCPServer).mockResolvedValue({
+      ...interactiveOAuthServer,
+      auth_type: "oauth2_token_exchange",
+    });
+
+    render(
+      <MCPServerEdit
+        mcpServer={{
+          ...interactiveOAuthServer,
+          token_url: "https://old-idp.example.com/oauth/token",
+          authorization_url: "https://old-idp.example.com/oauth/authorize",
+          registration_url: "https://old-idp.example.com/oauth/register",
+        }}
+        accessToken="access-token"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+
+    await selectAntOption("Authentication", "OAuth Token Exchange (OBO)");
+
+    const saveButtons = screen.getAllByRole("button", { name: "Save Changes" });
+    await act(async () => {
+      fireEvent.click(saveButtons[0]);
+    });
+
+    await waitFor(() => {
+      expect(networking.updateMCPServer).toHaveBeenCalledTimes(1);
+    });
+
+    const [, payload] = vi.mocked(networking.updateMCPServer).mock.calls[0];
+    expect(payload.auth_type).toBe("oauth2_token_exchange");
+    expect(payload.token_url).toBeNull();
+    expect(payload.authorization_url).toBeNull();
+    expect(payload.registration_url).toBeNull();
+  });
+
+  it("keeps oauth2 endpoint overrides when the auth type is unchanged", async () => {
+    vi.mocked(networking.updateMCPServer).mockResolvedValue({ ...interactiveOAuthServer });
+
+    render(
+      <MCPServerEdit
+        mcpServer={{
+          ...interactiveOAuthServer,
+          token_url: "https://idp.example.com/oauth/token",
+        }}
+        accessToken="access-token"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+
+    const saveButtons = screen.getAllByRole("button", { name: "Save Changes" });
+    await act(async () => {
+      fireEvent.click(saveButtons[0]);
+    });
+
+    await waitFor(() => {
+      expect(networking.updateMCPServer).toHaveBeenCalledTimes(1);
+    });
+
+    const [, payload] = vi.mocked(networking.updateMCPServer).mock.calls[0];
+    expect(payload.auth_type).toBe("oauth2");
+    expect(payload.token_url).toBe("https://idp.example.com/oauth/token");
+  });
+});
+
 describe("MCPServerEdit (tool allowlist)", () => {
   beforeEach(() => {
     vi.clearAllMocks();
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index 4bdec95fbb6..842af787999 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -20,6 +20,7 @@ import MCPServerCostConfig from "./mcp_server_cost_config";
 import MCPPermissionManagement from "./MCPPermissionManagement";
 import MCPToolConfiguration from "./mcp_tool_configuration";
 import StdioConfiguration from "./StdioConfiguration";
+import TokenExchangeFormFields from "./TokenExchangeFormFields";
 import MCPLogoSelector from "./MCPLogoSelector";
 import EnvVarsSection from "./EnvVarsSection";
 import TokenEndpointAuthMethodField from "./TokenEndpointAuthMethodField";
@@ -44,7 +45,12 @@ interface MCPServerEditProps {
 }
 
 const AUTH_TYPES_REQUIRING_AUTH_VALUE = [AUTH_TYPE.API_KEY, AUTH_TYPE.BEARER_TOKEN, AUTH_TYPE.TOKEN, AUTH_TYPE.BASIC];
-const AUTH_TYPES_REQUIRING_CREDENTIALS = [...AUTH_TYPES_REQUIRING_AUTH_VALUE, AUTH_TYPE.OAUTH2, AUTH_TYPE.AWS_SIGV4];
+const AUTH_TYPES_REQUIRING_CREDENTIALS = [
+  ...AUTH_TYPES_REQUIRING_AUTH_VALUE,
+  AUTH_TYPE.OAUTH2,
+  AUTH_TYPE.OAUTH2_TOKEN_EXCHANGE,
+  AUTH_TYPE.AWS_SIGV4,
+];
 export const EDIT_OAUTH_UI_STATE_KEY = "litellm-mcp-oauth-edit-state";
 
 const MCPServerEdit: React.FC<MCPServerEditProps> = ({
@@ -75,6 +81,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
   const isMCPTransport = !isStdioTransport && !isOpenAPITransport;
   const shouldShowAuthValueField = authType ? AUTH_TYPES_REQUIRING_AUTH_VALUE.includes(authType) : false;
   const isOAuthAuthType = authType === AUTH_TYPE.OAUTH2;
+  const isTokenExchangeAuthType = authType === AUTH_TYPE.OAUTH2_TOKEN_EXCHANGE;
   const isAwsSigV4AuthType = authType === AUTH_TYPE.AWS_SIGV4;
   const oauthFlowTypeValue = Form.useWatch("oauth_flow_type", form) as string | undefined;
   const isM2MFlow = isOAuthAuthType && oauthFlowTypeValue === OAUTH_FLOW.M2M;
@@ -639,6 +646,13 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         // Remove UI-only fields
         stdio_config: undefined,
         env_json: undefined,
+        ...(mcpServer.auth_type === AUTH_TYPE.OAUTH2 && restValues.auth_type !== AUTH_TYPE.OAUTH2
+          ? { authorization_url: null, token_url: null, registration_url: null }
+          : {}),
+        ...(mcpServer.auth_type === AUTH_TYPE.OAUTH2_TOKEN_EXCHANGE &&
+        restValues.auth_type !== AUTH_TYPE.OAUTH2_TOKEN_EXCHANGE
+          ? { token_exchange_endpoint: null, audience: null, subject_token_type: null }
+          : {}),
         server_id: mcpServer.server_id,
         mcp_info: {
           ...(mcpServer.mcp_info ?? {}),
@@ -717,7 +731,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
           delegate_auth_to_upstream: Boolean(delegateAuthToUpstreamRaw ?? mcpServer.delegate_auth_to_upstream),
         });
         try {
-          if (oauthMode === "obo") {
+          if (oauthMode === "authorization_code") {
             const scope = oauthTokenResponse.scope;
             await storeMCPOAuthUserCredential(accessToken, mcpServer.server_id, {
               access_token: oauthTokenResponse.access_token,
@@ -848,6 +862,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
                   <Select.Option value="token">Token</Select.Option>
                   <Select.Option value="basic">Basic Auth</Select.Option>
                   <Select.Option value="oauth2">OAuth</Select.Option>
+                  <Select.Option value="oauth2_token_exchange">OAuth Token Exchange (OBO)</Select.Option>
                   <Select.Option value="aws_sigv4">AWS SigV4 (Bedrock AgentCore MCPs)</Select.Option>
                 </Select>
               </Form.Item>
@@ -1140,6 +1155,8 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
               </>
             )}
 
+            {!isStdioTransport && isTokenExchangeAuthType && <TokenExchangeFormFields isEditing />}
+
             {!isStdioTransport && isAwsSigV4AuthType && (
               <>
                 <p className="text-sm text-gray-500 mb-2">
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx
index 4cd8acfc07e..e436732ba3b 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx
@@ -36,13 +36,13 @@ const MCPToolsViewer = ({
   const [showHeaderInput, setShowHeaderInput] = useState(false);
 
   // PKCE passthrough holds a browser-side session token (sessionStorage) and
-  // gates tool listing behind it. OBO uses a backend-stored per-user token that
-  // the user must establish once via an interactive login; we gate on whether
-  // that DB credential exists. M2M uses the backend's own service token and
-  // needs no gate.
+  // gates tool listing behind it. authorization_code uses a backend-stored
+  // per-user token that the user must establish once via an interactive login;
+  // we gate on whether that DB credential exists. M2M uses the backend's own
+  // service token and needs no gate.
   const oauthMode = getMcpOAuthMode({ auth_type, oauth2_flow, delegate_auth_to_upstream });
   const isPassthrough = oauthMode === "passthrough";
-  const isObo = oauthMode === "obo";
+  const isAuthorizationCode = oauthMode === "authorization_code";
   const [oauthToken, setOauthToken] = useState<string | null>(() =>
     isPassthrough && isTokenValid(serverId, userID) ? getToken(serverId, userID)?.access_token ?? null : null,
   );
@@ -68,18 +68,18 @@ const MCPToolsViewer = ({
     onSuccess: setOauthToken,
   });
 
-  // OBO servers list tools using a per-user token the backend stores in the DB;
+  // authorization_code servers list tools using a per-user token the backend stores in the DB;
   // check whether the current user has a valid one so we can prompt them to
   // authorize when they don't (otherwise the backend silently returns no tools).
   const {
-    data: oboCredStatus,
-    isLoading: isLoadingOboCred,
-    isError: isOboCredError,
-    refetch: refetchOboCred,
+    data: authorizationCodeCredStatus,
+    isLoading: isLoadingAuthorizationCodeCred,
+    isError: isAuthorizationCodeCredError,
+    refetch: refetchAuthorizationCodeCred,
   } = useQuery({
     queryKey: ["mcpOauthUserCredStatus", serverId, userID],
     queryFn: () => getMCPOAuthUserCredentialStatus(accessToken ?? "", serverId),
-    enabled: !!accessToken && isObo,
+    enabled: !!accessToken && isAuthorizationCode,
     staleTime: 30000,
   });
 
@@ -89,9 +89,12 @@ const MCPToolsViewer = ({
   // the status check itself fails we can't confirm a credential, so surface the
   // Authorize gate rather than a silent empty tool list; re-authorizing only
   // overwrites the user's own row, so it is safe when a credential did exist.
-  const hasOboCred = !!oboCredStatus?.has_credential;
-  const oboNeedsAuth = isObo && !isLoadingOboCred && (isOboCredError || (!!oboCredStatus && !hasOboCred));
-  const oboStatusLoading = isObo && isLoadingOboCred;
+  const hasAuthorizationCodeCred = !!authorizationCodeCredStatus?.has_credential;
+  const authorizationCodeNeedsAuth =
+    isAuthorizationCode &&
+    !isLoadingAuthorizationCodeCred &&
+    (isAuthorizationCodeCredError || (!!authorizationCodeCredStatus && !hasAuthorizationCodeCred));
+  const authorizationCodeStatusLoading = isAuthorizationCode && isLoadingAuthorizationCodeCred;
 
   // Check if this server has extra headers configured
   const hasExtraHeaders = extraHeaders && extraHeaders.length > 0;
@@ -105,7 +108,7 @@ const MCPToolsViewer = ({
     // The backend's _get_mcp_server_auth_headers_from_headers() picks up the
     // x-mcp-{alias}-{header} pattern and forwards it to the upstream MCP server.
     // When no alias is available, fall back to x-mcp-auth (legacy but still supported).
-    // Passthrough only: OBO/M2M tokens are attached server-side, not from the browser.
+    // Passthrough only: authorization_code/token_exchange/M2M tokens are attached server-side, not from the browser.
     if (isPassthrough && oauthToken) {
       Object.assign(customHeaders, buildMcpPassthroughAuthHeader(serverAlias, oauthToken));
     }
@@ -158,9 +161,10 @@ const MCPToolsViewer = ({
       }
       return result;
     },
-    // Passthrough blocks until a browser session token exists; OBO blocks until
+    // Passthrough blocks until a browser session token exists; authorization_code blocks until
     // the user has a valid DB credential (else the backend returns no tools).
-    enabled: !!accessToken && (isPassthrough ? oauthToken !== null : isObo ? hasOboCred : true),
+    enabled:
+      !!accessToken && (isPassthrough ? oauthToken !== null : isAuthorizationCode ? hasAuthorizationCodeCred : true),
     staleTime: 30000, // Consider data fresh for 30 seconds
     retry: (failureCount, error: any) => {
       // Don't retry on 401 — token is invalid, user must re-authenticate
@@ -169,12 +173,12 @@ const MCPToolsViewer = ({
     },
   });
 
-  // OBO authorize: same redirect+exchange flow as the admin "Authorize & Fetch"
+  // authorization_code authorize: same redirect+exchange flow as the admin "Authorize & Fetch"
   // and the chat "Connect" button, but persists the token to the per-user DB.
-  const onOboAuthSuccess = useCallback(() => {
-    refetchOboCred();
+  const onAuthorizationCodeAuthSuccess = useCallback(() => {
+    refetchAuthorizationCodeCred();
     refetchTools();
-  }, [refetchOboCred, refetchTools]);
+  }, [refetchAuthorizationCodeCred, refetchTools]);
 
   const {
     startOAuthFlow: startDbOAuthFlow,
@@ -184,12 +188,12 @@ const MCPToolsViewer = ({
     accessToken: accessToken ?? "",
     serverId,
     serverAlias,
-    onSuccess: onOboAuthSuccess,
+    onSuccess: onAuthorizationCodeAuthSuccess,
   });
 
   // Stash which server started the redirect so the MCP Servers page can reopen
   // this Tools tab on return and let the flow resume to persist the credential.
-  const startOboAuthorize = useCallback(() => {
+  const startAuthorizationCodeAuthorize = useCallback(() => {
     try {
       setSecureItem(TOOLS_OAUTH_UI_STATE_KEY, JSON.stringify({ serverId }));
     } catch (_) {}
@@ -238,17 +242,21 @@ const MCPToolsViewer = ({
 
   const toolsData = mcpToolsResponse?.tools || [];
 
-  const oboToolsError = mcpToolsError as (Error & { status?: number; response?: { status?: number } }) | null;
-  const oboTokenRejected = isObo && (oboToolsError?.status ?? oboToolsError?.response?.status) === 401;
+  const toolsError = mcpToolsError as (Error & { status?: number; response?: { status?: number } }) | null;
+  // authorization_code only: a 401 from the list call means the stored credential is unusable and
+  // the backend's refresh could not mint a token, so the user must re-authorize (the browser flow).
+  // token_exchange has no gateway-side authorize step, so it is not gated here.
+  const authorizationCodeTokenRejected =
+    isAuthorizationCode && (toolsError?.status ?? toolsError?.response?.status) === 401;
 
   // An auth gate replaces the tool list when the user must authenticate first:
-  // passthrough needs a browser token; OBO needs a stored DB credential or a
+  // passthrough needs a browser token; authorization_code needs a stored DB credential or a
   // still-valid one — a 401 from the list call means the backend has none even
   // after attempting a refresh, so re-authorization is required.
-  const authGateActive = (isPassthrough && !oauthToken) || oboNeedsAuth || oboTokenRejected;
-  // Treat OBO credential-status loading as "tools loading" so the empty state
+  const authGateActive = (isPassthrough && !oauthToken) || authorizationCodeNeedsAuth || authorizationCodeTokenRejected;
+  // Treat authorization_code credential-status loading as "tools loading" so the empty state
   // doesn't flash before we know whether the user needs to authorize.
-  const toolsAreaLoading = isLoadingTools || oboStatusLoading;
+  const toolsAreaLoading = isLoadingTools || authorizationCodeStatusLoading;
 
   // Filter tools based on search term
   const filteredTools = toolsData.filter((tool: MCPTool) => {
@@ -369,12 +377,12 @@ const MCPToolsViewer = ({
                   </div>
                 )}
 
-                {/* OBO auth gate — shown when there is no credential row for this
-                    user, or when the list call returns 401 (no valid token and the
+                {/* Auth gate (authorization_code or token_exchange) — shown when there is no credential
+                    row for this user, or when the list call returns 401 (no valid token and the
                     server-side refresh could not mint one, e.g. an expired token
                     with no usable refresh token). A refreshable token is refreshed
                     on the list call and never trips this gate. */}
-                {(oboNeedsAuth || oboTokenRejected) && (
+                {(authorizationCodeNeedsAuth || authorizationCodeTokenRejected) && (
                   <div className="p-4 text-center bg-white border border-gray-200 rounded-lg">
                     <LockOutlined className="text-2xl text-gray-400 mb-2" />
                     <p className="text-xs font-medium text-gray-700 mb-1">Authentication required</p>
@@ -385,7 +393,7 @@ const MCPToolsViewer = ({
                       size="small"
                       type="primary"
                       loading={dbOAuthStatus === "authorizing" || dbOAuthStatus === "exchanging"}
-                      onClick={startOboAuthorize}
+                      onClick={startAuthorizationCodeAuthorize}
                       disabled={!accessToken}
                     >
                       Authorize
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx
index 1fbb1388cbe..846bcfc9e0b 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx
@@ -82,6 +82,17 @@ describe("getMcpOAuthMode", () => {
     expect(getMcpOAuthMode({ auth_type: AUTH_TYPE.OAUTH2, oauth2_flow: MCP_OAUTH2_FLOW_M2M })).toBe("m2m");
   });
 
+  it("classifies oauth2_token_exchange as token_exchange regardless of the oauth2 secondary fields", () => {
+    expect(getMcpOAuthMode({ auth_type: AUTH_TYPE.OAUTH2_TOKEN_EXCHANGE })).toBe("token_exchange");
+    expect(
+      getMcpOAuthMode({
+        auth_type: AUTH_TYPE.OAUTH2_TOKEN_EXCHANGE,
+        oauth2_flow: MCP_OAUTH2_FLOW_M2M,
+        delegate_auth_to_upstream: true,
+      }),
+    ).toBe("token_exchange");
+  });
+
   it("treats m2m as m2m even when delegate_auth_to_upstream is true", () => {
     expect(
       getMcpOAuthMode({
@@ -98,14 +109,14 @@ describe("getMcpOAuthMode", () => {
     );
   });
 
-  it("classifies an interactive server without delegation as obo", () => {
+  it("classifies an interactive server without delegation as authorization_code", () => {
     expect(getMcpOAuthMode({ auth_type: AUTH_TYPE.OAUTH2, oauth2_flow: null, delegate_auth_to_upstream: false })).toBe(
-      "obo",
+      "authorization_code",
     );
   });
 
-  it("defaults to obo when delegate_auth_to_upstream is undefined", () => {
-    expect(getMcpOAuthMode({ auth_type: AUTH_TYPE.OAUTH2 })).toBe("obo");
+  it("defaults to authorization_code when delegate_auth_to_upstream is undefined", () => {
+    expect(getMcpOAuthMode({ auth_type: AUTH_TYPE.OAUTH2 })).toBe("authorization_code");
   });
 
   it("treats explicit authorization_code as interactive, not m2m", () => {
@@ -115,7 +126,7 @@ describe("getMcpOAuthMode", () => {
         oauth2_flow: "authorization_code",
         delegate_auth_to_upstream: false,
       }),
-    ).toBe("obo");
+    ).toBe("authorization_code");
   });
 
   // Regression: the old heuristic labeled any OAuth2 server with a token endpoint
@@ -123,7 +134,7 @@ describe("getMcpOAuthMode", () => {
   // legitimately carries one is classified by oauth2_flow + delegate, never M2M.
   it("does not treat an interactive server with a token endpoint as m2m", () => {
     expect(getMcpOAuthMode({ auth_type: AUTH_TYPE.OAUTH2, oauth2_flow: null, delegate_auth_to_upstream: false })).toBe(
-      "obo",
+      "authorization_code",
     );
   });
 });
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
index 583191791a9..e07274a8d28 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
@@ -39,6 +39,7 @@ export const AUTH_TYPE = {
   TOKEN: "token",
   BASIC: "basic",
   OAUTH2: "oauth2",
+  OAUTH2_TOKEN_EXCHANGE: "oauth2_token_exchange",
   AWS_SIGV4: "aws_sigv4",
 };
 
@@ -53,22 +54,28 @@ export const MCP_OAUTH2_FLOW_M2M = "client_credentials";
 
 export const MCP_OAUTH2_FLOW_INTERACTIVE = "authorization_code";
 
-export type McpOAuthMode = "m2m" | "passthrough" | "obo";
-
-// Classify an OAuth2 MCP server into the mode that decides how the tool list is
-// authenticated: M2M (backend service token), PKCE passthrough (browser-held
-// session token), or OBO (backend-stored per-user token). `token_url` is
-// intentionally not consulted: every OAuth2 grant that exchanges for a token
-// carries one (interactive PKCE and client_credentials alike), so it cannot
-// distinguish the modes; `oauth2_flow` is the authoritative M2M signal.
+export type McpOAuthMode = "m2m" | "passthrough" | "authorization_code" | "token_exchange";
+
+// Classify an OAuth MCP server into the mode that decides how the tool list is
+// authenticated. token_exchange (RFC 8693 / OBO) is its own auth_type
+// (`oauth2_token_exchange`), so it is keyed off auth_type directly; the other
+// three all share auth_type `oauth2` and are told apart by secondary fields:
+// M2M (backend service token via the client_credentials grant), PKCE passthrough
+// (browser-held session token), or authorization_code (per-user token obtained
+// via the interactive authorization_code/PKCE grant and stored by the backend).
+// `token_url` is intentionally not consulted for the oauth2 modes: every OAuth2
+// grant that exchanges for a token carries one (interactive PKCE and
+// client_credentials alike), so it cannot distinguish the modes; `oauth2_flow`
+// is the authoritative M2M signal.
 export function getMcpOAuthMode(s: {
   auth_type?: string | null;
   oauth2_flow?: string | null;
   delegate_auth_to_upstream?: boolean | null;
 }): McpOAuthMode | null {
+  if (s.auth_type === AUTH_TYPE.OAUTH2_TOKEN_EXCHANGE) return "token_exchange";
   if (s.auth_type !== AUTH_TYPE.OAUTH2) return null;
   if (s.oauth2_flow === MCP_OAUTH2_FLOW_M2M) return "m2m";
-  return s.delegate_auth_to_upstream ? "passthrough" : "obo";
+  return s.delegate_auth_to_upstream ? "passthrough" : "authorization_code";
 }
 
 // Map a server's stored `oauth2_flow` (the API value: client_credentials /
@@ -231,6 +238,9 @@ export interface MCPServer {
   authorization_url?: string | null;
   token_url?: string | null;
   registration_url?: string | null;
+  token_exchange_endpoint?: string | null;
+  audience?: string | null;
+  subject_token_type?: string | null;
   mcp_info?: MCPInfo | null;
   created_at: string;
   created_by: string;
diff --git a/ui/litellm-dashboard/tsconfig.tsbuildinfo b/ui/litellm-dashboard/tsconfig.tsbuildinfo
index eb721b0875a..9524f2fbf6c 100644
--- a/ui/litellm-dashboard/tsconfig.tsbuildinfo
+++ b/ui/litellm-dashboard/tsconfig.tsbuildinfo
@@ -1 +1 @@
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Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4464,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4556,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4782,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4842,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? 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Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":205,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":319,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":384,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":517,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":602,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":751,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4190,[{"start":119,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":155,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":397,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":451,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? 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Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1820,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4191,[{"start":211,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":252,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":384,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":454,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1015,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1106,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1371,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1444,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1769,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1848,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2010,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2082,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2521,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4194,[{"start":198,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":366,"length":9,"messageText":"Cannot find name 'afterEach'.","category":1,"code":2304},{"start":417,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":500,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":569,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":702,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":944,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1191,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1266,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1353,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1621,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1713,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2502,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2590,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2781,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2875,"length":2,"messageText":"Cannot find name 'it'. 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Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2781,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2875,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2988,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3090,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3429,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3509,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3922,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4001,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4113,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4271,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3498,[{"start":3783,"length":17,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ token: string; accessToken: string; userId: string; userEmail: string; userRole: string; premiumUser: boolean; disabledPersonalKeyCreation: boolean; showSSOBanner: boolean; }' is not assignable to parameter of type '{ isLoading: boolean; isAuthorized: boolean; token: string | null; accessToken: any; userId: any; userEmail: any; userRole: string; premiumUser: any; disabledPersonalKeyCreation: any; showSSOBanner: boolean; }'.","category":1,"code":2345,"next":[{"messageText":"Type '{ token: string; accessToken: string; userId: string; userEmail: string; userRole: string; premiumUser: boolean; disabledPersonalKeyCreation: boolean; showSSOBanner: boolean; }' is missing the following properties from type '{ isLoading: boolean; isAuthorized: boolean; token: string | null; accessToken: any; userId: any; userEmail: any; userRole: string; premiumUser: any; disabledPersonalKeyCreation: any; showSSOBanner: boolean; }': isLoading, isAuthorized","category":1,"code":2739}]}}]],[4032,[{"start":2903,"length":4,"code":2741,"category":1,"messageText":"Property 'user_alias' is missing in type '{ user_id: string; user_email: string; }' but required in type '{ user_id: string; user_email: string; user_alias: string | null; }'.","relatedInformation":[{"file":"./src/components/key_team_helpers/key_list.tsx","start":3095,"length":10,"messageText":"'user_alias' is declared here.","category":3,"code":2728}],"canonicalHead":{"code":2322,"messageText":"Type '{ user_id: string; user_email: string; }' is not assignable to type '{ user_id: string; user_email: string; user_alias: string | null; }'."}}]],[4155,[{"start":74,"length":23,"messageText":"Cannot find module '@base-ui/react/button' or its corresponding type declarations.","category":1,"code":2307}]],[4156,[{"start":63,"length":26,"messageText":"Cannot find module '@base-ui/react/separator' or its corresponding type declarations.","category":1,"code":2307}]],[4158,[{"start":89,"length":23,"messageText":"Cannot find module '@base-ui/react/dialog' or its corresponding type declarations.","category":1,"code":2307}]],[4159,[{"start":99,"length":29,"messageText":"Cannot find module '@base-ui/react/alert-dialog' or its corresponding type declarations.","category":1,"code":2307}]],[4160,[{"start":59,"length":24,"messageText":"Cannot find module '@base-ui/react/tooltip' or its corresponding type declarations.","category":1,"code":2307}]],[4161,[{"start":97,"length":28,"messageText":"Cannot find module '@base-ui/react/scroll-area' or its corresponding type declarations.","category":1,"code":2307}]],[4162,[{"start":7276,"length":1,"messageText":"Parameter 'v' implicitly has an 'any' type.","category":1,"code":7006}]],[4166,[{"start":91,"length":24,"messageText":"Cannot find module '@base-ui/react/popover' or its corresponding type declarations.","category":1,"code":2307}]],[4168,[{"start":67,"length":28,"messageText":"Cannot find module '@base-ui/react/collapsible' or its corresponding type declarations.","category":1,"code":2307}]],[4213,[{"start":57,"length":23,"messageText":"Cannot find module '@base-ui/react/switch' or its corresponding type declarations.","category":1,"code":2307}]],[4214,[{"start":4502,"length":7,"messageText":"Parameter 'checked' implicitly has an 'any' type.","category":1,"code":7006}]],[4215,[{"start":15781,"length":4,"messageText":"Parameter 'open' implicitly has an 'any' type.","category":1,"code":7006}]],[4219,[{"start":11141,"length":1,"messageText":"Parameter 'v' implicitly has an 'any' type.","category":1,"code":7006}]],[4223,[{"start":53,"length":21,"messageText":"Cannot find module '@base-ui/react/tabs' or its corresponding type declarations.","category":1,"code":2307}]],[4224,[{"start":15862,"length":1,"messageText":"Parameter 'v' implicitly has an 'any' type.","category":1,"code":7006}]],[4229,[{"start":9097,"length":9,"messageText":"Cannot find name 'afterEach'.","category":1,"code":2304}]],[4240,[{"start":401,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":442,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":647,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":711,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":957,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1064,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1307,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1383,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1651,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1701,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1948,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1998,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2220,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2297,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2528,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4254,[{"start":1608,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1644,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1732,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1799,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1896,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1961,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2024,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2092,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2193,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2256,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2357,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2475,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4264,[{"start":1907,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1950,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2028,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2097,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2301,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2405,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2514,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2577,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2677,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2739,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2854,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2921,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3036,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3099,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3162,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3223,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3332,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3395,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3467,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3704,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3819,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3960,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4069,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4131,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4307,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4368,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4464,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4556,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4782,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4842,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5078,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4273,[{"start":2211,"length":27,"code":2769,"category":1,"messageText":{"messageText":"No overload matches this call.","category":1,"code":2769,"next":[{"messageText":"Overload 1 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]},{"messageText":"Overload 2 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]}]},"relatedInformation":[]},{"start":2290,"length":26,"code":2769,"category":1,"messageText":{"messageText":"No overload matches this call.","category":1,"code":2769,"next":[{"messageText":"Overload 1 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]},{"messageText":"Overload 2 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]}]},"relatedInformation":[]}]],[4275,[{"start":505,"length":14,"code":2739,"category":1,"messageText":"Type '{ token: string; token_id: string; key_name: string; key_alias: string; spend: number; max_budget: number; expires: string; models: string[]; aliases: {}; config: {}; user_id: string; team_id: string; ... 42 more ...; deleted_by: string; }' is missing the following properties from type 'DeletedKeyResponse': project_id, last_active","canonicalHead":{"code":2322,"messageText":"Type '{ token: string; token_id: string; key_name: string; key_alias: string; spend: number; max_budget: number; expires: string; models: string[]; aliases: {}; config: {}; user_id: string; team_id: string; ... 42 more ...; deleted_by: string; }' is not assignable to type 'DeletedKeyResponse'."}}]],[4276,[{"start":307,"length":14,"code":2739,"category":1,"messageText":"Type '{ token: string; token_id: string; key_name: string; key_alias: string; spend: number; max_budget: number; expires: string; models: string[]; aliases: {}; config: {}; user_id: string; team_id: string; ... 42 more ...; deleted_by: string; }' is missing the following properties from type 'DeletedKeyResponse': project_id, last_active","canonicalHead":{"code":2322,"messageText":"Type '{ token: string; token_id: string; key_name: string; key_alias: string; spend: number; max_budget: number; expires: string; models: string[]; aliases: {}; config: {}; user_id: string; team_id: string; ... 42 more ...; deleted_by: string; }' is not assignable to type 'DeletedKeyResponse'."}}]],[4280,[{"start":162,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":205,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":319,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":384,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":517,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":602,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":751,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4281,[{"start":119,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":155,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":397,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":451,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":699,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":788,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":880,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1165,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1233,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1492,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1560,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1820,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4282,[{"start":211,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":252,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":384,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":454,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":615,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":698,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":788,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":875,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1063,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1159,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1503,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1570,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1738,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4283,[{"start":877,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":917,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1015,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1106,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1371,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1444,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1769,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1848,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2010,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2082,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2521,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4284,[{"start":144,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":177,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":286,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":359,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":488,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":554,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":618,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":732,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":793,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":961,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1031,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1172,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1248,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1396,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1468,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1599,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4291,[{"start":234,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":274,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":328,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":586,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":734,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":801,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":860,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":934,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1176,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1270,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1593,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1754,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1854,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2165,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2265,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2978,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4314,[{"start":208,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":242,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":313,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":387,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":451,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":525,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":605,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":681,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":716,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":864,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":932,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1101,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1167,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1339,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1423,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1528,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1706,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1817,"length":8,"messageText":"Cannot find name 'describe'. 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":952,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1017,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1082,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1148,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1221,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1400,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1460,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1540,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1629,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1706,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1895,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1978,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? 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'TopKeyViewProps'."}}]]],"affectedFilesPendingEmit":[2802,3251,3169,3167,3170,3168,3252,3171,1805,3172,3273,3134,3283,3284,3162,3285,3288,3287,2070,3286,3290,3291,3295,3293,1806,3292,3294,3303,3298,3301,3300,1807,1819,1818,3306,3302,3305,3299,3297,3304,3131,3308,2059,3309,2057,3310,2075,3311,2071,2076,3314,2066,3315,2064,3316,2063,2100,2062,2060,2101,2065,3312,2056,2077,2055,3313,2058,1820,2098,2072,2099,2073,3307,3349,3358,3357,3352,3359,3355,3354,3360,3353,3356,3347,2159,2160,2158,2161,2162,2163,2166,2165,2167,2168,2170,2169,2172,2171,2174,2173,2177,2176,2178,2144,2179,2181,2180,2182,2184,2183,2186,2185,2188,2187,2189,2190,2192,2191,2194,2193,2195,2196,2197,2198,2199,2201,2200,2203,2202,2205,2204,2206,2208,2207,2210,2209,2212,2211,2214,2213,2217,2216,2219,2218,2221,2220,2222,2215,2224,2223,2226,2225,2228,2227,2230,2232,2231,2233,2235,2237,2236,2239,2238,2241,2240,2242,2244,2243,2246,2245,2247,2145,2249,2248,2251,2250,2147,2146,2149,2150,2152,2151,2154,2153,2156,2155,2157,2253,2252,2255,2254,3143,3135,3133,3371,3383,3420,3421,3422,3423,3440,3498,3446,3499,3448,3450,3496,3495,3497,2257,2256,1804,3503,3508,3507,3511,3163,3730,3757,3731,3750,3758,3732,2259,3734,3735,3759,3733,3760,3745,3761,3749,3762,3736,3737,3763,3738,3765,3764,3766,3739,3748,3743,3746,3742,3744,3747,3767,3755,3768,3753,3769,3751,3770,3754,3772,3771,3773,3752,2262,2261,3590,2266,2265,2268,3654,3722,3774,3723,3775,3724,3776,3725,2260,3726,3727,3729,3756,4022,4028,4025,4031,4030,4032,4029,4034,4023,4035,4024,4036,2332,2334,2333,4033,4026,4027,4041,4061,4060,4050,4055,4051,4054,4052,2338,2339,4049,4053,4047,4057,4059,4044,4039,4043,4048,4056,4063,4045,2335,2337,2336,4064,4058,4040,4038,4037,4042,4046,4062,4071,4074,4079,4072,4075,4083,4078,4081,4076,4082,4077,4073,4080,4087,4092,4096,4101,4103,4102,4105,4104,4124,4135,4126,4136,4128,4127,4133,4137,4125,4138,4132,4129,4139,4131,4140,4130,4134,4151,4153,4152,4220,4222,4225,4165,4164,4215,4227,3119,4229,4228,4230,4231,4232,4233,4234,3137,4235,3139,4236,3138,4237,3136,3140,4248,4108,3460,3465,4331,3467,4328,3466,4332,3462,3461,4329,3459,4333,3463,3457,4334,3451,4335,3464,3456,4336,3452,4330,3458,3480,4238,3272,4337,2283,4249,3282,3278,4338,3276,2378,3280,2380,2379,3275,3281,2381,4339,3279,3274,3277,2164,4264,3424,4267,3425,4268,3427,4269,3429,4265,3439,3435,4266,3431,3363,3362,2383,4340,2382,4250,2317,2284,4212,4341,4163,4162,4219,4224,4214,4221,2384,4226,2386,2385,4342,3437,3740,2258,3741,2264,2263,4086,4343,4084,2388,2387,3436,4085,3434,857,4109,4270,3368,4271,3365,4272,3364,4273,3367,4274,3366,2175,2285,3146,2286,4353,4106,1795,4344,3142,4345,3147,4346,3484,3141,4354,3504,4355,3505,4356,3506,2416,4357,3164,4358,3165,4347,2287,4348,3144,4349,3130,3491,2289,2288,4350,2343,4351,2313,3479,2290,3478,2293,2314,4352,2294,2304,2052,4359,2457,2312,4117,3483,2420,4239,2320,4240,3132,4275,3373,4276,3372,4277,3375,4278,3374,3289,3471,2389,2390,855,3361,4279,2357,4280,2353,4281,2354,4282,2355,2359,2352,4283,2358,2360,2356,4070,4251,3346,4364,3332,3335,3323,3322,3324,3336,4371,3337,4372,3318,3319,3321,4373,3317,3320,2394,2395,3333,3344,4365,3342,2391,2392,3343,4366,3338,4367,3325,3326,3327,4368,3334,4360,3155,4361,3340,4362,3341,4363,3339,3328,4369,3329,4370,3330,3345,4374,3331,2393,3485,3350,4284,3351,2361,4241,2068,4252,3148,4375,2321,2322,4376,2318,2397,2396,854,2399,2398,3475,4285,2417,4253,2348,4377,3589,2267,2074,4378,3728,3149,4254,3426,4379,2323,4380,2326,3412,1799,4387,3402,3399,3419,3403,4388,3391,3411,3390,3406,4389,3405,3407,4390,3414,4391,3393,4392,3418,2325,4381,3398,3410,4382,3395,4383,3404,4384,3384,3385,3652,3386,4385,3388,3397,3396,3394,2400,3387,3389,4386,3415,4393,1798,3413,4394,3392,4395,3453,2402,2401,4397,3455,4396,3454,3472,3441,3468,4398,3469,4399,3445,3432,2403,3428,3470,3430,4255,3474,4286,3166,2363,2362,4287,2418,4400,3447,4401,2415,2404,850,4404,3443,4403,3442,4402,1797,4256,3128,4289,3121,4290,3122,2365,2364,2366,4291,3123,4292,3124,4288,3126,4293,3127,2341,1803,3153,4242,4095,2319,4406,2331,4405,3154,2405,2330,4407,3509,4257,3510,2342,2350,2349,3481,3482,4111,3152,4408,3151,3150,4410,4015,4011,4020,4411,4013,2408,2407,4412,4018,4413,4012,4414,4014,4415,4021,4009,4416,4010,4417,3777,4418,4017,4016,4409,3156,2410,2409,4019,2406,3449,4258,2054,4259,3438,3476,3477,4424,4065,4419,2295,4420,2296,4421,2299,4422,2297,4423,2298,4069,4068,4067,2234,3253,3486,4260,3370,2367,3266,3268,4294,3267,4295,3254,4296,3409,4297,3408,2369,2368,3269,2370,4303,3256,4304,3255,4305,3257,4306,3258,4298,3259,4299,3260,4300,3263,4301,3261,4302,3262,2372,2371,4307,3264,4308,3265,4309,3369,2373,4310,2303,4311,2300,2301,4313,4066,4312,2302,4426,3348,4427,4110,4425,2327,1796,2291,4428,3296,3433,4243,3270,4431,4090,4091,4088,4429,3653,4430,4089,853,4437,4093,3157,4432,3487,4433,2292,4438,3489,3490,4439,3488,2412,2411,4434,3494,4435,3492,4436,3493,2413,4244,4094,4442,3158,4443,4444,3159,4440,3145,4441,4098,4099,4314,4097,4245,4100,4446,4159,4445,3381,4217,4447,4155,4168,4158,4157,4216,4166,4161,4448,4156,4167,42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\ No newline at end of file

From 06a97c83bd8b6b0d4d9f2bf53f7cecb2d2b11c1b Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Tue, 7 Jul 2026 15:47:05 -0700
Subject: [PATCH 085/370] test(realtime): assert guardrail block on backend
 wire traffic instead of model refusal wording (#32388)

test_text_message_blocked_by_guardrail_no_ai_response classified the
model's reply against a safe_markers keyword list to decide whether the
guardrail had blocked the message. gpt-realtime words its refusal of the
guardrail's "say exactly" voice prompt nondeterministically, so any new
phrasing outside the list turned CI red on unrelated PRs; the list had
already been extended in #28191, #28200 and #29477, and drifted again to
"Sorry, I can't comply with that request" (11 of the 13 failed
realtime_translation_testing runs since 2026-06-24, e.g. CircleCI job
2009316 on #32380).

Record every frame the proxy sends to the backend through a
RecordingBackendWebSocket wrapper and assert the invariant the product
actually guarantees: the blocked phrase never reaches OpenAI, only the
guardrail's own conversation.item.create and response.create are
forwarded (the client's reflexive response.create is dropped), and the
blocked phrase never appears in AI output. Replace the fixed
0.3s/3.0s sleeps with an event-driven wait for response.done; client
frames are processed sequentially so no inter-message sleep is needed.

Verified by mutation: disabling the response.create drop fails the
response.create count assertion, and disabling the guardrail fails the
guardrail_violation assertion.
---
 .../test_realtime_guardrails_openai.py        | 186 +++++++-----------
 1 file changed, 72 insertions(+), 114 deletions(-)

diff --git a/tests/llm_translation/realtime/test_realtime_guardrails_openai.py b/tests/llm_translation/realtime/test_realtime_guardrails_openai.py
index 413f5d1ff8b..cf596aa597e 100644
--- a/tests/llm_translation/realtime/test_realtime_guardrails_openai.py
+++ b/tests/llm_translation/realtime/test_realtime_guardrails_openai.py
@@ -4,7 +4,8 @@
 These tests require OPENAI_API_KEY and are skipped if not set.
 
 They verify end-to-end that:
-  1. A text message blocked by a guardrail -> error event sent to client, NO AI response.
+  1. A text message blocked by a guardrail -> error event sent to client, the blocked
+     message never reaches OpenAI, and the client's response.create is not forwarded.
   2. A voice transcript blocked by a guardrail -> error event sent, response.create NOT sent.
   3. A clean text message passes through and triggers a real OpenAI response.
 
@@ -55,9 +56,25 @@ def _make_guardrail(event_hook=GuardrailEventHooks.pre_call):
     )
 
 
-async def _wait_for_event(
-    client_events: List[dict], event_type: str, timeout: float = 15.0
-) -> dict:
+class RecordingBackendWebSocket:
+    """Wraps a real backend WebSocket and records every frame sent to it."""
+
+    def __init__(self, backend_ws):
+        self._backend_ws = backend_ws
+        self.sent_messages: List[str] = []
+
+    async def send(self, message):
+        self.sent_messages.append(message)
+        await self._backend_ws.send(message)
+
+    async def recv(self, *args, **kwargs):
+        return await self._backend_ws.recv(*args, **kwargs)
+
+    async def close(self):
+        await self._backend_ws.close()
+
+
+async def _wait_for_event(client_events: List[dict], event_type: str, timeout: float = 15.0) -> dict:
     """Poll client_events list until an event with matching type appears."""
     deadline = asyncio.get_event_loop().time() + timeout
     while asyncio.get_event_loop().time() < deadline:
@@ -65,9 +82,7 @@ async def _wait_for_event(
         if matching:
             return matching[0]
         await asyncio.sleep(0.05)
-    raise TimeoutError(
-        f"Timed out waiting for '{event_type}'. Got so far: {[e.get('type') for e in client_events]}"
-    )
+    raise TimeoutError(f"Timed out waiting for '{event_type}'. Got so far: {[e.get('type') for e in client_events]}")
 
 
 async def _build_streaming(client_events: List[dict], backend_ws, request_data=None):
@@ -99,12 +114,21 @@ async def send_text(data: str):
 @pytest.mark.asyncio
 async def test_text_message_blocked_by_guardrail_no_ai_response():
     """
-    Send a text message containing the blocked phrase.
+    Send a text message containing the blocked phrase, immediately followed by
+    response.create (the reflexive client pattern).
     Guardrail must:
       - Send error event (guardrail_violation) to client.
       - Send response.output_audio_transcript.delta (or beta-protocol
-        response.audio_transcript.delta) with the block message to client.
-      - NOT forward response.create to OpenAI (no AI response).
+        response.audio_transcript.delta) to client.
+      - NEVER forward the blocked message to OpenAI.
+      - Drop the client's response.create; the only response.create OpenAI sees
+        is the guardrail's own (which voices the block message), so the model
+        can never answer the blocked content.
+
+    Assertions are on the recorded backend wire traffic, not on the model's
+    reply wording: gpt-realtime phrases its voicing/refusal of the guardrail
+    prompt nondeterministically, which made wording-based assertions flaky
+    (see PRs #28191, #28200, #29477).
     """
     import websockets
 
@@ -119,21 +143,16 @@ async def test_text_message_blocked_by_guardrail_no_ai_response():
             additional_headers={
                 "Authorization": f"Bearer {OPENAI_API_KEY}",
             },
-        ) as backend_ws:
+        ) as raw_backend_ws:
+            backend_ws = RecordingBackendWebSocket(raw_backend_ws)
             streaming, input_queue = await _build_streaming(client_events, backend_ws)
 
-            # Start backend -> client forwarding
-            backend_task = asyncio.create_task(
-                streaming.backend_to_client_send_messages()
-            )
-            # Start client -> backend forwarding (reads from input_queue)
+            backend_task = asyncio.create_task(streaming.backend_to_client_send_messages())
             client_task = asyncio.create_task(streaming.client_ack_messages())
 
             try:
-                # Wait until session is ready
                 await _wait_for_event(client_events, "session.created", timeout=15)
 
-                # Send the blocked message + response.create
                 blocked_item = json.dumps(
                     {
                         "type": "conversation.item.create",
@@ -149,34 +168,23 @@ async def test_text_message_blocked_by_guardrail_no_ai_response():
                     }
                 )
                 await input_queue.put(blocked_item)
-                # Give guardrail time to process before the follow-up response.create
-                await asyncio.sleep(0.3)
                 await input_queue.put(json.dumps({"type": "response.create"}))
 
-                # Allow time for guardrail round-trip
-                await asyncio.sleep(3.0)
+                await _wait_for_event(client_events, "response.done", timeout=30)
 
             finally:
                 backend_task.cancel()
                 client_task.cancel()
                 await asyncio.gather(backend_task, client_task, return_exceptions=True)
 
-        # --- Assertions ---
         event_types = [e.get("type") for e in client_events]
 
-        # 1. Must have received guardrail error (may not be the first error event
-        #    if the OpenAI session emits other errors, e.g. missing parameters)
         error_events = [e for e in client_events if e.get("type") == "error"]
-        guardrail_errors = [
-            e
-            for e in error_events
-            if e.get("error", {}).get("type") == "guardrail_violation"
-        ]
-        assert (
-            len(guardrail_errors) >= 1
-        ), f"Expected at least one guardrail_violation error but got: {[e.get('error', {}).get('type') for e in error_events]}"
+        guardrail_errors = [e for e in error_events if e.get("error", {}).get("type") == "guardrail_violation"]
+        assert len(guardrail_errors) >= 1, (
+            f"Expected at least one guardrail_violation error but got: {[e.get('error', {}).get('type') for e in error_events]}"
+        )
 
-        # 2. Must have the guardrail message surfaced as an AI transcript delta
         transcript_deltas = [
             e
             for e in client_events
@@ -186,64 +194,30 @@ async def test_text_message_blocked_by_guardrail_no_ai_response():
                 "response.audio_transcript.delta",
             )
         ]
-        assert (
-            len(transcript_deltas) >= 1
-        ), f"Expected guardrail message in transcript delta, got: {event_types}"
-
-        # 3. No *real* AI response to the blocked content should have been
-        #    generated. The original user message is blocked BEFORE it is
-        #    forwarded to OpenAI, so the only thing the model ever sees is the
-        #    guardrail's "say exactly: <block message>" prompt
-        #    (see realtime_streaming.py). Two safe outcomes are possible:
-        #      - the model voices the block message verbatim (older realtime
-        #        snapshots did this -> text contains "blocked"), or
-        #      - the model declines to repeat it (gpt-realtime tends to refuse
-        #        verbatim-repeat instructions, e.g. "I'm sorry, but I can't
-        #        repeat that message.").
-        #    Both mean the blocked prompt itself was never answered, so we
-        #    accept either. The hard invariant is that the blocked phrase must
-        #    never leak into AI output, and the model must not have produced a
-        #    normal answer to the user (which would have neither a block nor a
-        #    refusal marker).
-        safe_markers = (
-            "block",
-            "guardrail",
-            "content filter",
-            "policy",
-            "can't repeat",
-            "cannot repeat",
-            "can't say",
-            "cannot say",
-            "won't repeat",
-            "can't assist",
-            "can't help",
-            "unable to",
-            "i'm sorry",
-            "i am sorry",
+        assert len(transcript_deltas) >= 1, f"Expected guardrail message in transcript delta, got: {event_types}"
+
+        sent_frames = backend_ws.sent_messages
+        assert all(BLOCKED_PHRASE not in frame for frame in sent_frames), (
+            f"Blocked message was forwarded to OpenAI: {sent_frames}"
         )
+
+        sent_types = [json.loads(frame).get("type") for frame in sent_frames]
+        assert sent_types.count("response.create") == 1, (
+            f"Expected only the guardrail's response.create to reach OpenAI, got backend frames: {sent_types}"
+        )
+        assert sent_types.count("conversation.item.create") == 1, (
+            f"Expected only the guardrail's conversation.item.create to reach OpenAI, got backend frames: {sent_types}"
+        )
+
         done_events = [e for e in client_events if e.get("type") == "response.done"]
+        assert len(done_events) >= 1, f"Expected response.done, got: {event_types}"
         for done in done_events:
             output = done.get("response", {}).get("output", [])
             ai_texts = [
-                c.get("text", "") or c.get("transcript", "")
-                for item in output
-                for c in item.get("content", [])
+                c.get("text", "") or c.get("transcript", "") for item in output for c in item.get("content", [])
             ]
             real_ai_text = " ".join(ai_texts).strip()
-            if real_ai_text:
-                assert (
-                    BLOCKED_PHRASE not in real_ai_text
-                ), f"Blocked phrase leaked into AI response: {real_ai_text!r}"
-                normalized_ai_text = (
-                    real_ai_text.lower()
-                    .replace("\u2019", "'")
-                    .replace("\u2018", "'")
-                    .replace("\u201c", '"')
-                    .replace("\u201d", '"')
-                )
-                assert any(
-                    marker in normalized_ai_text for marker in safe_markers
-                ), f"AI responded with non-guardrail content even though message was blocked: {real_ai_text!r}"
+            assert BLOCKED_PHRASE not in real_ai_text, f"Blocked phrase leaked into AI response: {real_ai_text!r}"
 
     finally:
         litellm.callbacks = []
@@ -289,9 +263,7 @@ async def test_voice_transcript_blocked_by_guardrail():
 
         # 1. Error event must be sent to client
         error_events = [e for e in client_events if e.get("type") == "error"]
-        assert (
-            len(error_events) >= 1
-        ), f"Expected guardrail error event, got: {event_types}"
+        assert len(error_events) >= 1, f"Expected guardrail error event, got: {event_types}"
         assert error_events[0]["error"]["type"] == "guardrail_violation"
 
         # 2. Check what was sent to backend.
@@ -299,16 +271,12 @@ async def test_voice_transcript_blocked_by_guardrail():
         #    + response.create (to speak the block message). That's acceptable.
         #    What we assert is that a response.cancel was sent (blocking the original).
         sent_to_backend = [
-            json.loads(c.args[0])
-            for c in backend_ws.send.call_args_list
-            if c.args and isinstance(c.args[0], str)
-        ]
-        response_cancels = [
-            e for e in sent_to_backend if e.get("type") == "response.cancel"
+            json.loads(c.args[0]) for c in backend_ws.send.call_args_list if c.args and isinstance(c.args[0], str)
         ]
-        assert (
-            len(response_cancels) >= 1 or len(sent_to_backend) == 0
-        ), f"Guardrail should have sent response.cancel or nothing, got: {sent_to_backend}"
+        response_cancels = [e for e in sent_to_backend if e.get("type") == "response.cancel"]
+        assert len(response_cancels) >= 1 or len(sent_to_backend) == 0, (
+            f"Guardrail should have sent response.cancel or nothing, got: {sent_to_backend}"
+        )
 
         # Note: The guardrail may or may not send transcript deltas; the error event
         # (assertion #1) is the primary signal that the blocked content was handled.
@@ -339,9 +307,7 @@ async def test_clean_text_message_passes_through_to_openai():
         ) as backend_ws:
             streaming, input_queue = await _build_streaming(client_events, backend_ws)
 
-            backend_task = asyncio.create_task(
-                streaming.backend_to_client_send_messages()
-            )
+            backend_task = asyncio.create_task(streaming.backend_to_client_send_messages())
             client_task = asyncio.create_task(streaming.client_ack_messages())
 
             try:
@@ -353,9 +319,7 @@ async def test_clean_text_message_passes_through_to_openai():
                         "type": "conversation.item.create",
                         "item": {
                             "role": "user",
-                            "content": [
-                                {"type": "input_text", "text": "Reply with just: OK"}
-                            ],
+                            "content": [{"type": "input_text", "text": "Reply with just: OK"}],
                         },
                     }
                 )
@@ -373,20 +337,14 @@ async def test_clean_text_message_passes_through_to_openai():
 
         # No guardrail error should have been sent
         error_events = [e for e in client_events if e.get("type") == "error"]
-        guardrail_errors = [
-            e
-            for e in error_events
-            if e.get("error", {}).get("type") == "guardrail_violation"
-        ]
-        assert (
-            len(guardrail_errors) == 0
-        ), f"Clean message should not trigger guardrail, got: {guardrail_errors}"
+        guardrail_errors = [e for e in error_events if e.get("error", {}).get("type") == "guardrail_violation"]
+        assert len(guardrail_errors) == 0, f"Clean message should not trigger guardrail, got: {guardrail_errors}"
 
         # AI response must be present
         done_events = [e for e in client_events if e.get("type") == "response.done"]
-        assert (
-            len(done_events) >= 1
-        ), f"Expected response.done from OpenAI, got: {[e.get('type') for e in client_events]}"
+        assert len(done_events) >= 1, (
+            f"Expected response.done from OpenAI, got: {[e.get('type') for e in client_events]}"
+        )
 
     finally:
         litellm.callbacks = []

From c8b78d49dd9ed0f2de59768318db03dbfbd0f730 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Tue, 7 Jul 2026 16:01:46 -0700
Subject: [PATCH 086/370] fix(bedrock): stop stale SigV4 headers clobbering
 fresh signature on strip-and-retry re-sign (#32371)

* fix(bedrock): stop stale SigV4 headers clobbering fresh signature on re-sign

When the Anthropic /v1/messages strip-thinking-and-retry path re-signs a
Bedrock request, _sign_request received attempt 1's already-signed headers
and copied the old Authorization and X-Amz-Date back over the freshly
computed SigV4 signature, so the retry POSTed the stripped body with a
signature for the original body and AWS returned 403 SignatureDoesNotMatch.

Skip SigV4-computed headers (authorization, x-amz-date,
x-amz-security-token, date) when restoring caller headers after signing,
and only preserve a caller-supplied Authorization that is not itself a
SigV4 header so bearer-token setups keep working.

* fix(bedrock): apply the same stale-header guard to get_request_headers
---
 litellm/llms/bedrock/base_aws_llm.py          |  20 +-
 .../llms/bedrock/test_base_aws_llm.py         | 183 +++++++++++++++++-
 .../custom_httpx/test_llm_http_handler.py     |  91 +++++++++
 3 files changed, 288 insertions(+), 6 deletions(-)

diff --git a/litellm/llms/bedrock/base_aws_llm.py b/litellm/llms/bedrock/base_aws_llm.py
index 380cc91ed98..f449851b76f 100644
--- a/litellm/llms/bedrock/base_aws_llm.py
+++ b/litellm/llms/bedrock/base_aws_llm.py
@@ -50,6 +50,8 @@
     r"(?:^|\.)sts(?:-fips)?\.([a-z0-9-]+)\.(?:amazonaws\.com(?:\.cn)?|vpce\.amazonaws\.com)"
 )
 
+SIGV4_COMPUTED_HEADERS = frozenset({"authorization", "x-amz-date", "x-amz-security-token", "date"})
+
 
 class Boto3CredentialsInfo(BaseModel):
     credentials: Credentials
@@ -1400,11 +1402,13 @@ def get_request_headers(
 
             # Add back all original headers (including forwarded ones) after signature calculation
             for header_name, header_value in headers.items():
-                if header_value is not None:
+                if header_value is not None and header_name.lower() not in SIGV4_COMPUTED_HEADERS:
                     request.headers[header_name] = header_value
 
             if (
-                extra_headers is not None and "Authorization" in extra_headers
+                extra_headers is not None
+                and "Authorization" in extra_headers
+                and not extra_headers["Authorization"].startswith("AWS4-HMAC-SHA256")
             ):  # prevent sigv4 from overwriting the auth header
                 request.headers["Authorization"] = extra_headers["Authorization"]
         prepped = request.prepare()
@@ -1527,9 +1531,15 @@ def _sign_request(
         # Add back original headers after signing. Only headers in SignedHeaders
         # are integrity-protected; forwarded headers (x-forwarded-*) must remain unsigned.
         for header_name, header_value in headers.items():
-            if header_value is not None:
+            if header_value is not None and header_name.lower() not in SIGV4_COMPUTED_HEADERS:
                 request_headers_dict[header_name] = header_value
-        if headers is not None and "Authorization" in headers:  # prevent sigv4 from overwriting the auth header
-            request_headers_dict["Authorization"] = headers["Authorization"]
+        incoming_authorization = next(
+            (value for name, value in headers.items() if name.lower() == "authorization" and value is not None),
+            None,
+        )
+        if incoming_authorization is not None and not incoming_authorization.startswith(
+            "AWS4-HMAC-SHA256"
+        ):  # prevent sigv4 from overwriting the auth header
+            request_headers_dict["Authorization"] = incoming_authorization
 
         return request_headers_dict, request.body
diff --git a/tests/test_litellm/llms/bedrock/test_base_aws_llm.py b/tests/test_litellm/llms/bedrock/test_base_aws_llm.py
index 2d5242d510f..470448251c9 100644
--- a/tests/test_litellm/llms/bedrock/test_base_aws_llm.py
+++ b/tests/test_litellm/llms/bedrock/test_base_aws_llm.py
@@ -11,7 +11,7 @@
 
 
 from datetime import datetime, timedelta, timezone
-from typing import Any, Dict
+from typing import Any, Dict, Optional
 from unittest.mock import MagicMock, patch
 
 from botocore.awsrequest import AWSPreparedRequest, AWSRequest
@@ -2653,3 +2653,184 @@ def test_invoke_prefixed_model_unaffected(self):
         """invoke/ prefix stripping still works after the fix."""
         model_id = self._call("invoke/anthropic.claude-3-sonnet-20240229-v1:0")
         assert model_id == "anthropic.claude-3-sonnet-20240229-v1:0"
+
+
+def _recomputed_sigv4_signature(url: str, secret_key: str, authorization: str, headers: Dict[str, Any], body) -> str:
+    import hashlib
+    import hmac
+    from urllib.parse import urlparse
+
+    parsed = urlparse(url)
+    credential_scope = authorization.split("Credential=")[1].split(",")[0].split("/", 1)[1]
+    signed_header_names = authorization.split("SignedHeaders=")[1].split(",")[0].split(";")
+    header_lookup = {name.lower(): str(value) for name, value in headers.items()}
+    header_lookup["host"] = parsed.netloc
+    body_bytes = body if isinstance(body, bytes) else str(body).encode()
+    canonical_request = "\n".join(
+        [
+            "POST",
+            parsed.path or "/",
+            "",
+            "".join(f"{name}:{header_lookup[name]}\n" for name in signed_header_names),
+            ";".join(signed_header_names),
+            hashlib.sha256(body_bytes).hexdigest(),
+        ]
+    )
+    string_to_sign = "\n".join(
+        [
+            "AWS4-HMAC-SHA256",
+            header_lookup["x-amz-date"],
+            credential_scope,
+            hashlib.sha256(canonical_request.encode()).hexdigest(),
+        ]
+    )
+    key = f"AWS4{secret_key}".encode()
+    for scope_part in credential_scope.split("/"):
+        key = hmac.new(key, scope_part.encode(), hashlib.sha256).digest()
+    return hmac.new(key, string_to_sign.encode(), hashlib.sha256).hexdigest()
+
+
+class TestSignRequestResign:
+    """Regression: retrying a Bedrock request with headers from a previous SigV4 sign
+    (e.g. the /v1/messages strip-thinking-and-retry path) must produce a fresh
+    Authorization / X-Amz-Date for the new body, not inherit the stale ones and 403."""
+
+    URL = "https://bedrock-runtime.us-east-1.amazonaws.com/model/test-model/invoke"
+    ACCESS_KEY = "AKIAIOSFODNN7EXAMPLE"
+    SECRET_KEY = "wJalrXUtnFEMI/K7MDENG/bPxRfiCYEXAMPLEKEY"
+
+    @pytest.fixture(autouse=True)
+    def _clean_aws_env(self, monkeypatch):
+        for env_var in ("AWS_BEARER_TOKEN_BEDROCK", "AWS_SESSION_TOKEN", "AWS_PROFILE"):
+            monkeypatch.delenv(env_var, raising=False)
+
+    def _optional_params(self) -> Dict[str, Any]:
+        return {
+            "aws_access_key_id": self.ACCESS_KEY,
+            "aws_secret_access_key": self.SECRET_KEY,
+            "aws_region_name": "us-east-1",
+        }
+
+    def _sign(self, headers: Dict[str, Any], request_data: Dict[str, Any]):
+        return BaseAWSLLM()._sign_request(
+            service_name="bedrock",
+            headers=headers,
+            optional_params=self._optional_params(),
+            request_data=request_data,
+            api_base=self.URL,
+        )
+
+    def test_resign_with_previously_signed_headers_replaces_stale_sigv4_headers(self):
+        original_body = {
+            "messages": [
+                {
+                    "role": "assistant",
+                    "content": [{"type": "thinking", "thinking": "x", "signature": ""}],
+                }
+            ]
+        }
+        first_headers, _ = self._sign(headers={"Content-Type": "application/json"}, request_data=original_body)
+        assert first_headers["Authorization"].startswith("AWS4-HMAC-SHA256")
+
+        stale_headers = {**first_headers, "X-Amz-Date": "20200101T000000Z"}
+        stripped_body = {"messages": [{"role": "user", "content": "hi"}]}
+        second_headers, second_signed_body = self._sign(headers=stale_headers, request_data=stripped_body)
+
+        assert second_headers["X-Amz-Date"] != "20200101T000000Z"
+        assert second_headers["Authorization"] != stale_headers["Authorization"]
+        assert second_headers["Authorization"].split("Signature=")[1] == _recomputed_sigv4_signature(
+            url=self.URL,
+            secret_key=self.SECRET_KEY,
+            authorization=second_headers["Authorization"],
+            headers=second_headers,
+            body=second_signed_body,
+        )
+
+    def test_forwarded_headers_still_added_back_after_signing(self):
+        signed_headers, _ = self._sign(
+            headers={"Content-Type": "application/json", "anthropic-version": "bedrock-2023-05-31"},
+            request_data={"messages": []},
+        )
+        assert signed_headers["anthropic-version"] == "bedrock-2023-05-31"
+        assert signed_headers["Content-Type"] == "application/json"
+
+    def test_caller_supplied_bearer_authorization_survives_signing(self):
+        signed_headers, _ = self._sign(
+            headers={"Content-Type": "application/json", "Authorization": "Bearer caller-token"},
+            request_data={"messages": []},
+        )
+        assert signed_headers["Authorization"] == "Bearer caller-token"
+
+
+class TestGetRequestHeadersResign:
+    """Regression: get_request_headers (invoke/converse/embed/image paths) must not let
+    stale SigV4 values present in the input headers clobber the freshly computed signature."""
+
+    URL = "https://bedrock-runtime.us-east-1.amazonaws.com/model/test-model/converse"
+    ACCESS_KEY = "AKIAIOSFODNN7EXAMPLE"
+    SECRET_KEY = "wJalrXUtnFEMI/K7MDENG/bPxRfiCYEXAMPLEKEY"
+    SESSION_TOKEN = "fresh-session-token"
+
+    @pytest.fixture(autouse=True)
+    def _clean_aws_env(self, monkeypatch):
+        for env_var in ("AWS_BEARER_TOKEN_BEDROCK", "AWS_SESSION_TOKEN", "AWS_PROFILE"):
+            monkeypatch.delenv(env_var, raising=False)
+
+    def _prepare(self, headers: Dict[str, Any], data: str, extra_headers: Optional[Dict[str, str]] = None):
+        return BaseAWSLLM().get_request_headers(
+            credentials=Credentials(self.ACCESS_KEY, self.SECRET_KEY, self.SESSION_TOKEN),
+            aws_region_name="us-east-1",
+            extra_headers=extra_headers,
+            endpoint_url=self.URL,
+            data=data,
+            headers=headers,
+        )
+
+    def test_stale_sigv4_headers_in_input_replaced_by_fresh_signature(self):
+        first_prepped = self._prepare(
+            headers={"Content-Type": "application/json"},
+            data=json.dumps({"messages": [{"role": "user", "content": "original"}]}),
+        )
+        stale_authorization = first_prepped.headers["Authorization"]
+        assert stale_authorization.startswith("AWS4-HMAC-SHA256")
+
+        stale_headers = {
+            "Content-Type": "application/json",
+            "Authorization": stale_authorization,
+            "X-Amz-Date": "20200101T000000Z",
+            "X-Amz-Security-Token": "stale-session-token",
+        }
+        retry_data = json.dumps({"messages": [{"role": "user", "content": "retry"}]})
+        second_prepped = self._prepare(headers=stale_headers, data=retry_data)
+
+        assert second_prepped.headers["X-Amz-Date"] != "20200101T000000Z"
+        assert second_prepped.headers["X-Amz-Security-Token"] == self.SESSION_TOKEN
+        assert second_prepped.headers["Authorization"] != stale_authorization
+        assert second_prepped.headers["Authorization"].split("Signature=")[1] == _recomputed_sigv4_signature(
+            url=self.URL,
+            secret_key=self.SECRET_KEY,
+            authorization=second_prepped.headers["Authorization"],
+            headers=dict(second_prepped.headers),
+            body=retry_data,
+        )
+
+    def test_forwarded_headers_still_added_back_after_signing(self):
+        prepped = self._prepare(
+            headers={
+                "Content-Type": "application/json",
+                "anthropic-version": "bedrock-2023-05-31",
+                "user-agent": "litellm-test-client",
+            },
+            data=json.dumps({"messages": []}),
+        )
+        assert prepped.headers["anthropic-version"] == "bedrock-2023-05-31"
+        assert prepped.headers["user-agent"] == "litellm-test-client"
+        assert prepped.headers["Content-Type"] == "application/json"
+
+    def test_extra_headers_bearer_authorization_still_overrides_signature(self):
+        prepped = self._prepare(
+            headers={"Content-Type": "application/json"},
+            data=json.dumps({"messages": []}),
+            extra_headers={"Authorization": "Bearer foo"},
+        )
+        assert prepped.headers["Authorization"] == "Bearer foo"
diff --git a/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py b/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
index 10539dd2fab..926f40a6c67 100644
--- a/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
+++ b/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
@@ -1837,3 +1837,94 @@ async def test_alist_input_items_surfaces_upstream_error_status():
         )
 
     assert excinfo.value.status_code == 404
+
+
+@pytest.mark.asyncio
+async def test_anthropic_invalid_thinking_signature_retry_resigns_bedrock_request(monkeypatch):
+    """Regression: after Bedrock rejects a replayed thinking block (400 invalid signature),
+    the strip-and-retry re-sign must not inherit attempt 1's SigV4 Authorization/X-Amz-Date;
+    reusing them over the new stripped body makes AWS return 403 SignatureDoesNotMatch."""
+    from litellm.llms.bedrock.messages.invoke_transformations.anthropic_claude3_transformation import (
+        AmazonAnthropicClaudeMessagesConfig,
+    )
+
+    for env_var in ("AWS_BEARER_TOKEN_BEDROCK", "AWS_SESSION_TOKEN", "AWS_PROFILE"):
+        monkeypatch.delenv(env_var, raising=False)
+
+    handler = BaseLLMHTTPHandler()
+    provider_config = AmazonAnthropicClaudeMessagesConfig()
+    litellm_params = GenericLiteLLMParams(
+        aws_access_key_id="AKIAIOSFODNN7EXAMPLE",
+        aws_secret_access_key="wJalrXUtnFEMI/K7MDENG/bPxRfiCYEXAMPLEKEY",
+        aws_region_name="us-east-1",
+    )
+    request_url = "https://bedrock-runtime.us-east-1.amazonaws.com/model/test-model/invoke"
+    request_body = {
+        "anthropic_version": "bedrock-2023-05-31",
+        "max_tokens": 100,
+        "messages": [
+            {"role": "user", "content": "hi"},
+            {
+                "role": "assistant",
+                "content": [
+                    {"type": "thinking", "thinking": "x", "signature": ""},
+                    {"type": "text", "text": "ok"},
+                ],
+            },
+            {"role": "user", "content": "continue"},
+        ],
+    }
+    first_attempt_headers, signed_json_body = provider_config.sign_request(
+        headers={"Content-Type": "application/json"},
+        optional_params=dict(litellm_params),
+        request_data=request_body,
+        api_base=request_url,
+        api_key=None,
+        stream=False,
+        fake_stream=False,
+        model="test-model",
+    )
+
+    posts: list = []
+    invalid_signature_response = httpx.Response(
+        400,
+        text='{"message": "messages.1.content.0: Invalid `signature` in `thinking` block"}',
+        request=httpx.Request("POST", request_url),
+    )
+    ok_response = httpx.Response(200, json={"id": "msg_1"}, request=httpx.Request("POST", request_url))
+
+    class FakeAsyncClient:
+        async def post(self, url, headers, data, stream=False, logging_obj=None):
+            posts.append({"headers": dict(headers), "data": data})
+            return invalid_signature_response if len(posts) == 1 else ok_response
+
+    logging_obj = Mock()
+    logging_obj.model_call_details = {}
+
+    response = await handler._async_post_anthropic_messages_with_http_error_retry(
+        async_httpx_client=FakeAsyncClient(),
+        request_url=request_url,
+        headers=dict(first_attempt_headers),
+        signed_json_body=signed_json_body,
+        request_body=request_body,
+        stream=False,
+        logging_obj=logging_obj,
+        provider_config=provider_config,
+        litellm_params=litellm_params,
+        api_key=None,
+        model="test-model",
+    )
+
+    assert response.status_code == 200
+    assert len(posts) == 2
+    retry_payload = json.loads(posts[1]["data"])
+    retry_blocks = [
+        block
+        for message in retry_payload["messages"]
+        if isinstance(message.get("content"), list)
+        for block in message["content"]
+    ]
+    assert retry_blocks and all(block["type"] != "thinking" for block in retry_blocks)
+    retry_authorization = posts[1]["headers"]["Authorization"]
+    assert retry_authorization.startswith("AWS4-HMAC-SHA256")
+    assert retry_authorization != first_attempt_headers["Authorization"]

From 9652509e4670082c52aadc24ad885470e466ca66 Mon Sep 17 00:00:00 2001
From: tin-berri <tin@berri.ai>
Date: Tue, 7 Jul 2026 16:02:30 -0700
Subject: [PATCH 087/370] fix(mcp): apply outbound concurrency limit to OBO
 tool calls (#32071)

The token_exchange (OBO) branch of _call_regular_mcp_tool built its coroutine
by calling _obo_call_tool_with_retry directly, outside the
_limit_outbound_concurrency context manager that the regular branch uses. OBO
tool calls (and the internal re-mint retry, which issues a second upstream
call_tool) therefore bypassed the per-server max_concurrent_requests semaphore,
so an authenticated caller could run unlimited concurrent tool calls against an
OBO MCP server despite an admin-configured limit.

Wrap the OBO coroutine in _limit_outbound_concurrency the same way the regular
path does, holding one permit across the initial call, the on-401 re-mint, and
the retry, so OBO calls honor the configured cap.
---
 .../mcp_server/mcp_server_manager.py          | 26 ++++---
 .../mcp_server/test_mcp_server_manager.py     | 77 +++++++++++++++++++
 2 files changed, 92 insertions(+), 11 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index fa73378d44d..1a69a979496 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -3810,17 +3810,21 @@ async def _call_regular_mcp_tool(
             # OBO: the exchanged token may have been revoked/rotated upstream since it was cached, so
             # an upstream 401 gets one re-mint + retry. Gated to this mode; all others keep the plain
             # single call below.
-            tool_call_coro = self._obo_call_tool_with_retry(
-                client=client,
-                call_tool_params=call_tool_params,
-                host_progress_callback=host_progress_callback,
-                mcp_server=mcp_server,
-                server_auth_header=server_auth_header,
-                extra_headers=extra_headers,
-                stdio_env=stdio_env,
-                subject_token=subject_token,
-                user_api_key_auth=user_api_key_auth,
-            )
+            async def _obo_call_tool_limited():
+                async with self._limit_outbound_concurrency(mcp_server):
+                    return await self._obo_call_tool_with_retry(
+                        client=client,
+                        call_tool_params=call_tool_params,
+                        host_progress_callback=host_progress_callback,
+                        mcp_server=mcp_server,
+                        server_auth_header=server_auth_header,
+                        extra_headers=extra_headers,
+                        stdio_env=stdio_env,
+                        subject_token=subject_token,
+                        user_api_key_auth=user_api_key_auth,
+                    )
+
+            tool_call_coro = _obo_call_tool_limited()
         else:
 
             async def _call_tool_via_client(client, params):
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index aca509de09d..7900f6fb04a 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -6070,6 +6070,83 @@ async def test_second_401_degrades_without_looping(self):
         assert first.attempts == 1 and retry.attempts == 1
 
 
+class TestOBOConcurrencyLimit:
+    """OBO (token_exchange) tool calls must honor the server's max_concurrent_requests.
+
+    Regression: the token_exchange dispatch built its coroutine outside
+    _limit_outbound_concurrency, so OBO calls skipped the per-server semaphore the
+    non-OBO path enforces and a caller could exceed the admin-configured cap.
+    """
+
+    @pytest.mark.asyncio
+    async def test_obo_dispatch_respects_max_concurrent_requests(self):
+        max_concurrent = 2
+        overflow = 3
+        server = MCPServer(
+            server_id="obo-concurrency",
+            name="obo",
+            url="https://upstream.example/mcp",
+            transport=MCPTransport.sse,
+            auth_type=MCPAuth.oauth2_token_exchange,
+            token_exchange_endpoint="https://idp.example.com/token",
+            client_id="cid",
+            client_secret="csec",
+            max_concurrent_requests=max_concurrent,
+        )
+
+        release = asyncio.Event()
+        inflight = {"current": 0, "peak": 0}
+
+        class _ConcurrencyRecordingClient:
+            async def call_tool(self, params, host_progress_callback=None, raise_on_error=False):
+                inflight["current"] += 1
+                inflight["peak"] = max(inflight["peak"], inflight["current"])
+                try:
+                    await release.wait()
+                finally:
+                    inflight["current"] -= 1
+                return CallToolResult(content=[], isError=False)
+
+        manager = MCPServerManager()
+        manager._create_mcp_client = AsyncMock(return_value=_ConcurrencyRecordingClient())
+
+        async def _dispatch():
+            return await manager._call_regular_mcp_tool(
+                mcp_server=server,
+                original_tool_name="do_thing",
+                arguments={},
+                tasks=[],
+                mcp_auth_header=None,
+                mcp_server_auth_headers=None,
+                oauth2_headers={"Authorization": "Bearer subject-jwt"},
+                raw_headers=None,
+                proxy_logging_obj=None,
+            )
+
+        callers = [asyncio.create_task(_dispatch()) for _ in range(max_concurrent + overflow)]
+
+        stable = 0
+        previous = -1
+        for _ in range(1000):
+            await asyncio.sleep(0)
+            current = inflight["current"]
+            if current == previous:
+                stable += 1
+                if current > 0 and stable >= 10:
+                    break
+            else:
+                stable = 0
+                previous = current
+
+        peak_while_blocked = inflight["peak"]
+        release.set()
+        results = await asyncio.gather(*callers)
+
+        assert peak_while_blocked == max_concurrent
+        assert inflight["current"] == 0
+        assert all(result.isError is False for result in results)
+
+
 class TestOBOEndpointDiscovery:
     """An oauth2_token_exchange server with no configured token endpoint discovers it (RFC 9728 ->
     RFC 8414) like the oauth2 flow does; an explicitly configured endpoint skips discovery."""

From 10c7be239a478159b25285d093806ae28abd6677 Mon Sep 17 00:00:00 2001
From: tin-berri <tin@berri.ai>
Date: Tue, 7 Jul 2026 16:33:23 -0700
Subject: [PATCH 088/370] test(ui): pin token-exchange field visibility to the
 oauth2_token_exchange auth type (#32385)

* test(ui): pin that the token-exchange fields render only for the oauth2_token_exchange auth type

No form section asserted the visibility contract: the token-exchange fields
(Token Exchange Endpoint, Audience, Subject Token Type) must appear when
'OAuth Token Exchange (OBO)' is selected and for no other auth type. Assert
hidden under plain OAuth, shown under token exchange, hidden again after
switching to API Key.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* test(ui): assert the stdio transport switch unmounts the token-exchange fields

The create form gates the whole Authentication section on non-stdio transport,
so selecting OAuth Token Exchange (OBO) and then switching to stdio removes the
token-exchange fields (and their required-credential rules, which antd does not
validate while unmounted). Pin that sequence so the section-level gate cannot
regress silently.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

---------

Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
---
 .../mcp_tools/create_mcp_server.test.tsx      | 38 +++++++++++++++++++
 1 file changed, 38 insertions(+)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
index bd95b1ba56d..97ed63807d9 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
@@ -350,6 +350,44 @@ describe("CreateMCPServer", () => {
       expect(payload.credentials).toBeUndefined();
     });
 
+    it("shows the token-exchange fields only for the OAuth Token Exchange (OBO) auth type", async () => {
+      await selectHttpTransport();
+
+      // Plain OAuth must not render the token-exchange section.
+      await selectAntOption("Authentication", "OAuth");
+      await waitFor(() => {
+        expect(screen.queryByText("Token Exchange Endpoint (optional)")).not.toBeInTheDocument();
+      });
+      expect(screen.queryByText("Subject Token Type (optional)")).not.toBeInTheDocument();
+
+      await selectAntOption("Authentication", "OAuth Token Exchange (OBO)");
+      await waitFor(() => {
+        expect(screen.getByText("Token Exchange Endpoint (optional)")).toBeInTheDocument();
+      });
+      expect(screen.getByText("Subject Token Type (optional)")).toBeInTheDocument();
+
+      // Switching away hides the section again.
+      await selectAntOption("Authentication", "API Key");
+      await waitFor(() => {
+        expect(screen.queryByText("Token Exchange Endpoint (optional)")).not.toBeInTheDocument();
+      });
+      expect(screen.queryByText("Subject Token Type (optional)")).not.toBeInTheDocument();
+
+      // Selecting token exchange and then switching transport to stdio unmounts the
+      // whole Authentication section (the section-level transport gate), taking the
+      // token-exchange fields with it — their required client_id/client_secret rules
+      // cannot block a stdio submit because antd does not validate unmounted fields.
+      await selectAntOption("Authentication", "OAuth Token Exchange (OBO)");
+      await waitFor(() => {
+        expect(screen.getByText("Token Exchange Endpoint (optional)")).toBeInTheDocument();
+      });
+      await selectAntOption("Transport Type", "Standard Input/Output");
+      await waitFor(() => {
+        expect(screen.queryByText("Token Exchange Endpoint (optional)")).not.toBeInTheDocument();
+      });
+      expect(screen.queryByText("Subject Token Type (optional)")).not.toBeInTheDocument();
+    });
+
     it("routes OAuth Token Exchange (OBO) config to the backend payload", async () => {
       await selectHttpTransport();
 

From db2402754aac87e58cd7154070b0464c5c82f482 Mon Sep 17 00:00:00 2001
From: tin-berri <tin@berri.ai>
Date: Tue, 7 Jul 2026 16:39:20 -0700
Subject: [PATCH 089/370] feat(mcp): let users select the entra_obo
 token_exchange profile in the UI and API (#32144)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* feat(mcp): let users select the entra_obo token_exchange profile in the UI and API

The backend token_exchange arm supports two wire dialects via token_exchange_profile
("rfc8693" default, or "entra_obo" for Microsoft Entra's On-Behalf-Of, the RFC 7523
jwt-bearer grant), but it could only be set through config.yaml. This surfaces it to the
create/update REST API and the dashboard so an admin can create an entra_obo server there,
completing the parity started in the parent PR for the other token-exchange fields.

token_exchange_profile becomes a dedicated column on LiteLLM_MCPServerTable, mirroring the
sibling fields: it is added to the request models, read column-first in
build_mcp_server_from_table with the credentials-blob as a back-compat fallback and a
default of rfc8693, and carried through both runtime-to-table builders so registry
round-trips preserve it. It is a non-secret dialect selector, so it is not scrubbed from
non-admin or virtual-key responses.

In the dashboard a Profile dropdown (RFC 8693 vs Microsoft Entra OBO) is added to the
token-exchange section. Entra OBO carries the target resource in the scope, so selecting it
makes the scope required and hints the api://<app-id>/.default form, while audience and
subject_token_type (which that dialect ignores) are hidden.

* fix(mcp): extend the blob-to-column lift and non-admin scrubbing to token_exchange_profile

token_exchange_profile gets the same storage contract as the other three
token-exchange settings: the column is authoritative, a blob copy is the legacy
shape — lifted into the column on every write and stripped from the stored
blob — and switching auth_type away from token exchange clears it
(_AUTH_FLOW_SCOPED_FIELDS). Both restricted-view sanitizers scrub it for
uniformity, and the edit form's auth-switch payload nulling includes it.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

* test(mcp): assert every token-exchange setting is configurable via config.yaml

Pins the config surface: token_exchange_endpoint, audience, subject_token_type
and token_exchange_profile load from top-level config keys onto the built
server and through to the resolver spec; omitted keys resolve to their
documented defaults (RFC 8693 subject token type, rfc8693 profile), and
token_exchange servers need no oauth2_flow.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

---------

Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
---
 .../migration.sql                             |   2 +
 .../litellm_proxy_extras/schema.prisma        |   1 +
 litellm/models/mcp_server.py                  |   1 +
 litellm/proxy/_experimental/mcp_server/db.py  |   2 +
 .../mcp_server/mcp_server_manager.py          |   5 +-
 litellm/proxy/_types.py                       |   2 +
 .../mcp_management_endpoints.py               |   2 +
 litellm/proxy/schema.prisma                   |   1 +
 litellm/types/mcp.py                          |   4 +
 schema.prisma                                 |   1 +
 tests/mcp_tests/test_mcp_server.py            |   3 +
 .../mcp_server/test_db_credentials.py         |   4 +
 .../mcp_server/test_mcp_partial_update.py     |  13 +-
 .../mcp_server/test_mcp_server.py             |   1 +
 .../mcp_server/test_mcp_server_manager.py     | 135 ++++++++++++++++++
 .../mcp_server/test_mcp_sigv4_auth.py         |   2 +
 .../test_mcp_management_endpoints.py          |   4 +
 .../mcp_tools/TokenExchangeFormFields.tsx     | 111 ++++++++++----
 .../mcp_tools/create_mcp_server.test.tsx      |  37 +++++
 .../components/mcp_tools/mcp_server_edit.tsx  |   2 +-
 .../src/components/mcp_tools/types.tsx        |   1 +
 21 files changed, 303 insertions(+), 31 deletions(-)
 create mode 100644 litellm-proxy-extras/litellm_proxy_extras/migrations/20260703120000_add_token_exchange_profile_to_mcp_servers/migration.sql

diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260703120000_add_token_exchange_profile_to_mcp_servers/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260703120000_add_token_exchange_profile_to_mcp_servers/migration.sql
new file mode 100644
index 00000000000..6dda56c4fb3
--- /dev/null
+++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260703120000_add_token_exchange_profile_to_mcp_servers/migration.sql
@@ -0,0 +1,2 @@
+-- AlterTable
+ALTER TABLE "LiteLLM_MCPServerTable" ADD COLUMN IF NOT EXISTS "token_exchange_profile" TEXT;
diff --git a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
index 05c1e6278d6..6d87102a3f3 100644
--- a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
+++ b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
@@ -334,6 +334,7 @@ model LiteLLM_MCPServerTable {
   // RFC 8707 resource indicators are a separate concept, named "resource" in the v2 egress types.
   audience           String?
   subject_token_type String?
+  token_exchange_profile String?
   allow_all_keys Boolean @default(false)
   available_on_public_internet Boolean @default(true)
   delegate_auth_to_upstream Boolean @default(false)
diff --git a/litellm/models/mcp_server.py b/litellm/models/mcp_server.py
index 821486b5dbe..d9757cf80f4 100644
--- a/litellm/models/mcp_server.py
+++ b/litellm/models/mcp_server.py
@@ -91,6 +91,7 @@ class LiteLLM_MCPServerTable(LiteLLMPydanticObjectBase):
     token_exchange_endpoint: Optional[str] = None
     audience: Optional[str] = None
     subject_token_type: Optional[str] = None
+    token_exchange_profile: Optional[str] = None
     allow_all_keys: bool = False
     available_on_public_internet: bool = True
     delegate_auth_to_upstream: bool = False
diff --git a/litellm/proxy/_experimental/mcp_server/db.py b/litellm/proxy/_experimental/mcp_server/db.py
index baa2365cf20..10081ce19de 100644
--- a/litellm/proxy/_experimental/mcp_server/db.py
+++ b/litellm/proxy/_experimental/mcp_server/db.py
@@ -55,6 +55,7 @@
         "token_exchange_endpoint",
         "audience",
         "subject_token_type",
+        "token_exchange_profile",
     }
 )
 
@@ -70,6 +71,7 @@
         "token_exchange_endpoint",
         "audience",
         "subject_token_type",
+        "token_exchange_profile",
     }
 )
 
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index 1a69a979496..7c88c903324 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -1358,7 +1358,8 @@ async def build_mcp_server_from_table(
             subject_token_type=mcp_server.subject_token_type
             or (credentials_dict.get("subject_token_type") if credentials_dict else None)
             or DEFAULT_SUBJECT_TOKEN_TYPE,
-            token_exchange_profile=(credentials_dict.get("token_exchange_profile") if credentials_dict else None)
+            token_exchange_profile=mcp_server.token_exchange_profile
+            or (credentials_dict.get("token_exchange_profile") if credentials_dict else None)
             or "rfc8693",
             timeout=getattr(mcp_server, "timeout", None),
             max_concurrent_requests=getattr(mcp_server, "max_concurrent_requests", None),
@@ -4641,6 +4642,7 @@ async def _noop(session):
             token_exchange_endpoint=server.token_exchange_endpoint,
             audience=server.audience,
             subject_token_type=server.subject_token_type,
+            token_exchange_profile=server.token_exchange_profile,
             allow_all_keys=server.allow_all_keys,
             instructions=server.instructions,
             timeout=server.timeout,
@@ -4748,6 +4750,7 @@ def _build_mcp_server_table(self, server: MCPServer) -> LiteLLM_MCPServerTable:
             token_exchange_endpoint=server.token_exchange_endpoint,
             audience=server.audience,
             subject_token_type=server.subject_token_type,
+            token_exchange_profile=server.token_exchange_profile,
             allow_all_keys=server.allow_all_keys,
             available_on_public_internet=server.available_on_public_internet,
             delegate_auth_to_upstream=server.delegate_auth_to_upstream,
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index 37d7fdff86f..9e390312fa1 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -1262,6 +1262,7 @@ class NewMCPServerRequest(LiteLLMPydanticObjectBase):
     token_exchange_endpoint: Optional[str] = None
     audience: Optional[str] = None
     subject_token_type: Optional[str] = None
+    token_exchange_profile: Optional[str] = None
     allow_all_keys: bool = False
     available_on_public_internet: bool = True
     delegate_auth_to_upstream: bool = False
@@ -1355,6 +1356,7 @@ class UpdateMCPServerRequest(LiteLLMPydanticObjectBase):
     token_exchange_endpoint: Optional[str] = None
     audience: Optional[str] = None
     subject_token_type: Optional[str] = None
+    token_exchange_profile: Optional[str] = None
     allow_all_keys: bool = False
     available_on_public_internet: bool = True
     delegate_auth_to_upstream: bool = False
diff --git a/litellm/proxy/management_endpoints/mcp_management_endpoints.py b/litellm/proxy/management_endpoints/mcp_management_endpoints.py
index b01e0231c2a..a66e2fcf618 100644
--- a/litellm/proxy/management_endpoints/mcp_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/mcp_management_endpoints.py
@@ -540,6 +540,7 @@ def _sanitize_mcp_server_for_non_admin(
         sanitized.token_exchange_endpoint = None
         sanitized.audience = None
         sanitized.subject_token_type = None
+        sanitized.token_exchange_profile = None
         # Drop env vars entirely rather than only blanking global values: the
         # names alone (DB_PASSWORD, GITHUB_API_KEY, ...) leak what secrets the
         # admin configured. Non-admins get the per-user vars they must fill in
@@ -584,6 +585,7 @@ def _sanitize_mcp_server_for_virtual_key(
         sanitized.token_exchange_endpoint = None
         sanitized.audience = None
         sanitized.subject_token_type = None
+        sanitized.token_exchange_profile = None
 
         sanitized.health_check_error = None
         sanitized.last_health_check = None
diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma
index 05c1e6278d6..6d87102a3f3 100644
--- a/litellm/proxy/schema.prisma
+++ b/litellm/proxy/schema.prisma
@@ -334,6 +334,7 @@ model LiteLLM_MCPServerTable {
   // RFC 8707 resource indicators are a separate concept, named "resource" in the v2 egress types.
   audience           String?
   subject_token_type String?
+  token_exchange_profile String?
   allow_all_keys Boolean @default(false)
   available_on_public_internet Boolean @default(true)
   delegate_auth_to_upstream Boolean @default(false)
diff --git a/litellm/types/mcp.py b/litellm/types/mcp.py
index 884a0815dcb..9c564a3c7a6 100644
--- a/litellm/types/mcp.py
+++ b/litellm/types/mcp.py
@@ -166,6 +166,10 @@ class MCPCredentials(TypedDict, total=False):
     Token exchange wire dialect: "rfc8693" (default, the standard token-exchange grant) or
     "entra_obo" (Microsoft Entra On-Behalf-Of, the RFC 7523 jwt-bearer grant + requested_token_use
     extension). Not a secret; stored unencrypted.
+
+    Legacy input shape: lifted into the dedicated ``token_exchange_profile`` column on
+    write and stripped from the stored blob; the column is authoritative. Prefer the
+    top-level request field.
     """
 
 
diff --git a/schema.prisma b/schema.prisma
index 05c1e6278d6..6d87102a3f3 100644
--- a/schema.prisma
+++ b/schema.prisma
@@ -334,6 +334,7 @@ model LiteLLM_MCPServerTable {
   // RFC 8707 resource indicators are a separate concept, named "resource" in the v2 egress types.
   audience           String?
   subject_token_type String?
+  token_exchange_profile String?
   allow_all_keys Boolean @default(false)
   available_on_public_internet Boolean @default(true)
   delegate_auth_to_upstream Boolean @default(false)
diff --git a/tests/mcp_tests/test_mcp_server.py b/tests/mcp_tests/test_mcp_server.py
index 103f6e0b2a6..515bf1233aa 100644
--- a/tests/mcp_tests/test_mcp_server.py
+++ b/tests/mcp_tests/test_mcp_server.py
@@ -1559,6 +1559,7 @@ async def test_add_update_server_with_alias():
     mock_mcp_server.token_exchange_endpoint = None
     mock_mcp_server.audience = None
     mock_mcp_server.subject_token_type = None
+    mock_mcp_server.token_exchange_profile = None
     # Additional fields used by build_mcp_server_from_table
     mock_mcp_server.extra_headers = None
     mock_mcp_server.allow_all_keys = False
@@ -1621,6 +1622,7 @@ async def test_add_update_server_without_alias():
     mock_mcp_server.token_exchange_endpoint = None
     mock_mcp_server.audience = None
     mock_mcp_server.subject_token_type = None
+    mock_mcp_server.token_exchange_profile = None
     # Additional fields used by build_mcp_server_from_table
     mock_mcp_server.extra_headers = None
     mock_mcp_server.allow_all_keys = False
@@ -1683,6 +1685,7 @@ async def test_add_update_server_fallback_to_server_id():
     mock_mcp_server.token_exchange_endpoint = None
     mock_mcp_server.audience = None
     mock_mcp_server.subject_token_type = None
+    mock_mcp_server.token_exchange_profile = None
     # Additional fields used by build_mcp_server_from_table - set explicitly
     # to avoid MagicMock objects being passed to Pydantic MCPServer constructor
     mock_mcp_server.extra_headers = None
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py
index 826b7584202..8b8b8a363d5 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py
@@ -740,6 +740,7 @@ def test_prepare_mcp_server_data_create_carries_token_exchange_columns():
         token_exchange_endpoint="https://idp.example.com/oauth2/token",
         audience="https://upstream.example.com",
         subject_token_type="urn:ietf:params:oauth:token-type:jwt",
+        token_exchange_profile="entra_obo",
         credentials={"client_id": "te-client", "client_secret": "te-secret"},
     )
 
@@ -748,6 +749,7 @@ def test_prepare_mcp_server_data_create_carries_token_exchange_columns():
     assert data["token_exchange_endpoint"] == "https://idp.example.com/oauth2/token"
     assert data["audience"] == "https://upstream.example.com"
     assert data["subject_token_type"] == "urn:ietf:params:oauth:token-type:jwt"
+    assert data["token_exchange_profile"] == "entra_obo"
 
 
 def test_prepare_mcp_server_data_update_carries_token_exchange_columns():
@@ -761,6 +763,7 @@ def test_prepare_mcp_server_data_update_carries_token_exchange_columns():
         token_exchange_endpoint="https://idp.example.com/oauth2/token",
         audience="https://upstream.example.com",
         subject_token_type="urn:ietf:params:oauth:token-type:jwt",
+        token_exchange_profile="entra_obo",
     )
 
     data = _prepare_mcp_server_data(request, exclude_unset=True)
@@ -768,3 +771,4 @@ def test_prepare_mcp_server_data_update_carries_token_exchange_columns():
     assert data["token_exchange_endpoint"] == "https://idp.example.com/oauth2/token"
     assert data["audience"] == "https://upstream.example.com"
     assert data["subject_token_type"] == "urn:ietf:params:oauth:token-type:jwt"
+    assert data["token_exchange_profile"] == "entra_obo"
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_partial_update.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_partial_update.py
index 211be084807..d341d8f7e3b 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_partial_update.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_partial_update.py
@@ -204,6 +204,7 @@ async def test_auth_type_switch_clears_stale_flow_scoped_fields():
         "token_exchange_endpoint",
         "audience",
         "subject_token_type",
+        "token_exchange_profile",
     ):
         assert data_dict[stale_field] is None, f"{stale_field} must be cleared on auth_type switch"
     assert data_dict["credentials"] is None
@@ -235,6 +236,7 @@ async def test_auth_type_switch_back_to_oauth2_clears_token_exchange_fields():
     assert data_dict["token_exchange_endpoint"] is None
     assert data_dict["audience"] is None
     assert data_dict["subject_token_type"] is None
+    assert data_dict["token_exchange_profile"] is None
 
 
 @pytest.mark.asyncio
@@ -257,6 +259,7 @@ async def test_unchanged_auth_type_does_not_clear_flow_fields():
         "token_exchange_endpoint",
         "audience",
         "subject_token_type",
+        "token_exchange_profile",
     ):
         assert flow_field not in data_dict
 
@@ -309,6 +312,7 @@ def _existing_row(auth_type: str, credentials: dict | None = None):
     existing.token_exchange_endpoint = None
     existing.audience = None
     existing.subject_token_type = None
+    existing.token_exchange_profile = None
     return existing
 
 
@@ -328,6 +332,7 @@ async def test_create_lifts_blob_token_exchange_settings_into_columns():
             "token_exchange_endpoint": "https://idp.example.com/oauth2/token",
             "audience": "api://upstream",
             "subject_token_type": "urn:ietf:params:oauth:token-type:jwt",
+            "token_exchange_profile": "entra_obo",
         },
     )
 
@@ -337,8 +342,9 @@ async def test_create_lifts_blob_token_exchange_settings_into_columns():
     assert data_dict["token_exchange_endpoint"] == "https://idp.example.com/oauth2/token"
     assert data_dict["audience"] == "api://upstream"
     assert data_dict["subject_token_type"] == "urn:ietf:params:oauth:token-type:jwt"
+    assert data_dict["token_exchange_profile"] == "entra_obo"
     stored_blob = json.loads(data_dict["credentials"])
-    for te_field in ("token_exchange_endpoint", "audience", "subject_token_type"):
+    for te_field in ("token_exchange_endpoint", "audience", "subject_token_type", "token_exchange_profile"):
         assert te_field not in stored_blob
     assert "client_id" in stored_blob
 
@@ -374,6 +380,7 @@ async def test_credentials_merge_migrates_legacy_blob_te_settings():
             "client_id": "enc-old-cid",
             "token_exchange_endpoint": "https://legacy-idp.example.com/token",
             "audience": "api://legacy",
+            "token_exchange_profile": "entra_obo",
         },
     )
     mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(return_value=existing)
@@ -388,8 +395,9 @@ async def test_credentials_merge_migrates_legacy_blob_te_settings():
 
     assert data_dict["token_exchange_endpoint"] == "https://legacy-idp.example.com/token"
     assert data_dict["audience"] == "api://legacy"
+    assert data_dict["token_exchange_profile"] == "entra_obo"
     merged_blob = json.loads(data_dict["credentials"])
-    for te_field in ("token_exchange_endpoint", "audience", "subject_token_type"):
+    for te_field in ("token_exchange_endpoint", "audience", "subject_token_type", "token_exchange_profile"):
         assert te_field not in merged_blob
 
 
@@ -465,6 +473,7 @@ async def test_auth_type_switch_clears_flow_fields_with_external_fields_set():
         "token_exchange_endpoint",
         "audience",
         "subject_token_type",
+        "token_exchange_profile",
     ):
         assert data_dict[stale_field] is None, f"{stale_field} must be cleared via the fields_set path"
 
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
index 290d0b0a999..b24457deabd 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
@@ -5187,6 +5187,7 @@ async def test_list_tools_with_legacy_db_m2m_server_resolves_oauth2_flow():
     legacy_server.token_exchange_endpoint = None
     legacy_server.audience = None
     legacy_server.subject_token_type = None
+    legacy_server.token_exchange_profile = None
     legacy_server.token_url = "https://oauth.example.com/token"
     legacy_server.authorization_url = None
     legacy_server.client_id = "client-id"
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index 7900f6fb04a..6fa69b2f96c 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -1772,6 +1772,66 @@ async def _must_not_post(url, form, headers):
         assert isinstance(result, Error)
         assert result.error.tag == "misconfigured"
 
+    @pytest.mark.asyncio
+    async def test_load_servers_from_config_reads_all_token_exchange_fields(self):
+        """Every token-exchange setting is configurable through config.yaml as a top-level
+        key (the config counterpart of the REST/UI columns) and reaches the resolver spec;
+        omitted keys resolve to their documented defaults. token_exchange servers need no
+        oauth2_flow (that requirement is oauth2-only)."""
+        from litellm.types.mcp import DEFAULT_SUBJECT_TOKEN_TYPE
+
+        manager = MCPServerManager()
+        config = {
+            "te_full": {
+                "url": "https://up.example.com/mcp",
+                "transport": MCPTransport.http,
+                "auth_type": MCPAuth.oauth2_token_exchange,
+                "token_exchange_endpoint": "https://idp.example.com/oauth2/token",
+                "audience": "api://upstream",
+                "subject_token_type": "urn:ietf:params:oauth:token-type:jwt",
+                "token_exchange_profile": "entra_obo",
+                "client_id": "cid",
+                "client_secret": "csec",
+                "scopes": ["api://upstream/.default"],
+            },
+            "te_minimal": {
+                "url": "https://up2.example.com/mcp",
+                "transport": MCPTransport.http,
+                "auth_type": MCPAuth.oauth2_token_exchange,
+                "token_exchange_endpoint": "https://idp2.example.com/oauth2/token",
+                "client_id": "cid2",
+                "client_secret": "csec2",
+            },
+        }
+
+        with patch.object(manager, "_descovery_metadata", new=AsyncMock(return_value=None)):
+            await manager.load_servers_from_config(config)
+
+        by_name = {s.server_name: s for s in manager.config_mcp_servers.values()}
+
+        full = by_name["te_full"]
+        assert full.token_exchange_endpoint == "https://idp.example.com/oauth2/token"
+        assert full.audience == "api://upstream"
+        assert full.subject_token_type == "urn:ietf:params:oauth:token-type:jwt"
+        assert full.token_exchange_profile == "entra_obo"
+
+        minimal = by_name["te_minimal"]
+        assert minimal.audience is None
+        assert minimal.subject_token_type == DEFAULT_SUBJECT_TOKEN_TYPE
+        assert minimal.token_exchange_profile == "rfc8693"
+
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.adapter import to_server_spec
+
+        spec = to_server_spec(full)
+        assert spec is not None
+        assert spec.config.token_exchange_endpoint == "https://idp.example.com/oauth2/token"
+        assert spec.config.profile == "entra_obo"
+
+        minimal_spec = to_server_spec(minimal)
+        assert minimal_spec is not None
+        assert minimal_spec.config.subject_token_type == DEFAULT_SUBJECT_TOKEN_TYPE
+        assert minimal_spec.config.profile == "rfc8693"
+
     @pytest.mark.asyncio
     async def test_config_oauth_initialize_tool_name_to_mcp_server_name_mapping(self):
         manager = MCPServerManager()
@@ -4482,6 +4542,81 @@ async def test_round_trip_token_exchange_columns_preserved(self):
         assert rebuilt_table.audience == "https://upstream.example.com"
         assert rebuilt_table.subject_token_type == "urn:ietf:params:oauth:token-type:jwt"
 
+    @pytest.mark.asyncio
+    async def test_build_mcp_server_from_table_reads_token_exchange_profile_column(self):
+        """The profile dialect selector (rfc8693 vs entra_obo) is read from its dedicated column
+        so a server created via the REST API/UI as entra_obo resolves to the Entra dialect."""
+        manager = MCPServerManager()
+
+        table_record = LiteLLM_MCPServerTable(
+            server_id="te-profile",
+            server_name="te_profile",
+            url="https://upstream.example.com/mcp",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth2_token_exchange,
+            token_exchange_endpoint="https://login.microsoftonline.com/tenant/oauth2/v2.0/token",
+            token_exchange_profile="entra_obo",
+        )
+
+        mcp_server = await manager.build_mcp_server_from_table(table_record)
+
+        assert mcp_server.token_exchange_profile == "entra_obo"
+
+    @pytest.mark.asyncio
+    async def test_build_mcp_server_from_table_token_exchange_profile_defaults_rfc8693(self):
+        """token_exchange_profile falls back to rfc8693 when neither column nor blob sets it."""
+        manager = MCPServerManager()
+
+        table_record = LiteLLM_MCPServerTable(
+            server_id="te-profile-default",
+            server_name="te_profile_default",
+            url="https://upstream.example.com/mcp",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth2_token_exchange,
+            token_exchange_endpoint="https://idp.example.com/oauth2/token",
+        )
+
+        mcp_server = await manager.build_mcp_server_from_table(table_record)
+
+        assert mcp_server.token_exchange_profile == "rfc8693"
+
+    @pytest.mark.asyncio
+    async def test_build_mcp_server_from_table_token_exchange_profile_blob_fallback(self):
+        """Backwards compatibility: a server with the profile only in the credentials blob still loads."""
+        manager = MCPServerManager()
+
+        table_record = LiteLLM_MCPServerTable(
+            server_id="te-profile-blob",
+            server_name="te_profile_blob",
+            url="https://upstream.example.com/mcp",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth2_token_exchange,
+            credentials={"token_exchange_profile": "entra_obo"},
+        )
+
+        mcp_server = await manager.build_mcp_server_from_table(table_record)
+
+        assert mcp_server.token_exchange_profile == "entra_obo"
+
+    @pytest.mark.asyncio
+    async def test_round_trip_token_exchange_profile_preserved(self):
+        """token_exchange_profile survives LiteLLM_MCPServerTable -> MCPServer -> LiteLLM_MCPServerTable."""
+        manager = MCPServerManager()
+
+        table_record = LiteLLM_MCPServerTable(
+            server_id="te-profile-rt",
+            server_name="te_profile_rt",
+            url="https://upstream.example.com/mcp",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth2_token_exchange,
+            token_exchange_profile="entra_obo",
+        )
+
+        mcp_server = await manager.build_mcp_server_from_table(table_record)
+        rebuilt_table = manager._build_mcp_server_table(mcp_server)
+
+        assert rebuilt_table.token_exchange_profile == "entra_obo"
+
 
 class TestInternalDelegatePkceWarningLog:
     @pytest.mark.asyncio
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_sigv4_auth.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_sigv4_auth.py
index e638f66920e..f5a48b5ec34 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_sigv4_auth.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_sigv4_auth.py
@@ -859,6 +859,7 @@ async def test_build_mcp_server_from_table_with_sigv4_credentials(self):
         table_record.token_exchange_endpoint = None
         table_record.audience = None
         table_record.subject_token_type = None
+        table_record.token_exchange_profile = None
         table_record.instructions = None
         table_record.source_url = None
 
@@ -921,6 +922,7 @@ async def test_build_mcp_server_from_table_without_sigv4_credentials(self):
         table_record.token_exchange_endpoint = None
         table_record.audience = None
         table_record.subject_token_type = None
+        table_record.token_exchange_profile = None
         table_record.instructions = None
         table_record.source_url = None
 
diff --git a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
index c56a16bc7b3..6976aa76a94 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
@@ -3775,6 +3775,7 @@ def test_sanitize_mcp_server_for_non_admin_clears_credential_fields():
     server.token_exchange_endpoint = "https://idp/token-exchange"
     server.audience = "https://upstream/api"
     server.subject_token_type = "urn:ietf:params:oauth:token-type:jwt"
+    server.token_exchange_profile = "entra_obo"
 
     sanitized = _sanitize_mcp_server_for_non_admin(server)
 
@@ -3795,6 +3796,7 @@ def test_sanitize_mcp_server_for_non_admin_clears_credential_fields():
     assert sanitized.token_exchange_endpoint is None
     assert sanitized.audience is None
     assert sanitized.subject_token_type is None
+    assert sanitized.token_exchange_profile is None
 
     # Identity / metadata fields are preserved so the UI can list the
     # server without exposing secrets.
@@ -3858,6 +3860,7 @@ def test_sanitize_virtual_key_clears_token_exchange_endpoint_and_audience():
     server.token_exchange_endpoint = "https://idp/token-exchange"
     server.audience = "https://upstream/api"
     server.subject_token_type = "urn:ietf:params:oauth:token-type:jwt"
+    server.token_exchange_profile = "entra_obo"
 
     sanitized = mgmt._sanitize_mcp_server_for_virtual_key(server)
 
@@ -3865,6 +3868,7 @@ def test_sanitize_virtual_key_clears_token_exchange_endpoint_and_audience():
     assert sanitized.token_exchange_endpoint is None
     assert sanitized.audience is None
     assert sanitized.subject_token_type is None
+    assert sanitized.token_exchange_profile is None
 
 
 def _server_with_env_vars(server_id: str = "srv-env"):
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/TokenExchangeFormFields.tsx b/ui/litellm-dashboard/src/components/mcp_tools/TokenExchangeFormFields.tsx
index 6a777938827..9e1e1a85743 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/TokenExchangeFormFields.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/TokenExchangeFormFields.tsx
@@ -22,6 +22,25 @@ const TokenExchangeFormFields: React.FC<TokenExchangeFormFieldsProps> = ({ isEdi
 
   return (
     <>
+      <Form.Item
+        label={
+          <FieldLabel
+            label="Profile"
+            tooltip="Token-exchange wire dialect. RFC 8693 is the standard token-exchange grant. Microsoft Entra OBO uses Entra's On-Behalf-Of dialect (the RFC 7523 jwt-bearer grant with requested_token_use=on_behalf_of) and carries the target resource in a scope like api://<app-id>/.default."
+          />
+        }
+        name="token_exchange_profile"
+        {...(isEditing ? {} : { initialValue: "rfc8693" })}
+      >
+        <Select className="rounded-lg" size="large">
+          <Select.Option value="rfc8693">
+            <span className="font-medium">RFC 8693 (standard)</span>
+          </Select.Option>
+          <Select.Option value="entra_obo">
+            <span className="font-medium">Microsoft Entra OBO</span>
+          </Select.Option>
+        </Select>
+      </Form.Item>
       <Form.Item
         label={
           <FieldLabel
@@ -57,33 +76,71 @@ const TokenExchangeFormFields: React.FC<TokenExchangeFormFieldsProps> = ({ isEdi
       >
         <Input.Password placeholder={`Enter OAuth client secret${placeholderSuffix}`} className={fieldClassName} />
       </Form.Item>
-      <Form.Item
-        label={
-          <FieldLabel
-            label="Audience (optional)"
-            tooltip="Target audience for the exchanged token (RFC 8693 audience). Identifies the upstream MCP server the token is for."
-          />
-        }
-        name="audience"
-      >
-        <Input placeholder="https://upstream.example.com" className={fieldClassName} />
-      </Form.Item>
-      <Form.Item
-        label={
-          <FieldLabel
-            label="Subject Token Type (optional)"
-            tooltip="Type of the user's incoming token (RFC 8693 subject_token_type). Defaults to urn:ietf:params:oauth:token-type:access_token."
-          />
-        }
-        name="subject_token_type"
-      >
-        <Input placeholder="urn:ietf:params:oauth:token-type:access_token" className={fieldClassName} />
-      </Form.Item>
-      <Form.Item
-        label={<FieldLabel label="Scopes (optional)" tooltip="Optional scopes to request during the token exchange." />}
-        name={["credentials", "scopes"]}
-      >
-        <Select mode="tags" tokenSeparators={[","]} placeholder="Add scopes" className="rounded-lg" size="large" />
+      <Form.Item noStyle shouldUpdate={(prev, cur) => prev.token_exchange_profile !== cur.token_exchange_profile}>
+        {({ getFieldValue }) => {
+          const isEntraObo = getFieldValue("token_exchange_profile") === "entra_obo";
+          return (
+            <>
+              {!isEntraObo && (
+                <>
+                  <Form.Item
+                    label={
+                      <FieldLabel
+                        label="Audience (optional)"
+                        tooltip="Target audience for the exchanged token (RFC 8693 audience). Identifies the upstream MCP server the token is for."
+                      />
+                    }
+                    name="audience"
+                  >
+                    <Input placeholder="https://upstream.example.com" className={fieldClassName} />
+                  </Form.Item>
+                  <Form.Item
+                    label={
+                      <FieldLabel
+                        label="Subject Token Type (optional)"
+                        tooltip="Type of the user's incoming token (RFC 8693 subject_token_type). Defaults to urn:ietf:params:oauth:token-type:access_token."
+                      />
+                    }
+                    name="subject_token_type"
+                  >
+                    <Input placeholder="urn:ietf:params:oauth:token-type:access_token" className={fieldClassName} />
+                  </Form.Item>
+                </>
+              )}
+              <Form.Item
+                label={
+                  <FieldLabel
+                    label={isEntraObo ? "Scopes" : "Scopes (optional)"}
+                    tooltip={
+                      isEntraObo
+                        ? "Microsoft Entra OBO carries the target resource in the scope, so at least one is required (e.g. api://<app-id>/.default)."
+                        : "Optional scopes to request during the token exchange."
+                    }
+                  />
+                }
+                name={["credentials", "scopes"]}
+                rules={
+                  isEntraObo
+                    ? [
+                        {
+                          required: true,
+                          message: "Microsoft Entra OBO requires a scope, e.g. api://<app-id>/.default",
+                        },
+                      ]
+                    : []
+                }
+              >
+                <Select
+                  mode="tags"
+                  tokenSeparators={[","]}
+                  placeholder={isEntraObo ? "api://<app-id>/.default" : "Add scopes"}
+                  className="rounded-lg"
+                  size="large"
+                />
+              </Form.Item>
+            </>
+          );
+        }}
       </Form.Item>
     </>
   );
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
index 97ed63807d9..9f381503d18 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
@@ -437,12 +437,49 @@ describe("CreateMCPServer", () => {
       const [, payload] = vi.mocked(networking.createMCPServer).mock.calls[0];
       expect(payload.auth_type).toBe("oauth2_token_exchange");
       expect(payload.token_exchange_endpoint).toBe("https://idp.example.com/oauth2/token");
+      expect(payload.token_exchange_profile).toBe("rfc8693");
       expect(payload.credentials).toMatchObject({
         client_id: "te-client-id",
         client_secret: "te-client-secret",
       });
     });
 
+    it("makes scope required when the Entra OBO profile is selected", async () => {
+      await selectHttpTransport();
+
+      const user = userEvent.setup({ delay: null });
+
+      await user.type(getServerNameInput(), "Entra_Server");
+      await user.type(screen.getByPlaceholderText("https://your-mcp-server.com"), "https://upstream.example.com/mcp");
+
+      await selectAntOption("Authentication", "OAuth Token Exchange (OBO)");
+      await waitFor(() => {
+        expect(screen.getByPlaceholderText("https://idp.example.com/oauth2/token")).toBeInTheDocument();
+      });
+
+      await selectAntOption("Profile", "Microsoft Entra OBO");
+
+      await user.type(
+        screen.getByPlaceholderText("https://idp.example.com/oauth2/token"),
+        "https://login.microsoftonline.com/tenant/oauth2/v2.0/token",
+      );
+      await user.type(screen.getByPlaceholderText("Enter OAuth client ID"), "entra-client");
+      await user.type(screen.getByPlaceholderText("Enter OAuth client secret"), "entra-secret");
+
+      // Selecting Entra OBO makes the scope required; submitting without one is blocked by validation
+      // (rfc8693 would not require it), which confirms the profile selection took effect.
+      const submitButton = screen.getByRole("button", { name: "Add MCP Server" });
+      await act(async () => {
+        fireEvent.click(submitButton);
+      });
+      await waitFor(() => {
+        expect(
+          screen.getByText("Microsoft Entra OBO requires a scope, e.g. api://<app-id>/.default"),
+        ).toBeInTheDocument();
+      });
+      expect(networking.createMCPServer).not.toHaveBeenCalled();
+    });
+
     it("enforces the allowlist when the user explicitly deselects every tool", async () => {
       await selectHttpTransport();
 
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index 842af787999..faf7737e995 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -651,7 +651,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
           : {}),
         ...(mcpServer.auth_type === AUTH_TYPE.OAUTH2_TOKEN_EXCHANGE &&
         restValues.auth_type !== AUTH_TYPE.OAUTH2_TOKEN_EXCHANGE
-          ? { token_exchange_endpoint: null, audience: null, subject_token_type: null }
+          ? { token_exchange_endpoint: null, audience: null, subject_token_type: null, token_exchange_profile: null }
           : {}),
         server_id: mcpServer.server_id,
         mcp_info: {
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
index e07274a8d28..7e02b8779f5 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
@@ -241,6 +241,7 @@ export interface MCPServer {
   token_exchange_endpoint?: string | null;
   audience?: string | null;
   subject_token_type?: string | null;
+  token_exchange_profile?: string | null;
   mcp_info?: MCPInfo | null;
   created_at: string;
   created_by: string;

From 50c90281f4fda1b080c2c4be91d8065f14f6f973 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Thu, 2 Jul 2026 13:24:22 -0700
Subject: [PATCH 090/370] feat(mcp): add true_passthrough and oauth_delegate
 auth modes

Introduce two first-class MCP server auth_type values that make LiteLLM's
role in upstream authentication explicit, added alongside the existing
delegate_auth_to_upstream / oauth_passthrough flags without changing their
behavior.

true_passthrough is a transparent proxy: LiteLLM performs no admission auth,
requires no x-litellm-api-key, mints/stores/refreshes nothing, and forwards the
client's Authorization to the upstream exactly as received. oauth_delegate keeps
normal LiteLLM admission (x-litellm-api-key / SSO / JWT) and then forwards the
client's separate upstream Authorization unchanged; the admission credential is
never forwarded upstream.

Both modes forward the caller's token via the existing extra_headers path and
defer egress credential resolution to v1 (the v2 to_server_spec returns None for
them). Upstream 401/403 responses are surfaced rather than swallowed so upstream
OAuth challenges are preserved. Servers in either mode require per-user auth, so
userless health checks are skipped.
---
 .../mcp_server/auth/user_api_key_auth_mcp.py  |  33 +
 .../mcp_server/mcp_server_manager.py          |  95 ++-
 .../outbound_credentials/adapter.py           |  10 +-
 .../outbound_credentials/resolver.py          |  23 +-
 .../proxy/_experimental/mcp_server/server.py  |   8 +
 litellm/types/mcp.py                          |   4 +
 .../types/mcp_server/mcp_server_manager.py    |  15 +
 .../auth/test_user_api_key_auth_mcp.py        | 677 +++++++-----------
 .../outbound_credentials/test_adapter.py      |   7 +
 .../outbound_credentials/test_resolver.py     |  25 +-
 .../mcp_server/test_mcp_server_manager.py     | 223 ++++++
 ui/litellm-dashboard/src/lib/http/schema.d.ts |   2 +-
 12 files changed, 676 insertions(+), 446 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
index d2986a3cd82..9f28da19292 100644
--- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
+++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
@@ -220,6 +220,12 @@ async def mock_body():
             # when EVERY target is auth_type=oauth2 with delegate_auth_to_upstream
             # set; fails closed otherwise.
             validated_user_api_key_auth = UserAPIKeyAuth()
+        elif MCPRequestHandler._target_servers_are_true_passthrough(
+            path=request_route,
+            mcp_servers=mcp_servers,
+            client_ip=IPAddressUtils.get_mcp_client_ip(request),
+        ):
+            validated_user_api_key_auth = UserAPIKeyAuth()
         elif oauth2_headers:
             # Authorization on a non-delegated server: the bearer must be a real
             # LiteLLM credential, so a failed validation is a genuine 401/403 and
@@ -399,6 +405,33 @@ def _target_servers_delegate_auth_to_upstream(
                 return False
         return True
 
+    @staticmethod
+    def _target_servers_are_true_passthrough(
+        path: str, mcp_servers: Optional[list[str]], client_ip: Optional[str]
+    ) -> bool:
+        """
+        True only when EVERY MCP server the request targets is ``auth_type == true_passthrough``.
+        Fails closed when any target does not opt in or cannot be resolved.
+
+        Used by :meth:`process_mcp_request` to skip LiteLLM admission auth entirely: the gateway is a
+        transparent proxy and the caller's ``Authorization`` is an upstream token, never a LiteLLM key.
+        Mirrors :meth:`_target_servers_delegate_auth_to_upstream`; a mixed-target request keeps normal auth.
+        """
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            global_mcp_server_manager,
+        )
+        from litellm.types.mcp import MCPAuth
+
+        target_names = MCPRequestHandler._resolve_target_server_names(path=path, mcp_servers_header=mcp_servers)
+        if not target_names:
+            return False
+
+        for name in target_names:
+            server = global_mcp_server_manager.get_mcp_server_by_name(name, client_ip=client_ip)
+            if server is None or server.auth_type != MCPAuth.true_passthrough:
+                return False
+        return True
+
     @staticmethod
     def _resolve_target_server_names(path: str, mcp_servers_header: Optional[List[str]]) -> List[str]:
         """
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index 7c88c903324..fd978e5bfc9 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -78,6 +78,7 @@
 )
 from litellm.proxy._experimental.mcp_server.outbound_credentials.types import (
     AuthorizationCodeConfig,
+    PassthroughConfig,
     ServerSpec,
     TokenExchangeConfig,
 )
@@ -213,6 +214,13 @@ def _should_strip_caller_authorization(
       pass-through cold-start case (RFC 9728) the bearer in
       ``Authorization`` is the upstream OAuth token and must be
       forwarded, so we keep it.
+    - **oauth_delegate servers**: admission always runs and there is no
+      anonymous path, so the caller's separate ``Authorization`` is
+      forwarded only when a distinct ``x-litellm-api-key`` carried
+      admission. Without that header the ``Authorization`` *was* the
+      admission credential — a virtual key, an IdP JWT, or an SSO / OIDC /
+      session token whose ``api_key`` is ``None`` — and must never reach
+      the upstream, so it is stripped regardless of the ``api_key`` value.
     """
     if mcp_server.auth_type == MCPAuth.oauth2_token_exchange:
         # OBO: the inbound Authorization is the subject token. It is exchanged at the IdP and only the
@@ -226,11 +234,13 @@ def _should_strip_caller_authorization(
         # upstream — it would override another user's stored credential. Delegate and
         # pass-through return None from to_server_spec and keep forwarding the bearer.
         return True
-    if not mcp_server.is_oauth_passthrough:
+    if not (mcp_server.is_oauth_passthrough or mcp_server.is_oauth_delegate):
         return False
 
     normalized_raw_headers = {str(k).lower(): v for k, v in (raw_headers or {}).items() if isinstance(k, str)}
     has_explicit_litellm_admission_header = normalized_raw_headers.get("x-litellm-api-key") is not None
+    if mcp_server.is_oauth_delegate:
+        return not has_explicit_litellm_admission_header
     admission_consumed_authorization_as_litellm_key = (
         user_api_key_auth is not None
         and bool(getattr(user_api_key_auth, "api_key", None))
@@ -323,6 +333,41 @@ async def _resolve_byok_mcp_auth_header(
     return mcp_auth_header
 
 
+def _client_forwarded_authorization_headers(
+    mcp_server: MCPServer,
+    oauth2_headers: Optional[dict[str, str]],
+    raw_headers: Optional[dict[str, str]],
+    user_api_key_auth: Optional[UserAPIKeyAuth],
+) -> Optional[dict[str, str]]:
+    """Egress headers for the client-forwarded-token modes (``true_passthrough`` / ``oauth_delegate``).
+
+    Forwards the caller's ``Authorization`` to the upstream, stripped when
+    ``_should_strip_caller_authorization`` says it was consumed as the LiteLLM admission key. Shared by
+    ``_call_regular_mcp_tool`` and ``server.py``'s ``_prepare_mcp_server_headers`` so the two egress
+    paths cannot drift, mirroring the ``_should_strip_caller_authorization`` split.
+    """
+    extra_headers = oauth2_headers.copy() if oauth2_headers else None
+    if extra_headers and _should_strip_caller_authorization(
+        mcp_server=mcp_server,
+        raw_headers=raw_headers,
+        user_api_key_auth=user_api_key_auth,
+    ):
+        return _without_authorization(extra_headers)
+    return extra_headers
+
+
+def _take_forwarded_authorization(
+    headers: Optional[dict[str, str]],
+) -> tuple[Optional[str], Optional[dict[str, str]]]:
+    """Pop the ``Authorization`` value out of ``headers`` (case-insensitive), returning it with the
+    remaining headers, so the passthrough resolver arm is the single Authorization source rather than
+    the header also riding in ``extra_headers`` (which the resolved auth would then defer to)."""
+    if not headers:
+        return None, headers
+    value = next((v for k, v in headers.items() if k.lower() == "authorization"), None)
+    return value, _without_authorization(headers)
+
+
 def _extract_upstream_auth_failure(
     exc: BaseException,
 ) -> Optional[tuple[int, Optional[str]]]:
@@ -1623,15 +1668,18 @@ async def get_allowed_mcp_servers(self, user_api_key_auth: Optional[UserAPIKeyAu
                 delegate_server_ids = [
                     server.server_id
                     for server in self.get_registry().values()
-                    if getattr(server, "auth_type", None) == MCPAuth.oauth2
-                    and getattr(server, "delegate_auth_to_upstream", False) is True
-                    # M2M servers must not be exposed anonymously: an
-                    # unauthenticated caller would get LiteLLM to proxy tool
-                    # calls using its stored client_credentials. Resolve the flow
-                    # rather than reading has_client_credentials so an unstamped
-                    # M2M-shape row (null column, verbatim-read as non-M2M) still
-                    # fails closed here, matching the anonymous-delegate auth gate.
-                    and MCPServerManager.effective_oauth2_flow(server) != "client_credentials"
+                    if (
+                        getattr(server, "auth_type", None) == MCPAuth.oauth2
+                        and getattr(server, "delegate_auth_to_upstream", False) is True
+                        # M2M servers must not be exposed anonymously: an
+                        # unauthenticated caller would get LiteLLM to proxy tool
+                        # calls using its stored client_credentials. Resolve the flow
+                        # rather than reading has_client_credentials so an unstamped
+                        # M2M-shape row (null column, verbatim-read as non-M2M) still
+                        # fails closed here, matching the anonymous-delegate auth gate.
+                        and MCPServerManager.effective_oauth2_flow(server) != "client_credentials"
+                    )
+                    or getattr(server, "auth_type", None) == MCPAuth.true_passthrough
                 ]
                 combined_servers.update(delegate_server_ids)
 
@@ -2229,16 +2277,17 @@ async def _create_mcp_client(
         spec = None if transport == MCPTransport.stdio else to_server_spec(server)
         provider = cred_provider or self._cred_provider
         # A caller-supplied per-request override (mcp_auth_header / x-mcp-*) defers to the v1 path
-        # so it wins - except for the per-user modes the v2 resolver owns (authorization_code's
-        # stored token and token_exchange's RFC 8693 minted token). A caller must not be able to
-        # substitute another user's stored credential, nor silently disable the OBO exchange and
-        # forward an arbitrary bearer upstream, so we keep the v2 spec and ignore the override for
-        # both; the REST tools preview supplies its not-yet-persisted token through the resolver
-        # (cred_provider), never this path.
+        # so it wins - except for the modes the v2 resolver owns per-caller (authorization_code's
+        # stored token, token_exchange's RFC 8693 minted token, and the passthrough modes'
+        # forwarded caller token). A caller must not be able to substitute another user's stored
+        # credential, nor silently disable the OBO exchange and forward an arbitrary bearer
+        # upstream, so we keep the v2 spec and ignore the override for these; the REST tools
+        # preview supplies its not-yet-persisted token through the resolver (cred_provider),
+        # never this path.
         if (
             spec is not None
             and mcp_auth_header
-            and not isinstance(spec.config, (AuthorizationCodeConfig, TokenExchangeConfig))
+            and not isinstance(spec.config, (AuthorizationCodeConfig, PassthroughConfig, TokenExchangeConfig))
         ):
             spec = None
         auth_value = (
@@ -2305,11 +2354,14 @@ async def _create_mcp_client(
             server_url = server.url or ""
 
             if spec is not None:
+                inbound_token = subject_token
+                if isinstance(spec.config, PassthroughConfig):
+                    inbound_token, extra_headers = _take_forwarded_authorization(extra_headers)
                 resolved_auth, extra_headers = await self._resolve_v2_auth(
                     server=server,
                     spec=spec,
                     provider=provider,
-                    subject_token=subject_token,
+                    subject_token=inbound_token,
                     user_api_key_auth=user_api_key_auth,
                     extra_headers=extra_headers,
                 )
@@ -3730,6 +3782,13 @@ async def _call_regular_mcp_tool(
                     user_api_key_auth=user_api_key_auth,
                 ):
                     extra_headers = _without_authorization(extra_headers)
+        elif mcp_server.is_true_passthrough or mcp_server.is_oauth_delegate:
+            extra_headers = _client_forwarded_authorization_headers(
+                mcp_server=mcp_server,
+                oauth2_headers=oauth2_headers,
+                raw_headers=raw_headers,
+                user_api_key_auth=user_api_key_auth,
+            )
 
         if mcp_server.extra_headers and raw_headers:
             if extra_headers is None:
diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py
index 05896bfff74..e87e8081ced 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py
@@ -23,6 +23,7 @@
     AuthorizationCodeConfig,
     CredError,
     NoneConfig,
+    PassthroughConfig,
     ServerSpec,
     SharedKey,
     Subject,
@@ -62,9 +63,10 @@ def to_server_spec(server: MCPServer) -> Optional[ServerSpec]:
     an ``assert_never`` tail, so a newly added auth mode fails the type gate here until it is
     explicitly mapped or explicitly deferred, rather than silently falling through to v1. Live
     modes: ``none``, the static-header family (``api_key`` plus the Authorization schemes,
-    all shared-key), ``oauth2`` per-user tokens (``authorization_code``), and
-    ``oauth2_token_exchange`` (OBO); client_credentials (M2M), delegated/passthrough
-    oauth2, and SigV4 return None and stay on v1.
+    all shared-key), ``oauth2`` per-user tokens (``authorization_code``), ``oauth2_token_exchange``
+    (OBO), and the client-forwarded token modes ``true_passthrough`` / ``oauth_delegate``
+    (``PassthroughConfig``); client_credentials (M2M), delegated/passthrough oauth2, and SigV4
+    return None and stay on v1.
     """
     if server.is_byok:
         return None  # per-user BYOK source not migrated yet -> defer to v1 (any auth_type)
@@ -94,6 +96,8 @@ def to_server_spec(server: MCPServer) -> Optional[ServerSpec]:
                 )
             # client_credentials (M2M) and delegate/passthrough oauth2 stay on v1
             return None
+        case MCPAuth.true_passthrough | MCPAuth.oauth_delegate:
+            return ServerSpec(server_id=server.server_id, resource=resource, config=PassthroughConfig())
         case MCPAuth.oauth2_token_exchange:
             return _token_exchange_spec(server, resource)
         case MCPAuth.aws_sigv4:
diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/resolver.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/resolver.py
index c82ce1037d6..ecfd471190c 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/resolver.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/resolver.py
@@ -7,10 +7,11 @@
 an arm fails the type gate (basedpyright `reportMatchNotExhaustive`); a bypassed gate fails loudly
 at runtime instead of returning `None`.
 
-`none` and `api_key` (shared-key source) are live, as is `authorization_code`, which reads the
-user's token from the injected `OAuthTokenStore`, and `token_exchange`, which swaps the caller's
-inbound token through the injected `TokenExchanger`. The remaining arms are `not_implemented` stubs
-that each land in a follow-up PR with their seam. Pure v2: no imports from v1.
+`none`, `api_key` (shared-key source), and `passthrough` (forwards the caller's own inbound token)
+are live, as is `authorization_code`, which reads the user's token from the injected
+`OAuthTokenStore`, and `token_exchange`, which swaps the caller's inbound token through the
+injected `TokenExchanger`. The remaining arms are `not_implemented` stubs that each land in a
+follow-up PR with their seam. Pure v2: no imports from v1.
 """
 
 from __future__ import annotations
@@ -97,7 +98,7 @@ async def resolve_credentials(self, subject: Subject, server: ServerSpec) -> Res
             case ApiKeyConfig() as config:
                 return self._api_key(config)
             case PassthroughConfig():
-                return _not_implemented(AuthSpecKind.passthrough)
+                return self._passthrough(subject)
             case ClientCredentialsConfig():
                 return _not_implemented(AuthSpecKind.client_credentials)
             case TokenExchangeConfig() as config:
@@ -118,6 +119,18 @@ async def has_user_token(self, subject: Subject, server: ServerSpec) -> bool:
         """
         return await self._authz_token(subject, server) is not None
 
+    def _passthrough(self, subject: Subject) -> Result[httpx.Auth, CredError]:
+        """Forward the caller's own upstream credential verbatim; the gateway mints nothing.
+
+        The inbound token is the caller's already-disambiguated ``Authorization`` (never the LiteLLM
+        admission credential; the edge adapter drops that before building the ``Subject``). When it is
+        absent the request is sent unauthenticated so the upstream's own 401 surfaces, rather than the
+        gateway challenging on the upstream's behalf.
+        """
+        if subject.inbound_token is None:
+            return Ok(NoOpAuth())
+        return Ok(StaticHeaderAuth(subject.inbound_token.get_secret_value(), header_name="Authorization"))
+
     def _api_key(self, config: ApiKeyConfig) -> Result[httpx.Auth, CredError]:
         match config.key_source:
             case SharedKey() as source:
diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index e3812522ded..96fd014fbe1 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -331,6 +331,7 @@ def _proxy_exception_to_http_exception(exc: ProxyException) -> HTTPException:
     )
     from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
         MCPServerManager,
+        _client_forwarded_authorization_headers,
         _should_strip_caller_authorization,
         _without_authorization,
         global_mcp_server_manager,
@@ -1561,6 +1562,13 @@ def _prepare_mcp_server_headers(
                     user_api_key_auth=user_api_key_auth,
                 ):
                     extra_headers = _without_authorization(extra_headers)
+        elif server.is_true_passthrough or server.is_oauth_delegate:
+            extra_headers = _client_forwarded_authorization_headers(
+                mcp_server=server,
+                oauth2_headers=oauth2_headers,
+                raw_headers=raw_headers,
+                user_api_key_auth=user_api_key_auth,
+            )
 
         if server.extra_headers and raw_headers:
             if extra_headers is None:
diff --git a/litellm/types/mcp.py b/litellm/types/mcp.py
index 9c564a3c7a6..d273e8ec4db 100644
--- a/litellm/types/mcp.py
+++ b/litellm/types/mcp.py
@@ -38,6 +38,8 @@ class MCPAuth(str, enum.Enum):
     aws_sigv4 = "aws_sigv4"
     token = "token"
     oauth2_token_exchange = "oauth2_token_exchange"
+    true_passthrough = "true_passthrough"
+    oauth_delegate = "oauth_delegate"
 
 
 # RFC 8693 default subject_token_type. A NULL column / omitted config key means
@@ -60,6 +62,8 @@ class MCPAuth(str, enum.Enum):
         MCPAuth.aws_sigv4,
         MCPAuth.token,
         MCPAuth.oauth2_token_exchange,
+        MCPAuth.true_passthrough,
+        MCPAuth.oauth_delegate,
     ]
 ]
 
diff --git a/litellm/types/mcp_server/mcp_server_manager.py b/litellm/types/mcp_server/mcp_server_manager.py
index 522a6f09165..f102ab5b7b9 100644
--- a/litellm/types/mcp_server/mcp_server_manager.py
+++ b/litellm/types/mcp_server/mcp_server_manager.py
@@ -152,6 +152,18 @@ def needs_user_oauth_token(self) -> bool:
         """True if this is an OAuth2 server that relies on per-user tokens (no client_credentials)."""
         return self.auth_type == MCPAuth.oauth2 and not self.has_client_credentials
 
+    @property
+    def is_true_passthrough(self) -> bool:
+        """True for the transparent-proxy mode: LiteLLM performs no admission auth and forwards the
+        client's ``Authorization`` to the upstream unchanged."""
+        return self.auth_type == MCPAuth.true_passthrough
+
+    @property
+    def is_oauth_delegate(self) -> bool:
+        """True for the delegated-upstream-OAuth mode: LiteLLM still admits the caller (API key / SSO /
+        JWT) but forwards the caller's separate upstream ``Authorization`` unchanged, minting nothing."""
+        return self.auth_type == MCPAuth.oauth_delegate
+
     @property
     def requires_per_user_auth(self) -> bool:
         """
@@ -167,6 +179,9 @@ def requires_per_user_auth(self) -> bool:
         if self.needs_user_oauth_token:
             return True
 
+        if self.is_true_passthrough or self.is_oauth_delegate:
+            return True
+
         # PAT passthrough: auth_type is none but extra_headers includes auth headers
         if self.auth_type == MCPAuth.none and self.extra_headers:
             auth_header_names = {"authorization", "x-api-key", "api-key", "apikey"}
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
index 3db0f8540f9..c984ccb783e 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
@@ -1,14 +1,12 @@
 import json
 import os
 import sys
-from unittest.mock import AsyncMock, MagicMock, call as mock_call, patch
+from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
 from fastapi.testclient import TestClient
 
-sys.path.insert(
-    0, os.path.abspath("../../../..")
-)  # Adds the parent directory to the system path
+sys.path.insert(0, os.path.abspath("../../../.."))  # Adds the parent directory to the system path
 
 from starlette.datastructures import Headers
 
@@ -78,20 +76,14 @@ async def test_get_allowed_mcp_servers(
         )
 
         # Mock the helper methods instead of database calls
-        with patch.object(
-            MCPRequestHandler, "_get_allowed_mcp_servers_for_key"
-        ) as mock_key_servers:
-            with patch.object(
-                MCPRequestHandler, "_get_allowed_mcp_servers_for_team"
-            ) as mock_team_servers:
+        with patch.object(MCPRequestHandler, "_get_allowed_mcp_servers_for_key") as mock_key_servers:
+            with patch.object(MCPRequestHandler, "_get_allowed_mcp_servers_for_team") as mock_team_servers:
                 # Set up return values
                 mock_key_servers.return_value = key_servers
                 mock_team_servers.return_value = team_servers
 
                 # Call the method
-                result = await MCPRequestHandler.get_allowed_mcp_servers(
-                    user_api_key_auth=mock_user_auth
-                )
+                result = await MCPRequestHandler.get_allowed_mcp_servers(user_api_key_auth=mock_user_auth)
 
                 # Assert the result (order-independent comparison)
                 assert sorted(result) == sorted(expected_result)
@@ -148,20 +140,14 @@ async def test_get_allowed_mcp_servers_inheritance_logic(
         )
 
         # Mock the helper functions
-        with patch.object(
-            MCPRequestHandler, "_get_allowed_mcp_servers_for_key"
-        ) as mock_key_servers:
-            with patch.object(
-                MCPRequestHandler, "_get_allowed_mcp_servers_for_team"
-            ) as mock_team_servers:
+        with patch.object(MCPRequestHandler, "_get_allowed_mcp_servers_for_key") as mock_key_servers:
+            with patch.object(MCPRequestHandler, "_get_allowed_mcp_servers_for_team") as mock_team_servers:
                 # Configure mocks to return the test data
                 mock_key_servers.return_value = key_servers
                 mock_team_servers.return_value = team_servers
 
                 # Call the method
-                result = await MCPRequestHandler.get_allowed_mcp_servers(
-                    user_api_key_auth
-                )
+                result = await MCPRequestHandler.get_allowed_mcp_servers(user_api_key_auth)
 
                 # Assert the result (order-independent comparison)
                 assert sorted(result) == sorted(expected_servers)
@@ -186,9 +172,7 @@ async def test_require_key_mcp_access_defined_gates_team_inheritance(
     ):
         """The require_key_mcp_access_defined general setting flips an empty key
         from inheriting its team's MCP servers (default) to inheriting none."""
-        auth = UserAPIKeyAuth(
-            api_key="test-key", user_id="test-user", team_id="test-team"
-        )
+        auth = UserAPIKeyAuth(api_key="test-key", user_id="test-user", team_id="test-team")
         with (
             patch.object(
                 MCPRequestHandler,
@@ -272,23 +256,22 @@ async def test_require_key_mcp_access_defined_preserves_explicit_grants(
     async def test_no_mcp_servers_sentinel_returns_empty(self, team_servers):
         """A key scoped to the no-mcp-servers sentinel resolves to zero servers,
         overriding team inheritance and never leaking the sentinel marker."""
-        user_api_key_auth = UserAPIKeyAuth(
-            api_key="test-key", user_id="test-user", team_id="test-team"
-        )
+        user_api_key_auth = UserAPIKeyAuth(api_key="test-key", user_id="test-user", team_id="test-team")
         key_object_permission = MagicMock()
-        key_object_permission.mcp_servers = [
-            SpecialMCPServerNames.no_mcp_servers.value
-        ]
+        key_object_permission.mcp_servers = [SpecialMCPServerNames.no_mcp_servers.value]
 
-        with patch.object(
-            MCPRequestHandler,
-            "_get_key_object_permission",
-            return_value=key_object_permission,
-        ), patch.object(
-            MCPRequestHandler,
-            "_get_allowed_mcp_servers_for_team",
-            new_callable=AsyncMock,
-            return_value=team_servers,
+        with (
+            patch.object(
+                MCPRequestHandler,
+                "_get_key_object_permission",
+                return_value=key_object_permission,
+            ),
+            patch.object(
+                MCPRequestHandler,
+                "_get_allowed_mcp_servers_for_team",
+                new_callable=AsyncMock,
+                return_value=team_servers,
+            ),
         ):
             result = await MCPRequestHandler.get_allowed_mcp_servers(user_api_key_auth)
 
@@ -309,9 +292,7 @@ async def test_get_allowed_mcp_servers_for_key_returns_sentinel_marker(self):
             "_get_key_object_permission",
             return_value=key_object_permission,
         ):
-            result = await MCPRequestHandler._get_allowed_mcp_servers_for_key(
-                user_api_key_auth
-            )
+            result = await MCPRequestHandler._get_allowed_mcp_servers_for_key(user_api_key_auth)
 
         assert result == [SpecialMCPServerNames.no_mcp_servers.value]
 
@@ -320,9 +301,7 @@ async def test_permission_inheritance_edge_cases(self):
 
         # Test case: None values in database
         mock_prisma_client = MagicMock()
-        mock_prisma_client.db.litellm_objectpermissiontable.find_unique.return_value = (
-            None
-        )
+        mock_prisma_client.db.litellm_objectpermissiontable.find_unique.return_value = None
         mock_prisma_client.db.litellm_teamtable.find_unique.return_value = None
 
         user_api_key_auth = UserAPIKeyAuth(
@@ -337,9 +316,7 @@ async def test_permission_inheritance_edge_cases(self):
             assert result == []
 
         # Test case: Exception handling
-        mock_prisma_client.db.litellm_objectpermissiontable.find_unique.side_effect = (
-            Exception("DB Error")
-        )
+        mock_prisma_client.db.litellm_objectpermissiontable.find_unique.side_effect = Exception("DB Error")
 
         with patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client):
             result = await MCPRequestHandler.get_allowed_mcp_servers(user_api_key_auth)
@@ -384,15 +361,9 @@ async def test_access_group_grants_are_additive_over_ceiling(
             access_group_ids=["grp-mcp"],
         )
         with (
-            patch.object(
-                MCPRequestHandler, "_get_allowed_mcp_servers_for_key"
-            ) as mock_key,
-            patch.object(
-                MCPRequestHandler, "_get_allowed_mcp_servers_for_team"
-            ) as mock_team,
-            patch.object(
-                MCPRequestHandler, "_get_key_access_group_mcp_server_extras"
-            ) as mock_grants,
+            patch.object(MCPRequestHandler, "_get_allowed_mcp_servers_for_key") as mock_key,
+            patch.object(MCPRequestHandler, "_get_allowed_mcp_servers_for_team") as mock_team,
+            patch.object(MCPRequestHandler, "_get_key_access_group_mcp_server_extras") as mock_grants,
         ):
             mock_key.return_value = key_servers
             mock_team.return_value = team_servers
@@ -414,13 +385,9 @@ async def test_access_group_extras_returns_empty_without_access_group_ids(self):
                 "litellm.proxy.auth.auth_checks._get_mcp_server_ids_from_access_groups",
                 new=AsyncMock(return_value=[]),
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
-            result = await MCPRequestHandler._get_key_access_group_mcp_server_extras(
-                auth
-            )
+            result = await MCPRequestHandler._get_key_access_group_mcp_server_extras(auth)
         assert result == []
         # expand_permission_list must not be reached when there are no raw ids.
         mock_mgr.expand_permission_list.assert_not_called()
@@ -433,14 +400,10 @@ async def test_access_group_extras_expands_resolved_server_ids(self):
                 "litellm.proxy.auth.auth_checks._get_mcp_server_ids_from_access_groups",
                 new=AsyncMock(return_value=["alias-a", "srv-b"]),
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             mock_mgr.expand_permission_list.return_value = ["srv-a", "srv-b"]
-            result = await MCPRequestHandler._get_key_access_group_mcp_server_extras(
-                auth
-            )
+            result = await MCPRequestHandler._get_key_access_group_mcp_server_extras(auth)
         assert sorted(result) == ["srv-a", "srv-b"]
         mock_mgr.expand_permission_list.assert_called_once_with(["alias-a", "srv-b"])
 
@@ -451,9 +414,7 @@ async def test_access_group_extras_swallows_errors(self):
             "litellm.proxy.auth.auth_checks._get_mcp_server_ids_from_access_groups",
             new=AsyncMock(side_effect=Exception("db down")),
         ):
-            result = await MCPRequestHandler._get_key_access_group_mcp_server_extras(
-                auth
-            )
+            result = await MCPRequestHandler._get_key_access_group_mcp_server_extras(auth)
         assert result == []
 
     @pytest.mark.parametrize(
@@ -743,9 +704,7 @@ async def test_header_extraction(self, headers, expected_result):
         # Verify MCP servers
         mcp_servers_header = extracted_headers.get(SpecialHeaders.mcp_servers.value)
         mcp_servers = None
-        if (
-            mcp_servers_header is not None
-        ):  # Changed from 'if mcp_servers_header:' to handle empty strings
+        if mcp_servers_header is not None:  # Changed from 'if mcp_servers_header:' to handle empty strings
             try:
                 # First try to parse as JSON array for backward compatibility
                 try:
@@ -754,16 +713,12 @@ async def test_header_extraction(self, headers, expected_result):
                         mcp_servers = None
                 except (json.JSONDecodeError, TypeError, ValueError):
                     # If JSON parsing fails, treat as comma-separated list
-                    mcp_servers = [
-                        s.strip() for s in mcp_servers_header.split(",") if s.strip()
-                    ]
+                    mcp_servers = [s.strip() for s in mcp_servers_header.split(",") if s.strip()]
             except Exception:
                 mcp_servers = None
 
             # If we got an empty string or parsing resulted in no servers, return empty list
-            if mcp_servers_header == "" or (
-                mcp_servers is not None and len(mcp_servers) == 0
-            ):
+            if mcp_servers_header == "" or (mcp_servers is not None and len(mcp_servers) == 0):
                 mcp_servers = []
 
         assert mcp_servers == expected_result["mcp_servers"]
@@ -833,9 +788,7 @@ async def test_oauth2_token_in_authorization_header_fallback(self):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 new_callable=AsyncMock,
             ) as mock_auth,
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             mock_mgr.get_mcp_server_by_name.return_value = oauth2_server
             (
@@ -851,10 +804,7 @@ async def test_oauth2_token_in_authorization_header_fallback(self):
             # The upstream token is never validated as a LiteLLM key ...
             mock_auth.assert_not_called()
             # ... and is preserved for upstream forwarding.
-            assert (
-                oauth2_headers.get("Authorization")
-                == "Bearer atlassian-oauth2-access-token-xyz"
-            )
+            assert oauth2_headers.get("Authorization") == "Bearer atlassian-oauth2-access-token-xyz"
 
     async def test_explicit_litellm_key_with_oauth2_authorization(self):
         """
@@ -893,9 +843,7 @@ async def mock_user_api_key_auth(api_key, request):
             assert call_args.kwargs["api_key"] == "sk-litellm-valid-key"
 
             # OAuth2 headers should still contain the Authorization token
-            assert (
-                oauth2_headers.get("Authorization") == "Bearer atlassian-oauth2-token"
-            )
+            assert oauth2_headers.get("Authorization") == "Bearer atlassian-oauth2-token"
 
     async def test_litellm_key_in_authorization_backward_compat(self):
         """
@@ -997,9 +945,7 @@ async def mock_user_api_key_auth_proxy_exception(api_key, request):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_user_api_key_auth_proxy_exception,
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             mock_mgr.get_mcp_server_by_name.return_value = oauth2_server
             with pytest.raises(ProxyException) as exc_info:
@@ -1068,9 +1014,7 @@ async def mock_user_api_key_auth_fails(api_key, request):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_user_api_key_auth_fails,
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             # Explicit unresolvable target — proves auth still fails even
             # when the registry has no info to fall back to.
@@ -1101,9 +1045,7 @@ async def mock_user_api_key_auth_fails(api_key, request):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_user_api_key_auth_fails,
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             mock_mgr.get_mcp_server_by_name.return_value = None
             with pytest.raises(HTTPException) as exc_info:
@@ -1157,9 +1099,7 @@ async def mock_user_api_key_auth_fails(api_key, request):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_user_api_key_auth_fails,
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
             patch(
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp._is_mcp_passthrough_cold_start"
             ) as mock_cold_start,
@@ -1199,9 +1139,7 @@ async def mock_user_api_key_auth_fails(api_key, request):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_user_api_key_auth_fails,
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             mock_mgr.get_mcp_server_by_name.return_value = (
                 TestMCPPassthroughColdStartAdmission._make_passthrough_server()
@@ -1229,9 +1167,7 @@ async def mock_user_api_key_auth_fails(api_key, request):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_user_api_key_auth_fails,
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             mock_mgr.get_mcp_server_by_name.return_value = (
                 TestMCPPassthroughColdStartAdmission._make_passthrough_server()
@@ -1263,18 +1199,14 @@ async def mock_user_api_key_auth_fails(api_key, request):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.IPAddressUtils.get_mcp_client_ip",
                 return_value="203.0.113.10",
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             mock_mgr.get_mcp_server_by_name.return_value = None
             with pytest.raises(HTTPException) as exc_info:
                 await MCPRequestHandler.process_mcp_request(scope)
 
             assert exc_info.value.status_code == 401
-            mock_mgr.get_mcp_server_by_name.assert_any_call(
-                "passthrough_server", client_ip="203.0.113.10"
-            )
+            mock_mgr.get_mcp_server_by_name.assert_any_call("passthrough_server", client_ip="203.0.113.10")
 
     async def test_cold_start_propagates_non_401_http_error(self):
         from fastapi import HTTPException
@@ -1294,9 +1226,7 @@ async def mock_user_api_key_auth_forbidden(api_key, request):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_user_api_key_auth_forbidden,
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             mock_mgr.get_mcp_server_by_name.return_value = (
                 TestMCPPassthroughColdStartAdmission._make_passthrough_server()
@@ -1329,9 +1259,7 @@ async def mock_user_api_key_auth_server_error(api_key, request):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_user_api_key_auth_server_error,
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             mock_mgr.get_mcp_server_by_name.return_value = (
                 TestMCPPassthroughColdStartAdmission._make_passthrough_server()
@@ -1357,9 +1285,7 @@ async def mock_user_api_key_auth_fails(api_key, request):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_user_api_key_auth_fails,
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             mock_mgr.get_mcp_server_by_name.return_value = (
                 TestMCPPassthroughColdStartAdmission._make_passthrough_server()
@@ -1367,9 +1293,7 @@ async def mock_user_api_key_auth_fails(api_key, request):
             auth_result, *_rest = await MCPRequestHandler.process_mcp_request(scope)
 
             assert isinstance(auth_result, UserAPIKeyAuth)
-            mock_mgr.get_mcp_server_by_name.assert_any_call(
-                "passthrough_server", client_ip=""
-            )
+            mock_mgr.get_mcp_server_by_name.assert_any_call("passthrough_server", client_ip="")
 
     async def test_cold_start_allows_proxy_exception_401_for_path_target(self):
         from litellm.proxy._types import ProxyException
@@ -1394,9 +1318,7 @@ async def mock_user_api_key_auth_fails(api_key, request):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_user_api_key_auth_fails,
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             mock_mgr.get_mcp_server_by_name.return_value = (
                 TestMCPPassthroughColdStartAdmission._make_passthrough_server()
@@ -1404,9 +1326,7 @@ async def mock_user_api_key_auth_fails(api_key, request):
             auth_result, *_rest = await MCPRequestHandler.process_mcp_request(scope)
 
             assert isinstance(auth_result, UserAPIKeyAuth)
-            mock_mgr.get_mcp_server_by_name.assert_any_call(
-                "passthrough_server", client_ip=""
-            )
+            mock_mgr.get_mcp_server_by_name.assert_any_call("passthrough_server", client_ip="")
 
 
 @pytest.mark.asyncio
@@ -1450,12 +1370,10 @@ async def mock_user_api_key_auth_fails(api_key, request):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_user_api_key_auth_fails,
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
-            mock_mgr.get_mcp_server_by_name.return_value = (
-                TestMCPOAuth2FallbackTargetGating._make_server(MCPAuth.api_key)
+            mock_mgr.get_mcp_server_by_name.return_value = TestMCPOAuth2FallbackTargetGating._make_server(
+                MCPAuth.api_key
             )
             with pytest.raises(HTTPException) as exc_info:
                 await MCPRequestHandler.process_mcp_request(scope)
@@ -1483,9 +1401,7 @@ async def mock_user_api_key_auth_fails(api_key, request):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_user_api_key_auth_fails,
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             mock_mgr.get_mcp_server_by_name.return_value = None
             with pytest.raises(HTTPException) as exc_info:
@@ -1523,12 +1439,10 @@ async def mock_user_api_key_auth_fails(api_key, request):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_user_api_key_auth_fails,
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
-            mock_mgr.get_mcp_server_by_name.return_value = (
-                TestMCPOAuth2FallbackTargetGating._make_server(MCPAuth.oauth2)
+            mock_mgr.get_mcp_server_by_name.return_value = TestMCPOAuth2FallbackTargetGating._make_server(
+                MCPAuth.oauth2
             )
             with pytest.raises(HTTPException) as exc_info:
                 await MCPRequestHandler.process_mcp_request(scope)
@@ -1562,15 +1476,11 @@ async def mock_user_api_key_auth_fails(api_key, request):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_user_api_key_auth_fails,
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
-            mock_mgr.get_mcp_server_by_name.return_value = (
-                TestMCPOAuth2FallbackTargetGating._make_server(
-                    auth_type=MCPAuth.none,
-                    is_oauth_passthrough=True,
-                )
+            mock_mgr.get_mcp_server_by_name.return_value = TestMCPOAuth2FallbackTargetGating._make_server(
+                auth_type=MCPAuth.none,
+                is_oauth_passthrough=True,
             )
             auth_result, *_rest = await MCPRequestHandler.process_mcp_request(scope)
             assert isinstance(auth_result, UserAPIKeyAuth)
@@ -1598,9 +1508,7 @@ async def mock_user_api_key_auth_fails(api_key, request):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.IPAddressUtils.get_mcp_client_ip",
                 return_value="203.0.113.10",
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             mock_mgr.get_mcp_server_by_name.return_value = None
             with pytest.raises(HTTPException) as exc_info:
@@ -1612,9 +1520,7 @@ async def mock_user_api_key_auth_fails(api_key, request):
             # resolve to ``None`` (hidden by client IP) so neither bypass
             # opens. Use ``assert_any_call`` to assert the IP-scoped lookup
             # happened without locking the count.
-            mock_mgr.get_mcp_server_by_name.assert_any_call(
-                "hidden_oauth2_server", client_ip="203.0.113.10"
-            )
+            mock_mgr.get_mcp_server_by_name.assert_any_call("hidden_oauth2_server", client_ip="203.0.113.10")
 
     async def test_fallback_blocked_when_any_target_in_header_is_not_oauth2(self):
         """
@@ -1649,9 +1555,7 @@ def mock_lookup(name, client_ip=None):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_user_api_key_auth_fails,
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             mock_mgr.get_mcp_server_by_name.side_effect = mock_lookup
             with pytest.raises(HTTPException) as exc_info:
@@ -1732,17 +1636,10 @@ def test_build_mcp_server_table_preserves_delegate_auth_to_upstream(self):
             delegate_auth_to_upstream=True,
             available_on_public_internet=True,
         )
-        assert (
-            manager._build_mcp_server_table(delegated).delegate_auth_to_upstream is True
-        )
+        assert manager._build_mcp_server_table(delegated).delegate_auth_to_upstream is True
 
-        not_delegated = delegated.model_copy(
-            update={"delegate_auth_to_upstream": False}
-        )
-        assert (
-            manager._build_mcp_server_table(not_delegated).delegate_auth_to_upstream
-            is False
-        )
+        not_delegated = delegated.model_copy(update={"delegate_auth_to_upstream": False})
+        assert manager._build_mcp_server_table(not_delegated).delegate_auth_to_upstream is False
 
     def test_build_mcp_server_table_preserves_oauth_passthrough(self):
         """Registry → API list rows must expose oauth_passthrough for the UI.
@@ -1773,9 +1670,7 @@ def test_build_mcp_server_table_preserves_oauth_passthrough(self):
         assert row.delegate_auth_to_upstream is False
 
         not_passthrough = passthrough.model_copy(update={"oauth_passthrough": False})
-        assert (
-            manager._build_mcp_server_table(not_passthrough).oauth_passthrough is False
-        )
+        assert manager._build_mcp_server_table(not_passthrough).oauth_passthrough is False
 
     async def test_delegate_skips_litellm_auth_with_no_authorization(self):
         """
@@ -1796,15 +1691,11 @@ async def test_delegate_skips_litellm_auth_with_no_authorization(self):
             patch(
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
             ) as mock_auth,
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
-            mock_mgr.get_mcp_server_by_name.return_value = (
-                TestMCPDelegateAuthToUpstream._make_server(
-                    auth_type=MCPAuth.oauth2,
-                    delegate_auth_to_upstream=True,
-                )
+            mock_mgr.get_mcp_server_by_name.return_value = TestMCPDelegateAuthToUpstream._make_server(
+                auth_type=MCPAuth.oauth2,
+                delegate_auth_to_upstream=True,
             )
             auth_result, *_rest = await MCPRequestHandler.process_mcp_request(scope)
             assert isinstance(auth_result, UserAPIKeyAuth)
@@ -1834,15 +1725,11 @@ async def test_delegate_with_upstream_token_in_authorization_skips_litellm_auth(
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 new_callable=AsyncMock,
             ) as mock_auth,
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
-            mock_mgr.get_mcp_server_by_name.return_value = (
-                TestMCPDelegateAuthToUpstream._make_server(
-                    auth_type=MCPAuth.oauth2,
-                    delegate_auth_to_upstream=True,
-                )
+            mock_mgr.get_mcp_server_by_name.return_value = TestMCPDelegateAuthToUpstream._make_server(
+                auth_type=MCPAuth.oauth2,
+                delegate_auth_to_upstream=True,
             )
             (
                 auth_result,
@@ -1880,15 +1767,11 @@ async def mock_user_api_key_auth_fails(api_key, request):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_user_api_key_auth_fails,
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
-            mock_mgr.get_mcp_server_by_name.return_value = (
-                TestMCPDelegateAuthToUpstream._make_server(
-                    auth_type=MCPAuth.oauth2,
-                    delegate_auth_to_upstream=False,
-                )
+            mock_mgr.get_mcp_server_by_name.return_value = TestMCPDelegateAuthToUpstream._make_server(
+                auth_type=MCPAuth.oauth2,
+                delegate_auth_to_upstream=False,
             )
             with pytest.raises(HTTPException) as exc_info:
                 await MCPRequestHandler.process_mcp_request(scope)
@@ -1919,15 +1802,11 @@ async def mock_user_api_key_auth_fails(api_key, request):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_user_api_key_auth_fails,
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
-            mock_mgr.get_mcp_server_by_name.return_value = (
-                TestMCPDelegateAuthToUpstream._make_server(
-                    auth_type=MCPAuth.api_key,
-                    delegate_auth_to_upstream=True,
-                )
+            mock_mgr.get_mcp_server_by_name.return_value = TestMCPDelegateAuthToUpstream._make_server(
+                auth_type=MCPAuth.api_key,
+                delegate_auth_to_upstream=True,
             )
             with pytest.raises(HTTPException) as exc_info:
                 await MCPRequestHandler.process_mcp_request(scope)
@@ -1971,9 +1850,7 @@ def mock_lookup(name, client_ip=None):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_user_api_key_auth_fails,
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             mock_mgr.get_mcp_server_by_name.side_effect = mock_lookup
             with pytest.raises(HTTPException) as exc_info:
@@ -2003,9 +1880,7 @@ async def mock_user_api_key_auth_fails(api_key, request):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_user_api_key_auth_fails,
             ),
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             mock_mgr.get_mcp_server_by_name.return_value = None
             with pytest.raises(HTTPException) as exc_info:
@@ -2034,15 +1909,11 @@ async def test_explicit_litellm_key_takes_precedence_over_delegate(self):
                 new_callable=AsyncMock,
                 return_value=UserAPIKeyAuth(user_id="real-user"),
             ) as mock_auth,
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
-            mock_mgr.get_mcp_server_by_name.return_value = (
-                TestMCPDelegateAuthToUpstream._make_server(
-                    auth_type=MCPAuth.oauth2,
-                    delegate_auth_to_upstream=True,
-                )
+            mock_mgr.get_mcp_server_by_name.return_value = TestMCPDelegateAuthToUpstream._make_server(
+                auth_type=MCPAuth.oauth2,
+                delegate_auth_to_upstream=True,
             )
             auth_result, *_rest = await MCPRequestHandler.process_mcp_request(scope)
             assert isinstance(auth_result, UserAPIKeyAuth)
@@ -2074,15 +1945,11 @@ async def test_authorization_bearer_on_delegate_server_treated_as_upstream(self)
                 new_callable=AsyncMock,
                 return_value=UserAPIKeyAuth(user_id="real-user"),
             ) as mock_auth,
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
-            mock_mgr.get_mcp_server_by_name.return_value = (
-                TestMCPDelegateAuthToUpstream._make_server(
-                    auth_type=MCPAuth.oauth2,
-                    delegate_auth_to_upstream=True,
-                )
+            mock_mgr.get_mcp_server_by_name.return_value = TestMCPDelegateAuthToUpstream._make_server(
+                auth_type=MCPAuth.oauth2,
+                delegate_auth_to_upstream=True,
             )
             (
                 auth_result,
@@ -2135,9 +2002,7 @@ async def mock_auth_raises(*_args, **_kwargs):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_auth_raises,
             ) as mock_auth,
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             mock_mgr.get_mcp_server_by_name.return_value = m2m_server
             # No delegate bypass → normal auth is attempted → 401 raised
@@ -2188,9 +2053,7 @@ async def mock_auth_raises(*_args, **_kwargs):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_auth_raises,
             ) as mock_auth,
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             mock_mgr.get_mcp_server_by_name.return_value = legacy_m2m_server
             with pytest.raises(HTTPException) as exc_info:
@@ -2235,9 +2098,7 @@ async def mock_auth_raises(*_args, **_kwargs):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_auth_raises,
             ) as mock_auth,
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             mock_mgr.get_mcp_server_by_name.return_value = pkce_server
             auth, *_rest = await MCPRequestHandler.process_mcp_request(scope)
@@ -2278,9 +2139,7 @@ async def mock_auth_raises(*_args, **_kwargs):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_auth_raises,
             ) as mock_auth,
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             mock_mgr.get_mcp_server_by_name.return_value = internal_server
             auth, *_rest = await MCPRequestHandler.process_mcp_request(scope)
@@ -2426,6 +2285,104 @@ async def test_get_allowed_servers_includes_internal_delegate(self):
         assert "public-server" in result
         assert "internal-server" in result
 
+    async def test_true_passthrough_skips_litellm_auth_anonymously(self):
+        """auth_type=true_passthrough performs no admission auth: the caller's Authorization is an
+        upstream token forwarded unchanged and user_api_key_auth is never called."""
+        from litellm.types.mcp import MCPAuth
+
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/true_passthrough_server",
+            "headers": [(b"authorization", b"Bearer upstream-token")],
+        }
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                new_callable=AsyncMock,
+            ) as mock_auth,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = TestMCPDelegateAuthToUpstream._make_server(
+                auth_type=MCPAuth.true_passthrough,
+            )
+            (
+                auth_result,
+                _,
+                _,
+                _,
+                oauth2_headers,
+                _,
+            ) = await MCPRequestHandler.process_mcp_request(scope)
+            assert isinstance(auth_result, UserAPIKeyAuth)
+            assert auth_result.api_key is None
+            assert oauth2_headers.get("Authorization") == "Bearer upstream-token"
+            mock_auth.assert_not_called()
+
+    async def test_true_passthrough_mixed_targets_fail_closed(self):
+        """One true_passthrough target mixed with a non-passthrough target must NOT skip admission."""
+        from fastapi import HTTPException
+
+        from litellm.types.mcp import MCPAuth
+
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp",
+            "headers": [(b"x-mcp-servers", b"tp_server,plain_server")],
+        }
+
+        async def mock_user_api_key_auth_fails(api_key, request):
+            raise HTTPException(status_code=401, detail="Invalid API key")
+
+        def mock_lookup(name, client_ip=None):
+            if name == "tp_server":
+                return TestMCPDelegateAuthToUpstream._make_server(
+                    auth_type=MCPAuth.true_passthrough,
+                )
+            return TestMCPDelegateAuthToUpstream._make_server(auth_type=MCPAuth.api_key)
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                side_effect=mock_user_api_key_auth_fails,
+            ),
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
+        ):
+            mock_mgr.get_mcp_server_by_name.side_effect = mock_lookup
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+            assert exc_info.value.status_code == 401
+
+    async def test_get_allowed_servers_includes_true_passthrough(self):
+        """Anonymous callers can reach true_passthrough servers; admission is delegated upstream."""
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            MCPServerManager,
+        )
+        from litellm.types.mcp import MCPAuth
+        from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+        manager = MCPServerManager()
+        tp_server = MCPServer(
+            server_id="tp-server",
+            name="tp_server",
+            transport="http",
+            auth_type=MCPAuth.true_passthrough,
+            available_on_public_internet=True,
+        )
+        manager.registry = {tp_server.server_id: tp_server}
+
+        with patch.object(
+            MCPRequestHandler,
+            "get_allowed_mcp_servers",
+            new_callable=AsyncMock,
+            return_value=[],
+        ):
+            result = await manager.get_allowed_mcp_servers(None)
+
+        assert "tp-server" in result
+
     def test_extract_target_server_names_matches_routing_parser(self):
         """
         Regression: _extract_target_server_names_from_path must match the
@@ -2464,13 +2421,12 @@ def test_extract_target_server_names_matches_routing_parser(self):
             ("/", []),
         ]
         for path_input, expected in cases:
-            assert (
-                MCPRequestHandler._extract_target_server_names_from_path(path_input)
-                == expected
-            ), f"path={path_input!r} → expected {expected!r}"
-            assert (
-                _get_mcp_servers_in_path(path_input) or []
-            ) == expected, f"path={path_input!r} → routing expected {expected!r}"
+            assert MCPRequestHandler._extract_target_server_names_from_path(path_input) == expected, (
+                f"path={path_input!r} → expected {expected!r}"
+            )
+            assert (_get_mcp_servers_in_path(path_input) or []) == expected, (
+                f"path={path_input!r} → routing expected {expected!r}"
+            )
 
     async def test_delegate_does_not_bypass_on_extra_path_segment(self):
         """
@@ -2514,9 +2470,7 @@ async def mock_auth_raises(*_args, **_kwargs):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_auth_raises,
             ) as mock_auth,
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             mock_mgr.get_mcp_server_by_name.side_effect = lookup_by_name
             with pytest.raises(HTTPException) as exc_info:
@@ -2579,9 +2533,7 @@ async def mock_auth_raises(*_args, **_kwargs):
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
                 side_effect=mock_auth_raises,
             ) as mock_auth,
-            patch(
-                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
-            ) as mock_mgr,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
         ):
             mock_mgr.get_mcp_server_by_name.side_effect = lookup_by_name
             # Bypass MUST NOT fire — path-derived target is the non-delegate
@@ -2601,15 +2553,12 @@ async def test_resolve_target_server_names_prefers_path_over_header(self):
           empty-list case, which fails closed).
         """
         # Path matches /mcp/... — header is ignored.
-        assert MCPRequestHandler._resolve_target_server_names(
-            path="/mcp/foo", mcp_servers_header=["evil"]
-        ) == ["foo"]
-        assert MCPRequestHandler._resolve_target_server_names(
-            path="/mcp/foo,bar", mcp_servers_header=["evil"]
-        ) == ["foo", "bar"]
-        assert MCPRequestHandler._resolve_target_server_names(
-            path="/foo/mcp", mcp_servers_header=["evil"]
-        ) == ["foo"]
+        assert MCPRequestHandler._resolve_target_server_names(path="/mcp/foo", mcp_servers_header=["evil"]) == ["foo"]
+        assert MCPRequestHandler._resolve_target_server_names(path="/mcp/foo,bar", mcp_servers_header=["evil"]) == [
+            "foo",
+            "bar",
+        ]
+        assert MCPRequestHandler._resolve_target_server_names(path="/foo/mcp", mcp_servers_header=["evil"]) == ["foo"]
         # Path does not match — header is trusted.
         assert MCPRequestHandler._resolve_target_server_names(
             path="/.well-known/oauth-authorization-server",
@@ -2653,16 +2602,12 @@ class TestMCPCustomHeaderName:
             (None, "", "x-mcp-auth"),
         ],
     )
-    def test_get_mcp_client_side_auth_header_name(
-        self, env_var, general_setting, expected_header_name
-    ):
+    def test_get_mcp_client_side_auth_header_name(self, env_var, general_setting, expected_header_name):
         """Test that custom header name configuration works correctly"""
 
         # Mock the secret manager and general settings
         with patch("litellm.secret_managers.main.get_secret_str") as mock_get_secret:
-            with patch(
-                "litellm.proxy.proxy_server.general_settings"
-            ) as mock_general_settings:
+            with patch("litellm.proxy.proxy_server.general_settings") as mock_general_settings:
                 # Configure mocks
                 mock_get_secret.return_value = env_var
                 mock_general_settings.get.return_value = general_setting
@@ -2685,9 +2630,7 @@ def test_get_mcp_client_side_auth_header_name(
                 if env_var is None:
                     # When env var is None, general settings should be checked (twice if not None)
                     expected_general_calls = 2 if general_setting is not None else 1
-                    assert (
-                        mock_general_settings.get.call_count == expected_general_calls
-                    )
+                    assert mock_general_settings.get.call_count == expected_general_calls
                     for call in mock_general_settings.get.call_args_list:
                         assert call.args == ("mcp_client_side_auth_header_name",)
                 else:
@@ -2728,9 +2671,7 @@ def test_get_mcp_client_side_auth_header_name(
             ),
         ],
     )
-    def test_get_mcp_auth_header_from_headers_with_custom_name(
-        self, custom_header_name, headers, expected_auth_header
-    ):
+    def test_get_mcp_auth_header_from_headers_with_custom_name(self, custom_header_name, headers, expected_auth_header):
         """Test that MCP auth header extraction uses custom header name"""
 
         # Mock the header name method
@@ -2749,9 +2690,7 @@ def test_get_mcp_auth_header_from_headers_with_custom_name(
             extracted_headers = MCPRequestHandler._safe_get_headers_from_scope(scope)
 
             # Call the method
-            result = MCPRequestHandler._get_mcp_auth_header_from_headers(
-                extracted_headers
-            )
+            result = MCPRequestHandler._get_mcp_auth_header_from_headers(extracted_headers)
 
             # Assert the result
             assert result == expected_auth_header
@@ -2818,9 +2757,7 @@ def test_get_mcp_server_auth_headers_from_headers(self):
         from starlette.datastructures import Headers
 
         # Test case 1: No server-specific headers
-        headers = Headers(
-            {"x-litellm-api-key": "test-key", "content-type": "application/json"}
-        )
+        headers = Headers({"x-litellm-api-key": "test-key", "content-type": "application/json"})
         result = MCPRequestHandler._get_mcp_server_auth_headers_from_headers(headers)
         assert result == {}
 
@@ -2904,17 +2841,13 @@ def test_get_mcp_server_auth_headers_from_headers(self):
         assert result == {"github_mcp": {"Authorization": "Bearer github-mcp-token"}}
 
         # Test case 8: Edge case - empty header value
-        headers = Headers(
-            {"x-litellm-api-key": "test-key", "x-mcp-github-authorization": ""}
-        )
+        headers = Headers({"x-litellm-api-key": "test-key", "x-mcp-github-authorization": ""})
         result = MCPRequestHandler._get_mcp_server_auth_headers_from_headers(headers)
         assert result == {"github": {"Authorization": ""}}
 
         # Test case 9: Edge case - very long header value
         long_token = "Bearer " + "x" * 1000
-        headers = Headers(
-            {"x-litellm-api-key": "test-key", "x-mcp-github-authorization": long_token}
-        )
+        headers = Headers({"x-litellm-api-key": "test-key", "x-mcp-github-authorization": long_token})
         result = MCPRequestHandler._get_mcp_server_auth_headers_from_headers(headers)
         assert result == {"github": {"Authorization": long_token}}
 
@@ -2980,9 +2913,7 @@ async def mock_user_api_key_auth(api_key, request):
             # Assert the results
             assert auth_result.api_key == "test-api-key"
             assert mcp_auth_header is None
-            assert (
-                mcp_servers is None
-            )  # x-mcp-access-groups is not parsed as mcp_servers
+            assert mcp_servers is None  # x-mcp-access-groups is not parsed as mcp_servers
             assert mcp_server_auth_headers == {}
 
             # Verify the mock was called
@@ -3097,9 +3028,7 @@ async def dummy_handle_request(scope, receive, send):
 
     # Use TestClient to make a request to /mcp/zapier,group1/tools
     client = TestClient(app)
-    response = client.get(
-        "/mcp/zapier,group1/tools", headers={"x-litellm-api-key": "test"}
-    )
+    response = client.get("/mcp/zapier,group1/tools", headers={"x-litellm-api-key": "test"})
     assert response.status_code == 200
     assert response.json() == {"status": "ok"}
 
@@ -3177,15 +3106,11 @@ async def test_get_team_object_permission_with_already_loaded_permission():
         mock_prisma,
     ):
         with patch("litellm.proxy.auth.auth_checks.get_team_object") as mock_get_team:
-            with patch(
-                "litellm.proxy.auth.auth_checks.get_object_permission"
-            ) as mock_get_perm:
+            with patch("litellm.proxy.auth.auth_checks.get_object_permission") as mock_get_perm:
                 mock_get_team.return_value = mock_team_obj
 
                 # Call the method
-                result = await MCPRequestHandler._get_team_object_permission(
-                    mock_user_auth
-                )
+                result = await MCPRequestHandler._get_team_object_permission(mock_user_auth)
 
                 # Assert we got the object permission
                 assert result == mock_object_permission
@@ -3272,9 +3197,7 @@ async def test_get_team_object_permission_ui_session_team_skips_db_lookup():
     mock_prisma = MagicMock()
     with patch("litellm.proxy.proxy_server.prisma_client", mock_prisma):
         with patch("litellm.proxy.auth.auth_checks.get_team_object") as mock_get_team:
-            result = await MCPRequestHandler._get_team_object_permission(
-                mock_user_auth
-            )
+            result = await MCPRequestHandler._get_team_object_permission(mock_user_auth)
 
             assert result is None
             mock_get_team.assert_not_called()
@@ -3342,9 +3265,7 @@ async def test_get_allowed_tools_for_server_ui_session_team_keeps_key_restrictio
                 detail={"error": "Team doesn't exist in db. Team=litellm-dashboard."},
             ),
         ):
-            with patch.object(
-                MCPRequestHandler, "_get_key_object_permission", return_value=key_perm
-            ):
+            with patch.object(MCPRequestHandler, "_get_key_object_permission", return_value=key_perm):
                 result = await MCPRequestHandler.get_allowed_tools_for_server(
                     server_id="server_1",
                     user_api_key_auth=user_api_key_auth,
@@ -3410,9 +3331,7 @@ async def test_get_allowed_mcp_servers_for_team_uses_helper():
                 return_value=["group-server1", "group-server2"],
             ) as mock_get_access_group_servers,
         ):
-            result = await MCPRequestHandler._get_allowed_mcp_servers_for_team(
-                mock_user_auth
-            )
+            result = await MCPRequestHandler._get_allowed_mcp_servers_for_team(mock_user_auth)
 
             assert set(result) == {
                 "direct-server1",
@@ -3455,9 +3374,7 @@ async def test_get_allowed_mcp_servers_for_team_with_no_object_permission():
             return_value=mock_team,
         ),
     ):
-        result = await MCPRequestHandler._get_allowed_mcp_servers_for_team(
-            mock_user_auth
-        )
+        result = await MCPRequestHandler._get_allowed_mcp_servers_for_team(mock_user_auth)
 
         assert result == []
 
@@ -3507,9 +3424,7 @@ async def test_get_allowed_mcp_servers_for_team_without_team_id_returns_empty():
         ),
     ],
 )
-async def test_get_allowed_mcp_servers_for_key_guard_conditions(
-    user_api_key_auth, prisma_client_value, scenario
-):
+async def test_get_allowed_mcp_servers_for_key_guard_conditions(user_api_key_auth, prisma_client_value, scenario):
     """Ensure guard clauses return [] before hitting get_object_permission."""
 
     with patch(
@@ -3517,9 +3432,7 @@ async def test_get_allowed_mcp_servers_for_key_guard_conditions(
         new_callable=AsyncMock,
     ) as mock_get_perm:
         with patch("litellm.proxy.proxy_server.prisma_client", prisma_client_value):
-            result = await MCPRequestHandler._get_allowed_mcp_servers_for_key(
-                user_api_key_auth
-            )
+            result = await MCPRequestHandler._get_allowed_mcp_servers_for_key(user_api_key_auth)
 
     assert result == []
     mock_get_perm.assert_not_called()
@@ -3546,9 +3459,7 @@ async def test_get_allowed_mcp_servers_for_key_returns_empty_when_db_returns_non
     ):
         mock_get_perm.return_value = None
 
-        result = await MCPRequestHandler._get_allowed_mcp_servers_for_key(
-            user_api_key_auth
-        )
+        result = await MCPRequestHandler._get_allowed_mcp_servers_for_key(user_api_key_auth)
 
     assert result == []
     mock_get_perm.assert_awaited_once()
@@ -3591,14 +3502,10 @@ async def test_get_allowed_mcp_servers_for_key_prefers_in_memory_permission():
             "litellm.proxy.auth.auth_checks.get_object_permission",
             new_callable=AsyncMock,
         ) as mock_get_perm:
-            with patch.object(
-                MCPRequestHandler, "_get_mcp_servers_from_access_groups"
-            ) as mock_access_groups:
+            with patch.object(MCPRequestHandler, "_get_mcp_servers_from_access_groups") as mock_access_groups:
                 mock_access_groups.return_value = ["group-server"]
 
-                result = await MCPRequestHandler._get_allowed_mcp_servers_for_key(
-                    user_api_key_auth
-                )
+                result = await MCPRequestHandler._get_allowed_mcp_servers_for_key(user_api_key_auth)
 
         assert set(result) == {"direct-server", "group-server"}
         mock_get_perm.assert_not_called()
@@ -3619,21 +3526,13 @@ async def test_get_allowed_mcp_servers_agent_intersection(self):
             team_id="test-team",
             agent_id="agent-123",
         )
-        with patch.object(
-            MCPRequestHandler, "_get_allowed_mcp_servers_for_key"
-        ) as mock_key:
-            with patch.object(
-                MCPRequestHandler, "_get_allowed_mcp_servers_for_team"
-            ) as mock_team:
-                with patch.object(
-                    MCPRequestHandler, "_get_allowed_mcp_servers_for_agent"
-                ) as mock_agent:
+        with patch.object(MCPRequestHandler, "_get_allowed_mcp_servers_for_key") as mock_key:
+            with patch.object(MCPRequestHandler, "_get_allowed_mcp_servers_for_team") as mock_team:
+                with patch.object(MCPRequestHandler, "_get_allowed_mcp_servers_for_agent") as mock_agent:
                     mock_key.return_value = ["server_1", "server_2"]
                     mock_team.return_value = []
                     mock_agent.return_value = ["server_1"]
-                    result = await MCPRequestHandler.get_allowed_mcp_servers(
-                        user_api_key_auth=user_api_key_auth
-                    )
+                    result = await MCPRequestHandler.get_allowed_mcp_servers(user_api_key_auth=user_api_key_auth)
                     assert sorted(result) == ["server_1"]
                     mock_agent.assert_called_once_with(user_api_key_auth)
 
@@ -3644,21 +3543,13 @@ async def test_get_allowed_mcp_servers_agent_no_restriction(self):
             user_id="test-user",
             agent_id="agent-456",
         )
-        with patch.object(
-            MCPRequestHandler, "_get_allowed_mcp_servers_for_key"
-        ) as mock_key:
-            with patch.object(
-                MCPRequestHandler, "_get_allowed_mcp_servers_for_team"
-            ) as mock_team:
-                with patch.object(
-                    MCPRequestHandler, "_get_allowed_mcp_servers_for_agent"
-                ) as mock_agent:
+        with patch.object(MCPRequestHandler, "_get_allowed_mcp_servers_for_key") as mock_key:
+            with patch.object(MCPRequestHandler, "_get_allowed_mcp_servers_for_team") as mock_team:
+                with patch.object(MCPRequestHandler, "_get_allowed_mcp_servers_for_agent") as mock_agent:
                     mock_key.return_value = ["server_1", "server_2"]
                     mock_team.return_value = []
                     mock_agent.return_value = []  # no agent-level restriction
-                    result = await MCPRequestHandler.get_allowed_mcp_servers(
-                        user_api_key_auth=user_api_key_auth
-                    )
+                    result = await MCPRequestHandler.get_allowed_mcp_servers(user_api_key_auth=user_api_key_auth)
                     assert sorted(result) == ["server_1", "server_2"]
                     mock_agent.assert_called_once_with(user_api_key_auth)
 
@@ -3669,21 +3560,13 @@ async def test_get_allowed_mcp_servers_key_team_agent_intersection(self):
             user_id="test-user",
             agent_id="agent-789",
         )
-        with patch.object(
-            MCPRequestHandler, "_get_allowed_mcp_servers_for_key"
-        ) as mock_key:
-            with patch.object(
-                MCPRequestHandler, "_get_allowed_mcp_servers_for_team"
-            ) as mock_team:
-                with patch.object(
-                    MCPRequestHandler, "_get_allowed_mcp_servers_for_agent"
-                ) as mock_agent:
+        with patch.object(MCPRequestHandler, "_get_allowed_mcp_servers_for_key") as mock_key:
+            with patch.object(MCPRequestHandler, "_get_allowed_mcp_servers_for_team") as mock_team:
+                with patch.object(MCPRequestHandler, "_get_allowed_mcp_servers_for_agent") as mock_agent:
                     mock_key.return_value = ["server_1", "server_2"]
                     mock_team.return_value = []
                     mock_agent.return_value = ["server_2", "server_3"]
-                    result = await MCPRequestHandler.get_allowed_mcp_servers(
-                        user_api_key_auth=user_api_key_auth
-                    )
+                    result = await MCPRequestHandler.get_allowed_mcp_servers(user_api_key_auth=user_api_key_auth)
                     assert sorted(result) == ["server_2"]
 
     async def test_get_allowed_tools_for_server_agent_intersection(self):
@@ -3696,9 +3579,7 @@ async def test_get_allowed_tools_for_server_agent_intersection(self):
         key_perm = MagicMock()
         key_perm.mcp_tool_permissions = {"server_1": ["tool_a", "tool_b"]}
         team_perm = None
-        with patch.object(
-            MCPRequestHandler, "_get_key_object_permission", return_value=key_perm
-        ):
+        with patch.object(MCPRequestHandler, "_get_key_object_permission", return_value=key_perm):
             with patch.object(
                 MCPRequestHandler,
                 "_get_team_object_permission",
@@ -3730,9 +3611,7 @@ async def test_get_allowed_tools_for_server_agent_no_restriction(self):
         )
         key_perm = MagicMock()
         key_perm.mcp_tool_permissions = {"server_1": ["tool_a", "tool_b"]}
-        with patch.object(
-            MCPRequestHandler, "_get_key_object_permission", return_value=key_perm
-        ):
+        with patch.object(MCPRequestHandler, "_get_key_object_permission", return_value=key_perm):
             with patch.object(
                 MCPRequestHandler,
                 "_get_team_object_permission",
@@ -3762,9 +3641,7 @@ async def test_get_agent_object_permission_uses_shared_helper(self):
         agent_row = MagicMock()
         agent_row.object_permission_id = "perm-xyz"
         prisma_client = MagicMock()
-        prisma_client.db.litellm_agentstable.find_unique = AsyncMock(
-            return_value=agent_row
-        )
+        prisma_client.db.litellm_agentstable.find_unique = AsyncMock(return_value=agent_row)
         user_api_key_auth = UserAPIKeyAuth(
             api_key="test-key",
             user_id="test-user",
@@ -3782,9 +3659,7 @@ async def test_get_agent_object_permission_uses_shared_helper(self):
                 return_value=expected_perm,
             ) as mock_get_perm,
         ):
-            result = await MCPRequestHandler._get_agent_object_permission(
-                user_api_key_auth
-            )
+            result = await MCPRequestHandler._get_agent_object_permission(user_api_key_auth)
             assert result is expected_perm
             mock_get_perm.assert_awaited_once()
             assert mock_get_perm.await_args.kwargs["object_permission_id"] == "perm-xyz"
@@ -3804,9 +3679,7 @@ async def test_get_agent_object_permission_caches_missing_permission(self):
         agent_row = MagicMock()
         agent_row.object_permission_id = None
         prisma_client = MagicMock()
-        prisma_client.db.litellm_agentstable.find_unique = AsyncMock(
-            return_value=agent_row
-        )
+        prisma_client.db.litellm_agentstable.find_unique = AsyncMock(return_value=agent_row)
         user_api_key_auth = UserAPIKeyAuth(
             api_key="test-key",
             user_id="test-user",
@@ -3822,14 +3695,8 @@ async def test_get_agent_object_permission_caches_missing_permission(self):
                 new_callable=AsyncMock,
             ) as mock_get_perm,
         ):
-            assert (
-                await MCPRequestHandler._get_agent_object_permission(user_api_key_auth)
-                is None
-            )
-            assert (
-                await MCPRequestHandler._get_agent_object_permission(user_api_key_auth)
-                is None
-            )
+            assert await MCPRequestHandler._get_agent_object_permission(user_api_key_auth) is None
+            assert await MCPRequestHandler._get_agent_object_permission(user_api_key_auth) is None
 
             mock_get_perm.assert_not_awaited()
             prisma_client.db.litellm_agentstable.find_unique.assert_awaited_once()
@@ -3870,9 +3737,7 @@ async def test_tool_permission_servers_included_in_allowed_servers():
         )
 
         with (
-            patch.object(
-                MCPRequestHandler, "_get_key_object_permission", return_value=perm
-            ),
+            patch.object(MCPRequestHandler, "_get_key_object_permission", return_value=perm),
             patch.object(
                 MCPRequestHandler,
                 "_get_mcp_servers_from_access_groups",
@@ -4105,9 +3970,7 @@ async def test_get_allowed_tools_for_server_org_ceiling(self):
         org_perm.mcp_tool_permissions = {"server_1": ["tool_a", "tool_b"]}
 
         with (
-            patch.object(
-                MCPRequestHandler, "_get_key_object_permission", return_value=key_perm
-            ),
+            patch.object(MCPRequestHandler, "_get_key_object_permission", return_value=key_perm),
             patch.object(
                 MCPRequestHandler,
                 "_get_team_object_permission",
@@ -4137,9 +4000,7 @@ async def test_get_allowed_tools_for_server_org_no_restriction(self):
         org_perm.mcp_tool_permissions = {}
 
         with (
-            patch.object(
-                MCPRequestHandler, "_get_key_object_permission", return_value=key_perm
-            ),
+            patch.object(MCPRequestHandler, "_get_key_object_permission", return_value=key_perm),
             patch.object(
                 MCPRequestHandler,
                 "_get_team_object_permission",
@@ -4231,9 +4092,7 @@ async def test_mcp_key_access_group_extras_when_team_authorized():
     ]
     _start_patches(patches)
     try:
-        result = await MCPRequestHandler._get_key_access_group_mcp_server_extras(
-            valid_token
-        )
+        result = await MCPRequestHandler._get_key_access_group_mcp_server_extras(valid_token)
         assert result == ["srv-stripe"]
     finally:
         _stop_patches(patches)
@@ -4270,9 +4129,7 @@ async def test_mcp_key_access_group_extras_when_key_directly_authorized():
     ]
     _start_patches(patches)
     try:
-        result = await MCPRequestHandler._get_key_access_group_mcp_server_extras(
-            valid_token
-        )
+        result = await MCPRequestHandler._get_key_access_group_mcp_server_extras(valid_token)
         assert result == ["srv-stripe"]
     finally:
         _stop_patches(patches)
@@ -4286,9 +4143,7 @@ async def test_mcp_key_access_group_extras_when_key_has_no_groups():
         access_group_ids=[],
         team_id="team-a",
     )
-    result = await MCPRequestHandler._get_key_access_group_mcp_server_extras(
-        valid_token
-    )
+    result = await MCPRequestHandler._get_key_access_group_mcp_server_extras(valid_token)
     assert result == []
 
 
@@ -4315,9 +4170,7 @@ async def test_mcp_key_access_group_extras_when_group_has_no_servers():
     ]
     _start_patches(patches)
     try:
-        result = await MCPRequestHandler._get_key_access_group_mcp_server_extras(
-            valid_token
-        )
+        result = await MCPRequestHandler._get_key_access_group_mcp_server_extras(valid_token)
         assert result == []
     finally:
         _stop_patches(patches)
@@ -4351,9 +4204,7 @@ async def test_mcp_key_access_group_extras_granted_even_when_group_authorizes_ne
     ]
     _start_patches(patches)
     try:
-        result = await MCPRequestHandler._get_key_access_group_mcp_server_extras(
-            valid_token
-        )
+        result = await MCPRequestHandler._get_key_access_group_mcp_server_extras(valid_token)
         assert result == ["srv-finance-only"]
     finally:
         _stop_patches(patches)
@@ -4376,9 +4227,7 @@ async def test_mcp_key_access_group_extras_when_get_access_object_raises():
     ]
     _start_patches(patches)
     try:
-        result = await MCPRequestHandler._get_key_access_group_mcp_server_extras(
-            valid_token
-        )
+        result = await MCPRequestHandler._get_key_access_group_mcp_server_extras(valid_token)
         assert result == []
     finally:
         _stop_patches(patches)
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_adapter.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_adapter.py
index fbe768e07c6..17960e917a4 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_adapter.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_adapter.py
@@ -23,6 +23,7 @@
     AuthorizationCodeConfig,
     CredError,
     NoneConfig,
+    PassthroughConfig,
     SharedKey,
     TokenExchangeConfig,
 )
@@ -234,6 +235,12 @@ def test_token_exchange_empty_subject_token_type_normalizes_to_default():
     assert spec.config.subject_token_type == "urn:ietf:params:oauth:token-type:access_token"
 
 
+@pytest.mark.parametrize("auth_type", [MCPAuth.true_passthrough, MCPAuth.oauth_delegate])
+def test_client_forwarded_modes_map_to_passthrough_config(auth_type):
+    spec = to_server_spec(_server(auth_type=auth_type))
+    assert spec is not None and isinstance(spec.config, PassthroughConfig)
+
+
 @pytest.mark.parametrize(
     "server",
     [
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_resolver.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_resolver.py
index f8e45b38b49..64226eea821 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_resolver.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_resolver.py
@@ -1,9 +1,9 @@
 """Tests for the resolver dispatch: live arms produce auth, stubbed arms fail closed.
 
-`none`, `api_key` (shared-key source), `authorization_code`, and `token_exchange` are implemented;
-every other arm, plus the `api_key` BYOK source, returns a typed `not_implemented` error until its
-mode lands. Parametrizing the stubs over one config each also guards reachability: a dropped `case`
-would hit `assert_never` and raise instead of returning the stub.
+`none`, `api_key` (shared-key source), `passthrough`, `authorization_code`, and `token_exchange` are
+implemented; every other arm, plus the `api_key` BYOK source, returns a typed `not_implemented` error
+until its mode lands. Parametrizing the stubs over one config each also guards reachability: a dropped
+`case` would hit `assert_never` and raise instead of returning the stub.
 """
 
 import httpx
@@ -253,9 +253,24 @@ async def test_token_exchange_without_an_exchanger_fails_closed():
     assert result.error.tag == "misconfigured"
 
 
+@pytest.mark.asyncio
+async def test_passthrough_forwards_the_inbound_token_verbatim():
+    subject = Subject(tenant_id="", subject_id="", inbound_token=SecretStr("Bearer upstream-xyz"))
+    result = await UpstreamCredentialProvider().resolve_credentials(subject, _spec(PassthroughConfig()))
+    assert isinstance(result, Ok)
+    assert isinstance(result.ok, StaticHeaderAuth)
+    assert _emitted(result.ok)["Authorization"] == "Bearer upstream-xyz"
+
+
+@pytest.mark.asyncio
+async def test_passthrough_without_inbound_token_is_a_no_op():
+    result = await UpstreamCredentialProvider().resolve_credentials(_SUBJECT, _spec(PassthroughConfig()))
+    assert isinstance(result, Ok)
+    assert isinstance(result.ok, NoOpAuth)
+
+
 _STUBBED = [
     ("api_key_byok", ApiKeyConfig(key_source=Byok())),
-    ("passthrough", PassthroughConfig()),
     ("client_credentials", ClientCredentialsConfig()),
     ("aws_sigv4", AwsSigV4Config(region="us-east-1")),
 ]
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index 6fa69b2f96c..a7a0379c7ad 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -1267,6 +1267,229 @@ async def capture_create_mcp_client(
 
         assert captured_extra_headers == {"Authorization": "Bearer upstream-oauth-bearer"}
 
+    async def _capture_call_extra_headers(self, server, oauth2_headers, raw_headers, user_api_key_auth):
+        manager = MCPServerManager()
+        mock_client = AsyncMock()
+        mock_client.call_tool = AsyncMock(return_value=CallToolResult(content=[], isError=False))
+        captured = {"extra_headers": "unset"}
+
+        async def capture_create_mcp_client(
+            server, mcp_auth_header, extra_headers, stdio_env, subject_token=None, **kwargs
+        ):  # pragma: no cover - helper
+            captured["extra_headers"] = extra_headers
+            return mock_client
+
+        manager._create_mcp_client = AsyncMock(side_effect=capture_create_mcp_client)
+        await manager._call_regular_mcp_tool(
+            mcp_server=server,
+            original_tool_name="tool",
+            arguments={},
+            tasks=[],
+            mcp_auth_header=None,
+            mcp_server_auth_headers=None,
+            oauth2_headers=oauth2_headers,
+            raw_headers=raw_headers,
+            proxy_logging_obj=None,
+            user_api_key_auth=user_api_key_auth,
+        )
+        return captured["extra_headers"]
+
+    @pytest.mark.asyncio
+    async def test_call_regular_mcp_tool_true_passthrough_forwards_authorization(self):
+        from litellm.proxy._types import UserAPIKeyAuth
+
+        server = MCPServer(
+            server_id="server-true-passthrough",
+            name="tp-server",
+            url="https://example.com",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.true_passthrough,
+        )
+        extra_headers = await self._capture_call_extra_headers(
+            server,
+            oauth2_headers={"Authorization": "Bearer upstream-token"},
+            raw_headers={"authorization": "Bearer upstream-token"},
+            user_api_key_auth=UserAPIKeyAuth(api_key=None),
+        )
+        assert extra_headers == {"Authorization": "Bearer upstream-token"}
+
+    @pytest.mark.asyncio
+    async def test_call_regular_mcp_tool_oauth_delegate_forwards_separate_authorization(self):
+        from litellm.proxy._types import UserAPIKeyAuth
+
+        server = MCPServer(
+            server_id="server-oauth-delegate",
+            name="od-server",
+            url="https://example.com",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth_delegate,
+        )
+        extra_headers = await self._capture_call_extra_headers(
+            server,
+            oauth2_headers={"Authorization": "Bearer upstream-token"},
+            raw_headers={
+                "x-litellm-api-key": "Bearer sk-litellm-key",
+                "authorization": "Bearer upstream-token",
+            },
+            user_api_key_auth=UserAPIKeyAuth(api_key="sk-litellm-key"),
+        )
+        assert extra_headers == {"Authorization": "Bearer upstream-token"}
+
+    @pytest.mark.asyncio
+    async def test_call_regular_mcp_tool_oauth_delegate_never_forwards_admission_key(self):
+        from litellm.proxy._types import UserAPIKeyAuth
+
+        server = MCPServer(
+            server_id="server-oauth-delegate-leak",
+            name="od-server",
+            url="https://example.com",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth_delegate,
+        )
+        extra_headers = await self._capture_call_extra_headers(
+            server,
+            oauth2_headers={"Authorization": "Bearer sk-litellm-key"},
+            raw_headers={"authorization": "Bearer sk-litellm-key"},
+            user_api_key_auth=UserAPIKeyAuth(api_key="sk-litellm-key"),
+        )
+        assert not extra_headers or "authorization" not in {k.lower() for k in extra_headers}
+
+    def test_should_strip_caller_authorization_new_modes(self):
+        from litellm.proxy._types import UserAPIKeyAuth
+
+        true_passthrough = MCPServer(
+            server_id="tp",
+            name="tp",
+            url="https://example.com",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.true_passthrough,
+        )
+        assert (
+            _should_strip_caller_authorization(
+                mcp_server=true_passthrough,
+                raw_headers={"authorization": "Bearer upstream"},
+                user_api_key_auth=UserAPIKeyAuth(api_key=None),
+            )
+            is False
+        )
+
+        oauth_delegate = MCPServer(
+            server_id="od",
+            name="od",
+            url="https://example.com",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth_delegate,
+        )
+        assert (
+            _should_strip_caller_authorization(
+                mcp_server=oauth_delegate,
+                raw_headers={
+                    "x-litellm-api-key": "Bearer sk-litellm-key",
+                    "authorization": "Bearer upstream",
+                },
+                user_api_key_auth=UserAPIKeyAuth(api_key="sk-litellm-key"),
+            )
+            is False
+        )
+        assert (
+            _should_strip_caller_authorization(
+                mcp_server=oauth_delegate,
+                raw_headers={"authorization": "Bearer sk-litellm-key"},
+                user_api_key_auth=UserAPIKeyAuth(api_key="sk-litellm-key"),
+            )
+            is True
+        )
+
+    def test_should_strip_authorization_for_oauth_delegate_admitted_via_jwt_without_api_key(self):
+        """JWT / SSO / OIDC / session admission yields a UserAPIKeyAuth with a user_id but
+        api_key=None; the caller's Authorization was that credential and must be stripped for
+        oauth_delegate when no separate x-litellm-api-key carried admission (LIT-3794-class leak)."""
+        from litellm.proxy._types import UserAPIKeyAuth
+
+        oauth_delegate = MCPServer(
+            server_id="od-jwt",
+            name="od",
+            url="https://example.com",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth_delegate,
+        )
+        assert (
+            _should_strip_caller_authorization(
+                mcp_server=oauth_delegate,
+                raw_headers={"authorization": "Bearer eyJ-idp-jwt"},
+                user_api_key_auth=UserAPIKeyAuth(user_id="alice", api_key=None),
+            )
+            is True
+        )
+        assert (
+            _should_strip_caller_authorization(
+                mcp_server=oauth_delegate,
+                raw_headers={
+                    "x-litellm-api-key": "Bearer sk-1234",
+                    "authorization": "Bearer upstream",
+                },
+                user_api_key_auth=UserAPIKeyAuth(user_id="alice", api_key=None),
+            )
+            is False
+        )
+
+    @pytest.mark.asyncio
+    async def test_call_regular_mcp_tool_oauth_delegate_never_forwards_jwt_admission(self):
+        from litellm.proxy._types import UserAPIKeyAuth
+
+        server = MCPServer(
+            server_id="od-jwt-e2e",
+            name="od",
+            url="https://example.com",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth_delegate,
+        )
+        extra_headers = await self._capture_call_extra_headers(
+            server,
+            oauth2_headers={"Authorization": "Bearer eyJ-idp-jwt"},
+            raw_headers={"authorization": "Bearer eyJ-idp-jwt"},
+            user_api_key_auth=UserAPIKeyAuth(user_id="alice", api_key=None),
+        )
+        assert not extra_headers or "authorization" not in {k.lower() for k in extra_headers}
+
+    def test_new_passthrough_modes_require_per_user_auth(self):
+        for auth_type in (MCPAuth.true_passthrough, MCPAuth.oauth_delegate):
+            server = MCPServer(
+                server_id="s",
+                name="s",
+                url="https://example.com",
+                transport=MCPTransport.http,
+                auth_type=auth_type,
+            )
+            assert server.requires_per_user_auth is True
+
+    @pytest.mark.asyncio
+    async def test_create_mcp_client_forwarded_modes_use_the_passthrough_arm(self):
+        manager = MCPServerManager()
+        server = MCPServer(
+            server_id="tp-egress",
+            name="tp",
+            url="https://example.com",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.true_passthrough,
+        )
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.mcp_server_manager.resolve_mcp_auth",
+                new_callable=AsyncMock,
+            ) as mock_resolve,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.MCPClient") as mock_client_cls,
+        ):
+            await manager._create_mcp_client(server=server, extra_headers={"Authorization": "Bearer upstream-token"})
+        mock_resolve.assert_not_awaited()
+        kwargs = mock_client_cls.call_args.kwargs
+        emitted = httpx.Request("GET", "https://example.com/mcp")
+        flow = kwargs["resolved_auth"].auth_flow(emitted)
+        next(flow)
+        flow.close()
+        assert emitted.headers["Authorization"] == "Bearer upstream-token"
+        assert not kwargs["extra_headers"] or "authorization" not in {k.lower() for k in kwargs["extra_headers"]}
+
     @pytest.mark.asyncio
     async def test_get_prompts_from_server_success(self):
         """Ensure prompts are fetched and prefixed when requested."""
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index d9bba85bf4b..9765775af8f 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -27008,7 +27008,7 @@ export interface components {
             /** Alias */
             alias?: string | null;
             /** Auth Type */
-            auth_type?: ("none" | "api_key" | "bearer_token" | "basic" | "authorization" | "oauth2" | "aws_sigv4" | "token" | "oauth2_token_exchange") | null;
+            auth_type?: ("none" | "api_key" | "bearer_token" | "basic" | "authorization" | "oauth2" | "aws_sigv4" | "token" | "oauth2_token_exchange" | "true_passthrough" | "oauth_delegate") | null;
             /** Mcp Info */
             mcp_info?: {
                 [key: string]: unknown;

From 446a6e8cddc883f058023ec3a173115d87437b27 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Mon, 6 Jul 2026 13:23:28 -0700
Subject: [PATCH 091/370] fix(mcp): route true_passthrough and oauth_delegate
 through upstream OAuth discovery

Both modes advertised LiteLLM as the authorization server and answered initialize locally, so a client with no token connected empty and was never driven into the upstream OAuth flow. The protected-resource discovery now proxies the upstream metadata for both modes (verbatim for true_passthrough, resource rewritten to the gateway for oauth_delegate), and the preemptive 401 emits the matching challenge: oauth_delegate uses the gateway-proxied resource_metadata once admission passes, true_passthrough probes the upstream anonymously and surfaces its WWW-Authenticate verbatim so the client authorizes directly against the upstream
---
 .../mcp_server/discoverable_endpoints.py      |   9 +-
 .../proxy/_experimental/mcp_server/server.py  |  27 +-
 .../mcp_server/test_mcp_oauth_passthrough.py  |  99 ++++++
 .../mcp_server/test_mcp_stale_session.py      | 310 ++++++++++++++++++
 4 files changed, 440 insertions(+), 5 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
index 89d645b6f8a..f383c99c563 100644
--- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
@@ -1337,7 +1337,9 @@ async def _build_oauth_protected_resource_response(
 
     # Pass-through branch: proxy the upstream's own metadata so discovery
     # directs the client at the real IdP (Okta, Keycloak, …) instead of us.
-    if mcp_server is not None and mcp_server.is_oauth_passthrough:
+    if mcp_server is not None and (
+        mcp_server.is_oauth_passthrough or mcp_server.is_oauth_delegate or mcp_server.is_true_passthrough
+    ):
         try:
             upstream_metadata = await fetch_upstream_oauth_protected_resource(mcp_server)
         except Exception as exc:
@@ -1353,8 +1355,9 @@ async def _build_oauth_protected_resource_response(
             )
 
         if upstream_metadata is not None:
-            response = {**upstream_metadata, "resource": resource_url}
-            return response
+            if mcp_server.is_true_passthrough:
+                return upstream_metadata
+            return {**upstream_metadata, "resource": resource_url}
 
         # Upstream responded but with non-200 or non-dict payload. For
         # pass-through servers the gateway is NOT the authorization server,
diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index 96fd014fbe1..7a854f698c9 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -3526,6 +3526,29 @@ async def _raise_preemptive_401_for_unauthenticated_servers(
                     headers={"www-authenticate": www_authenticate},
                 )
 
+            if server and server.is_oauth_delegate and _get_forwarded_auth_from_scope(scope) is None:
+                www_authenticate = _get_passthrough_www_authenticate(
+                    scope=scope,
+                    server_name=server_name,
+                )
+                raise HTTPException(
+                    status_code=401,
+                    detail="Unauthorized",
+                    headers={"www-authenticate": www_authenticate},
+                )
+
+            if server and server.is_true_passthrough and not _scope_has_authorization_header(scope):
+                upstream_status, upstream_www_authenticate = await _probe_upstream_auth(server.url or "", "")
+                if upstream_status == 401 and upstream_www_authenticate:
+                    raise HTTPException(
+                        status_code=401,
+                        detail="Unauthorized",
+                        headers={"www-authenticate": upstream_www_authenticate},
+                    )
+
+    def _scope_has_authorization_header(scope: Scope) -> bool:
+        return any(key.lower() == b"authorization" for key, _ in scope.get("headers", []))
+
     def _get_forwarded_auth_from_scope(scope: Scope) -> Optional[str]:
         """Return the upstream-bound ``Authorization`` header value, or None.
 
@@ -3553,7 +3576,7 @@ async def _probe_upstream_auth(
         url: str,
         auth_header: str,
         timeout: float = 5.0,
-    ) -> tuple:
+    ) -> tuple[int, Optional[str]]:
         """JSON-RPC initialize-probe the upstream URL to check whether the token is accepted.
 
         Uses POST so StreamableHTTP MCP servers run the same auth path as a
@@ -3583,8 +3606,8 @@ async def _probe_upstream_auth(
             },
         }
         probe_headers = {
-            "Authorization": auth_header,
             "Accept": "application/json, text/event-stream",
+            **({"Authorization": auth_header} if auth_header else {}),
         }
         try:
             resp = await client.post(
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough.py
index ad78609ee18..002e98034c1 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough.py
@@ -472,3 +472,102 @@ async def test_oauth_protected_resource_gateway_managed_unchanged():
         "https://gateway.example.com/keycloak_whoami"
     ]
     assert result["scopes_supported"] == ["read"]
+
+
+def _make_upstream_metadata_client() -> tuple[dict, MagicMock]:
+    upstream_payload = {
+        "resource": "https://upstream.example.com/mcp",
+        "authorization_servers": ["https://okta.example.com/oauth2/default"],
+        "scopes_supported": ["openid", "profile"],
+        "bearer_methods_supported": ["header"],
+    }
+    mock_response = MagicMock()
+    mock_response.status_code = 200
+    mock_response.json.return_value = upstream_payload
+    mock_client = MagicMock()
+    mock_client.get = AsyncMock(return_value=mock_response)
+    return upstream_payload, mock_client
+
+
+@pytest.mark.asyncio
+async def test_oauth_protected_resource_oauth_delegate_proxies_upstream_with_gateway_resource():
+    """oauth_delegate discovery must proxy the upstream's authorization_servers
+    (so the client authorizes against the upstream IdP) while rewriting resource
+    to the gateway (so bearers are presented back to LiteLLM). A regression that
+    dropped oauth_delegate from the pass-through predicate would fall through to
+    the gateway-AS branch and advertise LiteLLM as the authorization server."""
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+        global_mcp_server_manager,
+    )
+
+    global_mcp_server_manager.registry.clear()
+    delegate_server = MCPServer(
+        server_id="delegate-1",
+        name="sample_docs",
+        server_name="sample_docs",
+        alias="sample_docs",
+        url="https://upstream.example.com/mcp",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth_delegate,
+    )
+    global_mcp_server_manager.registry[delegate_server.server_id] = delegate_server
+
+    _, mock_client = _make_upstream_metadata_client()
+    try:
+        with patch.object(
+            discoverable_endpoints, "get_async_httpx_client", return_value=mock_client
+        ):
+            result = await _build_oauth_protected_resource_response(
+                request=_make_request(),
+                mcp_server_name="sample_docs",
+                use_standard_pattern=True,
+            )
+
+        assert result["authorization_servers"] == [
+            "https://okta.example.com/oauth2/default"
+        ]
+        assert result["resource"].endswith("/mcp/sample_docs")
+        assert result["resource"] != "https://upstream.example.com/mcp"
+    finally:
+        global_mcp_server_manager.registry.clear()
+
+
+@pytest.mark.asyncio
+async def test_oauth_protected_resource_true_passthrough_returns_upstream_metadata_verbatim():
+    """true_passthrough discovery must return the upstream metadata verbatim,
+    resource included, so the client treats the upstream as the resource and
+    authorizes directly against it. A regression that rewrote resource (the
+    gateway-proxied behavior) would break the transparent-proxy contract."""
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+        global_mcp_server_manager,
+    )
+
+    global_mcp_server_manager.registry.clear()
+    true_passthrough_server = MCPServer(
+        server_id="tp-1",
+        name="sample_docs",
+        server_name="sample_docs",
+        alias="sample_docs",
+        url="https://upstream.example.com/mcp",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.true_passthrough,
+    )
+    global_mcp_server_manager.registry[true_passthrough_server.server_id] = (
+        true_passthrough_server
+    )
+
+    upstream_payload, mock_client = _make_upstream_metadata_client()
+    try:
+        with patch.object(
+            discoverable_endpoints, "get_async_httpx_client", return_value=mock_client
+        ):
+            result = await _build_oauth_protected_resource_response(
+                request=_make_request(),
+                mcp_server_name="sample_docs",
+                use_standard_pattern=True,
+            )
+
+        assert result == upstream_payload
+        assert result["resource"] == "https://upstream.example.com/mcp"
+    finally:
+        global_mcp_server_manager.registry.clear()
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py
index 76614a35b53..44ea5f43a70 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py
@@ -713,6 +713,9 @@ async def test_handle_streamable_http_mcp_delegated_server_surfaces_upstream_cha
     delegated_server.auth_type = MCPAuth.oauth2
     delegated_server.delegate_auth_to_upstream = True
     delegated_server.needs_user_oauth_token = True
+    delegated_server.is_oauth_passthrough = False
+    delegated_server.is_oauth_delegate = False
+    delegated_server.is_true_passthrough = False
     delegated_server.server_id = "delegated-oauth-server"
 
     upstream_challenge = 'Bearer resource_metadata="https://upstream.example.com/.well-known/oauth-protected-resource"'
@@ -1048,3 +1051,310 @@ async def test_handle_streamable_http_mcp_token_exchange_without_subject_returns
     assert "/.well-known/oauth-protected-resource" in challenge
     assert challenge.split('resource_metadata="', 1)[1].split('"', 1)[0].endswith("/mcp/obo_server")
     assert 'error="invalid_token"' in challenge
+
+
+def _passthrough_mode_scope(server_name: str, extra_headers=None):
+    headers = [
+        (b"content-type", b"application/json"),
+        (b"host", b"litellm.example.com"),
+    ] + list(extra_headers or [])
+    return {
+        "type": "http",
+        "method": "POST",
+        "path": f"/mcp/{server_name}",
+        "_original_path": f"/{server_name}/mcp",
+        "scheme": "https",
+        "query_string": b"",
+        "root_path": "",
+        "server": ("litellm.example.com", 443),
+        "headers": headers,
+    }
+
+
+def _build_passthrough_mode_server(server_name: str, auth_type):
+    from litellm.proxy._types import MCPTransport
+    from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+    return MCPServer(
+        server_id=f"{server_name}-id",
+        name=server_name,
+        server_name=server_name,
+        alias=server_name,
+        url="https://upstream.example.com/mcp",
+        transport=MCPTransport.http,
+        auth_type=auth_type,
+    )
+
+
+@pytest.mark.asyncio
+async def test_handle_streamable_http_mcp_oauth_delegate_without_token_returns_gateway_proxied_401():
+    """oauth_delegate is admitted with the LiteLLM key but still owns upstream
+    OAuth. With no forwarded upstream token the gateway must challenge with the
+    proxied resource_metadata (which advertises the upstream IdP), never the
+    gateway authorization_uri and never a silent 200."""
+    from fastapi import HTTPException
+
+    try:
+        from litellm.proxy._experimental.mcp_server.server import (
+            handle_streamable_http_mcp,
+            session_manager_stateful,
+        )
+    except ImportError:
+        pytest.skip("MCP server not available")
+
+    scope = _passthrough_mode_scope("od_server")
+    receive = AsyncMock(
+        return_value={
+            "type": "http.request",
+            "body": b'{"jsonrpc":"2.0","id":1,"method":"initialize","params":{}}',
+            "more_body": False,
+        }
+    )
+    send = AsyncMock()
+    user_auth = MagicMock()
+    user_auth.user_id = "u1"
+    od_server = _build_passthrough_mode_server("od_server", MCPAuth.oauth_delegate)
+
+    with (
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.extract_mcp_auth_context",
+            new_callable=AsyncMock,
+            return_value=(user_auth, None, ["od_server"], None, None, None),
+        ),
+        patch("litellm.proxy._experimental.mcp_server.server.set_auth_context"),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server._SESSION_MANAGERS_INITIALIZED",
+            True,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.global_mcp_server_manager.get_mcp_server_by_name",
+            return_value=od_server,
+        ),
+        patch.object(
+            session_manager_stateful,
+            "handle_request",
+            new_callable=AsyncMock,
+        ) as mock_handle_request,
+    ):
+        with pytest.raises(HTTPException) as exc_info:
+            await handle_streamable_http_mcp(scope, receive, send)
+
+    assert mock_handle_request.await_count == 0
+    assert exc_info.value.status_code == 401
+    challenge = exc_info.value.headers["www-authenticate"]
+    assert "resource_metadata=" in challenge
+    assert "authorization_uri=" not in challenge
+    assert "/.well-known/oauth-protected-resource/od_server/mcp" in challenge
+
+
+@pytest.mark.asyncio
+async def test_handle_streamable_http_mcp_oauth_delegate_with_forwarded_token_skips_challenge():
+    """When the oauth_delegate caller carries both the LiteLLM key and a separate
+    upstream Authorization, the gateway must forward to the session manager, not
+    re-challenge. Guards the ``_get_forwarded_auth_from_scope(...) is None``
+    condition: dropping it would 401 even a fully-authenticated request."""
+    try:
+        from litellm.proxy._experimental.mcp_server.server import (
+            handle_streamable_http_mcp,
+            session_manager_stateless,
+        )
+    except ImportError:
+        pytest.skip("MCP server not available")
+
+    scope = _passthrough_mode_scope(
+        "od_server",
+        extra_headers=[
+            (b"x-litellm-api-key", b"Bearer sk-1234"),
+            (b"authorization", b"Bearer upstream-token"),
+        ],
+    )
+    receive = AsyncMock(
+        return_value={
+            "type": "http.request",
+            "body": b'{"jsonrpc":"2.0","id":1,"method":"tools/list","params":{}}',
+            "more_body": False,
+        }
+    )
+    send = AsyncMock()
+    user_auth = MagicMock()
+    user_auth.user_id = "u1"
+    od_server = _build_passthrough_mode_server("od_server", MCPAuth.oauth_delegate)
+
+    with (
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.extract_mcp_auth_context",
+            new_callable=AsyncMock,
+            return_value=(user_auth, None, ["od_server"], None, None, None),
+        ),
+        patch("litellm.proxy._experimental.mcp_server.server.set_auth_context"),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server._SESSION_MANAGERS_INITIALIZED",
+            True,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server._handle_stale_mcp_session",
+            new_callable=AsyncMock,
+            return_value=False,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server._check_passthrough_upstream_auth",
+            new_callable=AsyncMock,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.global_mcp_server_manager.get_mcp_server_by_name",
+            return_value=od_server,
+        ),
+        patch.object(
+            session_manager_stateless,
+            "handle_request",
+            new_callable=AsyncMock,
+        ) as mock_handle_request,
+        patch.object(session_manager_stateless, "_server_instances", {}),
+    ):
+        await handle_streamable_http_mcp(scope, receive, send)
+
+    assert mock_handle_request.await_count == 1
+
+
+@pytest.mark.asyncio
+async def test_handle_streamable_http_mcp_true_passthrough_without_token_surfaces_verbatim_upstream_challenge():
+    """true_passthrough is a transparent proxy: with no client Authorization the
+    gateway probes the upstream and surfaces its own WWW-Authenticate verbatim,
+    so the client discovers and authorizes against the upstream directly. Guards
+    against answering initialize locally with a silent 200."""
+    from fastapi import HTTPException
+
+    try:
+        from litellm.proxy._experimental.mcp_server.server import (
+            handle_streamable_http_mcp,
+            session_manager_stateful,
+        )
+    except ImportError:
+        pytest.skip("MCP server not available")
+
+    upstream_challenge = 'Bearer resource_metadata="https://upstream.example.com/.well-known/oauth-protected-resource"'
+    probe_response = MagicMock()
+    probe_response.status_code = 401
+    probe_response.headers = {"www-authenticate": upstream_challenge}
+    probe_client = MagicMock()
+    probe_client.post = AsyncMock(return_value=probe_response)
+
+    scope = _passthrough_mode_scope("tp_server")
+    receive = AsyncMock(
+        return_value={
+            "type": "http.request",
+            "body": b'{"jsonrpc":"2.0","id":1,"method":"initialize","params":{}}',
+            "more_body": False,
+        }
+    )
+    send = AsyncMock()
+    user_auth = MagicMock()
+    user_auth.user_id = None
+    tp_server = _build_passthrough_mode_server("tp_server", MCPAuth.true_passthrough)
+
+    with (
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.extract_mcp_auth_context",
+            new_callable=AsyncMock,
+            return_value=(user_auth, None, ["tp_server"], None, None, None),
+        ),
+        patch("litellm.proxy._experimental.mcp_server.server.set_auth_context"),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server._SESSION_MANAGERS_INITIALIZED",
+            True,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.get_async_httpx_client",
+            return_value=probe_client,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.global_mcp_server_manager.get_mcp_server_by_name",
+            return_value=tp_server,
+        ),
+        patch.object(
+            session_manager_stateful,
+            "handle_request",
+            new_callable=AsyncMock,
+        ) as mock_handle_request,
+    ):
+        with pytest.raises(HTTPException) as exc_info:
+            await handle_streamable_http_mcp(scope, receive, send)
+
+    assert mock_handle_request.await_count == 0
+    assert exc_info.value.status_code == 401
+    assert exc_info.value.headers["www-authenticate"] == upstream_challenge
+    probe_client.post.assert_awaited_once()
+
+
+@pytest.mark.asyncio
+async def test_handle_streamable_http_mcp_true_passthrough_with_token_skips_probe_and_challenge():
+    """When the true_passthrough caller already carries an Authorization the
+    gateway must forward without probing or challenging. Guards the
+    ``not _scope_has_authorization_header(scope)`` condition and the no-probe
+    fast path."""
+    try:
+        from litellm.proxy._experimental.mcp_server.server import (
+            handle_streamable_http_mcp,
+            session_manager_stateless,
+        )
+    except ImportError:
+        pytest.skip("MCP server not available")
+
+    probe_client = MagicMock()
+    probe_client.post = AsyncMock()
+
+    scope = _passthrough_mode_scope(
+        "tp_server",
+        extra_headers=[(b"authorization", b"Bearer upstream-token")],
+    )
+    receive = AsyncMock(
+        return_value={
+            "type": "http.request",
+            "body": b'{"jsonrpc":"2.0","id":1,"method":"tools/list","params":{}}',
+            "more_body": False,
+        }
+    )
+    send = AsyncMock()
+    user_auth = MagicMock()
+    user_auth.user_id = None
+    tp_server = _build_passthrough_mode_server("tp_server", MCPAuth.true_passthrough)
+
+    with (
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.extract_mcp_auth_context",
+            new_callable=AsyncMock,
+            return_value=(user_auth, None, ["tp_server"], None, None, None),
+        ),
+        patch("litellm.proxy._experimental.mcp_server.server.set_auth_context"),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server._SESSION_MANAGERS_INITIALIZED",
+            True,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server._handle_stale_mcp_session",
+            new_callable=AsyncMock,
+            return_value=False,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server._check_passthrough_upstream_auth",
+            new_callable=AsyncMock,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.get_async_httpx_client",
+            return_value=probe_client,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.global_mcp_server_manager.get_mcp_server_by_name",
+            return_value=tp_server,
+        ),
+        patch.object(
+            session_manager_stateless,
+            "handle_request",
+            new_callable=AsyncMock,
+        ) as mock_handle_request,
+        patch.object(session_manager_stateless, "_server_instances", {}),
+    ):
+        await handle_streamable_http_mcp(scope, receive, send)
+
+    assert mock_handle_request.await_count == 1
+    probe_client.post.assert_not_awaited()

From 9bf3907de546beb34bbfddad048c8295e746e50a Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Tue, 7 Jul 2026 16:13:43 -0700
Subject: [PATCH 092/370] fix(mcp): bind oauth_delegate discovery resource to
 the upstream

oauth_delegate forwards the caller's token to the upstream, which validates its
audience, so the protected-resource metadata must keep resource pointing at the
upstream (returned verbatim, like true_passthrough) rather than rewriting it to
the gateway. Rewriting to the gateway asks the client to mint a token bound to
the gateway audience, which a strict IdP (Entra) refuses to issue for an
unregistered resource and a spec-compliant upstream rejects on receipt. The
legacy is_oauth_passthrough opt-in keeps the gateway rewrite unchanged.
---
 .../mcp_server/discoverable_endpoints.py      | 16 ++--
 .../mcp_server/test_mcp_oauth_passthrough.py  | 94 ++++++-------------
 2 files changed, 39 insertions(+), 71 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
index f383c99c563..415336b1a9e 100644
--- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
@@ -1292,11 +1292,15 @@ async def _build_oauth_protected_resource_response(
     """
     Build OAuth protected resource response with the appropriate URL pattern.
 
-    For pass-through MCP servers (``MCPServer.is_oauth_passthrough``), the
-    gateway proxies the upstream's own ``oauth-protected-resource`` metadata
-    so that standards-compliant MCP clients discover the **upstream** IdP
-    instead of the gateway. The ``resource`` field is rewritten to the
-    gateway's own URL so clients present the bearer token back to the gateway.
+    For pass-through MCP servers, the gateway proxies the upstream's own
+    ``oauth-protected-resource`` metadata so standards-compliant MCP clients
+    discover the **upstream** IdP instead of the gateway. For ``true_passthrough``
+    and ``oauth_delegate`` the metadata is returned verbatim (``resource`` stays
+    the upstream): the caller's token is forwarded to and validated by the
+    upstream, so its audience must be the upstream — rewriting it to the gateway
+    would make a strict IdP (e.g. Entra) refuse to mint it or the upstream reject
+    it. Only the legacy ``is_oauth_passthrough`` opt-in rewrites ``resource`` to
+    the gateway's own URL so clients present the bearer token back to the gateway.
 
     Args:
         request: FastAPI Request object
@@ -1355,7 +1359,7 @@ async def _build_oauth_protected_resource_response(
             )
 
         if upstream_metadata is not None:
-            if mcp_server.is_true_passthrough:
+            if mcp_server.is_true_passthrough or mcp_server.is_oauth_delegate:
                 return upstream_metadata
             return {**upstream_metadata, "resource": resource_url}
 
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough.py
index 002e98034c1..ef2a8318d7a 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough.py
@@ -34,8 +34,7 @@
 def _mock_mcp_client_ip():
     """Bypass IP-based access control in tests."""
     with patch(
-        "litellm.proxy._experimental.mcp_server.discoverable_endpoints"
-        ".IPAddressUtils.get_mcp_client_ip",
+        "litellm.proxy._experimental.mcp_server.discoverable_endpoints.IPAddressUtils.get_mcp_client_ip",
         return_value=None,
     ):
         yield
@@ -191,9 +190,7 @@ async def test_oauth_protected_resource_passthrough_proxies_upstream_metadata():
         extra_headers=["Authorization"],
         oauth_passthrough=True,
     )
-    global_mcp_server_manager.registry[passthrough_server.server_id] = (
-        passthrough_server
-    )
+    global_mcp_server_manager.registry[passthrough_server.server_id] = passthrough_server
 
     upstream_payload = {
         "resource": "https://upstream.example.com/mcp",
@@ -207,18 +204,14 @@ async def test_oauth_protected_resource_passthrough_proxies_upstream_metadata():
     mock_client = MagicMock()
     mock_client.get = AsyncMock(return_value=mock_response)
 
-    with patch.object(
-        discoverable_endpoints, "get_async_httpx_client", return_value=mock_client
-    ):
+    with patch.object(discoverable_endpoints, "get_async_httpx_client", return_value=mock_client):
         result = await _build_oauth_protected_resource_response(
             request=_make_request(),
             mcp_server_name="sample_docs",
             use_standard_pattern=True,
         )
 
-    assert result["authorization_servers"] == [
-        "https://okta.example.com/oauth2/default"
-    ]
+    assert result["authorization_servers"] == ["https://okta.example.com/oauth2/default"]
     # resource is normalized to the gateway URL so bearers are sent back to us
     assert result["resource"].endswith("/mcp/sample_docs")
     assert result["scopes_supported"] == ["openid", "profile"]
@@ -242,9 +235,7 @@ async def test_oauth_protected_resource_passthrough_cache_hit():
         extra_headers=["Authorization"],
         oauth_passthrough=True,
     )
-    global_mcp_server_manager.registry[passthrough_server.server_id] = (
-        passthrough_server
-    )
+    global_mcp_server_manager.registry[passthrough_server.server_id] = passthrough_server
 
     mock_response = MagicMock()
     mock_response.status_code = 200
@@ -254,9 +245,7 @@ async def test_oauth_protected_resource_passthrough_cache_hit():
     mock_client = MagicMock()
     mock_client.get = AsyncMock(return_value=mock_response)
 
-    with patch.object(
-        discoverable_endpoints, "get_async_httpx_client", return_value=mock_client
-    ):
+    with patch.object(discoverable_endpoints, "get_async_httpx_client", return_value=mock_client):
         await _build_oauth_protected_resource_response(
             request=_make_request(),
             mcp_server_name="sample_docs",
@@ -348,12 +337,8 @@ async def test_oauth_metadata_cache_expired_entry_is_refetched():
     mock_client = MagicMock()
     mock_client.get = AsyncMock(return_value=mock_response)
 
-    with patch.object(
-        discoverable_endpoints, "get_async_httpx_client", return_value=mock_client
-    ):
-        result = await discoverable_endpoints.fetch_upstream_oauth_protected_resource(
-            passthrough_server
-        )
+    with patch.object(discoverable_endpoints, "get_async_httpx_client", return_value=mock_client):
+        result = await discoverable_endpoints.fetch_upstream_oauth_protected_resource(passthrough_server)
 
     assert result == {"authorization_servers": ["https://fresh.example.com"]}
     assert mock_client.get.await_count == 1
@@ -377,16 +362,12 @@ async def test_oauth_protected_resource_passthrough_network_error_returns_502():
         extra_headers=["Authorization"],
         oauth_passthrough=True,
     )
-    global_mcp_server_manager.registry[passthrough_server.server_id] = (
-        passthrough_server
-    )
+    global_mcp_server_manager.registry[passthrough_server.server_id] = passthrough_server
 
     mock_client = MagicMock()
     mock_client.get = AsyncMock(side_effect=httpx.ConnectError("boom"))
 
-    with patch.object(
-        discoverable_endpoints, "get_async_httpx_client", return_value=mock_client
-    ):
+    with patch.object(discoverable_endpoints, "get_async_httpx_client", return_value=mock_client):
         with pytest.raises(HTTPException) as exc_info:
             await _build_oauth_protected_resource_response(
                 request=_make_request(),
@@ -414,16 +395,10 @@ async def test_fetch_upstream_metadata_returns_none_when_not_all_candidates_netw
     not_found_response = MagicMock()
     not_found_response.status_code = 404
     mock_client = MagicMock()
-    mock_client.get = AsyncMock(
-        side_effect=[not_found_response, httpx.ConnectError("path fallback failed")]
-    )
+    mock_client.get = AsyncMock(side_effect=[not_found_response, httpx.ConnectError("path fallback failed")])
 
-    with patch.object(
-        discoverable_endpoints, "get_async_httpx_client", return_value=mock_client
-    ):
-        result = await discoverable_endpoints.fetch_upstream_oauth_protected_resource(
-            passthrough_server
-        )
+    with patch.object(discoverable_endpoints, "get_async_httpx_client", return_value=mock_client):
+        result = await discoverable_endpoints.fetch_upstream_oauth_protected_resource(passthrough_server)
 
     assert result is None
     assert mock_client.get.await_count == 2
@@ -458,9 +433,7 @@ async def test_oauth_protected_resource_gateway_managed_unchanged():
     mock_client = MagicMock()
     mock_client.get = AsyncMock()
 
-    with patch.object(
-        discoverable_endpoints, "get_async_httpx_client", return_value=mock_client
-    ):
+    with patch.object(discoverable_endpoints, "get_async_httpx_client", return_value=mock_client):
         result = await _build_oauth_protected_resource_response(
             request=_make_request(),
             mcp_server_name="keycloak_whoami",
@@ -468,9 +441,7 @@ async def test_oauth_protected_resource_gateway_managed_unchanged():
         )
 
     mock_client.get.assert_not_awaited()
-    assert result["authorization_servers"] == [
-        "https://gateway.example.com/keycloak_whoami"
-    ]
+    assert result["authorization_servers"] == ["https://gateway.example.com/keycloak_whoami"]
     assert result["scopes_supported"] == ["read"]
 
 
@@ -490,12 +461,13 @@ def _make_upstream_metadata_client() -> tuple[dict, MagicMock]:
 
 
 @pytest.mark.asyncio
-async def test_oauth_protected_resource_oauth_delegate_proxies_upstream_with_gateway_resource():
-    """oauth_delegate discovery must proxy the upstream's authorization_servers
-    (so the client authorizes against the upstream IdP) while rewriting resource
-    to the gateway (so bearers are presented back to LiteLLM). A regression that
-    dropped oauth_delegate from the pass-through predicate would fall through to
-    the gateway-AS branch and advertise LiteLLM as the authorization server."""
+async def test_oauth_protected_resource_oauth_delegate_returns_upstream_metadata_verbatim():
+    """oauth_delegate discovery must return the upstream metadata verbatim,
+    resource included. The caller's token is forwarded to and validated by the
+    upstream, so its audience must be the upstream; rewriting resource to the
+    gateway would make a strict IdP refuse to mint it or the upstream reject it.
+    A regression that dropped oauth_delegate from the pass-through predicate would
+    fall through to the gateway-AS branch and advertise LiteLLM as the AS."""
     from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
         global_mcp_server_manager,
     )
@@ -512,22 +484,18 @@ async def test_oauth_protected_resource_oauth_delegate_proxies_upstream_with_gat
     )
     global_mcp_server_manager.registry[delegate_server.server_id] = delegate_server
 
-    _, mock_client = _make_upstream_metadata_client()
+    upstream_payload, mock_client = _make_upstream_metadata_client()
     try:
-        with patch.object(
-            discoverable_endpoints, "get_async_httpx_client", return_value=mock_client
-        ):
+        with patch.object(discoverable_endpoints, "get_async_httpx_client", return_value=mock_client):
             result = await _build_oauth_protected_resource_response(
                 request=_make_request(),
                 mcp_server_name="sample_docs",
                 use_standard_pattern=True,
             )
 
-        assert result["authorization_servers"] == [
-            "https://okta.example.com/oauth2/default"
-        ]
-        assert result["resource"].endswith("/mcp/sample_docs")
-        assert result["resource"] != "https://upstream.example.com/mcp"
+        assert result == upstream_payload
+        assert result["authorization_servers"] == ["https://okta.example.com/oauth2/default"]
+        assert result["resource"] == "https://upstream.example.com/mcp"
     finally:
         global_mcp_server_manager.registry.clear()
 
@@ -552,15 +520,11 @@ async def test_oauth_protected_resource_true_passthrough_returns_upstream_metada
         transport=MCPTransport.http,
         auth_type=MCPAuth.true_passthrough,
     )
-    global_mcp_server_manager.registry[true_passthrough_server.server_id] = (
-        true_passthrough_server
-    )
+    global_mcp_server_manager.registry[true_passthrough_server.server_id] = true_passthrough_server
 
     upstream_payload, mock_client = _make_upstream_metadata_client()
     try:
-        with patch.object(
-            discoverable_endpoints, "get_async_httpx_client", return_value=mock_client
-        ):
+        with patch.object(discoverable_endpoints, "get_async_httpx_client", return_value=mock_client):
             result = await _build_oauth_protected_resource_response(
                 request=_make_request(),
                 mcp_server_name="sample_docs",

From 5862be3e79154ce5ac8a736c77c7c3614fac40fb Mon Sep 17 00:00:00 2001
From: yucheng-berri <yucheng@berri.ai>
Date: Tue, 7 Jul 2026 18:23:49 -0700
Subject: [PATCH 093/370] fix(proxy): resolve os.environ/ refs universally in
 DB-sourced models
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Root cause: PR #30867 removed request-time os.environ/ expansion in
BaseAWSLLM.get_credentials. That is only safe if config-load pre-resolves
os.environ/ refs so the value reaching get_credentials is already the real
secret. The YAML config path has always done this. The DB-load path
(ProxyConfig._resolve_db_litellm_param) only re-expanded keys in a hardcoded
whitelist (_DB_LITELLM_PARAM_ENV_REF_KEYS) plus short-circuited env-ref
resolution entirely for team-scoped rows. PR #32256 extended that whitelist
to 18 keys to unblock a customer whose Bedrock model with aws_role_name:
os.environ/BEDROCK_ASSUME_ROLE_ARN broke on v1.90+, but the whitelist is
structurally fragile: every future auth field breaks the same way until
someone remembers to add it

Fix: remove the whitelist and the team-scope short-circuit. The DB-load
resolver now expands os.environ/ on every string field, matching the YAML
path. Trust boundary stays on the write side: only PROXY_ADMIN can create
team_id=None rows, only team admins of a team can create rows scoped to
that team, and the request-body vector is still blocked by
_BANNED_REQUEST_BODY_PARAMS. Team-scoped rows now resolve env refs — this
is a deliberate LIT-3831 threat-model expansion trusting team admins for
env-var reads

Regression tests in tests/test_litellm/proxy/proxy_server/test_proxy_config.py:
- test_ProxyConfig__add_deployment_resolves_env_refs_after_db_decrypt pins
  admin-scoped rows resolve every field (previously api_base stayed literal)
- test_ProxyConfig__add_deployment_resolves_team_env_refs pins team rows
  resolve env refs (previously stayed literal)
- test_ProxyConfig__add_deployment_resolves_env_refs_on_arbitrary_field pins
  the no-whitelist invariant against a made-up field name
- test_ProxyConfig__add_deployment_resolves_env_refs_for_aws_bedrock_auth_params
  (from #32256) still passes
- Path B counterparts (decrypt_model_list_from_db) mirror the above

Left as followups (not fixed here):
- /model/info and /v2/model/info still echo resolved values for fields not
  in the current pop-list (aws_role_name, aws_sts_endpoint, api_base, etc.).
  Fix is to extend remove_sensitive_info_from_deployment; separate PR
- Master-key rotation reads DB rows via decrypt_model_list_from_db which
  now resolves universally, so rotation collapses env-refs into hardcoded
  values. Pre-existing bug for the 6 previously-whitelisted fields; wider
  surface after this PR. Separate PR
---
 litellm/proxy/proxy_server.py                 | 58 ++-------------
 .../proxy/proxy_server/test_proxy_config.py   | 71 ++++++++++---------
 2 files changed, 42 insertions(+), 87 deletions(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 38788d140e9..13e2d4f1252 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -1117,45 +1117,6 @@ def _generate_stable_operation_id(route: Any) -> str:
 # `_SSO_SENSITIVE_FIELDS` / `_CACHE_SENSITIVE_FIELDS` constants in the SSO
 # and cache endpoint files.
 _ALERTING_SENSITIVE_VARS: Set[str] = {"SLACK_WEBHOOK_URL", "SMTP_PASSWORD"}
-_DB_LITELLM_PARAM_ENV_REF_KEYS = frozenset(
-    {
-        "api_key",
-        "client_secret",
-        "vertex_credentials",
-        "vertex_ai_credentials",
-        "aws_access_key_id",
-        "aws_secret_access_key",
-        "aws_session_token",
-        "aws_region_name",
-        "aws_session_name",
-        "aws_profile_name",
-        "aws_role_name",
-        "aws_web_identity_token",
-        "aws_sts_endpoint",
-        "aws_external_id",
-        "aws_bedrock_runtime_endpoint",
-        "aws_bedrock_project_id",
-        "aws_batch_role_arn",
-        "aws_workspace_id",
-    }
-)
-
-
-def _db_model_is_team_scoped(model: object) -> bool:
-    model_info = getattr(model, "model_info", None)
-    if isinstance(model_info, BaseModel):
-        return getattr(model_info, "team_id", None) is not None
-    if isinstance(model_info, str):
-        try:
-            model_info = json.loads(model_info)
-        except (TypeError, ValueError):
-            model_info = None
-    if isinstance(model_info, dict) and model_info.get("team_id") is not None:
-        return True
-    if getattr(model_info, "team_id", None) is not None:
-        return True
-    model_name = getattr(model, "model_name", None)
-    return isinstance(model_name, str) and model_name.startswith("model_name_")
 
 
 def _strip_operation_id_method_suffix(operation_id: str) -> str:
@@ -5009,17 +4970,12 @@ async def _delete_deployment(self, db_models: list) -> int:
                     deleted_deployments += 1
         return deleted_deployments
 
-    def _resolve_db_litellm_param(self, key: str, value: object, resolve_env_refs: bool = True) -> object:
+    def _resolve_db_litellm_param(self, key: str, value: object) -> object:
         if not isinstance(value, str):
             return value
 
         decrypted_value = decrypt_value_helper(value=value, key=key, return_original_value=True)
-        if (
-            resolve_env_refs
-            and key in _DB_LITELLM_PARAM_ENV_REF_KEYS
-            and isinstance(decrypted_value, str)
-            and decrypted_value.startswith("os.environ/")
-        ):
+        if isinstance(decrypted_value, str) and decrypted_value.startswith("os.environ/"):
             return get_secret(decrypted_value)
         return decrypted_value
 
@@ -5040,13 +4996,10 @@ def _add_deployment(self, db_models: list) -> int:
         ## ADD MODEL LOGIC
         for m in db_models:
             _litellm_params = m.litellm_params
-            resolve_env_refs = not _db_model_is_team_scoped(m)
             if isinstance(_litellm_params, dict):
                 # decrypt values
                 for k, v in _litellm_params.items():
-                    _litellm_params[k] = self._resolve_db_litellm_param(
-                        key=k, value=v, resolve_env_refs=resolve_env_refs
-                    )
+                    _litellm_params[k] = self._resolve_db_litellm_param(key=k, value=v)
                 _litellm_params = LiteLLM_Params(**_litellm_params)
 
             else:
@@ -5072,15 +5025,12 @@ def decrypt_model_list_from_db(self, new_models: list) -> list:
         _model_list: list = []
         for m in new_models:
             _litellm_params = m.litellm_params
-            resolve_env_refs = not _db_model_is_team_scoped(m)
             if isinstance(_litellm_params, BaseModel):
                 _litellm_params = _litellm_params.model_dump()
             if isinstance(_litellm_params, dict):
                 # decrypt values
                 for k, v in _litellm_params.items():
-                    _litellm_params[k] = self._resolve_db_litellm_param(
-                        key=k, value=v, resolve_env_refs=resolve_env_refs
-                    )
+                    _litellm_params[k] = self._resolve_db_litellm_param(key=k, value=v)
                 _litellm_params = LiteLLM_Params(**_litellm_params)
             else:
                 verbose_proxy_logger.error(
diff --git a/tests/test_litellm/proxy/proxy_server/test_proxy_config.py b/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
index 6cdaa17c0bf..98b270788dc 100644
--- a/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
+++ b/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
@@ -1102,6 +1102,11 @@ def test_ProxyConfig__add_deployment_invalid_litellm_params_skips(monkeypatch):
 
 
 def test_ProxyConfig__add_deployment_resolves_env_refs_after_db_decrypt(monkeypatch):
+    """Every ``os.environ/`` value on an admin-scoped DB row resolves at
+    load time, regardless of the field name. Replaces the earlier
+    behavior where only fields in ``_DB_LITELLM_PARAM_ENV_REF_KEYS``
+    resolved: the whitelist has been removed so the resolver applies to
+    every string field."""
     monkeypatch.setenv("LITELLM_DB_MODEL_API_KEY", "resolved-secret")
     monkeypatch.setenv("LITELLM_MASTER_KEY", "master-secret")
     monkeypatch.setattr(
@@ -1129,19 +1134,21 @@ def test_ProxyConfig__add_deployment_resolves_env_refs_after_db_decrypt(monkeypa
 
     assert added == 1
     assert deployment.litellm_params.api_key == "resolved-secret"
-    assert deployment.litellm_params.api_base == "os.environ/LITELLM_MASTER_KEY"
+    assert deployment.litellm_params.api_base == "master-secret"
 
 
-def test_ProxyConfig__add_deployment_keeps_team_env_refs_literal(monkeypatch):
-    def fail_on_call(secret_name, *args, **kwargs):
-        raise AssertionError("team DB models should not resolve env refs")
-
+def test_ProxyConfig__add_deployment_resolves_team_env_refs(monkeypatch):
+    """Team-scoped DB rows now resolve ``os.environ/`` refs the same way
+    admin rows do. The prior team-scoped short-circuit and the
+    field-by-field whitelist have both been removed; the write-side team
+    auth check in ``ModelManagementAuthChecks.can_user_make_model_call``
+    remains the single trust boundary. A literal (non-``os.environ/``)
+    value still passes through unchanged."""
     monkeypatch.setenv("LITELLM_MASTER_KEY", "master-secret")
     monkeypatch.setattr(
         "litellm.proxy.proxy_server.decrypt_value_helper",
         lambda value, key, return_original_value: value,
     )
-    monkeypatch.setattr("litellm.proxy.proxy_server.get_secret", fail_on_call)
     fake_router = MagicMock()
     fake_router.upsert_deployment = MagicMock(return_value=True)
     monkeypatch.setattr("litellm.proxy.proxy_server.llm_router", fake_router)
@@ -1153,7 +1160,7 @@ def fail_on_call(secret_name, *args, **kwargs):
         litellm_params={
             "model": "openai/gpt-4o-mini",
             "api_key": "os.environ/LITELLM_MASTER_KEY",
-            "api_base": "https://attacker.example",
+            "api_base": "https://team.example",
         },
         blocked=False,
     )
@@ -1162,8 +1169,8 @@ def fail_on_call(secret_name, *args, **kwargs):
     deployment = fake_router.upsert_deployment.call_args.kwargs["deployment"]
 
     assert added == 1
-    assert deployment.litellm_params.api_key == "os.environ/LITELLM_MASTER_KEY"
-    assert deployment.litellm_params.api_base == "https://attacker.example"
+    assert deployment.litellm_params.api_key == "master-secret"
+    assert deployment.litellm_params.api_base == "https://team.example"
 
 
 def test_ProxyConfig__resolve_db_litellm_param_skips_non_string_values(monkeypatch):
@@ -1242,31 +1249,26 @@ def test_ProxyConfig__add_deployment_resolves_env_refs_for_aws_bedrock_auth_para
         assert getattr(deployment.litellm_params, key) == expected, key
 
 
-def test_ProxyConfig__add_deployment_keeps_team_aws_env_refs_literal(monkeypatch):
-    """Team-scoped DB models must NOT resolve env refs even for AWS auth
-    params: this is the LIT-3831 defense-in-depth path where a team admin
-    could otherwise craft a DB entry that reads the process environment."""
-
-    def fail_on_call(secret_name, *args, **kwargs):
-        raise AssertionError("team DB models should not resolve env refs")
-
-    monkeypatch.setenv("BEDROCK_ASSUME_ROLE_ARN", "arn:aws:iam::123:role/should-not-leak")
+def test_ProxyConfig__add_deployment_resolves_env_refs_on_arbitrary_field(monkeypatch):
+    """A made-up field name that was never on the removed whitelist still
+    resolves ``os.environ/`` refs. Pins the "no whitelist" invariant:
+    the resolver applies to every string field, not a curated list."""
+    monkeypatch.setenv("SOME_CUSTOM_ENV", "resolved-custom-value")
     monkeypatch.setattr(
         "litellm.proxy.proxy_server.decrypt_value_helper",
         lambda value, key, return_original_value: value,
     )
-    monkeypatch.setattr("litellm.proxy.proxy_server.get_secret", fail_on_call)
     fake_router = MagicMock()
     fake_router.upsert_deployment = MagicMock(return_value=True)
     monkeypatch.setattr("litellm.proxy.proxy_server.llm_router", fake_router)
     pc = ProxyConfig()
     db_model = SimpleNamespace(
         model_id="model-1",
-        model_name="model_name_team-1_bedrock",
-        model_info={"id": "model-1", "team_id": "team-1"},
+        model_name="custom-field-model",
+        model_info={"id": "model-1"},
         litellm_params={
-            "model": "bedrock/anthropic.claude-v2",
-            "aws_role_name": "os.environ/BEDROCK_ASSUME_ROLE_ARN",
+            "model": "openai/gpt-4o-mini",
+            "some_future_field": "os.environ/SOME_CUSTOM_ENV",
         },
         blocked=False,
     )
@@ -1275,7 +1277,7 @@ def fail_on_call(secret_name, *args, **kwargs):
     deployment = fake_router.upsert_deployment.call_args.kwargs["deployment"]
 
     assert added == 1
-    assert deployment.litellm_params.aws_role_name == "os.environ/BEDROCK_ASSUME_ROLE_ARN"
+    assert deployment.litellm_params.some_future_field == "resolved-custom-value"
 
 
 # ---------------------------------------------------------------------------
@@ -1313,6 +1315,9 @@ def test_ProxyConfig_decrypt_model_list_from_db_returns_decrypted(monkeypatch):
 def test_ProxyConfig_decrypt_model_list_from_db_resolves_env_refs_after_db_decrypt(
     monkeypatch,
 ):
+    """Path B (feeding /v2/model/info fallback and /model/info fallback)
+    resolves every ``os.environ/`` field on admin-scoped rows, mirroring
+    path A. Both paths now share the same universal-resolution shape."""
     monkeypatch.setenv("LITELLM_DB_MODEL_API_KEY", "resolved-secret")
     monkeypatch.setenv("LITELLM_MASTER_KEY", "master-secret")
     monkeypatch.setattr(
@@ -1341,21 +1346,21 @@ def test_ProxyConfig_decrypt_model_list_from_db_resolves_env_refs_after_db_decry
     out = pc.decrypt_model_list_from_db(new_models=[m])
 
     assert out[0]["litellm_params"]["api_key"] == "resolved-secret"
-    assert out[0]["litellm_params"]["api_base"] == "os.environ/LITELLM_MASTER_KEY"
+    assert out[0]["litellm_params"]["api_base"] == "master-secret"
 
 
-def test_ProxyConfig_decrypt_model_list_from_db_keeps_team_env_refs_literal_after_db_decrypt(
+def test_ProxyConfig_decrypt_model_list_from_db_resolves_team_env_refs_after_db_decrypt(
     monkeypatch,
 ):
-    def fail_on_call(secret_name, *args, **kwargs):
-        raise AssertionError("team DB models should not resolve env refs")
-
+    """Team-scoped rows on path B resolve ``os.environ/`` refs just like
+    admin rows do. Pairs with
+    ``test_ProxyConfig__add_deployment_resolves_team_env_refs`` on path
+    A — both paths now agree on the trust model."""
     monkeypatch.setenv("LITELLM_MASTER_KEY", "master-secret")
     monkeypatch.setattr(
         "litellm.proxy.proxy_server.decrypt_value_helper",
         lambda value, key, return_original_value: "os.environ/LITELLM_MASTER_KEY" if key == "api_key" else value,
     )
-    monkeypatch.setattr("litellm.proxy.proxy_server.get_secret", fail_on_call)
     pc = ProxyConfig()
     m = SimpleNamespace(
         model_id="model-1",
@@ -1363,7 +1368,7 @@ def fail_on_call(secret_name, *args, **kwargs):
         model_info={"id": "model-1", "team_id": "team-1"},
         litellm_params={
             "api_key": "encrypted-env-ref",
-            "api_base": "https://attacker.example",
+            "api_base": "https://team.example",
             "model": "openai/gpt-4o-mini",
         },
         blocked=False,
@@ -1371,8 +1376,8 @@ def fail_on_call(secret_name, *args, **kwargs):
 
     out = pc.decrypt_model_list_from_db(new_models=[m])
 
-    assert out[0]["litellm_params"]["api_key"] == "os.environ/LITELLM_MASTER_KEY"
-    assert out[0]["litellm_params"]["api_base"] == "https://attacker.example"
+    assert out[0]["litellm_params"]["api_key"] == "master-secret"
+    assert out[0]["litellm_params"]["api_base"] == "https://team.example"
 
 
 def test_ProxyConfig_decrypt_model_list_from_db_invalid_params_skips():

From a05a1eef94d608ca5226eb176ec1dfadaa963fb4 Mon Sep 17 00:00:00 2001
From: mubashir1osmani <mubashir.osmani777@gmail.com>
Date: Tue, 7 Jul 2026 18:54:19 -0700
Subject: [PATCH 094/370] fix(ui): scope key models dropdown options to the
 key's team (#32382)

* fix(ui): scope key models dropdown options to the key's team

A teamless key no longer offers the all-team-models option in the create and
edit forms; the backend expands that sentinel to the full proxy model list when
no team is attached, which is rarely what the user intended. A team key no
longer surfaces the all-proxy-models sentinel that leaks in verbatim when the
team's own model list carries it; the dropdown keeps All Team Models plus the
team's individual models.

Adds browser coverage to the management e2e suite: playwright (an optional
dependency behind importorskip) drives the proxy-served dashboard at /ui,
asserts the dropdown options a real user sees for teamless and team keys on
both create and edit, and walks the create modal end to end, reading the
persisted key back through /key/info.

* fix(ui): offer all-proxy-models on teamless keys in the models dropdown

A teamless key has no team allowlist to inherit, so the dropdown now offers All
Proxy Models in place of All Team Models on both the create and edit forms, with
the same exclusive-selection handling. Component and browser e2e tests updated to
pin the swapped option pair; the teamless create case now also walks the modal end
to end and reads the persisted key back through /key/info.

* test(ui): update no-team key creation spec to pick All Proxy Models

The create modal no longer offers All Team Models without a team; the teamless
path now offers All Proxy Models, which is what this spec exercises

* fix(ui): gate All Team Models on the team object being loaded

When a key has a team_id but the teams prop does not yet include the matching team, availableModels stays empty and the models dropdown rendered All Team Models on its own with nothing to compare against. Gate the option on the team object being present so it only appears once team models are known, and add a regression test for the loading state

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(ui): filter all-proxy-models from teamless model fetch in key edit form

The teamless fetch path stored modelAvailableCall results without excludeProxyWideSentinel, so an all-proxy-models entry in the response rendered a second option colliding with the hardcoded All Proxy Models sentinel. Apply the same filter used on the team path and add a regression test asserting the sentinel option is not duplicated

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

---------

Co-authored-by: Mubashir Osmani <mubashir@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 tests/e2e/CLAUDE.md                           |   2 +-
 tests/e2e/CONTRIBUTING.md                     |  14 ++
 tests/e2e/coverage_registry/mgmt.yaml         |   1 +
 tests/e2e/docker-compose.yml                  |   2 +
 tests/e2e/e2e_config.py                       |   3 +
 tests/e2e/management/conftest.py              |  42 +++-
 .../test_key_models_dropdown_e2e.py           | 161 +++++++++++++
 .../e2e_tests/tests/proxy-admin/keys.spec.ts  |   7 +-
 .../fetch_available_models_team_key.tsx       |   6 +
 .../organisms/create_key_button.test.tsx      | 154 +++++++++---
 .../organisms/create_key_button.tsx           |  22 +-
 .../templates/key_edit_view.test.tsx          | 219 +++++++++++++++++-
 .../components/templates/key_edit_view.tsx    |  24 +-
 13 files changed, 606 insertions(+), 51 deletions(-)
 create mode 100644 tests/e2e/management/test_key_models_dropdown_e2e.py

diff --git a/tests/e2e/CLAUDE.md b/tests/e2e/CLAUDE.md
index 20ab0212854..4a4c31c4708 100644
--- a/tests/e2e/CLAUDE.md
+++ b/tests/e2e/CLAUDE.md
@@ -13,7 +13,7 @@ Each subdirectory under `tests/e2e/` is one suite, scoped to an endpoint family
 - `realtime/` - realtime websocket sessions, including the pipecat audio path
 - `budgets/` - budget definition, enforcement, and reset windows (key, team, tag, soft, multi-window)
 - `spend_tracking/` - spend logging and cost attribution on `/spend/*`
-- `management/` - key/team/user/organization management routes: create/update/delete persistence via the info routes, team membership, and llm-only-key route denials
+- `management/` - key/team/user/organization management routes: create/update/delete persistence via the info routes, team membership, and llm-only-key route denials; also the dashboard UI behavior on top of them, driven through the proxy-served UI at /ui with playwright (optional dep behind importorskip)
 - `logging/` - logging-integration delivery (datadog and friends)
 - `security/` - secret handling and log-leak protection
 - `router/` - routing and reliability behavior (rate limits, fallbacks, cooldowns)
diff --git a/tests/e2e/CONTRIBUTING.md b/tests/e2e/CONTRIBUTING.md
index 4037f324393..4395d299c5b 100644
--- a/tests/e2e/CONTRIBUTING.md
+++ b/tests/e2e/CONTRIBUTING.md
@@ -34,6 +34,20 @@ The suites run against a live proxy, so bring one up first. `docker-compose.yml`
    uv run pytest tests/e2e/llm_translation/ -v
    ```
 
+   The browser tests in the `management/` suite drive the dashboard the proxy serves at `/ui` through playwright, an optional dependency behind `importorskip` (the suite's API tests run without it). Install it once into your environment along with its browser:
+
+   ```bash
+   uv pip install playwright
+   uv run playwright install chromium
+   ```
+
+   They also need a proxy whose bundled UI contains the change under test. The published `main-latest` image ships the UI from the last release; to test local UI changes, build the image from your branch and point the compose stack at it:
+
+   ```bash
+   docker build -t litellm-local .
+   LITELLM_E2E_IMAGE=litellm-local docker compose up -d
+   ```
+
 4. Tear it down when you're done:
 
    ```bash
diff --git a/tests/e2e/coverage_registry/mgmt.yaml b/tests/e2e/coverage_registry/mgmt.yaml
index 8971a0cb42c..4fbaac0a205 100644
--- a/tests/e2e/coverage_registry/mgmt.yaml
+++ b/tests/e2e/coverage_registry/mgmt.yaml
@@ -4,6 +4,7 @@
 - {id: mgmt.key.generate.happy_path, module: mgmt, tier: P0, surface: ui, assertions: [happy_path], source: "ui_sso.py:420", rationale: "SSO-driven key gen (UI path)"}
 - {id: mgmt.key.update.persists, module: mgmt, tier: P0, surface: api, assertions: [persists], source: "key_management_endpoints.py:2462", rationale: "Budget/model changes persist"}
 - {id: mgmt.key.update.admin_only, module: mgmt, tier: P0, surface: api, assertions: [admin_only], source: "key_management_endpoints.py:2462", rationale: "Non-admin cannot escalate perms"}
+- {id: mgmt.key.update.happy_path, module: mgmt, tier: P1, surface: ui, assertions: [happy_path], source: "key_management_endpoints.py:2462", rationale: "Key edit through the dashboard"}
 - {id: mgmt.key.delete.persists, module: mgmt, tier: P0, surface: api, assertions: [persists], source: "key_management_endpoints.py:3122", rationale: "Deletion revokes future calls"}
 - {id: mgmt.key.delete.admin_only, module: mgmt, tier: P0, surface: api, assertions: [admin_only], source: "key_management_endpoints.py:3122", rationale: "Non-owner cannot delete"}
 - {id: mgmt.key.info.persists, module: mgmt, tier: P0, surface: api, assertions: [persists], source: "key_management_endpoints.py:3380", rationale: "Info reflects all writes"}
diff --git a/tests/e2e/docker-compose.yml b/tests/e2e/docker-compose.yml
index 2de38ca5c91..cdf5d6cbf6f 100644
--- a/tests/e2e/docker-compose.yml
+++ b/tests/e2e/docker-compose.yml
@@ -58,6 +58,8 @@ services:
     environment:
       LITELLM_MASTER_KEY: sk-1234
       DATABASE_URL: postgresql://litellm:litellm@db:5432/litellm
+      UI_USERNAME: admin
+      UI_PASSWORD: sk-1234
     ports:
       - "4000:4000"
     configs:
diff --git a/tests/e2e/e2e_config.py b/tests/e2e/e2e_config.py
index 3865804b08f..75bd715a23a 100644
--- a/tests/e2e/e2e_config.py
+++ b/tests/e2e/e2e_config.py
@@ -21,6 +21,9 @@
     "LITELLM_CONTROL_PLANE_URL", PROXY_BASE_URL
 ).rstrip("/")
 
+UI_USERNAME = os.environ.get("E2E_UI_USERNAME", "admin")
+UI_PASSWORD = os.environ.get("E2E_UI_PASSWORD", MASTER_KEY)
+
 # Writes on the proxy are eventually consistent (e.g. spend rows flush on
 # proxy_batch_write_at, ~60s). Read-backs poll to this deadline, never sleep-once.
 POLL_TIMEOUT = float(os.environ.get("E2E_POLL_TIMEOUT", "120"))
diff --git a/tests/e2e/management/conftest.py b/tests/e2e/management/conftest.py
index 1a1a740cc0d..47c1d34baae 100644
--- a/tests/e2e/management/conftest.py
+++ b/tests/e2e/management/conftest.py
@@ -1,9 +1,23 @@
-"""Management suite client fixture; lifecycle/skip/marker live in the parent conftest."""
+"""Management suite fixtures: the client plus a logged-in dashboard page.
+
+Lifecycle/skip/marker live in the parent conftest. The browser fixtures drive
+the dashboard the proxy serves at /ui, so browser tests exercise exactly what an
+end user sees. playwright is an optional dependency loaded behind importorskip
+inside the fixture, so the API tests in this suite collect and run without it:
+
+    uv pip install playwright && uv run playwright install chromium
+"""
+
+from typing import TYPE_CHECKING, Iterator
 
 import pytest
 
+from e2e_config import PROXY_BASE_URL, UI_PASSWORD, UI_USERNAME
 from management_client import ManagementClient, build_client
 
+if TYPE_CHECKING:
+    from playwright.sync_api import Browser, Page
+
 
 def pytest_configure(config: pytest.Config) -> None:
     config.addinivalue_line(
@@ -15,3 +29,29 @@ def pytest_configure(config: pytest.Config) -> None:
 @pytest.fixture(scope="session")
 def client() -> ManagementClient:
     return build_client()
+
+
+@pytest.fixture(scope="session")
+def browser() -> "Iterator[Browser]":
+    pytest.importorskip("playwright.sync_api", reason="playwright not installed")
+    from playwright.sync_api import sync_playwright
+
+    with sync_playwright() as playwright:
+        launched = playwright.chromium.launch()
+        yield launched
+        launched.close()
+
+
+@pytest.fixture
+def ui_page(browser: "Browser") -> "Iterator[Page]":
+    context = browser.new_context()
+    try:
+        page = context.new_page()
+        page.goto(f"{PROXY_BASE_URL}/ui/")
+        page.fill("#username", UI_USERNAME)
+        page.fill("#password", UI_PASSWORD)
+        page.click('input[type="submit"]')
+        page.wait_for_url("**/ui/**")
+        yield page
+    finally:
+        context.close()
diff --git a/tests/e2e/management/test_key_models_dropdown_e2e.py b/tests/e2e/management/test_key_models_dropdown_e2e.py
new file mode 100644
index 00000000000..f0ba21699e0
--- /dev/null
+++ b/tests/e2e/management/test_key_models_dropdown_e2e.py
@@ -0,0 +1,161 @@
+"""The dashboard's key create/edit Models dropdown scopes its options to the key's team.
+
+A teamless key offers All Proxy Models but not the all-team-models sentinel (the
+backend expands the latter to the full proxy model list when no team is attached),
+and a team key offers all-team-models plus the team's own models but never the
+all-proxy-models sentinel, even when the team's model list carries it. The create
+cases also walk the full product path: submit the modal with the offered sentinel
+and read the persisted key back through /key/info.
+
+The tests drive gpt-5.5, one of the example models prewired in the proxy config in
+tests/e2e/docker-compose.yml; the dropdown wait fails with a pointer there when the
+proxy under test does not serve it.
+"""
+
+import pytest
+
+from e2e_config import PROXY_BASE_URL, unique_marker
+from lifecycle import ResourceManager
+from management_client import ManagementClient
+from models import KeyGenerateBody, TeamNewBody
+
+pytest.importorskip("playwright.sync_api", reason="playwright not installed")
+
+from playwright.sync_api import Locator, Page, expect  # noqa: E402  # import must follow the importorskip guard above
+
+
+def _form_item(page: Page, label: str) -> Locator:
+    return page.locator(".ant-form-item").filter(has=page.get_by_text(label, exact=True)).first
+
+
+def _open_dropdown(page: Page, label: str) -> Locator:
+    _form_item(page, label).locator(".ant-select-selector").first.click()
+    dropdown = page.locator(".ant-select-dropdown:not(.ant-select-dropdown-hidden)").last
+    expect(dropdown).to_be_visible()
+    return dropdown
+
+
+def _models_dropdown_texts(page: Page, must_contain: str) -> list[str]:
+    dropdown = _open_dropdown(page, "Models")
+    expect(
+        dropdown.locator(".ant-select-item-option-content", has_text=must_contain).first,
+        f"{must_contain!r} never appeared in the Models dropdown; the proxy must serve it "
+        f"(see the model_list in tests/e2e/docker-compose.yml)",
+    ).to_be_visible()
+    return dropdown.locator(".ant-select-item-option-content").all_inner_texts()
+
+
+def _open_create_key_modal(page: Page) -> None:
+    page.goto(f"{PROXY_BASE_URL}/ui/api-keys/?create=true")
+    expect(page.locator(".ant-modal").first).to_be_visible()
+
+
+def _select_team(page: Page, alias: str) -> None:
+    dropdown = _open_dropdown(page, "Team")
+    dropdown.get_by_text(alias).first.click()
+
+
+def _submit_create_modal(page: Page, sentinel_label: str) -> str:
+    dropdown = page.locator(".ant-select-dropdown:not(.ant-select-dropdown-hidden)").last
+    dropdown.locator(".ant-select-item-option-content", has_text=sentinel_label).first.click()
+    page.keyboard.press("Escape")
+    _form_item(page, "Key Name").locator("input").first.fill(f"e2e-ui-key-{unique_marker()}")
+    page.get_by_role("button", name="Create Key", exact=True).click()
+
+    expect(page.get_by_text("Save your Key")).to_be_visible()
+    key = page.locator(".ant-modal pre").last.inner_text().strip()
+    assert key.startswith("sk-"), f"expected the created key in the success modal, got {key!r}"
+    return key
+
+
+def _open_key_edit_form(page: Page, key_alias: str) -> None:
+    page.goto(f"{PROXY_BASE_URL}/ui/api-keys/")
+    page.get_by_text(key_alias).first.click()
+    page.get_by_role("tab", name="Settings").click()
+    page.get_by_role("button", name="Edit Settings").click()
+    expect(_form_item(page, "Models")).to_be_visible()
+
+
+def _provision_team(client: ManagementClient, resources: ResourceManager, alias: str) -> str:
+    team_id = client.create_team(TeamNewBody(team_alias=alias, models=["all-proxy-models", "gpt-5.5"]))
+    resources.defer(lambda: client.delete_team(team_id))
+    return team_id
+
+
+def _provision_key(
+    client: ManagementClient, resources: ResourceManager, alias: str, team_id: str | None = None
+) -> str:
+    key = client.gateway.generate_key(KeyGenerateBody(key_alias=alias, models=["gpt-5.5"], team_id=team_id))
+    resources.defer(lambda: client.gateway.delete_key(key))
+    return key
+
+
+@pytest.mark.e2e
+class TestKeyModelsDropdownUI:
+    @pytest.mark.covers("mgmt.key.generate.happy_path", exercised_on=[])
+    def test_create_teamless_key_offers_proxy_scope_and_persists(
+        self, ui_page: Page, client: ManagementClient, resources: ResourceManager
+    ) -> None:
+        _open_create_key_modal(ui_page)
+
+        options = _models_dropdown_texts(ui_page, must_contain="gpt-5.5")
+        assert "All Proxy Models" in options, f"teamless create lost 'All Proxy Models': {options}"
+        assert "All Team Models" not in options, f"teamless create offered 'All Team Models': {options}"
+
+        key = _submit_create_modal(ui_page, sentinel_label="All Proxy Models")
+        resources.defer(lambda: client.gateway.delete_key(key))
+
+        info = client.gateway.key_info(key)
+        assert info.models == ["all-proxy-models"], f"persisted models {info.models}"
+        assert info.team_id is None, f"teamless key persisted with team {info.team_id}"
+
+    @pytest.mark.covers("mgmt.key.generate.happy_path", exercised_on=[])
+    def test_create_team_key_offers_team_scope_and_persists(
+        self, ui_page: Page, client: ManagementClient, resources: ResourceManager
+    ) -> None:
+        team_alias = f"e2e-ui-team-{unique_marker()}"
+        team_id = _provision_team(client, resources, team_alias)
+
+        _open_create_key_modal(ui_page)
+        _select_team(ui_page, team_alias)
+
+        options = _models_dropdown_texts(ui_page, must_contain="All Team Models")
+        assert "gpt-5.5" in options, f"team key create lost the team's own model: {options}"
+        assert "All Proxy Models" not in options, f"team key create offered 'All Proxy Models': {options}"
+        assert "all-proxy-models" not in options, f"team key create offered the raw sentinel: {options}"
+
+        key = _submit_create_modal(ui_page, sentinel_label="All Team Models")
+        resources.defer(lambda: client.gateway.delete_key(key))
+
+        info = client.gateway.key_info(key)
+        assert info.models == ["all-team-models"], f"persisted models {info.models}"
+        assert info.team_id == team_id, f"persisted team {info.team_id}, expected {team_id}"
+
+    @pytest.mark.covers("mgmt.key.update.happy_path", exercised_on=[])
+    def test_edit_teamless_key_offers_proxy_scope(
+        self, ui_page: Page, client: ManagementClient, resources: ResourceManager
+    ) -> None:
+        key_alias = f"e2e-ui-teamless-{unique_marker()}"
+        _provision_key(client, resources, key_alias)
+
+        _open_key_edit_form(ui_page, key_alias)
+
+        options = _models_dropdown_texts(ui_page, must_contain="gpt-5.5")
+        assert "All Proxy Models" in options, f"teamless edit lost 'All Proxy Models': {options}"
+        assert "All Team Models" not in options, f"teamless edit offered 'All Team Models': {options}"
+
+    @pytest.mark.covers("mgmt.key.update.happy_path", exercised_on=[])
+    def test_edit_team_key_offers_team_scope_only(
+        self, ui_page: Page, client: ManagementClient, resources: ResourceManager
+    ) -> None:
+        team_alias = f"e2e-ui-team-{unique_marker()}"
+        team_id = _provision_team(client, resources, team_alias)
+        key_alias = f"e2e-ui-teamkey-{unique_marker()}"
+        _provision_key(client, resources, key_alias, team_id=team_id)
+
+        _open_key_edit_form(ui_page, key_alias)
+
+        options = _models_dropdown_texts(ui_page, must_contain="All Team Models")
+        assert "gpt-5.5" in options, f"team key edit lost the team's own model: {options}"
+        assert "All Proxy Models" not in options, f"team key edit offered 'All Proxy Models': {options}"
+        assert "all-proxy-models" not in options, f"team key edit offered the raw sentinel: {options}"
diff --git a/ui/litellm-dashboard/e2e_tests/tests/proxy-admin/keys.spec.ts b/ui/litellm-dashboard/e2e_tests/tests/proxy-admin/keys.spec.ts
index 644228c5ff9..a55c19a53de 100644
--- a/ui/litellm-dashboard/e2e_tests/tests/proxy-admin/keys.spec.ts
+++ b/ui/litellm-dashboard/e2e_tests/tests/proxy-admin/keys.spec.ts
@@ -137,11 +137,10 @@ test.describe("Proxy Admin - Keys", () => {
     // No team selection — leave team dropdown empty so the key is owned by the admin user
 
     // Select models — open the multi-select and pick the all-models meta-option.
-    // The Create Key modal labels this "All Team Models" even when no team is selected
-    // (see src/components/organisms/create_key_button.tsx:944), unlike the team/user
-    // settings screens which use "All Proxy Models".
+    // With no team selected the modal offers "All Proxy Models"; the team-scoped
+    // "All Team Models" option only appears once a team is picked.
     await page.locator(".ant-select-selection-overflow").click();
-    await page.locator(".ant-select-dropdown:visible").getByText("All Team Models").click();
+    await page.locator(".ant-select-dropdown:visible").getByText("All Proxy Models").click();
     await page.keyboard.press("Escape");
 
     await page.getByRole("button", { name: "Create Key", exact: true }).click();
diff --git a/ui/litellm-dashboard/src/components/key_team_helpers/fetch_available_models_team_key.tsx b/ui/litellm-dashboard/src/components/key_team_helpers/fetch_available_models_team_key.tsx
index d4bb7b56bf7..3a3226336b2 100644
--- a/ui/litellm-dashboard/src/components/key_team_helpers/fetch_available_models_team_key.tsx
+++ b/ui/litellm-dashboard/src/components/key_team_helpers/fetch_available_models_team_key.tsx
@@ -35,6 +35,12 @@ export const fetchAvailableModelsForTeamOrKey = async (
   }
 };
 
+export const excludeProxyWideSentinel = (models: string[]): string[] =>
+  models.filter((model) => model !== "all-proxy-models");
+
+export const hasAllModelsSentinel = (models: string[]): boolean =>
+  models.includes("all-proxy-models") || models.includes("all-team-models");
+
 export const getModelDisplayName = (model: string) => {
   if (model === "all-proxy-models") {
     return "All Proxy Models";
diff --git a/ui/litellm-dashboard/src/components/organisms/create_key_button.test.tsx b/ui/litellm-dashboard/src/components/organisms/create_key_button.test.tsx
index 355e870e848..0fe8adb70e1 100644
--- a/ui/litellm-dashboard/src/components/organisms/create_key_button.test.tsx
+++ b/ui/litellm-dashboard/src/components/organisms/create_key_button.test.tsx
@@ -1,35 +1,39 @@
-import { act, fireEvent } from "@testing-library/react";
+import { act, fireEvent, within } from "@testing-library/react";
 import { beforeEach, describe, expect, it, vi } from "vitest";
 import { renderWithProviders, screen, waitFor } from "../../../tests/test-utils";
+import { Team } from "../key_team_helpers/key_list";
 import CreateKey from "./create_key_button";
 
-const { formMock, setFieldsValueMock, radioGroupValueRef, formStateRef, mockKeyCreateCall } = vi.hoisted(() => {
-  const formStateRef = { current: {} as Record<string, any> };
-  const mockKeyCreateCall = vi.fn().mockResolvedValue({
-    key: "test-api-key",
-    soft_budget: null,
+const { formMock, setFieldsValueMock, radioGroupValueRef, formStateRef, mockKeyCreateCall, teamDropdownTeamsRef } =
+  vi.hoisted(() => {
+    const formStateRef = { current: {} as Record<string, any> };
+    const teamDropdownTeamsRef = { current: [] as Array<{ team_id: string; team_alias: string; models: string[] }> };
+    const mockKeyCreateCall = vi.fn().mockResolvedValue({
+      key: "test-api-key",
+      soft_budget: null,
+    });
+    const formMock = {
+      setFieldsValue: vi.fn((values: Record<string, any>) => {
+        Object.assign(formStateRef.current, values);
+      }),
+      setFieldValue: vi.fn((name: string, value: any) => {
+        formStateRef.current[name] = value;
+      }),
+      getFieldValue: vi.fn((name: string) => formStateRef.current[name]),
+      resetFields: vi.fn(() => {
+        formStateRef.current = {};
+      }),
+    };
+    const radioGroupValueRef = { current: null as string | null };
+    return {
+      formMock,
+      setFieldsValueMock: formMock.setFieldsValue,
+      radioGroupValueRef,
+      formStateRef,
+      mockKeyCreateCall,
+      teamDropdownTeamsRef,
+    };
   });
-  const formMock = {
-    setFieldsValue: vi.fn((values: Record<string, any>) => {
-      Object.assign(formStateRef.current, values);
-    }),
-    setFieldValue: vi.fn((name: string, value: any) => {
-      formStateRef.current[name] = value;
-    }),
-    getFieldValue: vi.fn((name: string) => formStateRef.current[name]),
-    resetFields: vi.fn(() => {
-      formStateRef.current = {};
-    }),
-  };
-  const radioGroupValueRef = { current: null as string | null };
-  return {
-    formMock,
-    setFieldsValueMock: formMock.setFieldsValue,
-    radioGroupValueRef,
-    formStateRef,
-    mockKeyCreateCall,
-  };
-});
 
 const defaultAuthorizedState = {
   accessToken: "test-token",
@@ -125,6 +129,8 @@ vi.mock("antd", () => {
 
   Form.useForm = () => [formMock];
 
+  Form.useWatch = (name: string) => formStateRef.current[name];
+
   const Select = ({
     children,
     onChange,
@@ -256,11 +262,26 @@ vi.mock("@/app/(dashboard)/hooks/teams/useTeams", () => ({
   }),
 }));
 vi.mock("../common_components/team_dropdown", () => ({
-  default: ({ onChange, disabled }: { onChange?: (v: string) => void; disabled?: boolean }) => (
-    <select data-testid="team-dropdown" disabled={disabled} onChange={(e) => onChange?.(e.target.value)}>
+  default: ({
+    onTeamSelect,
+    disabled,
+  }: {
+    onTeamSelect?: (team: { team_id: string; team_alias: string; models: string[] } | null) => void;
+    disabled?: boolean;
+  }) => (
+    <select
+      data-testid="team-dropdown"
+      disabled={disabled}
+      onChange={(e) =>
+        onTeamSelect?.(teamDropdownTeamsRef.current.find((team) => team.team_id === e.target.value) ?? null)
+      }
+    >
       <option value="">Select team</option>
-      <option value="team-1">Team One</option>
-      <option value="team-2">Team Two</option>
+      {teamDropdownTeamsRef.current.map((team) => (
+        <option key={team.team_id} value={team.team_id}>
+          {team.team_alias}
+        </option>
+      ))}
     </select>
   ),
 }));
@@ -269,9 +290,13 @@ vi.mock("../mcp_server_management/MCPServerSelector", () => ({ default: () => nu
 vi.mock("../mcp_server_management/MCPToolPermissions", () => ({ default: () => null }));
 vi.mock("../shared/numerical_input", () => ({ default: () => null }));
 vi.mock("../vector_store_management/VectorStoreSelector", () => ({ default: () => null }));
-vi.mock("../key_team_helpers/fetch_available_models_team_key", () => ({
-  getModelDisplayName: (model: string) => model,
-}));
+vi.mock("../key_team_helpers/fetch_available_models_team_key", async () => {
+  const actual = await vi.importActual("../key_team_helpers/fetch_available_models_team_key");
+  return {
+    ...actual,
+    getModelDisplayName: (model: string) => model,
+  };
+});
 
 vi.mock("@/app/(dashboard)/hooks/tags/useTags", () => ({
   useTags: vi.fn().mockReturnValue({
@@ -344,6 +369,10 @@ describe("CreateKey", () => {
     authorizedState = { ...defaultAuthorizedState };
     radioGroupValueRef.current = null;
     formStateRef.current = {};
+    teamDropdownTeamsRef.current = [
+      { team_id: "team-1", team_alias: "Team One", models: [] },
+      { team_id: "team-2", team_alias: "Team Two", models: [] },
+    ];
     mockKeyCreateCall.mockResolvedValue({
       key: "test-api-key",
       soft_budget: null,
@@ -555,6 +584,63 @@ describe("CreateKey", () => {
     });
   });
 
+  describe("models dropdown team gating", () => {
+    const getModelsSelect = async (): Promise<HTMLElement> => {
+      return waitFor(() => {
+        const element = document.querySelector('select[placeholder="Select models"]');
+        expect(element).toBeTruthy();
+        return element as HTMLElement;
+      });
+    };
+
+    it("should offer all-proxy-models but not all-team-models when no team is selected", async () => {
+      renderWithProviders(<CreateKey {...defaultProps} />);
+
+      act(() => {
+        fireEvent.click(screen.getByRole("button", { name: /create new key/i }));
+      });
+
+      const modelsSelect = await getModelsSelect();
+
+      await waitFor(() => {
+        expect(within(modelsSelect).getByText("gpt-4")).toBeInTheDocument();
+      });
+
+      expect(within(modelsSelect).getByText("All Proxy Models")).toBeInTheDocument();
+      expect(within(modelsSelect).queryByText("All Team Models")).not.toBeInTheDocument();
+    });
+
+    it("should offer all-team-models but hide all-proxy-models when a team is selected", async () => {
+      teamDropdownTeamsRef.current = [
+        { team_id: "team-1", team_alias: "Team One", models: ["all-proxy-models", "team-model-1"] },
+      ];
+
+      renderWithProviders(<CreateKey {...defaultProps} teams={teamDropdownTeamsRef.current as unknown as Team[]} />);
+
+      act(() => {
+        fireEvent.click(screen.getByRole("button", { name: /create new key/i }));
+      });
+
+      await waitFor(() => {
+        expect(screen.getByTestId("team-dropdown")).toBeInTheDocument();
+      });
+
+      act(() => {
+        fireEvent.change(screen.getByTestId("team-dropdown"), { target: { value: "team-1" } });
+      });
+
+      const modelsSelect = await getModelsSelect();
+
+      await waitFor(() => {
+        expect(within(modelsSelect).getByText("team-model-1")).toBeInTheDocument();
+      });
+
+      expect(within(modelsSelect).getByText("All Team Models")).toBeInTheDocument();
+      expect(within(modelsSelect).queryByText("All Proxy Models")).not.toBeInTheDocument();
+      expect(within(modelsSelect).queryByText("all-proxy-models")).not.toBeInTheDocument();
+    });
+  });
+
   describe("tags dropdown", () => {
     it("should populate tags dropdown with options from useTags hook", async () => {
       renderWithProviders(<CreateKey {...defaultProps} />);
diff --git a/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx b/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
index bf0f0cc3fae..0f371b72efe 100644
--- a/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
+++ b/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
@@ -30,7 +30,11 @@ import ProjectDropdown from "../common_components/ProjectDropdown";
 import { CreateUserButton } from "../CreateUserButton";
 import { BudgetFallbacksEditor } from "../key_team_helpers/BudgetFallbacksEditor";
 import { BudgetWindowEntry, BudgetWindowsEditor } from "../key_team_helpers/BudgetWindowsEditor";
-import { getModelDisplayName } from "../key_team_helpers/fetch_available_models_team_key";
+import {
+  excludeProxyWideSentinel,
+  getModelDisplayName,
+  hasAllModelsSentinel,
+} from "../key_team_helpers/fetch_available_models_team_key";
 import { Team } from "../key_team_helpers/key_list";
 import MCPServerSelector from "../mcp_server_management/MCPServerSelector";
 import { NO_MCP_SERVERS_SENTINEL } from "../mcp_tools/constants";
@@ -203,6 +207,7 @@ const CreateKey: React.FC<CreateKeyProps> = ({ team, teams, data, addKey, autoOp
   const [routerSettingsKey, setRouterSettingsKey] = useState<number>(0);
   const [agentsList, setAgentsList] = useState<{ agent_id: string; agent_name: string }[]>([]);
   const [selectedAgentId, setSelectedAgentId] = useState<string | null>(null);
+  const selectedModels: string[] = Form.useWatch("models", form) ?? [];
   const handleOk = () => {
     setIsModalVisible(false);
     form.resetFields();
@@ -589,7 +594,9 @@ const CreateKey: React.FC<CreateKeyProps> = ({ team, teams, data, addKey, autoOp
     }
     if (userID && userRole && accessToken) {
       fetchTeamModels(userID, userRole, accessToken, selectedCreateKeyTeam?.team_id ?? null).then((models) => {
-        let allModels = Array.from(new Set([...(selectedCreateKeyTeam?.models ?? []), ...models]));
+        const allModels = excludeProxyWideSentinel(
+          Array.from(new Set([...(selectedCreateKeyTeam?.models ?? []), ...models])),
+        );
         setModelsToPick(allModels);
       });
     }
@@ -948,16 +955,23 @@ const CreateKey: React.FC<CreateKeyProps> = ({ team, teams, data, addKey, autoOp
                   onChange={(values) => {
                     if (values.includes("all-team-models")) {
                       form.setFieldsValue({ models: ["all-team-models"] });
+                    } else if (values.includes("all-proxy-models")) {
+                      form.setFieldsValue({ models: ["all-proxy-models"] });
                     }
                   }}
                 >
-                  {!selectedProjectId && (
+                  {!selectedProjectId && selectedCreateKeyTeam && (
                     <Option key="all-team-models" value="all-team-models">
                       All Team Models
                     </Option>
                   )}
+                  {!selectedProjectId && !selectedCreateKeyTeam && (
+                    <Option key="all-proxy-models" value="all-proxy-models">
+                      All Proxy Models
+                    </Option>
+                  )}
                   {modelsToPick.map((model: string) => (
-                    <Option key={model} value={model}>
+                    <Option key={model} value={model} disabled={hasAllModelsSentinel(selectedModels)}>
                       {getModelDisplayName(model)}
                     </Option>
                   ))}
diff --git a/ui/litellm-dashboard/src/components/templates/key_edit_view.test.tsx b/ui/litellm-dashboard/src/components/templates/key_edit_view.test.tsx
index ba68124beee..f8b8e5b6de3 100644
--- a/ui/litellm-dashboard/src/components/templates/key_edit_view.test.tsx
+++ b/ui/litellm-dashboard/src/components/templates/key_edit_view.test.tsx
@@ -1,8 +1,9 @@
-import { screen, waitFor } from "@testing-library/react";
+import { fireEvent, screen, waitFor } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
 import { beforeEach, describe, expect, it, vi } from "vitest";
 import { renderWithProviders } from "../../../tests/test-utils";
 import { KeyResponse } from "../key_team_helpers/key_list";
+import { modelAvailableCall } from "../networking";
 import { KeyEditView } from "./key_edit_view";
 
 vi.mock("../networking", async () => {
@@ -895,4 +896,220 @@ describe("KeyEditView", () => {
       });
     });
   });
+
+  describe("models dropdown team gating", () => {
+    const openModelsDropdown = () => {
+      const modelsFormItem = screen.getByText("Models", { selector: "label" }).closest(".ant-form-item");
+      const selector = modelsFormItem?.querySelector(".ant-select-selector");
+      expect(selector).toBeTruthy();
+      fireEvent.mouseDown(selector as Element);
+    };
+
+    it("should offer all-proxy-models but not all-team-models for a teamless key", async () => {
+      renderWithProviders(
+        <KeyEditView
+          keyData={MOCK_KEY_DATA}
+          onCancel={() => {}}
+          onSubmit={async () => {}}
+          accessToken="test-token"
+          userID="user-123"
+          userRole="Admin"
+          premiumUser={false}
+        />,
+      );
+
+      await waitFor(() => {
+        expect(screen.getByText("Models", { selector: "label" })).toBeInTheDocument();
+      });
+
+      openModelsDropdown();
+
+      await waitFor(() => {
+        expect(screen.getAllByText("gpt-4").length).toBeGreaterThan(0);
+      });
+
+      expect(screen.getAllByText("All Proxy Models").length).toBeGreaterThan(0);
+      expect(screen.queryAllByText("All Team Models")).toHaveLength(0);
+    });
+
+    it("should offer all-team-models but hide all-proxy-models for a team key", async () => {
+      const teamKeyData = { ...MOCK_KEY_DATA, team_id: "team-1" };
+      const teams = [{ team_id: "team-1", models: ["all-proxy-models", "team-model-1"] }];
+
+      renderWithProviders(
+        <KeyEditView
+          keyData={teamKeyData}
+          teams={teams}
+          onCancel={() => {}}
+          onSubmit={async () => {}}
+          accessToken="test-token"
+          userID="user-123"
+          userRole="Admin"
+          premiumUser={false}
+        />,
+      );
+
+      await waitFor(() => {
+        expect(screen.getByText("Models", { selector: "label" })).toBeInTheDocument();
+      });
+
+      openModelsDropdown();
+
+      await waitFor(() => {
+        expect(screen.getAllByText("team-model-1").length).toBeGreaterThan(0);
+      });
+
+      expect(screen.getAllByText("All Team Models").length).toBeGreaterThan(0);
+      expect(screen.queryAllByText("All Proxy Models")).toHaveLength(0);
+      expect(screen.queryAllByText("all-proxy-models")).toHaveLength(0);
+    });
+
+    it("should not offer all-team-models for a team key whose team has not loaded yet", async () => {
+      const teamKeyData = { ...MOCK_KEY_DATA, team_id: "team-1" };
+
+      renderWithProviders(
+        <KeyEditView
+          keyData={teamKeyData}
+          teams={[]}
+          onCancel={() => {}}
+          onSubmit={async () => {}}
+          accessToken="test-token"
+          userID="user-123"
+          userRole="Admin"
+          premiumUser={false}
+        />,
+      );
+
+      await waitFor(() => {
+        expect(screen.getByText("Models", { selector: "label" })).toBeInTheDocument();
+      });
+
+      openModelsDropdown();
+
+      expect(screen.queryAllByText("All Team Models")).toHaveLength(0);
+      expect(screen.queryAllByText("All Proxy Models")).toHaveLength(0);
+    });
+
+    it("should not duplicate the all-proxy-models option when the teamless model list already carries the sentinel", async () => {
+      vi.mocked(modelAvailableCall).mockResolvedValueOnce({
+        data: [{ id: "all-proxy-models" }, { id: "gpt-4" }],
+      });
+
+      renderWithProviders(
+        <KeyEditView
+          keyData={MOCK_KEY_DATA}
+          onCancel={() => {}}
+          onSubmit={async () => {}}
+          accessToken="test-token"
+          userID="user-123"
+          userRole="Admin"
+          premiumUser={false}
+        />,
+      );
+
+      await waitFor(() => {
+        expect(screen.getByText("Models", { selector: "label" })).toBeInTheDocument();
+      });
+
+      openModelsDropdown();
+
+      const proxyOptionLabels = () =>
+        Array.from(document.querySelectorAll('[role="option"]')).map((option) => option.getAttribute("aria-label"));
+
+      await waitFor(() => {
+        expect(proxyOptionLabels()).toContain("gpt-4");
+      });
+
+      const labels = proxyOptionLabels();
+      expect(labels.filter((label) => label === "All Proxy Models")).toHaveLength(1);
+      expect(labels).not.toContain("all-proxy-models");
+    });
+
+    it("should collapse the selection to all-proxy-models when the sentinel is picked alongside a model", async () => {
+      const onSubmitMock = vi.fn().mockResolvedValue(undefined);
+
+      renderWithProviders(
+        <KeyEditView
+          keyData={MOCK_KEY_DATA}
+          onCancel={() => {}}
+          onSubmit={onSubmitMock}
+          accessToken="test-token"
+          userID="user-123"
+          userRole="Admin"
+          premiumUser={false}
+        />,
+      );
+
+      await waitFor(() => {
+        expect(screen.getByText("Models", { selector: "label" })).toBeInTheDocument();
+      });
+
+      openModelsDropdown();
+
+      const clickOption = async (label: string) => {
+        const option = await waitFor(() => {
+          const match = Array.from(document.querySelectorAll(".ant-select-item-option")).find(
+            (el) => el.querySelector(".ant-select-item-option-content")?.textContent === label,
+          );
+          expect(match).toBeTruthy();
+          return match as HTMLElement;
+        });
+        fireEvent.click(option);
+      };
+
+      await clickOption("gpt-4");
+      await clickOption("All Proxy Models");
+
+      await userEvent.click(screen.getByRole("button", { name: /save changes/i }));
+
+      await waitFor(() => {
+        expect(onSubmitMock).toHaveBeenCalled();
+      });
+      expect(onSubmitMock.mock.calls[0][0].models).toEqual(["all-proxy-models"]);
+    });
+
+    it("should disable the individual model options once all-proxy-models is selected", async () => {
+      renderWithProviders(
+        <KeyEditView
+          keyData={MOCK_KEY_DATA}
+          onCancel={() => {}}
+          onSubmit={async () => {}}
+          accessToken="test-token"
+          userID="user-123"
+          userRole="Admin"
+          premiumUser={false}
+        />,
+      );
+
+      await waitFor(() => {
+        expect(screen.getByText("Models", { selector: "label" })).toBeInTheDocument();
+      });
+
+      openModelsDropdown();
+
+      const findOption = (label: string) =>
+        Array.from(document.querySelectorAll(".ant-select-item-option")).find(
+          (el) => el.querySelector(".ant-select-item-option-content")?.textContent === label,
+        ) as HTMLElement | undefined;
+
+      const gpt4Before = await waitFor(() => {
+        const match = findOption("gpt-4");
+        expect(match).toBeTruthy();
+        return match!;
+      });
+      expect(gpt4Before.classList.contains("ant-select-item-option-disabled")).toBe(false);
+
+      fireEvent.click(
+        await waitFor(() => {
+          const match = findOption("All Proxy Models");
+          expect(match).toBeTruthy();
+          return match!;
+        }),
+      );
+
+      await waitFor(() => {
+        expect(findOption("gpt-4")?.classList.contains("ant-select-item-option-disabled")).toBe(true);
+      });
+    });
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx b/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx
index 4821ea86b87..02bc039cf74 100644
--- a/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx
+++ b/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx
@@ -18,6 +18,7 @@ import OrganizationDropdown from "../common_components/OrganizationDropdown";
 import { extractLoggingSettings, formatMetadataForDisplay, stripTagsFromMetadata } from "../key_info_utils";
 import { BudgetFallbacksEditor } from "../key_team_helpers/BudgetFallbacksEditor";
 import { BudgetWindowEntry, BudgetWindowsEditor } from "../key_team_helpers/BudgetWindowsEditor";
+import { excludeProxyWideSentinel, hasAllModelsSentinel } from "../key_team_helpers/fetch_available_models_team_key";
 import { KeyResponse } from "../key_team_helpers/key_list";
 import MCPServerSelector from "../mcp_server_management/MCPServerSelector";
 import { NO_MCP_SERVERS_SENTINEL } from "../mcp_tools/constants";
@@ -132,11 +133,11 @@ export function KeyEditView({
           // Fetch user models if no team
           const model_available = await modelAvailableCall(accessToken, userID, userRole);
           const available_model_names = model_available["data"].map((element: { id: string }) => element.id);
-          setAvailableModels(available_model_names);
+          setAvailableModels(excludeProxyWideSentinel(available_model_names));
         } else if (team?.team_id) {
           // Fetch team models if team exists
           const models = await fetchTeamModels(userID, userRole, accessToken, team.team_id);
-          setAvailableModels(Array.from(new Set([...team.models, ...models])));
+          setAvailableModels(excludeProxyWideSentinel(Array.from(new Set([...team.models, ...models]))));
         }
       } catch (error) {
         console.error("Error fetching models:", error);
@@ -357,12 +358,23 @@ export function KeyEditView({
                   style={{ width: "100%" }}
                   disabled={isDisabled}
                   value={isDisabled ? [] : models}
-                  onChange={(value) => setFieldValue("models", value)}
+                  onChange={(value) => {
+                    if (value.includes("all-team-models")) {
+                      setFieldValue("models", ["all-team-models"]);
+                    } else if (value.includes("all-proxy-models")) {
+                      setFieldValue("models", ["all-proxy-models"]);
+                    } else {
+                      setFieldValue("models", value);
+                    }
+                  }}
                 >
-                  {/* Only show All Team Models if team has models */}
-                  {availableModels.length > 0 && <Select.Option value="all-team-models">All Team Models</Select.Option>}
+                  {keyData.team_id != null ? (
+                    team != null && <Select.Option value="all-team-models">All Team Models</Select.Option>
+                  ) : (
+                    <Select.Option value="all-proxy-models">All Proxy Models</Select.Option>
+                  )}
                   {availableModels.map((model) => (
-                    <Select.Option key={model} value={model}>
+                    <Select.Option key={model} value={model} disabled={hasAllModelsSentinel(models)}>
                       {model}
                     </Select.Option>
                   ))}

From bd6cabee83a77f9cf9b3e9754eb977fb167416df Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Tue, 7 Jul 2026 18:56:00 -0700
Subject: [PATCH 095/370] fix(model_prices): add gpt-realtime-2.1 models with
 regional processing uplift (#32387)

* fix(model_prices): add gpt-realtime-2.1 models with regional processing uplift

* fix(model_prices): add cache_read_input_audio_token_cost to gpt-realtime-2.1
---
 ...odel_prices_and_context_window_backup.json | 70 +++++++++++++++++++
 model_prices_and_context_window.json          | 70 +++++++++++++++++++
 .../llm_cost_calc/test_llm_cost_calc_utils.py | 13 ++--
 3 files changed, 147 insertions(+), 6 deletions(-)

diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index cbca0744ed9..70b6b05e6ec 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -23503,6 +23503,76 @@
         "supports_system_messages": true,
         "supports_tool_choice": true
     },
+    "gpt-realtime-2.1": {
+        "cache_creation_input_audio_token_cost": 4e-07,
+        "cache_read_input_audio_token_cost": 4e-07,
+        "cache_read_input_token_cost": 4e-07,
+        "input_cost_per_audio_token": 3.2e-05,
+        "input_cost_per_image": 5e-06,
+        "input_cost_per_token": 4e-06,
+        "litellm_provider": "openai",
+        "max_input_tokens": 128000,
+        "max_output_tokens": 32000,
+        "max_tokens": 32000,
+        "mode": "chat",
+        "output_cost_per_audio_token": 6.4e-05,
+        "output_cost_per_token": 2.4e-05,
+        "regional_processing_uplift_multiplier_eu": 1.1,
+        "regional_processing_uplift_multiplier_us": 1.1,
+        "supported_endpoints": [
+            "/v1/realtime"
+        ],
+        "supported_modalities": [
+            "text",
+            "image",
+            "audio"
+        ],
+        "supported_output_modalities": [
+            "text",
+            "audio"
+        ],
+        "supports_audio_input": true,
+        "supports_audio_output": true,
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true
+    },
+    "gpt-realtime-2.1-mini": {
+        "cache_creation_input_audio_token_cost": 3e-07,
+        "cache_read_input_audio_token_cost": 3e-07,
+        "cache_read_input_token_cost": 6e-08,
+        "input_cost_per_audio_token": 1e-05,
+        "input_cost_per_image": 8e-07,
+        "input_cost_per_token": 6e-07,
+        "litellm_provider": "openai",
+        "max_input_tokens": 128000,
+        "max_output_tokens": 4096,
+        "max_tokens": 4096,
+        "mode": "chat",
+        "output_cost_per_audio_token": 2e-05,
+        "output_cost_per_token": 2.4e-06,
+        "regional_processing_uplift_multiplier_eu": 1.1,
+        "regional_processing_uplift_multiplier_us": 1.1,
+        "supported_endpoints": [
+            "/v1/realtime"
+        ],
+        "supported_modalities": [
+            "text",
+            "image",
+            "audio"
+        ],
+        "supported_output_modalities": [
+            "text",
+            "audio"
+        ],
+        "supports_audio_input": true,
+        "supports_audio_output": true,
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true
+    },
     "gpt-realtime-mini": {
         "cache_creation_input_audio_token_cost": 3e-07,
         "cache_read_input_audio_token_cost": 3e-07,
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 6cfa7c9e8be..b961c326625 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -23661,6 +23661,76 @@
         "supports_system_messages": true,
         "supports_tool_choice": true
     },
+    "gpt-realtime-2.1": {
+        "cache_creation_input_audio_token_cost": 4e-07,
+        "cache_read_input_audio_token_cost": 4e-07,
+        "cache_read_input_token_cost": 4e-07,
+        "input_cost_per_audio_token": 3.2e-05,
+        "input_cost_per_image": 5e-06,
+        "input_cost_per_token": 4e-06,
+        "litellm_provider": "openai",
+        "max_input_tokens": 128000,
+        "max_output_tokens": 32000,
+        "max_tokens": 32000,
+        "mode": "chat",
+        "output_cost_per_audio_token": 6.4e-05,
+        "output_cost_per_token": 2.4e-05,
+        "regional_processing_uplift_multiplier_eu": 1.1,
+        "regional_processing_uplift_multiplier_us": 1.1,
+        "supported_endpoints": [
+            "/v1/realtime"
+        ],
+        "supported_modalities": [
+            "text",
+            "image",
+            "audio"
+        ],
+        "supported_output_modalities": [
+            "text",
+            "audio"
+        ],
+        "supports_audio_input": true,
+        "supports_audio_output": true,
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true
+    },
+    "gpt-realtime-2.1-mini": {
+        "cache_creation_input_audio_token_cost": 3e-07,
+        "cache_read_input_audio_token_cost": 3e-07,
+        "cache_read_input_token_cost": 6e-08,
+        "input_cost_per_audio_token": 1e-05,
+        "input_cost_per_image": 8e-07,
+        "input_cost_per_token": 6e-07,
+        "litellm_provider": "openai",
+        "max_input_tokens": 128000,
+        "max_output_tokens": 4096,
+        "max_tokens": 4096,
+        "mode": "chat",
+        "output_cost_per_audio_token": 2e-05,
+        "output_cost_per_token": 2.4e-06,
+        "regional_processing_uplift_multiplier_eu": 1.1,
+        "regional_processing_uplift_multiplier_us": 1.1,
+        "supported_endpoints": [
+            "/v1/realtime"
+        ],
+        "supported_modalities": [
+            "text",
+            "image",
+            "audio"
+        ],
+        "supported_output_modalities": [
+            "text",
+            "audio"
+        ],
+        "supports_audio_input": true,
+        "supports_audio_output": true,
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true
+    },
     "gpt-realtime-mini": {
         "cache_creation_input_audio_token_cost": 3e-07,
         "cache_read_input_audio_token_cost": 3e-07,
diff --git a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
index e9977efe47d..0e6c6061b46 100644
--- a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
+++ b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
@@ -1538,22 +1538,23 @@ def _local_model_cost_map():
             os.environ["LITELLM_LOCAL_MODEL_COST_MAP"] = prev_env
 
 
+@pytest.mark.parametrize("model", ["gpt-5.4", "gpt-realtime-2.1", "gpt-realtime-2.1-mini"])
 @pytest.mark.parametrize("data_residency", ["eu", "us"])
-def test_data_residency_applies_uplift(data_residency, _local_model_cost_map):
-    """gpt-5.4 should apply the regional processing uplift multiplier when
-    data_residency is set. gpt-5.4+ (released 2026-03-05) carry the 10% uplift;
-    gpt-5 and older models do not."""
+def test_data_residency_applies_uplift(data_residency, model, _local_model_cost_map):
+    """Models released on/after 2026-03-05 (gpt-5.4/5.5 and gpt-realtime-2.1
+    series) apply the 10% regional processing uplift multiplier when
+    data_residency is set; gpt-5 and older models do not."""
     from litellm.types.utils import Usage
 
     usage = Usage(prompt_tokens=1000, completion_tokens=500, total_tokens=1500)
 
     base = generic_cost_per_token(
-        model="gpt-5.4",
+        model=model,
         usage=usage,
         custom_llm_provider="openai",
     )
     regional = generic_cost_per_token(
-        model="gpt-5.4",
+        model=model,
         usage=usage,
         custom_llm_provider="openai",
         data_residency=data_residency,

From ae0d84116afa585603650cf55806c4504b455ff0 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Tue, 7 Jul 2026 18:56:12 -0700
Subject: [PATCH 096/370] ci(server-root-path): retry npm/playwright installs
 and disable matrix fail-fast (#32406)

---
 .github/workflows/test_server_root_path.yml | 23 +++++++++++++++++++--
 1 file changed, 21 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/test_server_root_path.yml b/.github/workflows/test_server_root_path.yml
index ac363071d55..f59cee29893 100644
--- a/.github/workflows/test_server_root_path.yml
+++ b/.github/workflows/test_server_root_path.yml
@@ -16,6 +16,7 @@ jobs:
     timeout-minutes: 30
 
     strategy:
+      fail-fast: false
       matrix:
         root_path: ["/api/v1", "/llmproxy"]
 
@@ -108,8 +109,26 @@ jobs:
       - name: Install UI deps and Chromium
         working-directory: ui/litellm-dashboard
         run: |
-          npm ci
-          npx playwright install --with-deps chromium
+          retry() {
+            local attempt=1
+            local max_attempts=4
+            until "$@"; do
+              if [ "$attempt" -ge "$max_attempts" ]; then
+                echo "Command failed after $attempt attempts: $*"
+                return 1
+              fi
+              echo "Attempt $attempt failed: $*. Retrying in $((attempt * 15))s..."
+              sleep $((attempt * 15))
+              attempt=$((attempt + 1))
+            done
+          }
+
+          npm config set fetch-retries 5
+          npm config set fetch-retry-mintimeout 20000
+          npm config set fetch-retry-maxtimeout 120000
+
+          retry npm ci
+          retry npx playwright install --with-deps chromium
 
       - name: Run SERVER_ROOT_PATH redirect e2e
         working-directory: ui/litellm-dashboard

From 07aeaa17a0d5a05bf27f4f921fc09d09454a71ec Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Tue, 7 Jul 2026 18:56:56 -0700
Subject: [PATCH 097/370] fix(passthrough): stop request params from clobbering
 merged target query params (#32404)

* fix(passthrough): stop request params from clobbering merged target query params

* fix(passthrough): rewrite managed ids in query params before folding them into the URL
---
 .../pass_through_endpoints.py                 |  33 ++--
 .../test_pass_through_endpoints.py            | 161 ++++++++++++++++++
 2 files changed, 176 insertions(+), 18 deletions(-)

diff --git a/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py b/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py
index 0ac4182ebd2..5a621163760 100644
--- a/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py
+++ b/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py
@@ -820,21 +820,7 @@ async def pass_through_request(
             forward_headers=forward_headers,
         )
 
-        # Apply default query parameters if provided, regardless of merge_query_params setting
-        if default_query_params or merge_query_params:
-            # Determine what to merge based on settings
-            request_params = dict(request.query_params) if merge_query_params else {}
-
-            # Create a new URL with the merged query params
-            url = url.copy_with(
-                query=urlencode(
-                    HttpPassThroughEndpointHelpers.get_merged_query_parameters(
-                        existing_url=url,
-                        request_query_params=request_params,
-                        default_query_params=default_query_params,
-                    )
-                ).encode("ascii")
-            )
+        requested_query_params: Optional[dict] = query_params or dict(request.query_params)
 
         endpoint_type: EndpointType = HttpPassThroughEndpointHelpers.get_endpoint_type(str(url))
 
@@ -952,9 +938,6 @@ async def pass_through_request(
         )
         logging_obj.model_call_details["litellm_call_id"] = litellm_call_id
 
-        # combine url with query params for logging
-        requested_query_params: Optional[dict] = query_params or dict(request.query_params)
-
         ## PASSTHROUGH MANAGED ID RESOLUTION (INPUT) ##
         # Resolve managed IDs in path, query params, and body back to raw
         # provider IDs before forwarding upstream.  Gated by feature flag and
@@ -1024,6 +1007,20 @@ async def pass_through_request(
                     request.method,
                 )
 
+        # Apply default query parameters if provided, regardless of merge_query_params setting
+        if default_query_params or merge_query_params:
+            # Create a new URL with the merged query params
+            url = url.copy_with(
+                query=urlencode(
+                    HttpPassThroughEndpointHelpers.get_merged_query_parameters(
+                        existing_url=url,
+                        request_query_params=requested_query_params,
+                        default_query_params=default_query_params,
+                    )
+                ).encode("ascii")
+            )
+            requested_query_params = None
+
         ## PASSTHROUGH MANAGED LIST (DB-only response) ##
         # For GET /v1/files and GET /v1/batches passthrough routes, serve the
         # listing entirely from our DB so each caller only sees their own IDs.
diff --git a/tests/test_litellm/proxy/pass_through_endpoints/test_pass_through_endpoints.py b/tests/test_litellm/proxy/pass_through_endpoints/test_pass_through_endpoints.py
index 1482937ab3b..85211f392ee 100644
--- a/tests/test_litellm/proxy/pass_through_endpoints/test_pass_through_endpoints.py
+++ b/tests/test_litellm/proxy/pass_through_endpoints/test_pass_through_endpoints.py
@@ -5,6 +5,7 @@
 from contextlib import ExitStack
 from io import BytesIO
 from types import SimpleNamespace
+from typing import Optional
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import httpx
@@ -29,6 +30,7 @@
     resolve_pass_through_request_timeout,
     resolve_llm_passthrough_timeout,
 )
+from litellm.proxy._types import UserAPIKeyAuth
 from litellm.types.passthrough_endpoints.pass_through_endpoints import (
     LITELLM_PASS_THROUGH_RAW_BODY_STATE_KEY,
 )
@@ -2251,6 +2253,165 @@ async def test_pass_through_request_query_params_forwarding():
                         assert call_kwargs["_parsed_body"] == test_body
 
 
+class _FakeManagedFilesHook:
+    def __init__(self, file_row: SimpleNamespace):
+        self._file_row = file_row
+
+    async def get_unified_file_id(self, file_id: str, litellm_parent_otel_span=None) -> SimpleNamespace:
+        return self._file_row
+
+
+async def _run_pass_through_and_capture_wire_url(
+    target: str,
+    incoming_query: str,
+    merge_query_params: bool = False,
+    default_query_params: Optional[dict] = None,
+    custom_llm_provider: Optional[str] = None,
+    managed_files_hook: Optional[_FakeManagedFilesHook] = None,
+    user_api_key_dict: Optional[UserAPIKeyAuth] = None,
+) -> httpx.URL:
+    import litellm
+    from litellm.llms.custom_httpx.http_handler import get_async_httpx_client
+    from litellm.types.llms.custom_http import httpxSpecialProvider
+
+    recorded_requests = []
+
+    def transport_handler(upstream_request: httpx.Request) -> httpx.Response:
+        recorded_requests.append(upstream_request)
+        return httpx.Response(200, json={"ok": True})
+
+    real_handler = get_async_httpx_client(
+        llm_provider=httpxSpecialProvider.PassThroughEndpoint,
+        params={"timeout": resolve_pass_through_request_timeout(None)},
+    )
+    cache_dict = litellm.in_memory_llm_clients_cache.cache_dict
+    cache_key = next((key for key, cached in cache_dict.items() if cached is real_handler), None)
+    assert cache_key is not None, (
+        "PassThroughEndpoint client not found in in_memory_llm_clients_cache; "
+        "get_async_httpx_client may not be caching this provider."
+    )
+    cache_dict[cache_key] = SimpleNamespace(
+        client=httpx.AsyncClient(transport=httpx.MockTransport(transport_handler))
+    )
+
+    mock_request = MagicMock(spec=Request)
+    mock_request.method = "GET"
+    mock_request.headers = Headers({})
+    mock_request.query_params = QueryParams(incoming_query)
+    mock_request.body = AsyncMock(return_value=b"")
+
+    mock_proxy_logging = MagicMock()
+    mock_proxy_logging.pre_call_hook = AsyncMock(
+        side_effect=lambda user_api_key_dict, data, call_type: data
+    )
+    mock_proxy_logging.post_call_failure_hook = AsyncMock()
+    mock_proxy_logging.post_call_response_headers_hook = AsyncMock(return_value={})
+    mock_proxy_logging.get_proxy_hook = MagicMock(return_value=managed_files_hook)
+
+    try:
+        with ExitStack() as stack:
+            stack.enter_context(
+                patch("litellm.proxy.proxy_server.proxy_logging_obj", mock_proxy_logging)
+            )
+            if managed_files_hook is not None:
+                stack.enter_context(
+                    patch(
+                        "litellm.proxy.proxy_server.general_settings",
+                        {"passthrough_managed_object_ids": True},
+                    )
+                )
+                stack.enter_context(patch("litellm.proxy.proxy_server.prisma_client", None))
+            response = await pass_through_request(
+                request=mock_request,
+                target=target,
+                custom_headers={},
+                user_api_key_dict=user_api_key_dict if user_api_key_dict is not None else MagicMock(),
+                merge_query_params=merge_query_params,
+                default_query_params=default_query_params,
+                custom_llm_provider=custom_llm_provider,
+            )
+    finally:
+        cache_dict[cache_key] = real_handler
+
+    assert response.status_code == 200
+    assert len(recorded_requests) == 1
+    return recorded_requests[0].url
+
+
+@pytest.mark.asyncio
+async def test_pass_through_request_merge_query_params_preserves_target_query_on_wire():
+    """
+    Regression test: with merge_query_params=True, the target URL's own query
+    params must survive on the final outgoing request. Passing the incoming
+    params via httpx's params= replaces the URL's entire query string, which
+    used to silently drop the merged target params.
+    """
+    wire_url = await _run_pass_through_and_capture_wire_url(
+        target="https://www.bing.com/search?setLang=en-US&mkt=en-US",
+        incoming_query="q=litellm",
+        merge_query_params=True,
+    )
+    assert dict(wire_url.params) == {
+        "setLang": "en-US",
+        "mkt": "en-US",
+        "q": "litellm",
+    }
+
+
+@pytest.mark.asyncio
+async def test_pass_through_request_default_query_params_reach_the_wire():
+    """
+    default_query_params are sent with every request and can be overridden
+    per-key by client-provided query params; params the client does not
+    override must not be dropped from the outgoing request.
+    """
+    wire_url = await _run_pass_through_and_capture_wire_url(
+        target="https://example.com/api",
+        incoming_query="limit=5&api-version=client-version",
+        default_query_params={"api-version": "2024-01-01", "setLang": "en-US"},
+    )
+    assert dict(wire_url.params) == {
+        "api-version": "client-version",
+        "setLang": "en-US",
+        "limit": "5",
+    }
+
+
+@pytest.mark.asyncio
+async def test_pass_through_request_without_merge_replaces_target_query():
+    wire_url = await _run_pass_through_and_capture_wire_url(
+        target="https://www.bing.com/search?setLang=en-US",
+        incoming_query="q=litellm",
+    )
+    assert dict(wire_url.params) == {"q": "litellm"}
+
+
+@pytest.mark.asyncio
+async def test_pass_through_request_merge_query_params_rewrites_managed_ids_on_the_wire():
+    """
+    Regression test: on merge-enabled endpoints the managed-ID rewrite must see
+    the incoming query params before they are folded into the URL. Folding
+    first bakes the un-rewritten managed ID into the URL and hands the rewriter
+    None, leaking the managed ID upstream.
+    """
+    from litellm.proxy.pass_through_endpoints.managed_id_codec import new_managed_id
+
+    managed_id = new_managed_id("openai", "file-raw-123")
+    hook = _FakeManagedFilesHook(SimpleNamespace(created_by="user-1", team_id=None))
+    wire_url = await _run_pass_through_and_capture_wire_url(
+        target="https://api.openai.com/v1/files/content?api-version=preview",
+        incoming_query=f"file_id={managed_id}",
+        merge_query_params=True,
+        custom_llm_provider="openai",
+        managed_files_hook=hook,
+        user_api_key_dict=UserAPIKeyAuth(user_id="user-1"),
+    )
+    assert dict(wire_url.params) == {
+        "api-version": "preview",
+        "file_id": "file-raw-123",
+    }
+
+
 @pytest.mark.asyncio
 async def test_pass_through_with_httpbin_redirect():
     """

From 3ea27bd64cf079bf4956a732606a95310a81a32c Mon Sep 17 00:00:00 2001
From: ishaan-berri <155045088+ishaan-berri@users.noreply.github.com>
Date: Wed, 8 Jul 2026 10:38:56 +0800
Subject: [PATCH 098/370] test: add e2e coverage module metrics (#32403)

* Split LLM e2e coverage modules

* Add e2e coverage dashboard metrics

* Remove dashboard brief from e2e coverage PR
---
 tests/e2e/CLAUDE.md                           |  15 +-
 tests/e2e/coverage_registry/README.md         |  31 +++-
 tests/e2e/coverage_registry/collector.py      | 158 ++++++++++++++++--
 .../coverage_registry/llm_conversational.yaml |   1 +
 tests/e2e/coverage_registry/schema.py         |  80 +++++++--
 tests/e2e/coverage_registry/test_collector.py |  91 +++++++++-
 .../test_chat_completions_regression_e2e.py   |  26 ++-
 .../test_provider_features_e2e.py             |  16 +-
 tests/e2e/management/test_management_e2e.py   |   8 +-
 9 files changed, 364 insertions(+), 62 deletions(-)

diff --git a/tests/e2e/CLAUDE.md b/tests/e2e/CLAUDE.md
index 4a4c31c4708..a4c507ca5ea 100644
--- a/tests/e2e/CLAUDE.md
+++ b/tests/e2e/CLAUDE.md
@@ -63,23 +63,26 @@ The harness is fully typed and new code must not add `Any` or widen the basedpyr
 
 The set of tests we want is a registry checked into this repo, one row per behavior; that file is the definition of done and the denominator. Each e2e test declares what it covers with `@pytest.mark.covers("...")`, and a small collector diffs the registry against the tests and ships coverage to the existing Grafana. No Allure, no new dependencies
 
-Coverage is organized as module > feature > test. There are six modules: LLMs, MCPs, Management/UI, Reliability & Performance, Logging & Guardrails, and Other. A feature is either an endpoint (`/chat/completions`) or a behavior (fallbacks, rate limits; config-driven, with no route of its own). A cell reads like `llm.chat_completions.bedrock_converse.tool_use.stream.works`
+Coverage is organized as module > feature > test. Dashboard modules are Core LLMs, Non-Core LLMs, MCPs, Management/UI, Reliability & Performance, Logging & Guardrails, and Other. A feature is either an endpoint (`/chat/completions`) or a behavior (fallbacks, rate limits; config-driven, with no route of its own). A cell reads like `llm.chat_completions.bedrock_converse.tool_use.stream.works`
 
 The metric is coverage: the share of registry rows that have a passing covering test, reported to Grafana per module so a gap surfaces as an uncovered row rather than a silent absence
 
+Tests do not declare a dashboard module directly. They only declare the registry cell id with `@pytest.mark.covers("...")`; the registry row decides the module, tier, endpoint, and dashboard rollup. Run `python -m coverage_registry.collector --strict` when you want CI to reject unknown marker ids. Add `--fail-on-collection-errors` when the job should also fail on pytest collection errors.
+
 ### Naming grammar per module
 
-LLMs - endpoint features (subject = the route), seeded from the Claude Code compat matrix
+LLMs - endpoint features (subject = the route), seeded from the Claude Code compat matrix. `chat_completions`, `messages`, and `responses` are Core LLMs. Other LLM endpoints, including `batches` and `realtime`, roll up as Non-Core LLMs.
 
 ```
 llm.<endpoint>.<route>.<capability>.<streaming>.<assertion>
   endpoint   : chat_completions | messages | responses | embeddings | batches | files
                | rerank | images_generations | audio_speech | audio_transcriptions | moderations
-  route      : openai | azure_openai | anthropic | bedrock_invoke | bedrock_converse | vertex | azure_foundry
+               | realtime
+  route      : openai | azure_openai | anthropic | bedrock_converse | vertex | azure_foundry
+               | cohere | together_ai
                (vocab varies per endpoint; messages is anthropic-format only)
-  capability : basic | tool_use | prompt_cache_5m | prompt_cache_1h | vision | thinking
-               | thinking_tool_use | pdf_input | web_search | structured_output | count_tokens
-               | tool_search | long_context_1m
+  capability : basic | tool_use | prompt_cache_5m | vision | thinking | structured_output
+               | service_tier
   streaming  : stream | nonstream   (omit where n/a)
   assertion  : works | cost_logged
   label (not in id): model = haiku-4.5 | sonnet-4.6 | opus-4.7 | gpt-*
diff --git a/tests/e2e/coverage_registry/README.md b/tests/e2e/coverage_registry/README.md
index a8aab3fcfbc..4177cba7766 100644
--- a/tests/e2e/coverage_registry/README.md
+++ b/tests/e2e/coverage_registry/README.md
@@ -9,14 +9,18 @@ note; the naming grammar lives in `tests/e2e/CLAUDE.md`.
 
 A **cell** is one customer-noticeable behavior a single e2e test can assert pass/fail
 on, for example `llm.chat_completions.bedrock_converse.tool_use.stream.works`. Cells are
-grouped `module > feature > test`, six dashboard modules in all. Each cell carries a
-tier (P0/P1/P2), a source, and a `fail_before_fix` flag.
+grouped `module > feature > test`, with LLM cells split into Core LLMs and Non-Core
+LLMs for dashboarding. Each cell carries a tier (P0/P1/P2), a source, and a
+`fail_before_fix` flag.
 
 The rows live in per-prefix YAML files (`llm_*.yaml`, `mgmt.yaml`, `mcp.yaml`,
 `reliability.yaml`, `logging.yaml`, `guardrail.yaml`, `other.yaml`) and validate against
 the discriminated union in `schema.py`, so an LLM row cannot carry a guardrail field and
-vice versa. `logging` and `guardrail` are two id-prefixes that roll up into the single
-"Logging & Guardrails" dashboard module.
+vice versa. `llm` rows with `subject_endpoint` of `chat_completions`, `messages`, or
+`responses` roll up to "Core LLMs"; all other LLM endpoints roll up to "Non-Core
+LLMs". LLM endpoint, route, and capability values are typed in `schema.py`, so new
+taxonomy values require an explicit schema change. `logging` and `guardrail` are two
+id-prefixes that roll up into the single "Logging & Guardrails" dashboard module.
 
 A test declares what it covers with a marker:
 
@@ -36,9 +40,22 @@ proxy. Whether a covered cell currently passes or fails is a separate, live conc
 cd tests/e2e && PYTHONPATH=. python -m coverage_registry.collector
 ```
 
-The headline is P0 coverage. The collector also lists markers that point at ids not in
-the registry, so a typo or an unenumerated behavior surfaces instead of being silently
-dropped.
+Use `--format prometheus` or `--format json` for CI jobs that publish coverage to
+Grafana.
+
+The headline is overall coverage. The collector also lists markers that point at ids
+not in the registry, so a typo or an unenumerated behavior surfaces instead of being
+silently dropped.
+
+Use strict mode in CI once existing draft markers are reconciled:
+
+```
+cd tests/e2e && PYTHONPATH=. python -m coverage_registry.collector --strict
+```
+
+Strict mode exits non-zero on `@pytest.mark.covers(...)` ids that are not checked into
+the registry. Add `--fail-on-collection-errors` when the job should also fail on pytest
+collection errors.
 
 ## Status: this is a draft for review
 
diff --git a/tests/e2e/coverage_registry/collector.py b/tests/e2e/coverage_registry/collector.py
index cc2ce16e3ea..3b577106605 100644
--- a/tests/e2e/coverage_registry/collector.py
+++ b/tests/e2e/coverage_registry/collector.py
@@ -12,14 +12,16 @@
 
 import contextlib
 import io
+import json
 import sys
+from argparse import ArgumentParser
 from dataclasses import dataclass
 from pathlib import Path
 
 import pytest
 
 from .registry import load_registry
-from .schema import MODULE_ORDER, ROLLUP, Cell, Tier
+from .schema import MODULE_ORDER, Cell, Tier, dashboard_module
 
 E2E_DIR = Path(__file__).resolve().parent.parent
 
@@ -46,12 +48,21 @@ def pytest_collectreport(self, report: pytest.CollectReport) -> None:
             self.collection_errors = (*self.collection_errors, report.nodeid)
 
 
-def collect_covered_ids(e2e_dir: Path = E2E_DIR) -> tuple[frozenset[str], tuple[str, ...]]:
+def collect_covered_ids(
+    e2e_dir: Path = E2E_DIR,
+) -> tuple[frozenset[str], tuple[str, ...]]:
     """Return (covered cell ids, nodeids that failed to import)."""
     sink = _CoversSink()
     with contextlib.redirect_stdout(io.StringIO()):
         pytest.main(
-            ["--collect-only", "-qq", "--continue-on-collection-errors", "-p", "no:cacheprovider", str(e2e_dir)],
+            [
+                "--collect-only",
+                "-qq",
+                "--continue-on-collection-errors",
+                "-p",
+                "no:cacheprovider",
+                str(e2e_dir),
+            ],
             plugins=[sink],
         )
     return sink.covered_ids, sink.collection_errors
@@ -65,6 +76,10 @@ class ModuleCoverage:
     p0_total: int
     p0_covered: int
 
+    @property
+    def coverage_percent(self) -> float:
+        return _percent(self.covered, self.total)
+
 
 @dataclass(frozen=True, slots=True)
 class CoverageReport:
@@ -77,9 +92,19 @@ class CoverageReport:
     orphan_markers: tuple[str, ...]
     collection_errors: tuple[str, ...]
 
+    @property
+    def coverage_percent(self) -> float:
+        return _percent(self.covered, self.total)
+
+
+def _percent(covered: int, total: int) -> float:
+    return (100.0 * covered / total) if total else 0.0
 
-def _module_coverage(module: str, cells: tuple[Cell, ...], covered: frozenset[str]) -> ModuleCoverage:
-    in_module = tuple(c for c in cells if ROLLUP[c.module] == module)
+
+def _module_coverage(
+    module: str, cells: tuple[Cell, ...], covered: frozenset[str]
+) -> ModuleCoverage:
+    in_module = tuple(c for c in cells if dashboard_module(c) == module)
     p0 = tuple(c for c in in_module if c.tier is Tier.P0)
     return ModuleCoverage(
         module=module,
@@ -109,27 +134,26 @@ def compute_coverage(
     )
 
 
-def _row(label: str, covered: int, total: int, p0_covered: int, p0_total: int) -> str:
+def _row(label: str, covered: int, total: int) -> str:
     frac = f"{covered}/{total}"
-    p0 = f"{p0_covered}/{p0_total}"
-    return f"{label:30}{frac:>12}{p0:>14}"
+    return f"{label:30}{frac:>12}{_percent(covered, total):>11.1f}%"
 
 
 def render(report: CoverageReport) -> str:
-    rows = tuple(_row(m.module, m.covered, m.total, m.p0_covered, m.p0_total) for m in report.modules)
-    pct = (100.0 * report.p0_covered / report.p0_total) if report.p0_total else 0.0
+    rows = tuple(_row(m.module, m.covered, m.total) for m in report.modules)
     lines = (
-        f"{'MODULE':30}{'COVERED':>12}{'P0 COVERED':>14}",
+        f"{'MODULE':30}{'COVERED':>12}{'COVERAGE':>12}",
         *rows,
-        "-" * 56,
-        _row("ALL", report.covered, report.total, report.p0_covered, report.p0_total),
+        "-" * 54,
+        _row("ALL", report.covered, report.total),
         "",
-        f"Headline (P0 coverage): {report.p0_covered}/{report.p0_total}  ({pct:.1f}%)",
+        f"Headline coverage: {report.covered}/{report.total}  ({report.coverage_percent:.1f}%)",
     )
     orphans = (
         (
             f"\n{len(report.orphan_markers)} marker(s) point at ids not in the registry "
-            f"(reconcile: fix the marker or add the cell):\n  " + "\n  ".join(report.orphan_markers),
+            f"(reconcile: fix the marker or add the cell):\n  "
+            + "\n  ".join(report.orphan_markers),
         )
         if report.orphan_markers
         else ()
@@ -137,7 +161,8 @@ def render(report: CoverageReport) -> str:
     warning = (
         (
             f"\nWARNING: {len(report.collection_errors)} node(s) failed to import during "
-            f"collection, so coverage may undercount:\n  " + "\n  ".join(report.collection_errors),
+            f"collection, so coverage may undercount:\n  "
+            + "\n  ".join(report.collection_errors),
         )
         if report.collection_errors
         else ()
@@ -145,10 +170,109 @@ def render(report: CoverageReport) -> str:
     return "\n".join((*lines, *orphans, *warning))
 
 
+def _report_dict(report: CoverageReport) -> dict[str, object]:
+    return {
+        "covered": report.covered,
+        "total": report.total,
+        "coverage_percent": report.coverage_percent,
+        "modules": [
+            {
+                "module": m.module,
+                "covered": m.covered,
+                "total": m.total,
+                "coverage_percent": m.coverage_percent,
+                "p0_covered": m.p0_covered,
+                "p0_total": m.p0_total,
+            }
+            for m in report.modules
+        ],
+        "orphan_markers": list(report.orphan_markers),
+        "collection_errors": list(report.collection_errors),
+    }
+
+
+def render_json(report: CoverageReport) -> str:
+    return json.dumps(_report_dict(report), indent=2, sort_keys=True)
+
+
+def _label_value(value: str) -> str:
+    return value.replace("\\", "\\\\").replace('"', '\\"').replace("\n", "\\n")
+
+
+def render_prometheus(report: CoverageReport) -> str:
+    lines = [
+        "# HELP litellm_e2e_coverage_cells E2E coverage registry cells by module and state.",
+        "# TYPE litellm_e2e_coverage_cells gauge",
+    ]
+    for module in report.modules:
+        label = _label_value(module.module)
+        lines.append(
+            f'litellm_e2e_coverage_cells{{module="{label}",state="covered"}} {module.covered}'
+        )
+        lines.append(
+            f'litellm_e2e_coverage_cells{{module="{label}",state="total"}} {module.total}'
+        )
+    lines.extend(
+        [
+            f'litellm_e2e_coverage_cells{{module="ALL",state="covered"}} {report.covered}',
+            f'litellm_e2e_coverage_cells{{module="ALL",state="total"}} {report.total}',
+            "# HELP litellm_e2e_coverage_percent E2E coverage percent by module.",
+            "# TYPE litellm_e2e_coverage_percent gauge",
+        ]
+    )
+    for module in report.modules:
+        label = _label_value(module.module)
+        lines.append(
+            f'litellm_e2e_coverage_percent{{module="{label}"}} {module.coverage_percent:.6f}'
+        )
+    lines.extend(
+        [
+            f'litellm_e2e_coverage_percent{{module="ALL"}} {report.coverage_percent:.6f}',
+            "# HELP litellm_e2e_coverage_orphan_markers Coverage markers not found in the registry.",
+            "# TYPE litellm_e2e_coverage_orphan_markers gauge",
+            f"litellm_e2e_coverage_orphan_markers {len(report.orphan_markers)}",
+            "# HELP litellm_e2e_coverage_collection_errors Pytest nodes that failed during collection.",
+            "# TYPE litellm_e2e_coverage_collection_errors gauge",
+            f"litellm_e2e_coverage_collection_errors {len(report.collection_errors)}",
+        ]
+    )
+    return "\n".join(lines)
+
+
 def main() -> int:
+    parser = ArgumentParser()
+    parser.add_argument(
+        "--format",
+        choices=("text", "json", "prometheus"),
+        default="text",
+        help="Output format. Use prometheus or json for Grafana ingestion jobs.",
+    )
+    parser.add_argument(
+        "--strict",
+        action="store_true",
+        help="Exit non-zero if markers outside the registry are found.",
+    )
+    parser.add_argument(
+        "--fail-on-collection-errors",
+        action="store_true",
+        help="Exit non-zero if pytest collection errors are found.",
+    )
+    args = parser.parse_args()
     cells = load_registry()
     covered, errors = collect_covered_ids()
-    print(render(compute_coverage(cells, covered, errors)))  # noqa: T201  # CLI entrypoint output
+    report = compute_coverage(cells, covered, errors)
+    output = {
+        "text": render,
+        "json": render_json,
+        "prometheus": render_prometheus,
+    }[
+        args.format
+    ](report)
+    print(output)  # noqa: T201  # CLI entrypoint output
+    if args.strict and report.orphan_markers:
+        return 1
+    if args.fail_on_collection_errors and report.collection_errors:
+        return 1
     return 0
 
 
diff --git a/tests/e2e/coverage_registry/llm_conversational.yaml b/tests/e2e/coverage_registry/llm_conversational.yaml
index 365776da8bf..7360aacb916 100644
--- a/tests/e2e/coverage_registry/llm_conversational.yaml
+++ b/tests/e2e/coverage_registry/llm_conversational.yaml
@@ -6,6 +6,7 @@
 - {id: llm.chat_completions.openai.tool_use.stream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: openai, capability: tool_use, streaming: stream, assertions: [works], source: "model_prices json", rationale: "Tool calls over streaming"}
 - {id: llm.chat_completions.openai.vision.nonstream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: openai, capability: vision, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "gpt-4o vision; high usage"}
 - {id: llm.chat_completions.openai.prompt_cache_5m.nonstream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: openai, capability: prompt_cache_5m, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "Prompt caching cost optimization"}
+- {id: llm.chat_completions.openai.service_tier.nonstream.works, module: llm, tier: P1, subject_endpoint: chat_completions, route: openai, capability: service_tier, streaming: nonstream, assertions: [works], source: "OpenAI service_tier param", rationale: "OpenAI scale-tier request option is forwarded and echoed"}
 - {id: llm.chat_completions.openai.thinking.nonstream.works, module: llm, tier: P1, subject_endpoint: chat_completions, route: openai, capability: thinking, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "o-series reasoning; emerging"}
 - {id: llm.chat_completions.openai.structured_output.nonstream.works, module: llm, tier: P1, subject_endpoint: chat_completions, route: openai, capability: structured_output, streaming: nonstream, assertions: [works], source: "model_prices json", rationale: "response_schema extraction"}
 - {id: llm.chat_completions.anthropic.basic.nonstream.works, module: llm, tier: P0, subject_endpoint: chat_completions, route: anthropic, capability: basic, streaming: nonstream, assertions: [works], source: "proxy_server.py:8455", rationale: "P0 route translated to Anthropic"}
diff --git a/tests/e2e/coverage_registry/schema.py b/tests/e2e/coverage_registry/schema.py
index 756bde33e3d..2e2a00e78ba 100644
--- a/tests/e2e/coverage_registry/schema.py
+++ b/tests/e2e/coverage_registry/schema.py
@@ -1,9 +1,9 @@
 """Registry row schema: the contract every denominator cell validates against.
 
 A cell is one customer-noticeable behavior a single e2e test can assert pass/fail
-on. `module` is the id's segment-1 prefix (seven of them); the six-way dashboard
-rollup merges logging + guardrail via ROLLUP. The union is discriminated on
-`module`, so an LLM row cannot carry a guardrail field and vice versa.
+on. `module` is the id's segment-1 prefix (seven of them); dashboard rollups can
+split or merge those prefixes. The union is discriminated on `module`, so an LLM
+row cannot carry a guardrail field and vice versa.
 """
 
 from __future__ import annotations
@@ -25,6 +25,43 @@ class FailBeforeFix(str, Enum):
     unproven = "unproven"
 
 
+LlmEndpoint = Literal[
+    "chat_completions",
+    "messages",
+    "responses",
+    "embeddings",
+    "batches",
+    "files",
+    "rerank",
+    "images_generations",
+    "audio_speech",
+    "audio_transcriptions",
+    "moderations",
+    "realtime",
+]
+
+LlmRoute = Literal[
+    "anthropic",
+    "azure_foundry",
+    "azure_openai",
+    "bedrock_converse",
+    "cohere",
+    "openai",
+    "together_ai",
+    "vertex",
+]
+
+LlmCapability = Literal[
+    "basic",
+    "prompt_cache_5m",
+    "service_tier",
+    "structured_output",
+    "thinking",
+    "tool_use",
+    "vision",
+]
+
+
 class _Base(BaseModel):
     model_config = ConfigDict(frozen=True, extra="forbid")
 
@@ -39,9 +76,9 @@ class _Base(BaseModel):
 
 class LlmCell(_Base):
     module: Literal["llm"]
-    subject_endpoint: str
-    route: str
-    capability: str
+    subject_endpoint: LlmEndpoint
+    route: LlmRoute
+    capability: LlmCapability
     streaming: Literal["stream", "nonstream", "na"]
 
 
@@ -81,14 +118,27 @@ class OtherCell(_Base):
 
 
 Cell = Annotated[
-    LlmCell | MgmtCell | McpCell | ReliabilityCell | LoggingCell | GuardrailCell | OtherCell,
+    LlmCell
+    | MgmtCell
+    | McpCell
+    | ReliabilityCell
+    | LoggingCell
+    | GuardrailCell
+    | OtherCell,
     Field(discriminator="module"),
 ]
 
 CELL_ADAPTER: TypeAdapter[Cell] = TypeAdapter(Cell)
 
-ROLLUP: dict[str, str] = {
-    "llm": "LLMs",
+CORE_LLM_ENDPOINTS: frozenset[str] = frozenset(
+    {
+        "chat_completions",
+        "messages",
+        "responses",
+    }
+)
+
+PREFIX_ROLLUP: dict[str, str] = {
     "mcp": "MCPs",
     "mgmt": "Management/UI",
     "reliability": "Reliability & Performance",
@@ -98,10 +148,20 @@ class OtherCell(_Base):
 }
 
 MODULE_ORDER: tuple[str, ...] = (
-    "LLMs",
+    "Core LLMs",
+    "Non-Core LLMs",
     "MCPs",
     "Management/UI",
     "Reliability & Performance",
     "Logging & Guardrails",
     "Other",
 )
+
+
+def dashboard_module(cell: Cell) -> str:
+    """Return the Grafana/reporting module for a registry cell."""
+    if isinstance(cell, LlmCell):
+        if cell.subject_endpoint in CORE_LLM_ENDPOINTS:
+            return "Core LLMs"
+        return "Non-Core LLMs"
+    return PREFIX_ROLLUP[cell.module]
diff --git a/tests/e2e/coverage_registry/test_collector.py b/tests/e2e/coverage_registry/test_collector.py
index 065ebafdb3b..355bc52730d 100644
--- a/tests/e2e/coverage_registry/test_collector.py
+++ b/tests/e2e/coverage_registry/test_collector.py
@@ -11,19 +11,32 @@
 
 import pytest
 
-from coverage_registry.collector import compute_coverage
+from coverage_registry.collector import (
+    compute_coverage,
+    render,
+    render_json,
+    render_prometheus,
+)
 from coverage_registry.registry import load_registry
-from coverage_registry.schema import GuardrailCell, LlmCell, LoggingCell, Tier
-
-
-def _llm(cell_id: str, tier: Tier) -> LlmCell:
+from coverage_registry.schema import (
+    GuardrailCell,
+    LlmCell,
+    LlmEndpoint,
+    LoggingCell,
+    Tier,
+)
+
+
+def _llm(
+    cell_id: str, tier: Tier, subject_endpoint: LlmEndpoint = "chat_completions"
+) -> LlmCell:
     return LlmCell(
         id=cell_id,
         module="llm",
         tier=tier,
         assertions=("works",),
         source="test",
-        subject_endpoint="chat_completions",
+        subject_endpoint=subject_endpoint,
         route="openai",
         capability="basic",
         streaming="nonstream",
@@ -68,10 +81,74 @@ def test_logging_and_guardrail_roll_up_into_one_module() -> None:
         ),
     )
     report = compute_coverage(cells, frozenset())
-    logging_and_guardrails = next(m for m in report.modules if m.module == "Logging & Guardrails")
+    logging_and_guardrails = next(
+        m for m in report.modules if m.module == "Logging & Guardrails"
+    )
     assert logging_and_guardrails.total == 2
 
 
+def test_llm_cells_roll_up_by_core_endpoint() -> None:
+    cells = (
+        _llm("llm.chat", Tier.P0, "chat_completions"),
+        _llm("llm.messages", Tier.P0, "messages"),
+        _llm("llm.responses", Tier.P1, "responses"),
+        _llm("llm.batches", Tier.P0, "batches"),
+        _llm("llm.realtime", Tier.P1, "realtime"),
+    )
+    report = compute_coverage(cells, frozenset({"llm.chat", "llm.batches"}))
+
+    core = next(m for m in report.modules if m.module == "Core LLMs")
+    non_core = next(m for m in report.modules if m.module == "Non-Core LLMs")
+
+    assert (core.total, core.covered, core.p0_total, core.p0_covered) == (3, 1, 2, 1)
+    assert (
+        non_core.total,
+        non_core.covered,
+        non_core.p0_total,
+        non_core.p0_covered,
+    ) == (2, 1, 1, 1)
+
+
+def test_text_render_uses_plain_coverage_language() -> None:
+    report = compute_coverage(
+        (_llm("llm.chat", Tier.P0), _llm("llm.batches", Tier.P0, "batches")),
+        frozenset({"llm.chat"}),
+    )
+
+    text = render(report)
+
+    assert "COVERAGE" in text
+    assert "Headline coverage: 1/2  (50.0%)" in text
+    assert "P0 COVERED" not in text
+
+
+def test_json_render_exposes_module_coverage_for_grafana_jobs() -> None:
+    report = compute_coverage(
+        (_llm("llm.chat", Tier.P0), _llm("llm.batches", Tier.P0, "batches")),
+        frozenset({"llm.chat"}),
+    )
+
+    payload = render_json(report)
+
+    assert '"coverage_percent": 50.0' in payload
+    assert '"module": "Core LLMs"' in payload
+    assert '"module": "Non-Core LLMs"' in payload
+
+
+def test_prometheus_render_exposes_module_coverage_timeseries() -> None:
+    report = compute_coverage(
+        (_llm("llm.chat", Tier.P0), _llm("llm.batches", Tier.P0, "batches")),
+        frozenset({"llm.chat"}),
+    )
+
+    metrics = render_prometheus(report)
+
+    assert 'litellm_e2e_coverage_cells{module="Core LLMs",state="covered"} 1' in metrics
+    assert 'litellm_e2e_coverage_percent{module="Core LLMs"} 100.000000' in metrics
+    assert 'litellm_e2e_coverage_percent{module="Non-Core LLMs"} 0.000000' in metrics
+    assert "litellm_e2e_coverage_orphan_markers 0" in metrics
+
+
 def test_real_registry_loads_and_ids_are_unique() -> None:
     cells = load_registry()
     ids = [c.id for c in cells]
diff --git a/tests/e2e/llm_translation/test_chat_completions_regression_e2e.py b/tests/e2e/llm_translation/test_chat_completions_regression_e2e.py
index 269cb5d6d22..5cc4ff308fa 100644
--- a/tests/e2e/llm_translation/test_chat_completions_regression_e2e.py
+++ b/tests/e2e/llm_translation/test_chat_completions_regression_e2e.py
@@ -33,7 +33,12 @@ class TestChatCompletionsRegression:
         CHAT_MODELS,
         ids=[f"{model}-{route}" for model, route in CHAT_MODELS],
     )
-    @pytest.mark.covers("llm.chat_completions.provider.basic.nonstream.works", exercised_on=[])
+    @pytest.mark.covers(
+        "llm.chat_completions.openai.basic.nonstream.works",
+        "llm.chat_completions.anthropic.basic.nonstream.works",
+        "llm.chat_completions.vertex.basic.nonstream.works",
+        exercised_on=[],
+    )
     def test_chat_returns_real_completion(
         self, client: PassthroughClient, scoped_key: str, model: str, route: str
     ) -> None:
@@ -43,16 +48,23 @@ def test_chat_returns_real_completion(
                 ChatBody(
                     model=model,
                     messages=[
-                        ChatMessage(role="user", content=f"reply with one word {unique_marker()}")
+                        ChatMessage(
+                            role="user",
+                            content=f"reply with one word {unique_marker()}",
+                        )
                     ],
                     max_tokens=512,
                 ),
             )
         )
 
-        assert response.model, f"{model} ({route}): response carried no model name: {response}"
-        assert response.choices, f"{model} ({route}): response had no choices: {response}"
+        assert (
+            response.model
+        ), f"{model} ({route}): response carried no model name: {response}"
+        assert (
+            response.choices
+        ), f"{model} ({route}): response had no choices: {response}"
         message = response.choices[0].message
-        assert message is not None and message.content and message.content.strip(), (
-            f"{model} ({route}): 200 with an empty completion (#28991): {response}"
-        )
+        assert (
+            message is not None and message.content and message.content.strip()
+        ), f"{model} ({route}): 200 with an empty completion (#28991): {response}"
diff --git a/tests/e2e/llm_translation/test_provider_features_e2e.py b/tests/e2e/llm_translation/test_provider_features_e2e.py
index 9c99c1be161..cf05a4306b4 100644
--- a/tests/e2e/llm_translation/test_provider_features_e2e.py
+++ b/tests/e2e/llm_translation/test_provider_features_e2e.py
@@ -76,13 +76,18 @@ def post_chat(client: PassthroughClient, key: str, body: BaseModel) -> ChatRespo
 
 
 class TestServiceTier:
-    @pytest.mark.covers("llm.chat_completions.openai.service_tier.works", exercised_on=[])
+    @pytest.mark.covers(
+        "llm.chat_completions.openai.service_tier.nonstream.works", exercised_on=[]
+    )
     def test_openai_service_tier_is_echoed(
         self, client: PassthroughClient, resources: ResourceManager
     ) -> None:
         model = f"e2e-service-tier-{unique_marker()}"
         model_id = client.gateway.create_model(
-            model, LiteLLMParamsBody(model="openai/gpt-5.5", api_key="os.environ/OPENAI_API_KEY")
+            model,
+            LiteLLMParamsBody(
+                model="openai/gpt-5.5", api_key="os.environ/OPENAI_API_KEY"
+            ),
         )
         resources.defer(lambda: client.gateway.delete_model(model_id))
         key = resources.key()
@@ -106,7 +111,8 @@ def test_openai_service_tier_is_echoed(
 
 class TestPromptCaching:
     @pytest.mark.covers(
-        "llm.chat_completions.bedrock_converse.prompt_cache_5m.nonstream.cache_hit", exercised_on=[]
+        "llm.chat_completions.bedrock_converse.prompt_cache_5m.nonstream.works",
+        exercised_on=[],
     )
     def test_bedrock_cache_control_produces_cache_read(
         self, client: PassthroughClient, resources: ResourceManager
@@ -129,7 +135,9 @@ def test_bedrock_cache_control_produces_cache_read(
                 RichMessage(
                     role="user",
                     content=[
-                        CacheTextBlock(text=cacheable_prefix(), cache_control=CacheControl()),
+                        CacheTextBlock(
+                            text=cacheable_prefix(), cache_control=CacheControl()
+                        ),
                         CacheTextBlock(text="Answer in one word: acknowledged?"),
                     ],
                 )
diff --git a/tests/e2e/management/test_management_e2e.py b/tests/e2e/management/test_management_e2e.py
index 3beb039b8bd..cbd5db0d59f 100644
--- a/tests/e2e/management/test_management_e2e.py
+++ b/tests/e2e/management/test_management_e2e.py
@@ -167,7 +167,7 @@ def rejected() -> bool | None:
 
 
 class TestTeamRoutes:
-    @pytest.mark.covers("management.team.new.persists")
+    @pytest.mark.covers("mgmt.team.new.persists")
     def test_new_persists_to_team_info_and_binds_keys(
         self, client: ManagementClient, resources: ResourceManager
     ) -> None:
@@ -212,7 +212,7 @@ def test_member_add_and_delete_persist_to_team_info(
 
 
 class TestUserRoutes:
-    @pytest.mark.covers("mgmt.user.new.persists")
+    @pytest.mark.covers("mgmt.user.new.happy_path")
     def test_new_persists_to_user_info(self, client: ManagementClient, resources: ResourceManager) -> None:
         email = f"e2e-mgmt-{unique_marker()}@example.com"
         user_id = _create_user(client, resources, UserNewBody(user_email=email, user_role="internal_user"))
@@ -225,7 +225,7 @@ def test_new_persists_to_user_info(self, client: ManagementClient, resources: Re
 
 
 class TestOrganizationRoutes:
-    @pytest.mark.covers("mgmt.organization.new.persists")
+    @pytest.mark.covers("mgmt.organization.new.happy_path")
     def test_new_persists_to_organization_info(
         self, client: ManagementClient, resources: ResourceManager
     ) -> None:
@@ -252,7 +252,7 @@ def _assert_route_forbidden(route: str, outcome: StreamingResponse) -> None:
 
 
 class TestManagementRoutePermissions:
-    @pytest.mark.covers("mgmt.key.generate.member_forbidden")
+    @pytest.mark.covers("other.auth.virtual_key.route_permission_enforced")
     def test_llm_only_key_forbidden_from_management_writes(
         self, client: ManagementClient, resources: ResourceManager
     ) -> None:

From 732832d3426a1a0c29363e83d62be0546d338d8f Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Tue, 7 Jul 2026 19:46:23 -0700
Subject: [PATCH 099/370] fix(mcp): bind client-forwarded Authorization to a
 single upstream

In a listing fan-out over a scope containing more than one server that
consumes the caller's Authorization (true_passthrough, oauth_delegate,
or the legacy delegate/passthrough shapes), the request-wide bearer is
now withheld from the new modes instead of being replayed against every
upstream (RFC 9700 cross-resource replay). Explicitly-addressed
operations (tool call, get_prompt, read_resource, single-server routes)
keep forwarding it.

Multi-server aggregates use the per-server x-mcp-{alias}-authorization
header instead: its value now feeds the passthrough resolver arm as the
inbound token and wins over the request-wide header, binding one token
to one server.
---
 .../mcp_server/mcp_server_manager.py          |  51 ++
 .../proxy/_experimental/mcp_server/server.py  |  28 +-
 .../mcp_server/test_mcp_server.py             | 583 +++++++-----------
 .../mcp_server/test_mcp_server_manager.py     | 112 ++++
 4 files changed, 400 insertions(+), 374 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index fd978e5bfc9..acb7c80c5b7 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -368,6 +368,54 @@ def _take_forwarded_authorization(
     return value, _without_authorization(headers)
 
 
+def _passthrough_token_from_mcp_auth_header(
+    mcp_auth_header: Optional[Union[str, dict[str, str]]],
+) -> Optional[str]:
+    """The caller's per-server upstream credential for a passthrough-mode server, or None.
+
+    Sourced from ``x-mcp-{alias}-authorization`` (string or per-header dict form) or the deprecated
+    global ``x-mcp-auth`` fallback. Per-server headers are the multi-server shape: they bind one
+    token to one server, so an aggregate scope with several passthrough-mode servers never replays
+    a single credential across upstreams. The value is forwarded verbatim, so it must be the full
+    header value (e.g. ``Bearer <upstream-token>``)."""
+    if isinstance(mcp_auth_header, str):
+        return mcp_auth_header or None
+    if isinstance(mcp_auth_header, dict):
+        return next((v for k, v in mcp_auth_header.items() if k.lower() == "authorization"), None)
+    return None
+
+
+def _consumes_caller_authorization(server: MCPServer) -> bool:
+    """True when this server's egress forwards the caller's request-wide ``Authorization`` upstream:
+    the client-forwarded token modes, legacy OAuth pass-through, and legacy upstream-delegated
+    interactive oauth2. An unstamped oauth2 row (flow column not yet backfilled) reads as a consumer,
+    which errs toward suppression — the fail-safe direction."""
+    if server.is_true_passthrough or server.is_oauth_delegate or server.is_oauth_passthrough:
+        return True
+    return (
+        server.auth_type == MCPAuth.oauth2
+        and getattr(server, "delegate_auth_to_upstream", False) is True
+        and not server.has_client_credentials
+    )
+
+
+def _caller_authorization_fans_out(
+    server: MCPServer,
+    scope_servers: Optional[list[MCPServer]],
+) -> bool:
+    """True when forwarding the caller's request-wide ``Authorization`` to ``server`` inside a
+    listing fan-out would replay one credential against multiple upstreams: another server in the
+    scope also consumes it (RFC 9700 cross-resource replay). ``scope_servers`` is None for
+    explicitly-addressed operations (tool call, get_prompt, read_resource, single-server routes),
+    where the client named the one target and the gateway is not choosing recipients."""
+    if scope_servers is None:
+        return False
+    return any(
+        other is not None and other.server_id != server.server_id and _consumes_caller_authorization(other)
+        for other in scope_servers
+    )
+
+
 def _extract_upstream_auth_failure(
     exc: BaseException,
 ) -> Optional[tuple[int, Optional[str]]]:
@@ -2357,6 +2405,9 @@ async def _create_mcp_client(
                 inbound_token = subject_token
                 if isinstance(spec.config, PassthroughConfig):
                     inbound_token, extra_headers = _take_forwarded_authorization(extra_headers)
+                    per_server_token = _passthrough_token_from_mcp_auth_header(mcp_auth_header)
+                    if per_server_token is not None:
+                        inbound_token = per_server_token
                 resolved_auth, extra_headers = await self._resolve_v2_auth(
                     server=server,
                     spec=spec,
diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index 7a854f698c9..4fda15f664e 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -331,6 +331,7 @@ def _proxy_exception_to_http_exception(exc: ProxyException) -> HTTPException:
     )
     from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
         MCPServerManager,
+        _caller_authorization_fans_out,
         _client_forwarded_authorization_headers,
         _should_strip_caller_authorization,
         _without_authorization,
@@ -1529,8 +1530,16 @@ def _prepare_mcp_server_headers(
         oauth2_headers: Optional[Dict[str, str]],
         raw_headers: Optional[Dict[str, str]],
         user_api_key_auth: Optional[UserAPIKeyAuth] = None,
+        scope_servers: Optional[list[MCPServer]] = None,
     ) -> Tuple[Optional[Union[Dict[str, str], str]], Optional[Dict[str, str]]]:
-        """Build auth and extra headers for a server."""
+        """Build auth and extra headers for a server.
+
+        ``scope_servers`` is the full server list a fan-out handler iterates. Passing it lets the
+        client-forwarded token modes withhold the caller's request-wide ``Authorization`` when
+        another server in the scope would also receive it (``_caller_authorization_fans_out``);
+        explicitly-addressed operations leave it None. Per-server ``x-mcp-{alias}-authorization``
+        headers are unaffected — they bind one token to one server and are the multi-server shape.
+        """
         server_auth_header: Optional[Union[Dict[str, str], str]] = None
         if mcp_server_auth_headers:
             from litellm.proxy._experimental.mcp_server.utils import (
@@ -1563,12 +1572,13 @@ def _prepare_mcp_server_headers(
                 ):
                     extra_headers = _without_authorization(extra_headers)
         elif server.is_true_passthrough or server.is_oauth_delegate:
-            extra_headers = _client_forwarded_authorization_headers(
-                mcp_server=server,
-                oauth2_headers=oauth2_headers,
-                raw_headers=raw_headers,
-                user_api_key_auth=user_api_key_auth,
-            )
+            if not _caller_authorization_fans_out(server, scope_servers):
+                extra_headers = _client_forwarded_authorization_headers(
+                    mcp_server=server,
+                    oauth2_headers=oauth2_headers,
+                    raw_headers=raw_headers,
+                    user_api_key_auth=user_api_key_auth,
+                )
 
         if server.extra_headers and raw_headers:
             if extra_headers is None:
@@ -1793,6 +1803,7 @@ async def _fetch_and_filter_server_tools(
                     oauth2_headers=oauth2_headers,
                     raw_headers=raw_headers,
                     user_api_key_auth=user_api_key_auth,
+                    scope_servers=allowed_mcp_servers,
                 )
 
                 # Prefer server-stored per-user OAuth when configured, so a stale
@@ -1979,6 +1990,7 @@ async def _get_prompts_from_mcp_servers(
                 oauth2_headers=oauth2_headers,
                 raw_headers=raw_headers,
                 user_api_key_auth=user_api_key_auth,
+                scope_servers=allowed_mcp_servers,
             )
 
             try:
@@ -2031,6 +2043,7 @@ async def _get_resources_from_mcp_servers(
                 oauth2_headers=oauth2_headers,
                 raw_headers=raw_headers,
                 user_api_key_auth=user_api_key_auth,
+                scope_servers=allowed_mcp_servers,
             )
 
             try:
@@ -2081,6 +2094,7 @@ async def _get_resource_templates_from_mcp_servers(
                 oauth2_headers=oauth2_headers,
                 raw_headers=raw_headers,
                 user_api_key_auth=user_api_key_auth,
+                scope_servers=allowed_mcp_servers,
             )
 
             try:
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
index b24457deabd..71ece75b2fb 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
@@ -69,9 +69,7 @@ async def test_mcp_server_tool_call_body_contains_request_data():
     # Mock the add_litellm_data_to_request function to capture the data
     captured_data = {}
 
-    async def mock_add_litellm_data_to_request(
-        data, request, user_api_key_dict, proxy_config
-    ):
+    async def mock_add_litellm_data_to_request(data, request, user_api_key_dict, proxy_config):
         captured_data.update(data)
         # Simulate the proxy_server_request creation
         captured_data["proxy_server_request"] = {
@@ -355,6 +353,79 @@ def test_prepare_mcp_server_headers_m2m_skips_authorization_from_raw_extra_heade
     assert extra_headers.get("X-Custom") == "trace"
 
 
+def _client_forwarded_mode_server(server_id: str, auth_type) -> MCPServer:
+    return MCPServer(
+        server_id=server_id,
+        name=server_id,
+        transport=MCPTransport.http,
+        auth_type=auth_type,
+    )
+
+
+def _prepare_headers_in_scope(server: MCPServer, scope_servers):
+    from litellm.proxy._experimental.mcp_server.server import (
+        _prepare_mcp_server_headers,
+    )
+
+    return _prepare_mcp_server_headers(
+        server=server,
+        mcp_server_auth_headers=None,
+        mcp_auth_header=None,
+        oauth2_headers={"Authorization": "Bearer upstream-token"},
+        raw_headers={
+            "x-litellm-api-key": "Bearer sk-litellm-key",
+            "authorization": "Bearer upstream-token",
+        },
+        user_api_key_auth=UserAPIKeyAuth(api_key="sk-litellm-key"),
+        scope_servers=scope_servers,
+    )
+
+
+def test_prepare_mcp_server_headers_withholds_global_authorization_when_scope_fans_out():
+    """One caller bearer must not be replayed against multiple upstreams (RFC 9700
+    cross-resource replay): in a fan-out scope with a second Authorization-consuming
+    server, the client-forwarded modes get no global Authorization."""
+    delegate = _client_forwarded_mode_server("od-fanout", MCPAuth.oauth_delegate)
+    second_consumer = _client_forwarded_mode_server("tp-fanout", MCPAuth.true_passthrough)
+
+    _, extra_headers = _prepare_headers_in_scope(delegate, [delegate, second_consumer])
+
+    assert not extra_headers or "authorization" not in {k.lower() for k in extra_headers}
+
+
+def test_prepare_mcp_server_headers_forwards_global_authorization_to_sole_consumer():
+    """Non-consuming servers (static api_key) in scope do not make the forward ambiguous."""
+    delegate = _client_forwarded_mode_server("od-sole", MCPAuth.oauth_delegate)
+    static_server = MCPServer(
+        server_id="static-api-key",
+        name="static-api-key",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.api_key,
+        authentication_token="static-key",
+    )
+
+    _, extra_headers = _prepare_headers_in_scope(delegate, [delegate, static_server])
+
+    assert extra_headers == {"Authorization": "Bearer upstream-token"}
+
+
+def test_prepare_mcp_server_headers_scope_counts_legacy_delegate_as_consumer():
+    """Legacy upstream-delegated oauth2 servers still receive the caller's Authorization on the
+    v1 path, so their presence in scope must suppress the new modes' forward too."""
+    delegate = _client_forwarded_mode_server("od-vs-legacy", MCPAuth.oauth_delegate)
+    legacy_delegate = MCPServer(
+        server_id="legacy-delegate",
+        name="legacy-delegate",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2,
+        delegate_auth_to_upstream=True,
+    )
+
+    _, extra_headers = _prepare_headers_in_scope(delegate, [delegate, legacy_delegate])
+
+    assert not extra_headers or "authorization" not in {k.lower() for k in extra_headers}
+
+
 @pytest.mark.asyncio
 async def test_call_tool_m2m_skips_authorization_headers():
     """M2M call_tool must not forward caller Authorization in oauth2/raw headers."""
@@ -382,9 +453,7 @@ async def test_call_tool_m2m_skips_authorization_headers():
     mock_client = MagicMock()
     mock_client.call_tool = AsyncMock(return_value=MagicMock())
 
-    with patch.object(
-        manager, "_create_mcp_client", new=AsyncMock(return_value=mock_client)
-    ) as create_client_mock:
+    with patch.object(manager, "_create_mcp_client", new=AsyncMock(return_value=mock_client)) as create_client_mock:
         await manager._call_regular_mcp_tool(
             mcp_server=server,
             original_tool_name="echo",
@@ -879,9 +948,7 @@ async def test_get_tools_from_mcp_servers_continues_when_one_server_fails():
 
     # Mock global_mcp_server_manager
     mock_manager = MagicMock()
-    mock_manager.get_allowed_mcp_servers = AsyncMock(
-        return_value=["working_server", "failing_server"]
-    )
+    mock_manager.get_allowed_mcp_servers = AsyncMock(return_value=["working_server", "failing_server"])
     mock_manager.get_mcp_server_by_id = lambda server_id: (
         working_server if server_id == "working_server" else failing_server
     )
@@ -942,9 +1009,7 @@ async def mock_get_tools_from_server(
             )
 
             # Verify success logging
-            mock_logger.info.assert_any_call(
-                "Successfully fetched 1 tools total from all MCP servers"
-            )
+            mock_logger.info.assert_any_call("Successfully fetched 1 tools total from all MCP servers")
 
 
 @pytest.mark.asyncio
@@ -985,9 +1050,7 @@ async def test_get_tools_from_mcp_servers_handles_all_servers_failing():
 
     # Mock global_mcp_server_manager
     mock_manager = MagicMock()
-    mock_manager.get_allowed_mcp_servers = AsyncMock(
-        return_value=["failing_server1", "failing_server2"]
-    )
+    mock_manager.get_allowed_mcp_servers = AsyncMock(return_value=["failing_server1", "failing_server2"])
     mock_manager.get_mcp_server_by_id = lambda server_id: (
         failing_server1 if server_id == "failing_server1" else failing_server2
     )
@@ -1042,9 +1105,7 @@ async def mock_get_tools_from_server(
             )
 
             # Verify total logging
-            mock_logger.info.assert_any_call(
-                "Successfully fetched 0 tools total from all MCP servers"
-            )
+            mock_logger.info.assert_any_call("Successfully fetched 0 tools total from all MCP servers")
 
 
 @pytest.mark.asyncio
@@ -1069,9 +1130,7 @@ async def test_mcp_server_tool_call_body_with_none_arguments():
     # Mock the add_litellm_data_to_request function to capture the data
     captured_data = {}
 
-    async def mock_add_litellm_data_to_request(
-        data, request, user_api_key_dict, proxy_config
-    ):
+    async def mock_add_litellm_data_to_request(data, request, user_api_key_dict, proxy_config):
         captured_data.update(data)
         captured_data["proxy_server_request"] = {
             "url": str(request.url),
@@ -1176,31 +1235,29 @@ async def init_task():
             results = await asyncio.gather(*tasks, return_exceptions=True)
 
             # All tasks should complete successfully (no exceptions)
-            assert all(
-                result == "success" for result in results
-            ), f"Some tasks failed: {results}"
+            assert all(result == "success" for result in results), f"Some tasks failed: {results}"
 
             # Each session manager.run() should only be called once due to the lock
-            assert (
-                mock_stateless_run.call_count == 1
-            ), f"Expected 1 call to session_manager_stateless.run(), got {mock_stateless_run.call_count}"
-            assert (
-                mock_stateful_run.call_count == 1
-            ), f"Expected 1 call to session_manager_stateful.run(), got {mock_stateful_run.call_count}"
-            assert (
-                mock_sse_run.call_count == 1
-            ), f"Expected 1 call to sse_session_manager.run(), got {mock_sse_run.call_count}"
+            assert mock_stateless_run.call_count == 1, (
+                f"Expected 1 call to session_manager_stateless.run(), got {mock_stateless_run.call_count}"
+            )
+            assert mock_stateful_run.call_count == 1, (
+                f"Expected 1 call to session_manager_stateful.run(), got {mock_stateful_run.call_count}"
+            )
+            assert mock_sse_run.call_count == 1, (
+                f"Expected 1 call to sse_session_manager.run(), got {mock_sse_run.call_count}"
+            )
 
             # The context managers should only be entered once each
-            assert (
-                mock_cm_stateless.__aenter__.call_count == 1
-            ), f"Expected 1 call to stateless __aenter__, got {mock_cm_stateless.__aenter__.call_count}"
-            assert (
-                mock_cm_stateful.__aenter__.call_count == 1
-            ), f"Expected 1 call to stateful __aenter__, got {mock_cm_stateful.__aenter__.call_count}"
-            assert (
-                mock_cm_sse.__aenter__.call_count == 1
-            ), f"Expected 1 call to sse __aenter__, got {mock_cm_sse.__aenter__.call_count}"
+            assert mock_cm_stateless.__aenter__.call_count == 1, (
+                f"Expected 1 call to stateless __aenter__, got {mock_cm_stateless.__aenter__.call_count}"
+            )
+            assert mock_cm_stateful.__aenter__.call_count == 1, (
+                f"Expected 1 call to stateful __aenter__, got {mock_cm_stateful.__aenter__.call_count}"
+            )
+            assert mock_cm_sse.__aenter__.call_count == 1, (
+                f"Expected 1 call to sse __aenter__, got {mock_cm_sse.__aenter__.call_count}"
+            )
 
             # State should be properly set
             assert mcp_server._SESSION_MANAGERS_INITIALIZED is True
@@ -1343,16 +1400,12 @@ async def stateful_handle(s, r, se):
     # initialize → stateful
     init_body = b'{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2024-11-05"}}'
     stateless_called, stateful_called = await make_request(init_body)
-    assert (
-        stateful_called and not stateless_called
-    ), "initialize (no session) should route to stateful, not stateless"
+    assert stateful_called and not stateless_called, "initialize (no session) should route to stateful, not stateless"
 
     # tools/list → stateless
     tools_body = b'{"jsonrpc":"2.0","id":2,"method":"tools/list","params":{}}'
     stateless_called, stateful_called = await make_request(tools_body)
-    assert (
-        stateless_called and not stateful_called
-    ), "tools/list (no session) should route to stateless, not stateful"
+    assert stateless_called and not stateful_called, "tools/list (no session) should route to stateless, not stateful"
 
 
 @pytest.mark.asyncio
@@ -1437,9 +1490,9 @@ async def stateful_handle(s, r, se):
     ):
         await handle_streamable_http_mcp(scope, receive, send)
 
-    assert (
-        stateful_called and not stateless_called
-    ), "chunked initialize (no session) should route to stateful, not stateless"
+    assert stateful_called and not stateless_called, (
+        "chunked initialize (no session) should route to stateful, not stateless"
+    )
 
 
 @pytest.mark.asyncio
@@ -1468,10 +1521,7 @@ async def test_mcp_routing_caps_body_peek_for_oversized_chunked_body():
 
     messages = [
         {"type": "http.request", "body": first_chunk, "more_body": True},
-        *[
-            {"type": "http.request", "body": chunk, "more_body": True}
-            for chunk in oversized_tail
-        ],
+        *[{"type": "http.request", "body": chunk, "more_body": True} for chunk in oversized_tail],
         {"type": "http.request", "body": b"", "more_body": False},
     ]
     receive_calls = {"count": 0}
@@ -1522,12 +1572,8 @@ async def stateful_handle(s, r, se):
             "litellm.proxy._experimental.mcp_server.server._SESSION_MANAGERS_INITIALIZED",
             True,
         ),
-        patch.object(
-            session_manager_stateless, "handle_request", side_effect=stateless_handle
-        ),
-        patch.object(
-            session_manager_stateful, "handle_request", side_effect=stateful_handle
-        ),
+        patch.object(session_manager_stateless, "handle_request", side_effect=stateless_handle),
+        patch.object(session_manager_stateful, "handle_request", side_effect=stateful_handle),
         patch.object(session_manager_stateless, "_server_instances", {}),
         patch.object(session_manager_stateful, "_server_instances", {}),
     ):
@@ -1578,9 +1624,7 @@ async def terminate(self):
         patch.object(session_manager_stateful, "_server_instances", instances),
         patch.object(mcp_server, "_MAX_STATEFUL_SESSIONS_PER_OWNER", 3),
         patch.dict(mcp_server._stateful_session_owners, owners, clear=True),
-        patch.dict(
-            mcp_server._stateful_session_auth_context_last_seen, last_seen, clear=True
-        ),
+        patch.dict(mcp_server._stateful_session_auth_context_last_seen, last_seen, clear=True),
         patch.dict(mcp_server._stateful_session_auth_contexts, contexts, clear=True),
         patch.dict(mcp_server._stateful_session_active_request_counts, {}, clear=True),
     ):
@@ -1593,9 +1637,7 @@ async def terminate(self):
 
         # A different owner at the cap is unaffected by owner-A's sessions.
         terminated.clear()
-        allowed_other = await mcp_server._enforce_stateful_session_cap_for_owner(
-            "owner-B"
-        )
+        allowed_other = await mcp_server._enforce_stateful_session_cap_for_owner("owner-B")
         assert allowed_other is True
         assert terminated == []
 
@@ -1614,9 +1656,7 @@ async def terminate(self):
             {f"s{i}": float(i) for i in range(3)},
             clear=True,
         ),
-        patch.dict(
-            mcp_server._stateful_session_active_request_counts, active, clear=True
-        ),
+        patch.dict(mcp_server._stateful_session_active_request_counts, active, clear=True),
     ):
         rejected = await mcp_server._enforce_stateful_session_cap_for_owner("owner-A")
         assert rejected is False
@@ -1662,9 +1702,7 @@ async def terminate(self):
             (b"authorization", b"Bearer test-key"),
         ],
     }
-    receive = AsyncMock(
-        return_value={"type": "http.request", "body": init_body, "more_body": False}
-    )
+    receive = AsyncMock(return_value={"type": "http.request", "body": init_body, "more_body": False})
     send = AsyncMock()
 
     stateful_called = []
@@ -1685,9 +1723,7 @@ async def stateful_handle(s, r, se):
         ),
         patch.object(mcp_server, "_owner_fingerprint_for", return_value="owner-X"),
         patch.object(mcp_server, "_MAX_STATEFUL_SESSIONS_PER_OWNER", cap),
-        patch.object(
-            session_manager_stateful, "handle_request", side_effect=stateful_handle
-        ),
+        patch.object(session_manager_stateful, "handle_request", side_effect=stateful_handle),
         patch.object(session_manager_stateful, "_server_instances", instances),
         patch.object(session_manager_stateless, "_server_instances", {}),
         patch.dict(mcp_server._stateful_session_owners, owners, clear=True),
@@ -1696,18 +1732,14 @@ async def stateful_handle(s, r, se):
             {f"s{i}": float(i) for i in range(cap)},
             clear=True,
         ),
-        patch.dict(
-            mcp_server._stateful_session_active_request_counts, active, clear=True
-        ),
+        patch.dict(mcp_server._stateful_session_active_request_counts, active, clear=True),
         patch.dict(mcp_server._stateful_session_auth_contexts, contexts, clear=True),
     ):
         await handle_streamable_http_mcp(scope, receive, send)
 
     assert not stateful_called, "initialize at session cap must not reach the manager"
     start_messages = [
-        call.args[0]
-        for call in send.call_args_list
-        if call.args and call.args[0].get("type") == "http.response.start"
+        call.args[0] for call in send.call_args_list if call.args and call.args[0].get("type") == "http.response.start"
     ]
     assert start_messages, "a response should have been sent"
     assert start_messages[0]["status"] == 429
@@ -1743,9 +1775,7 @@ async def test_stateful_mcp_requests_refresh_session_auth_context():
         None,
         "1.1.1.1",
     )
-    mcp_server._stateful_session_auth_contexts[session_id] = callback_context.run(
-        mcp_server.auth_context_var.get
-    )
+    mcp_server._stateful_session_auth_contexts[session_id] = callback_context.run(mcp_server.auth_context_var.get)
 
     scope = {
         "type": "http",
@@ -2006,24 +2036,14 @@ async def stateful_handle(s, r, se):
         )
         await mcp_server._purge_expired_stateful_session_auth_contexts(now=now)
         assert new_session_id in mcp_server._stateful_session_auth_contexts
-        assert (
-            mcp_server._stateful_session_auth_contexts[new_session_id]
-            is not existing_auth_user
-        )
-        assert (
-            mcp_server._stateful_session_auth_contexts[new_session_id].mcp_auth_header
-            == "new-mcp-auth"
-        )
+        assert mcp_server._stateful_session_auth_contexts[new_session_id] is not existing_auth_user
+        assert mcp_server._stateful_session_auth_contexts[new_session_id].mcp_auth_header == "new-mcp-auth"
 
     async def stateless_handle(s, r, se):
-        raise AssertionError(
-            "initialize request with session should use stateful manager"
-        )
+        raise AssertionError("initialize request with session should use stateful manager")
 
     try:
-        mcp_server._stateful_session_auth_contexts[existing_session_id] = (
-            existing_auth_user
-        )
+        mcp_server._stateful_session_auth_contexts[existing_session_id] = existing_auth_user
         mcp_server._stateful_session_auth_context_last_seen[existing_session_id] = 1.0
         mcp_server._stateful_session_owners[existing_session_id] = owner_fingerprint
 
@@ -2065,10 +2085,7 @@ async def stateless_handle(s, r, se):
         assert stateful_called
         assert new_session_id not in mcp_server._stateful_session_active_request_counts
         assert new_session_id in mcp_server._stateful_session_auth_contexts
-        assert (
-            mcp_server._stateful_session_auth_contexts[existing_session_id]
-            is existing_auth_user
-        )
+        assert mcp_server._stateful_session_auth_contexts[existing_session_id] is existing_auth_user
         assert existing_auth_user.mcp_auth_header == "old-mcp-auth"
         assert existing_auth_user.mcp_servers == ["old-server"]
     finally:
@@ -2191,15 +2208,11 @@ async def test_stateful_mcp_cleanup_loop_survives_purge_errors():
     except ImportError:
         pytest.skip("MCP server not available")
 
-    purge = AsyncMock(
-        side_effect=[RuntimeError("terminate failed"), asyncio.CancelledError()]
-    )
+    purge = AsyncMock(side_effect=[RuntimeError("terminate failed"), asyncio.CancelledError()])
 
     with (
         patch.object(mcp_server.asyncio, "sleep", AsyncMock(return_value=None)),
-        patch.object(
-            mcp_server, "_purge_expired_stateful_session_auth_contexts", purge
-        ),
+        patch.object(mcp_server, "_purge_expired_stateful_session_auth_contexts", purge),
     ):
         with pytest.raises(asyncio.CancelledError):
             await mcp_server._cleanup_expired_stateful_session_auth_contexts()
@@ -2289,9 +2302,7 @@ async def test_stateful_mcp_session_owner_mismatch_returns_403():
     intruder_auth = UserAPIKeyAuth(api_key="intruder-key", user_id="intruder")
 
     mcp_server._stateful_session_auth_contexts[session_id] = MagicMock()
-    mcp_server._stateful_session_owners[session_id] = mcp_server._owner_fingerprint_for(
-        owner_auth
-    )
+    mcp_server._stateful_session_owners[session_id] = mcp_server._owner_fingerprint_for(owner_auth)
 
     scope = {
         "type": "http",
@@ -2341,9 +2352,7 @@ async def capture_send(message):
         await handle_streamable_http_mcp(scope, receive, capture_send)
 
     handle_request_mock.assert_not_awaited()
-    statuses = [
-        m["status"] for m in sent_messages if m.get("type") == "http.response.start"
-    ]
+    statuses = [m["status"] for m in sent_messages if m.get("type") == "http.response.start"]
     assert statuses == [403]
 
     mcp_server._stateful_session_auth_contexts.pop(session_id, None)
@@ -2368,12 +2377,10 @@ async def test_stateful_mcp_session_serializes_concurrent_requests():
 
     session_id = "serialized-session-1"
     owner_auth = UserAPIKeyAuth(api_key="owner-key", user_id="owner")
-    mcp_server._stateful_session_auth_contexts[session_id] = (
-        mcp_server.MCPAuthenticatedUser(user_api_key_auth=owner_auth)
-    )
-    mcp_server._stateful_session_owners[session_id] = mcp_server._owner_fingerprint_for(
-        owner_auth
+    mcp_server._stateful_session_auth_contexts[session_id] = mcp_server.MCPAuthenticatedUser(
+        user_api_key_auth=owner_auth
     )
+    mcp_server._stateful_session_owners[session_id] = mcp_server._owner_fingerprint_for(owner_auth)
 
     inside = 0
     max_inside = 0
@@ -2414,9 +2421,7 @@ async def make_request():
                 "litellm.proxy._experimental.mcp_server.server._SESSION_MANAGERS_INITIALIZED",
                 True,
             ),
-            patch.object(
-                session_manager_stateful, "handle_request", side_effect=slow_handle
-            ),
+            patch.object(session_manager_stateful, "handle_request", side_effect=slow_handle),
             patch.object(
                 session_manager_stateful,
                 "_server_instances",
@@ -2432,9 +2437,7 @@ async def make_request():
         mcp_server._stateful_session_owners.pop(session_id, None)
         mcp_server._stateful_session_locks.pop(session_id, None)
 
-    assert (
-        max_inside == 1
-    ), "concurrent requests on same stateful session must be serialized"
+    assert max_inside == 1, "concurrent requests on same stateful session must be serialized"
 
 
 @pytest.mark.asyncio
@@ -2486,9 +2489,7 @@ async def handle(s, r, se):
                 "litellm.proxy._experimental.mcp_server.server._SESSION_MANAGERS_INITIALIZED",
                 True,
             ),
-            patch.object(
-                session_manager_stateful, "handle_request", side_effect=handle
-            ),
+            patch.object(session_manager_stateful, "handle_request", side_effect=handle),
             patch.object(
                 session_manager_stateful,
                 "_server_instances",
@@ -2498,9 +2499,9 @@ async def handle(s, r, se):
             assert session_id not in mcp_server._stateful_session_auth_contexts
             await handle_streamable_http_mcp(scope, receive, AsyncMock())
 
-        assert (
-            session_id not in mcp_server._stateful_session_locks
-        ), "lock entry must be cleaned up for untracked stateful session"
+        assert session_id not in mcp_server._stateful_session_locks, (
+            "lock entry must be cleaned up for untracked stateful session"
+        )
     finally:
         mcp_server._stateful_session_auth_contexts.pop(session_id, None)
         mcp_server._stateful_session_owners.pop(session_id, None)
@@ -2526,12 +2527,10 @@ async def test_stateful_mcp_get_stream_does_not_block_post():
 
     session_id = "stream-session-1"
     owner_auth = UserAPIKeyAuth(api_key="owner-key", user_id="owner")
-    mcp_server._stateful_session_auth_contexts[session_id] = (
-        mcp_server.MCPAuthenticatedUser(user_api_key_auth=owner_auth)
-    )
-    mcp_server._stateful_session_owners[session_id] = mcp_server._owner_fingerprint_for(
-        owner_auth
+    mcp_server._stateful_session_auth_contexts[session_id] = mcp_server.MCPAuthenticatedUser(
+        user_api_key_auth=owner_auth
     )
+    mcp_server._stateful_session_owners[session_id] = mcp_server._owner_fingerprint_for(owner_auth)
 
     stream_release = asyncio.Event()
     post_finished = asyncio.Event()
@@ -2569,9 +2568,7 @@ async def call(method: str, body: bytes = b""):
                 "litellm.proxy._experimental.mcp_server.server._SESSION_MANAGERS_INITIALIZED",
                 True,
             ),
-            patch.object(
-                session_manager_stateful, "handle_request", side_effect=handle
-            ),
+            patch.object(session_manager_stateful, "handle_request", side_effect=handle),
             patch.object(
                 session_manager_stateful,
                 "_server_instances",
@@ -2615,10 +2612,7 @@ def test_jsonrpc_text_has_top_level_method_ignores_nested_method():
     assert _jsonrpc_text_has_top_level_method(reordered) is True
 
     # response whose result nests a "method" key (and arrays of them)
-    response = (
-        '{"jsonrpc":"2.0","id":1,"result":{"toolResult":{"method":"GET"},'
-        '"steps":[{"method":"x"}]}}'
-    )
+    response = '{"jsonrpc":"2.0","id":1,"result":{"toolResult":{"method":"GET"},"steps":[{"method":"x"}]}}'
     assert _jsonrpc_text_has_top_level_method(response) is False
 
     # truncated response: result value never closes, no top-level method seen
@@ -2643,12 +2637,10 @@ async def test_truncated_jsonrpc_response_with_nested_method_skips_lock():
 
     session_id = "nested-method-response-session"
     owner_auth = UserAPIKeyAuth(api_key="owner-key", user_id="owner")
-    mcp_server._stateful_session_auth_contexts[session_id] = (
-        mcp_server.MCPAuthenticatedUser(user_api_key_auth=owner_auth)
-    )
-    mcp_server._stateful_session_owners[session_id] = mcp_server._owner_fingerprint_for(
-        owner_auth
+    mcp_server._stateful_session_auth_contexts[session_id] = mcp_server.MCPAuthenticatedUser(
+        user_api_key_auth=owner_auth
     )
+    mcp_server._stateful_session_owners[session_id] = mcp_server._owner_fingerprint_for(owner_auth)
 
     gate = asyncio.Event()
     request_in_handle = asyncio.Event()
@@ -2685,8 +2677,7 @@ async def call(body: bytes):
     # parsed, with a nested "method" key in the first bytes to trip a flat
     # substring heuristic.
     response_body = (
-        '{"jsonrpc":"2.0","id":99,"result":{"toolResult":'
-        '{"method":"GET","payload":"' + ("x" * 5000) + '"}}}'
+        '{"jsonrpc":"2.0","id":99,"result":{"toolResult":{"method":"GET","payload":"' + ("x" * 5000) + '"}}}'
     ).encode()
 
     try:
@@ -2700,9 +2691,7 @@ async def call(body: bytes):
                 "litellm.proxy._experimental.mcp_server.server._SESSION_MANAGERS_INITIALIZED",
                 True,
             ),
-            patch.object(
-                session_manager_stateful, "handle_request", side_effect=handle
-            ),
+            patch.object(session_manager_stateful, "handle_request", side_effect=handle),
             patch.object(
                 session_manager_stateful,
                 "_server_instances",
@@ -2774,13 +2763,9 @@ async def test_mcp_routing_with_conflicting_alias_and_group_name():
     mock_get_tools_spy = AsyncMock(return_value=[])
 
     # Mock the function that checks DB for an access group named "custom_solutions"
-    mock_db_lookup = AsyncMock(
-        return_value=[specific_server.server_id, other_server.server_id]
-    )
+    mock_db_lookup = AsyncMock(return_value=[specific_server.server_id, other_server.server_id])
 
-    mock_get_allowed = AsyncMock(
-        return_value=[specific_server.server_id, other_server.server_id]
-    )
+    mock_get_allowed = AsyncMock(return_value=[specific_server.server_id, other_server.server_id])
 
     with (
         patch(
@@ -2805,14 +2790,12 @@ async def test_mcp_routing_with_conflicting_alias_and_group_name():
         )
 
     # Get the list of actual server objects that the orchestrator tried to contact
-    called_servers = [
-        call.kwargs["server"] for call in mock_get_tools_spy.call_args_list
-    ]
+    called_servers = [call.kwargs["server"] for call in mock_get_tools_spy.call_args_list]
 
     assert len(called_servers) == 1, "Should have resolved to exactly one server."
-    assert (
-        called_servers[0].server_id == specific_server.server_id
-    ), "Should have contacted the specific server alias, not the group."
+    assert called_servers[0].server_id == specific_server.server_id, (
+        "Should have contacted the specific server alias, not the group."
+    )
 
 
 @pytest.mark.asyncio
@@ -2926,9 +2909,7 @@ async def mock_fetch_tools_with_timeout(client, server_name):
         )
 
     # Verify that _create_mcp_client was called
-    assert (
-        mock_create_client.call_count == 1
-    ), "Expected _create_mcp_client to be called once"
+    assert mock_create_client.call_count == 1, "Expected _create_mcp_client to be called once"
 
     # Verify the server passed to _create_mcp_client is the OAuth2 server
     assert captured_client_args["server"].server_id == oauth2_server.server_id
@@ -2938,9 +2919,9 @@ async def mock_fetch_tools_with_timeout(client, server_name):
     # oauth2 Authorization upstream. The v2 resolver injects the stored per-user token,
     # so a caller-supplied bearer cannot override another user's stored credential.
     extra_headers = captured_client_args["extra_headers"]
-    assert extra_headers is None or "Authorization" not in {
-        k.lower() for k in extra_headers
-    }, f"Caller Authorization must not be forwarded, got {extra_headers}"
+    assert extra_headers is None or "Authorization" not in {k.lower() for k in extra_headers}, (
+        f"Caller Authorization must not be forwarded, got {extra_headers}"
+    )
 
 
 @pytest.mark.asyncio
@@ -3049,12 +3030,8 @@ async def test_list_tools_multiple_servers_prefixed_names():
 
     # Mock manager
     mock_manager = MagicMock()
-    mock_manager.get_allowed_mcp_servers = AsyncMock(
-        return_value=["server1", "server2"]
-    )
-    mock_manager.get_mcp_server_by_id = lambda server_id: (
-        server1 if server_id == "server1" else server2
-    )
+    mock_manager.get_allowed_mcp_servers = AsyncMock(return_value=["server1", "server2"])
+    mock_manager.get_mcp_server_by_id = lambda server_id: server1 if server_id == "server1" else server2
     # Mock filter_server_ids_by_ip to return server_ids unchanged (no IP filtering)
     mock_manager.filter_server_ids_by_ip_with_info = lambda server_ids, client_ip: (
         server_ids,
@@ -3653,9 +3630,7 @@ async def mock_get_tools_from_server(
         tool1.inputSchema = {}
 
         tool2 = MagicMock()
-        tool2.name = (
-            "GITMCP-search_litellm_documentation"  # Prefixed, not in allowed list
-        )
+        tool2.name = "GITMCP-search_litellm_documentation"  # Prefixed, not in allowed list
         tool2.description = "Search docs"
         tool2.inputSchema = {}
 
@@ -3876,17 +3851,13 @@ async def test_reuses_existing_server_when_updated_at_matches(self):
         db_row = _make_db_mcp_server("server-1", timestamp)
 
         mock_prisma = MagicMock()
-        mock_prisma.db.litellm_mcpservertable.find_many = AsyncMock(
-            return_value=[db_row]
-        )
+        mock_prisma.db.litellm_mcpservertable.find_many = AsyncMock(return_value=[db_row])
         with (
             patch(
                 "litellm.proxy.management_endpoints.mcp_management_endpoints.get_prisma_client_or_throw",
                 return_value=mock_prisma,
             ),
-            patch.object(
-                manager, "build_mcp_server_from_table", AsyncMock()
-            ) as mock_build,
+            patch.object(manager, "build_mcp_server_from_table", AsyncMock()) as mock_build,
         ):
             await manager.reload_servers_from_database()
 
@@ -3922,9 +3893,7 @@ async def test_rebuilds_server_when_updated_at_changes(self):
         )
 
         mock_prisma = MagicMock()
-        mock_prisma.db.litellm_mcpservertable.find_many = AsyncMock(
-            return_value=[db_row]
-        )
+        mock_prisma.db.litellm_mcpservertable.find_many = AsyncMock(return_value=[db_row])
         with (
             patch(
                 "litellm.proxy.management_endpoints.mcp_management_endpoints.get_prisma_client_or_throw",
@@ -4049,9 +4018,7 @@ async def register_openapi_tools(server, **kwargs):
                 raise RuntimeError("blocked address")
 
         mock_prisma = MagicMock()
-        mock_prisma.db.litellm_mcpservertable.find_many = AsyncMock(
-            return_value=[healthy_row, bad_openapi_row]
-        )
+        mock_prisma.db.litellm_mcpservertable.find_many = AsyncMock(return_value=[healthy_row, bad_openapi_row])
         with (
             patch(
                 "litellm.proxy.management_endpoints.mcp_management_endpoints.get_prisma_client_or_throw",
@@ -4147,10 +4114,7 @@ async def test_call_mcp_tool_logs_failure_via_post_call_failure_hook():
             )
 
     proxy_logging_mock.post_call_failure_hook.assert_awaited_once()
-    assert (
-        proxy_logging_mock.post_call_failure_hook.await_args.kwargs.get("route")
-        == "/mcp/call_tool"
-    )
+    assert proxy_logging_mock.post_call_failure_hook.await_args.kwargs.get("route") == "/mcp/call_tool"
 
 
 @pytest.mark.asyncio
@@ -4232,9 +4196,7 @@ def _capture_function_setup(*_args, **kwargs):
 
     assert tools == [tool_1]
     dummy_logging_obj.async_success_handler.assert_awaited_once()
-    assert dummy_logging_obj.async_success_handler.await_args.kwargs["result"] == [
-        tool_1.model_dump(mode="json")
-    ]
+    assert dummy_logging_obj.async_success_handler.await_args.kwargs["result"] == [tool_1.model_dump(mode="json")]
     assert function_setup_kwargs["metadata"]["tags"] == ["team-a"]
 
     spend_meta = dummy_logging_obj.model_call_details["metadata"]["spend_logs_metadata"]
@@ -4580,9 +4542,7 @@ async def test_get_tools_from_mcp_servers_injects_stored_oauth2_token():
     oauth2_server.extra_headers = None
 
     # Simulate the DB returning a valid credential for this user+server
-    prefetched_creds = {
-        SERVER_ID: {"access_token": STORED_TOKEN, "server_id": SERVER_ID}
-    }
+    prefetched_creds = {SERVER_ID: {"access_token": STORED_TOKEN, "server_id": SERVER_ID}}
 
     tool_1 = MagicMock()
     tool_1.name = "atlassian_test-search"
@@ -4689,16 +4649,12 @@ def test_yaml_override_beats_upstream_cache(self):
             global_mcp_server_manager,
         )
 
-        global_mcp_server_manager._upstream_initialize_instructions_by_server_id[
-            "s1"
-        ] = "upstream"
+        global_mcp_server_manager._upstream_initialize_instructions_by_server_id["s1"] = "upstream"
         try:
             s = _make_instruction_server(instructions="yaml wins")
             assert self._merge([s]) == "yaml wins"
         finally:
-            global_mcp_server_manager._upstream_initialize_instructions_by_server_id.pop(
-                "s1", None
-            )
+            global_mcp_server_manager._upstream_initialize_instructions_by_server_id.pop("s1", None)
 
     def test_upstream_cache_used_when_no_yaml(self):
         """Upstream cached instructions are used when no YAML override is set."""
@@ -4706,16 +4662,12 @@ def test_upstream_cache_used_when_no_yaml(self):
             global_mcp_server_manager,
         )
 
-        global_mcp_server_manager._upstream_initialize_instructions_by_server_id[
-            "s1"
-        ] = "from upstream"
+        global_mcp_server_manager._upstream_initialize_instructions_by_server_id["s1"] = "from upstream"
         try:
             s = _make_instruction_server(instructions=None)
             assert self._merge([s]) == "from upstream"
         finally:
-            global_mcp_server_manager._upstream_initialize_instructions_by_server_id.pop(
-                "s1", None
-            )
+            global_mcp_server_manager._upstream_initialize_instructions_by_server_id.pop("s1", None)
 
     def test_spec_path_servers_skipped(self):
         """OpenAPI (spec_path) servers do not contribute instructions."""
@@ -4729,12 +4681,8 @@ def test_no_instructions_no_cache_returns_none(self):
 
     def test_multiple_servers_merged_with_labels(self):
         """Multiple servers get label-prefixed and separator-joined."""
-        s1 = _make_instruction_server(
-            server_id="a", name="a", alias="Alpha", instructions="instr A"
-        )
-        s2 = _make_instruction_server(
-            server_id="b", name="b", alias="Beta", instructions="instr B"
-        )
+        s1 = _make_instruction_server(server_id="a", name="a", alias="Alpha", instructions="instr A")
+        s2 = _make_instruction_server(server_id="b", name="b", alias="Beta", instructions="instr B")
         result = self._merge([s1, s2])
         assert result is not None
         assert "[Alpha]" in result and "[Beta]" in result
@@ -4754,25 +4702,17 @@ def test_mixed_yaml_cache_specpath(self):
             global_mcp_server_manager,
         )
 
-        global_mcp_server_manager._upstream_initialize_instructions_by_server_id[
-            "c"
-        ] = "cached C"
+        global_mcp_server_manager._upstream_initialize_instructions_by_server_id["c"] = "cached C"
         try:
-            s_yaml = _make_instruction_server(
-                server_id="a", name="a", alias="A", instructions="yaml A"
-            )
-            s_spec = _make_instruction_server(
-                server_id="b", name="b", alias="B", spec_path="/spec.json", url=None
-            )
+            s_yaml = _make_instruction_server(server_id="a", name="a", alias="A", instructions="yaml A")
+            s_spec = _make_instruction_server(server_id="b", name="b", alias="B", spec_path="/spec.json", url=None)
             s_cached = _make_instruction_server(server_id="c", name="c", alias="C")
             result = self._merge([s_yaml, s_spec, s_cached])
             assert "yaml A" in result
             assert "cached C" in result
             assert "[B]" not in result
         finally:
-            global_mcp_server_manager._upstream_initialize_instructions_by_server_id.pop(
-                "c", None
-            )
+            global_mcp_server_manager._upstream_initialize_instructions_by_server_id.pop("c", None)
 
 
 class TestEnsureUpstreamInitializeInstructionsCached:
@@ -4784,15 +4724,9 @@ async def test_skips_when_yaml_instructions_set(self):
             global_mcp_server_manager,
         )
 
-        server = _make_instruction_server(
-            server_id="yaml-only", instructions="from yaml"
-        )
-        with patch.object(
-            global_mcp_server_manager, "_create_mcp_client", AsyncMock()
-        ) as mock_create:
-            await global_mcp_server_manager._ensure_upstream_initialize_instructions_cached(
-                server
-            )
+        server = _make_instruction_server(server_id="yaml-only", instructions="from yaml")
+        with patch.object(global_mcp_server_manager, "_create_mcp_client", AsyncMock()) as mock_create:
+            await global_mcp_server_manager._ensure_upstream_initialize_instructions_cached(server)
         mock_create.assert_not_awaited()
 
     @pytest.mark.asyncio
@@ -4804,21 +4738,13 @@ async def test_skips_when_already_cached(self):
         )
 
         server = _make_instruction_server(server_id="cached-only", instructions=None)
-        global_mcp_server_manager._upstream_initialize_instructions_by_server_id[
-            "cached-only"
-        ] = "warm"
+        global_mcp_server_manager._upstream_initialize_instructions_by_server_id["cached-only"] = "warm"
         try:
-            with patch.object(
-                global_mcp_server_manager, "_create_mcp_client", AsyncMock()
-            ) as mock_create:
-                await global_mcp_server_manager._ensure_upstream_initialize_instructions_cached(
-                    server
-                )
+            with patch.object(global_mcp_server_manager, "_create_mcp_client", AsyncMock()) as mock_create:
+                await global_mcp_server_manager._ensure_upstream_initialize_instructions_cached(server)
             mock_create.assert_not_awaited()
         finally:
-            global_mcp_server_manager._upstream_initialize_instructions_by_server_id.pop(
-                "cached-only", None
-            )
+            global_mcp_server_manager._upstream_initialize_instructions_by_server_id.pop("cached-only", None)
 
     @pytest.mark.asyncio
     async def test_skips_when_spec_path_set(self):
@@ -4828,15 +4754,9 @@ async def test_skips_when_spec_path_set(self):
             global_mcp_server_manager,
         )
 
-        server = _make_instruction_server(
-            server_id="openapi-spec", spec_path="/openapi.json", url=None
-        )
-        with patch.object(
-            global_mcp_server_manager, "_create_mcp_client", AsyncMock()
-        ) as mock_create:
-            await global_mcp_server_manager._ensure_upstream_initialize_instructions_cached(
-                server
-            )
+        server = _make_instruction_server(server_id="openapi-spec", spec_path="/openapi.json", url=None)
+        with patch.object(global_mcp_server_manager, "_create_mcp_client", AsyncMock()) as mock_create:
+            await global_mcp_server_manager._ensure_upstream_initialize_instructions_cached(server)
         mock_create.assert_not_awaited()
 
     @pytest.mark.asyncio
@@ -4858,22 +4778,14 @@ async def test_runs_upstream_session_and_caches(self):
             AsyncMock(return_value=fake_client),
         ):
             try:
-                await global_mcp_server_manager._ensure_upstream_initialize_instructions_cached(
-                    server
-                )
+                await global_mcp_server_manager._ensure_upstream_initialize_instructions_cached(server)
                 assert (
-                    global_mcp_server_manager._upstream_initialize_instructions_by_server_id[
-                        "cold-server"
-                    ]
+                    global_mcp_server_manager._upstream_initialize_instructions_by_server_id["cold-server"]
                     == "upstream says hi"
                 )
             finally:
-                global_mcp_server_manager._upstream_initialize_instructions_by_server_id.pop(
-                    "cold-server", None
-                )
-                global_mcp_server_manager._upstream_initialize_instructions_probed_at.pop(
-                    "cold-server", None
-                )
+                global_mcp_server_manager._upstream_initialize_instructions_by_server_id.pop("cold-server", None)
+                global_mcp_server_manager._upstream_initialize_instructions_probed_at.pop("cold-server", None)
 
     @pytest.mark.asyncio
     async def test_cooldown_after_empty_upstream_response(self):
@@ -4892,27 +4804,13 @@ async def test_cooldown_after_empty_upstream_response(self):
         create = AsyncMock(return_value=fake_client)
         with patch.object(global_mcp_server_manager, "_create_mcp_client", create):
             try:
-                await global_mcp_server_manager._ensure_upstream_initialize_instructions_cached(
-                    server
-                )
-                await global_mcp_server_manager._ensure_upstream_initialize_instructions_cached(
-                    server
-                )
-                assert (
-                    create.await_count == 1
-                ), "Second probe within cooldown must not reconnect to upstream"
-                assert (
-                    "empty-server"
-                    not in global_mcp_server_manager._upstream_initialize_instructions_by_server_id
-                )
-                assert (
-                    "empty-server"
-                    in global_mcp_server_manager._upstream_initialize_instructions_probed_at
-                )
+                await global_mcp_server_manager._ensure_upstream_initialize_instructions_cached(server)
+                await global_mcp_server_manager._ensure_upstream_initialize_instructions_cached(server)
+                assert create.await_count == 1, "Second probe within cooldown must not reconnect to upstream"
+                assert "empty-server" not in global_mcp_server_manager._upstream_initialize_instructions_by_server_id
+                assert "empty-server" in global_mcp_server_manager._upstream_initialize_instructions_probed_at
             finally:
-                global_mcp_server_manager._upstream_initialize_instructions_probed_at.pop(
-                    "empty-server", None
-                )
+                global_mcp_server_manager._upstream_initialize_instructions_probed_at.pop("empty-server", None)
 
     @pytest.mark.asyncio
     async def test_cooldown_after_upstream_failure(self):
@@ -4925,35 +4823,19 @@ async def test_cooldown_after_upstream_failure(self):
 
         server = _make_instruction_server(server_id="boom-server", instructions=None)
         fake_client = MagicMock()
-        fake_client.run_with_session = AsyncMock(
-            side_effect=RuntimeError("upstream down")
-        )
+        fake_client.run_with_session = AsyncMock(side_effect=RuntimeError("upstream down"))
         fake_client._last_initialize_instructions = None
 
         create = AsyncMock(return_value=fake_client)
         with patch.object(global_mcp_server_manager, "_create_mcp_client", create):
             try:
-                await global_mcp_server_manager._ensure_upstream_initialize_instructions_cached(
-                    server
-                )
-                await global_mcp_server_manager._ensure_upstream_initialize_instructions_cached(
-                    server
-                )
-                assert (
-                    create.await_count == 1
-                ), "Second probe within cooldown must not reconnect after failure"
-                assert (
-                    "boom-server"
-                    not in global_mcp_server_manager._upstream_initialize_instructions_by_server_id
-                )
-                assert (
-                    "boom-server"
-                    in global_mcp_server_manager._upstream_initialize_instructions_probed_at
-                )
+                await global_mcp_server_manager._ensure_upstream_initialize_instructions_cached(server)
+                await global_mcp_server_manager._ensure_upstream_initialize_instructions_cached(server)
+                assert create.await_count == 1, "Second probe within cooldown must not reconnect after failure"
+                assert "boom-server" not in global_mcp_server_manager._upstream_initialize_instructions_by_server_id
+                assert "boom-server" in global_mcp_server_manager._upstream_initialize_instructions_probed_at
             finally:
-                global_mcp_server_manager._upstream_initialize_instructions_probed_at.pop(
-                    "boom-server", None
-                )
+                global_mcp_server_manager._upstream_initialize_instructions_probed_at.pop("boom-server", None)
 
     @pytest.mark.asyncio
     async def test_reload_resets_probe_cooldown(self):
@@ -4962,19 +4844,12 @@ async def test_reload_resets_probe_cooldown(self):
             global_mcp_server_manager,
         )
 
-        global_mcp_server_manager._upstream_initialize_instructions_probed_at[
-            "reload-target"
-        ] = 1.0
+        global_mcp_server_manager._upstream_initialize_instructions_probed_at["reload-target"] = 1.0
         try:
             await global_mcp_server_manager.load_servers_from_config({})
-            assert (
-                "reload-target"
-                not in global_mcp_server_manager._upstream_initialize_instructions_probed_at
-            )
+            assert "reload-target" not in global_mcp_server_manager._upstream_initialize_instructions_probed_at
         finally:
-            global_mcp_server_manager._upstream_initialize_instructions_probed_at.pop(
-                "reload-target", None
-            )
+            global_mcp_server_manager._upstream_initialize_instructions_probed_at.pop("reload-target", None)
 
 
 class TestGatewayCreateInitializationOptions:
@@ -5040,9 +4915,7 @@ async def test_scoped_request_uses_configured_server_alias(self):
             ):
                 assert server.create_initialization_options().server_name == "grafana"
 
-        assert (
-            server.create_initialization_options().server_name == "litellm-mcp-server"
-        )
+        assert server.create_initialization_options().server_name == "litellm-mcp-server"
 
     @pytest.mark.asyncio
     async def test_sse_handler_scopes_server_name_from_single_server_path(self):
@@ -5119,9 +4992,7 @@ async def record_request(scope, receive, send):
             await handle_sse_mcp(scope, AsyncMock(), AsyncMock())
 
         assert captured["server_name"] == "grafana"
-        assert (
-            server.create_initialization_options().server_name == "litellm-mcp-server"
-        )
+        assert server.create_initialization_options().server_name == "litellm-mcp-server"
 
     def test_contextvar_set_injects_instructions(self):
         """When ContextVar has a value, it appears in InitializationOptions."""
@@ -5239,12 +5110,8 @@ async def capture_extra_headers(*args, **kwargs):
     ):
         mock_manager.get_allowed_mcp_servers = AsyncMock(return_value=["legacy-m2m-id"])
         mock_manager.get_mcp_server_by_id = MagicMock(return_value=legacy_server)
-        mock_manager.filter_server_ids_by_ip_with_info = MagicMock(
-            return_value=(["legacy-m2m-id"], 0)
-        )
-        mock_manager._get_tools_from_server = AsyncMock(
-            side_effect=capture_extra_headers
-        )
+        mock_manager.filter_server_ids_by_ip_with_info = MagicMock(return_value=(["legacy-m2m-id"], 0))
+        mock_manager._get_tools_from_server = AsyncMock(side_effect=capture_extra_headers)
 
         tools = await _get_tools_from_mcp_servers(
             user_api_key_auth=user_auth,
@@ -5336,10 +5203,8 @@ async def capture_create_mcp_client(*args, **kwargs):
             pass  # We only care about the captured headers
 
     # With P2 fix: extra_headers should be None (not {}) when all headers filtered
-    assert (
-        captured_extra_headers is None
-    ), "P2 API consistency issue: expected None for empty extra_headers, got: " + str(
-        captured_extra_headers
+    assert captured_extra_headers is None, (
+        "P2 API consistency issue: expected None for empty extra_headers, got: " + str(captured_extra_headers)
     )
 
 
@@ -5364,9 +5229,7 @@ async def test_probe_upstream_auth_returns_upstream_status():
         "litellm.proxy._experimental.mcp_server.server.get_async_httpx_client",
         return_value=mock_client,
     ):
-        status, www_auth = await _probe_upstream_auth(
-            "http://upstream/mcp", "Bearer some-token"
-        )
+        status, www_auth = await _probe_upstream_auth("http://upstream/mcp", "Bearer some-token")
 
     assert status == 401
     assert www_auth == 'Bearer realm="test"'
@@ -5393,9 +5256,7 @@ async def test_probe_upstream_auth_surfaces_httpx_status_error():
     mock_response.status_code = 401
     mock_response.headers = {"www-authenticate": 'Bearer realm="test"'}
     request = httpx.Request("POST", "http://upstream/mcp")
-    error = httpx.HTTPStatusError(
-        message="401 Unauthorized", request=request, response=mock_response
-    )
+    error = httpx.HTTPStatusError(message="401 Unauthorized", request=request, response=mock_response)
 
     mock_client = MagicMock()
     mock_client.post = AsyncMock(side_effect=error)
@@ -5404,9 +5265,7 @@ async def test_probe_upstream_auth_surfaces_httpx_status_error():
         "litellm.proxy._experimental.mcp_server.server.get_async_httpx_client",
         return_value=mock_client,
     ):
-        status, www_auth = await _probe_upstream_auth(
-            "http://upstream/mcp", "Bearer some-token"
-        )
+        status, www_auth = await _probe_upstream_auth("http://upstream/mcp", "Bearer some-token")
 
     assert status == 401
     assert www_auth == 'Bearer realm="test"'
@@ -5424,9 +5283,7 @@ async def test_probe_upstream_auth_fails_open_on_network_error():
         "litellm.proxy._experimental.mcp_server.server.get_async_httpx_client",
         return_value=mock_client,
     ):
-        status, www_auth = await _probe_upstream_auth(
-            "http://upstream/mcp", "Bearer some-token"
-        )
+        status, www_auth = await _probe_upstream_auth("http://upstream/mcp", "Bearer some-token")
 
     assert status == 200
     assert www_auth is None
@@ -6349,9 +6206,7 @@ def test_preserves_403_status(self):
         from litellm.proxy._types import ProxyException
 
         http_exc = _proxy_exception_to_http_exception(
-            ProxyException(
-                message="Forbidden", type="auth_error", param="key", code=403
-            )
+            ProxyException(message="Forbidden", type="auth_error", param="key", code=403)
         )
 
         assert http_exc.status_code == 403
@@ -6415,10 +6270,7 @@ async def send(message):
         assert exc_info.value.status_code == 401
         assert exc_info.value.headers["WWW-Authenticate"] == "Bearer"
         # Must not have emitted a 500 body via the generic catch-all.
-        assert not any(
-            m.get("type") == "http.response.start" and m.get("status") == 500
-            for m in sent
-        )
+        assert not any(m.get("type") == "http.response.start" and m.get("status") == 500 for m in sent)
 
     @pytest.mark.asyncio
     async def test_sse_propagates_proxy_exception_as_401(self):
@@ -6458,10 +6310,7 @@ async def send(message):
 
         assert exc_info.value.status_code == 401
         assert exc_info.value.headers["WWW-Authenticate"] == "Bearer"
-        assert not any(
-            m.get("type") == "http.response.start" and m.get("status") == 500
-            for m in sent
-        )
+        assert not any(m.get("type") == "http.response.start" and m.get("status") == 500 for m in sent)
 
 
 class TestMCPMetaTraceCarrier:
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index a7a0379c7ad..dc1a950f706 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -1490,6 +1490,118 @@ async def test_create_mcp_client_forwarded_modes_use_the_passthrough_arm(self):
         assert emitted.headers["Authorization"] == "Bearer upstream-token"
         assert not kwargs["extra_headers"] or "authorization" not in {k.lower() for k in kwargs["extra_headers"]}
 
+    @staticmethod
+    def _emitted_authorization(mock_client_cls) -> str:
+        kwargs = mock_client_cls.call_args.kwargs
+        emitted = httpx.Request("GET", "https://example.com/mcp")
+        flow = kwargs["resolved_auth"].auth_flow(emitted)
+        next(flow)
+        flow.close()
+        return emitted.headers["Authorization"]
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize(
+        "per_server_header",
+        ["Bearer per-server-token", {"Authorization": "Bearer per-server-token"}],
+    )
+    async def test_create_mcp_client_passthrough_prefers_per_server_token(self, per_server_header):
+        """A per-server x-mcp-{alias}-authorization value is the explicit one-token-one-server
+        binding, so it must win over the request-wide Authorization and reach the upstream
+        verbatim through the passthrough arm."""
+        manager = MCPServerManager()
+        server = MCPServer(
+            server_id="tp-per-server",
+            name="tp",
+            url="https://example.com",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.true_passthrough,
+        )
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.mcp_server_manager.resolve_mcp_auth",
+                new_callable=AsyncMock,
+            ) as mock_resolve,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.MCPClient") as mock_client_cls,
+        ):
+            await manager._create_mcp_client(
+                server=server,
+                mcp_auth_header=per_server_header,
+                extra_headers={"Authorization": "Bearer global-token"},
+            )
+        mock_resolve.assert_not_awaited()
+        assert self._emitted_authorization(mock_client_cls) == "Bearer per-server-token"
+        kwargs = mock_client_cls.call_args.kwargs
+        assert not kwargs["extra_headers"] or "authorization" not in {k.lower() for k in kwargs["extra_headers"]}
+
+    def test_consumes_caller_authorization_per_mode(self):
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            _consumes_caller_authorization,
+        )
+
+        def build(**kwargs) -> MCPServer:
+            return MCPServer(
+                server_id="s",
+                name="s",
+                url="https://example.com",
+                transport=MCPTransport.http,
+                **kwargs,
+            )
+
+        assert _consumes_caller_authorization(build(auth_type=MCPAuth.true_passthrough)) is True
+        assert _consumes_caller_authorization(build(auth_type=MCPAuth.oauth_delegate)) is True
+        assert (
+            _consumes_caller_authorization(
+                build(auth_type=MCPAuth.none, extra_headers=["Authorization"], oauth_passthrough=True)
+            )
+            is True
+        )
+        assert _consumes_caller_authorization(build(auth_type=MCPAuth.oauth2, delegate_auth_to_upstream=True)) is True
+        assert _consumes_caller_authorization(build(auth_type=MCPAuth.api_key, authentication_token="x")) is False
+        assert (
+            _consumes_caller_authorization(
+                build(
+                    auth_type=MCPAuth.oauth2,
+                    delegate_auth_to_upstream=True,
+                    oauth2_flow="client_credentials",
+                    token_url="https://idp/token",
+                )
+            )
+            is False
+        )
+
+    def test_caller_authorization_fans_out_only_with_second_consumer(self):
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            _caller_authorization_fans_out,
+        )
+
+        delegate = MCPServer(
+            server_id="od",
+            name="od",
+            url="https://example.com",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth_delegate,
+        )
+        second = MCPServer(
+            server_id="tp",
+            name="tp",
+            url="https://example.com",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.true_passthrough,
+        )
+        static_server = MCPServer(
+            server_id="static",
+            name="static",
+            url="https://example.com",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.api_key,
+            authentication_token="x",
+        )
+
+        assert _caller_authorization_fans_out(delegate, None) is False
+        assert _caller_authorization_fans_out(delegate, [delegate]) is False
+        assert _caller_authorization_fans_out(delegate, [delegate, static_server]) is False
+        assert _caller_authorization_fans_out(delegate, [delegate, second]) is True
+
     @pytest.mark.asyncio
     async def test_get_prompts_from_server_success(self):
         """Ensure prompts are fetched and prefixed when requested."""

From 4b0ac8b352e184d15d048de1cb26bbb9b71870fc Mon Sep 17 00:00:00 2001
From: thibault-linktree <thibault@linktr.ee>
Date: Wed, 8 Jul 2026 12:47:11 +1000
Subject: [PATCH 100/370] fix(responses): make response-id encoding idempotent
 to prevent MCP gateway double-encoding previous_response_id (#32034)

---
 litellm/responses/utils.py                    | 11 ++++++++++
 .../responses/test_responses_utils.py         | 20 +++++++++++++++++++
 2 files changed, 31 insertions(+)

diff --git a/litellm/responses/utils.py b/litellm/responses/utils.py
index cff113dc3e5..234eb777aca 100644
--- a/litellm/responses/utils.py
+++ b/litellm/responses/utils.py
@@ -204,6 +204,9 @@ def _update_responses_api_response_id_with_model_id(
         if response_id is None:
             return responses_api_response
 
+        if ResponsesAPIRequestUtils._is_litellm_encoded_response_id(response_id):
+            return responses_api_response
+
         updated_id = ResponsesAPIRequestUtils._build_responses_api_response_id(
             model_id=model_id,
             custom_llm_provider=custom_llm_provider,
@@ -470,6 +473,14 @@ def _decode_responses_api_response_id(
                 response_id=response_id,
             )
 
+    @staticmethod
+    def _is_litellm_encoded_response_id(response_id: str) -> bool:
+        decoded_response_id = ResponsesAPIRequestUtils._decode_responses_api_response_id(response_id)
+        return (
+            decoded_response_id.get("model_id") is not None
+            or decoded_response_id.get("custom_llm_provider") is not None
+        )
+
     @staticmethod
     def get_model_id_from_response_id(response_id: Optional[str]) -> Optional[str]:
         """Get the model_id from the response_id"""
diff --git a/tests/test_litellm/responses/test_responses_utils.py b/tests/test_litellm/responses/test_responses_utils.py
index bd441321507..bbc137b959f 100644
--- a/tests/test_litellm/responses/test_responses_utils.py
+++ b/tests/test_litellm/responses/test_responses_utils.py
@@ -142,6 +142,26 @@ def test_update_responses_api_response_id_with_model_id_handles_dict(self):
         assert decoded.get("model_id") == "gpt-4o"
         assert decoded.get("custom_llm_provider") == "openai"
 
+
+    def test_update_responses_api_response_id_with_model_id_is_idempotent_for_litellm_ids(self):
+        raw = "resp_" + "a" * 48
+        litellm_metadata = {"model_info": {"id": "model-123"}}
+
+        once = ResponsesAPIRequestUtils._update_responses_api_response_id_with_model_id(
+            {"id": raw},
+            custom_llm_provider="openai",
+            litellm_metadata=litellm_metadata,
+        )
+        twice = ResponsesAPIRequestUtils._update_responses_api_response_id_with_model_id(
+            {"id": once["id"]},
+            custom_llm_provider="openai",
+            litellm_metadata=litellm_metadata,
+        )
+
+        assert twice == once
+        assert ResponsesAPIRequestUtils.decode_previous_response_id_to_original_previous_response_id(twice["id"]) == raw
+        assert ResponsesAPIRequestUtils._decode_responses_api_response_id(once["id"]).get("response_id") == raw
+
     def test_build_decode_container_id_omits_none_model_id(self):
         """model_id=None must not round-trip as the truthy string 'None'."""
         encoded = ResponsesAPIRequestUtils._build_container_id(

From 734fd29e00da887493856033152f01e268ad59dd Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Tue, 7 Jul 2026 20:49:03 -0700
Subject: [PATCH 101/370] fix(utils): resolve bedrock regional inference
 profiles to regional pricing in get_model_info (LIT-4056) (#32389)

* fix(utils): resolve bedrock regional inference profiles to regional pricing in get_model_info (LIT-4056)

* test(register_model): use a triple provider prefix as the unresolvable-key fixture

get_model_info now resolves bedrock/bedrock/... like a routing prefix, so the
double-prefix fixture stopped exercising the register_model fallback path.
Lock the new double-prefix resolution in as a model-info regression test
---
 litellm/utils.py                              | 24 +++++++-----
 .../test_register_model_custom_pricing.py     |  7 ++--
 tests/test_litellm/test_utils.py              | 37 +++++++++++++++++++
 3 files changed, 56 insertions(+), 12 deletions(-)

diff --git a/litellm/utils.py b/litellm/utils.py
index f9bb84101e7..19c2fe16085 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -2619,8 +2619,9 @@ def _convert_stringified_numbers(value):
 
 def _resolve_builtin_model_cost_entry(key: str, provider: str) -> Optional[Dict[str, Any]]:
     """Best-effort lookup of a built-in ``model_cost`` entry for a custom key
-    whose shape ``get_model_info`` cannot resolve (double provider prefixes
-    like ``bedrock/bedrock/us.anthropic.claude-sonnet-4-6`` or region aliases).
+    whose shape ``get_model_info`` cannot resolve (repeated provider prefixes
+    like ``bedrock/bedrock/bedrock/us.anthropic.claude-sonnet-4-6`` or region
+    aliases).
 
     Returns a copy of the matching entry so the caller can inherit its defaults
     (most importantly cache pricing) without mutating the shared built-in.
@@ -5052,9 +5053,9 @@ def _get_model_info_from_generalization(
     candidates = [
         potential_model_names["combined_model_name"],
         model,
+        potential_model_names["split_model"],
         potential_model_names["combined_stripped_model_name"],
         potential_model_names["stripped_model_name"],
-        potential_model_names["split_model"],
     ]
     for candidate in candidates:
         generalized_info = match_fallback_generalization(candidate)
@@ -5094,6 +5095,11 @@ def _get_potential_model_names(
             stripped_model_name,
         )
 
+    if custom_llm_provider in ("bedrock", "bedrock_converse"):
+        from litellm.llms.bedrock.common_utils import strip_bedrock_routing_prefix
+
+        split_model = strip_bedrock_routing_prefix(split_model)
+
     return PotentialModelNamesAndCustomLLMProvider(
         split_model=split_model,
         combined_model_name=combined_model_name,
@@ -5261,9 +5267,9 @@ def _get_model_info_helper(
             Check if: (in order of specificity)
             1. 'custom_llm_provider/model' in litellm.model_cost. Checks "groq/llama3-8b-8192" if model="llama3-8b-8192" and custom_llm_provider="groq"
             2. 'model' in litellm.model_cost. Checks "gemini-1.5-pro-002" in  litellm.model_cost if model="gemini-1.5-pro-002" and custom_llm_provider=None
-            3. 'combined_stripped_model_name' in litellm.model_cost. Checks if 'gemini/gemini-1.5-flash' in model map, if 'gemini/gemini-1.5-flash-001' given.
-            4. 'stripped_model_name' in litellm.model_cost. Checks if 'ft:gpt-3.5-turbo' in model map, if 'ft:gpt-3.5-turbo:my-org:custom_suffix:id' given.
-            5. 'split_model' in litellm.model_cost. Checks "llama3-8b-8192" in litellm.model_cost if model="groq/llama3-8b-8192"
+            3. 'split_model' in litellm.model_cost. Checks "au.anthropic.claude-opus-4-8" in litellm.model_cost if model="bedrock/au.anthropic.claude-opus-4-8"
+            4. 'combined_stripped_model_name' in litellm.model_cost. Checks if 'gemini/gemini-1.5-flash' in model map, if 'gemini/gemini-1.5-flash-001' given.
+            5. 'stripped_model_name' in litellm.model_cost. Checks if 'ft:gpt-3.5-turbo' in model map, if 'ft:gpt-3.5-turbo:my-org:custom_suffix:id' given.
             """
 
             _model_info: Optional[Dict[str, Any]] = None
@@ -5290,7 +5296,7 @@ def _get_model_info_helper(
                     ):
                         _model_info = None
             if _model_info is None:
-                _matched_key = _get_model_cost_key(combined_stripped_model_name)
+                _matched_key = _get_model_cost_key(split_model)
                 if _matched_key is not None:
                     key = _matched_key
                     _model_info = _get_model_info_from_model_cost(key=cast(str, key))
@@ -5300,7 +5306,7 @@ def _get_model_info_helper(
                     ):
                         _model_info = None
             if _model_info is None:
-                _matched_key = _get_model_cost_key(stripped_model_name)
+                _matched_key = _get_model_cost_key(combined_stripped_model_name)
                 if _matched_key is not None:
                     key = _matched_key
                     _model_info = _get_model_info_from_model_cost(key=cast(str, key))
@@ -5310,7 +5316,7 @@ def _get_model_info_helper(
                     ):
                         _model_info = None
             if _model_info is None:
-                _matched_key = _get_model_cost_key(split_model)
+                _matched_key = _get_model_cost_key(stripped_model_name)
                 if _matched_key is not None:
                     key = _matched_key
                     _model_info = _get_model_info_from_model_cost(key=cast(str, key))
diff --git a/tests/test_litellm/test_register_model_custom_pricing.py b/tests/test_litellm/test_register_model_custom_pricing.py
index 8c3f690982b..ba82bfaadc6 100644
--- a/tests/test_litellm/test_register_model_custom_pricing.py
+++ b/tests/test_litellm/test_register_model_custom_pricing.py
@@ -320,8 +320,9 @@ def _fake_get_model_info(model, *args, **kwargs):
 
 def test_register_model_inherits_builtin_cache_pricing_for_unmapped_key():
     """Registering a custom override under a key shape that
-    ``get_model_info`` cannot resolve (e.g. a double provider prefix like
-    ``bedrock/bedrock/us.anthropic.claude-sonnet-4-6``) must still inherit
+    ``get_model_info`` cannot resolve (e.g. a triple provider prefix like
+    ``bedrock/bedrock/bedrock/us.anthropic.claude-sonnet-4-6``; a double
+    prefix now resolves like a routing prefix) must still inherit
     the built-in cache pricing for the underlying model.
 
     Before the fix ``register_model`` fell back to an empty ``existing_model``
@@ -341,7 +342,7 @@ def test_register_model_inherits_builtin_cache_pricing_for_unmapped_key():
     litellm.model_cost = litellm.get_model_cost_map(url="")
 
     builtin_key = "us.anthropic.claude-sonnet-4-6"
-    registered_key = f"bedrock/bedrock/{builtin_key}"
+    registered_key = f"bedrock/bedrock/bedrock/{builtin_key}"
     builtin = litellm.model_cost[builtin_key]
 
     assert builtin["cache_creation_input_token_cost"] > 0
diff --git a/tests/test_litellm/test_utils.py b/tests/test_litellm/test_utils.py
index c35fb2fcbe2..053fe970d3e 100644
--- a/tests/test_litellm/test_utils.py
+++ b/tests/test_litellm/test_utils.py
@@ -1063,6 +1063,43 @@ def test_get_model_info_gemini():
             assert info.get("rpm") is not None, f"{model} does not have rpm"
 
 
+def test_get_model_info_bedrock_regional_inference_profile_pricing(local_model_cost_map):
+    """Regression LIT-4056: with the bedrock/ routing prefix (plain, converse/, or
+    invoke/), the exact regional cost-map entry must win over the region-stripped
+    base entry, matching the unprefixed control form."""
+    regional = litellm.model_cost["au.anthropic.claude-opus-4-8"]
+    base = litellm.model_cost["anthropic.claude-opus-4-8"]
+    assert regional["input_cost_per_token"] > base["input_cost_per_token"]
+
+    for model in (
+        "bedrock/au.anthropic.claude-opus-4-8",
+        "bedrock/converse/au.anthropic.claude-opus-4-8",
+        "bedrock/invoke/au.anthropic.claude-opus-4-8",
+    ):
+        info = litellm.get_model_info(model=model)
+        assert info["key"] == "au.anthropic.claude-opus-4-8", model
+        assert info["input_cost_per_token"] == regional["input_cost_per_token"], model
+        assert info["output_cost_per_token"] == regional["output_cost_per_token"], model
+
+    control = litellm.get_model_info(model="au.anthropic.claude-opus-4-8", custom_llm_provider="bedrock")
+    assert control["key"] == "au.anthropic.claude-opus-4-8"
+
+
+def test_get_model_info_bedrock_regional_profile_without_entry_falls_back_to_base(local_model_cost_map):
+    """A regional profile with no dedicated cost-map entry must still resolve to its
+    region-stripped base entry."""
+    assert "jp.anthropic.claude-opus-4-8" not in litellm.model_cost
+    info = litellm.get_model_info(model="bedrock/jp.anthropic.claude-opus-4-8")
+    assert info["key"] == "anthropic.claude-opus-4-8"
+
+
+def test_get_model_info_bedrock_double_provider_prefix_resolves(local_model_cost_map):
+    """A doubled bedrock/ prefix routes at runtime via strip_bedrock_routing_prefix,
+    so model info must resolve it to the same entry the request actually bills as."""
+    info = litellm.get_model_info(model="bedrock/bedrock/us.anthropic.claude-sonnet-4-6")
+    assert info["key"] == "us.anthropic.claude-sonnet-4-6"
+
+
 def test_openai_models_in_model_info():
     os.environ["LITELLM_LOCAL_MODEL_COST_MAP"] = "True"
     litellm.model_cost = litellm.get_model_cost_map(url="")

From b2e2a38bc0a71d7de65ede6a92ee7b1691800bdd Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Tue, 7 Jul 2026 20:51:15 -0700
Subject: [PATCH 102/370] fix(passthrough): stream non-sse passthrough
 responses instead of buffering in memory (#32386)

* fix(passthrough): stream non-sse passthrough responses instead of buffering in memory

Non-SSE passthrough responses were fully read into proxy memory (content = await response.aread()) before the first byte reached the client. For large non-JSON bodies such as Anthropic batch results jsonl files this ballooned proxy RSS to a multiple of the file size and produced near-total TTFB dead air, letting intermediaries kill the silent connection and truncate the download.

The upstream request is now sent with httpx stream semantics and the buffering decision is made from the response headers: application/json (and +json) bodies plus upstream errors keep the buffered behavior since spend logging, guardrails and managed-id rewriting inspect them, while every other 2xx body is relayed as a StreamingResponse that iterates upstream bytes without accumulating them, preserving status code and headers (including x-litellm-*) and firing the success-handler logging with response_body=None once the stream completes.

* fix(passthrough): log client disconnects mid-stream and derive test client cache key from production code

* test(passthrough): intercept AsyncClient.send in legacy passthrough tests and assert final wire params

* test(passthrough): fail with a clear assert when the passthrough client cache scan misses
---
 .../pass_through_endpoints.py                 | 143 +++++-
 .../pass_through_endpoints/success_handler.py |  16 +-
 .../test_pass_through_endpoints.py            |  35 +-
 .../passthrough/test_passthrough_main.py      |  24 +-
 .../test_llm_pass_through_endpoints.py        |  14 +-
 .../test_pass_through_endpoints.py            | 418 +++++++++++++++++-
 6 files changed, 582 insertions(+), 68 deletions(-)

diff --git a/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py b/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py
index 5a621163760..2aff663038b 100644
--- a/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py
+++ b/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py
@@ -7,7 +7,7 @@
 from base64 import b64encode
 from datetime import datetime
 from itertools import groupby
-from typing import Any, Dict, List, Mapping, Optional, Tuple, Union, cast
+from typing import Any, AsyncGenerator, Dict, List, Mapping, Optional, Tuple, Union, cast
 from urllib.parse import urlencode, urlparse
 
 import httpx
@@ -389,18 +389,24 @@ async def non_streaming_http_request_handler(
         forward_multipart: bool = False,
     ) -> httpx.Response:
         """
-        Handle non-streaming HTTP requests
+        Handle non-SSE HTTP requests
 
-        Handles special cases when GET requests, multipart/form-data requests, and generic httpx requests
+        Handles special cases when GET requests, multipart/form-data requests, and generic httpx requests.
+
+        GET and generic requests are sent with httpx stream semantics so the caller can
+        decide from the response headers whether to buffer the body (JSON, inspected for
+        logging/guardrails) or relay it to the client without materializing it in memory
+        (LIT-4009: large batch results files must not be buffered in proxy RSS).
         """
         if request.method == "GET":
-            response = await async_client.request(
-                method=request.method,
-                url=url,
+            get_request = async_client.build_request(
+                request.method,
+                url,
                 headers=headers,
                 params=requested_query_params,
             )
-        elif HttpPassThroughEndpointHelpers.is_multipart(request) is True and forward_multipart:
+            return await async_client.send(get_request, stream=True)
+        if HttpPassThroughEndpointHelpers.is_multipart(request) is True and forward_multipart:
             # Forward multipart via make_multipart_http_request even when _parsed_body is
             # non-empty (pass_through_request always injects litellm_logging_obj, etc.).
             # forward_multipart is False when custom_body was supplied (JSON body despite
@@ -412,16 +418,14 @@ async def non_streaming_http_request_handler(
                 headers=headers,
                 requested_query_params=requested_query_params,
             )
-        else:
-            # Generic httpx method
-            response = await async_client.request(
-                method=request.method,
-                url=url,
-                headers=headers,
-                params=requested_query_params,
-                json=_parsed_body,
-            )
-        return response
+        generic_request = async_client.build_request(
+            request.method,
+            url,
+            headers=headers,
+            params=requested_query_params,
+            json=_parsed_body,
+        )
+        return await async_client.send(generic_request, stream=True)
 
     @staticmethod
     def is_multipart(request: Request) -> bool:
@@ -1161,13 +1165,14 @@ async def pass_through_request(
         if state_raw_body is not None:
             # SigV4-signed callers (Bedrock) require the exact pre-signed bytes
             # to be forwarded so the signature/Content-Length stay valid.
-            response = await async_client.request(
-                method=request.method,
-                url=url,
+            raw_body_request = async_client.build_request(
+                request.method,
+                url,
                 headers=headers,
                 params=requested_query_params,
                 content=state_raw_body,
             )
+            response = await async_client.send(raw_body_request, stream=True)
         else:
             response = await HttpPassThroughEndpointHelpers.non_streaming_http_request_handler(
                 request=request,
@@ -1223,6 +1228,40 @@ async def pass_through_request(
                 status_code=response.status_code,
             )
 
+        if not _should_buffer_passthrough_response(response):
+            relay_custom_headers = ProxyBaseLLMRequestProcessing.get_custom_headers(
+                user_api_key_dict=user_api_key_dict,
+                call_id=litellm_call_id,
+                model_id=None,
+                cache_key=None,
+                api_base=str(url._uri_reference),
+            )
+            relay_callback_headers = await proxy_logging_obj.post_call_response_headers_hook(
+                data=_parsed_body or {},
+                user_api_key_dict=user_api_key_dict,
+                response=response,
+                request_headers=dict(request.headers),
+            )
+            if relay_callback_headers:
+                relay_custom_headers.update(relay_callback_headers)
+
+            return StreamingResponse(
+                _relay_passthrough_response_bytes(
+                    response=response,
+                    request_body=_parsed_body or {},
+                    url_route=str(url),
+                    start_time=start_time,
+                    logging_obj=logging_obj,
+                    custom_llm_provider=custom_llm_provider,
+                    success_handler_kwargs=kwargs,
+                ),
+                status_code=response.status_code,
+                headers=HttpPassThroughEndpointHelpers.get_response_headers(
+                    headers=response.headers,
+                    custom_headers=relay_custom_headers,
+                ),
+            )
+
         content = await response.aread()
 
         ## POST-CALL GUARDRAILS ##
@@ -2211,6 +2250,70 @@ def _is_streaming_response(response: httpx.Response) -> bool:
     return False
 
 
+def _should_buffer_passthrough_response(response: httpx.Response) -> bool:
+    """
+    Decide from the response headers whether the body must be read into memory.
+
+    JSON bodies (and upstream errors) stay buffered: spend logging, guardrails and
+    managed-id rewriting inspect them, and they are small in practice. Everything
+    else (jsonl batch results, octet-stream files, ...) is relayed to the client
+    chunk by chunk so a large body is never resident in full (LIT-4009). A missing
+    content-type is buffered because the body cannot be classified.
+    """
+    if response.status_code >= 400:
+        return True
+    media_type = response.headers.get("content-type", "").split(";")[0].strip().lower()
+    return media_type in ("", "application/json") or media_type.endswith("+json")
+
+
+async def _relay_passthrough_response_bytes(
+    response: httpx.Response,
+    request_body: dict,
+    url_route: str,
+    start_time: datetime,
+    logging_obj: LiteLLMLoggingObj,
+    custom_llm_provider: Optional[str],
+    success_handler_kwargs: dict,
+) -> AsyncGenerator[bytes, None]:
+    """
+    Yield upstream bytes to the client without accumulating them, then fire the
+    passthrough success handler with response_body=None (uninspected body). The
+    finally block also runs on client disconnect (GeneratorExit) so partial
+    downloads still produce a spend-log row, mirroring chunk_processor; a
+    disconnect additionally logs a warning with the number of bytes relayed so
+    partial deliveries are distinguishable from complete ones in proxy logs.
+    """
+    bytes_relayed = 0
+    upstream_fully_relayed = False
+    try:
+        async for chunk in response.aiter_bytes():
+            bytes_relayed += len(chunk)
+            yield chunk
+        upstream_fully_relayed = True
+    finally:
+        if not upstream_fully_relayed:
+            verbose_proxy_logger.warning(
+                f"Passthrough stream for {url_route} ended before upstream body was fully relayed; "
+                f"{bytes_relayed} bytes were sent to the client"
+            )
+        await response.aclose()
+        GLOBAL_LOGGING_WORKER.ensure_initialized_and_enqueue(
+            async_coroutine=pass_through_endpoint_logging.pass_through_async_success_handler(
+                httpx_response=response,
+                response_body=None,
+                url_route=url_route,
+                result="",
+                start_time=start_time,
+                end_time=datetime.now(),
+                logging_obj=logging_obj,
+                cache_hit=False,
+                request_body=request_body,
+                custom_llm_provider=custom_llm_provider,
+                **success_handler_kwargs,
+            )
+        )
+
+
 def _extract_model_from_vertex_ai_setup(setup_response: dict) -> Optional[str]:
     """
     Extract the model name from Vertex AI Live setup response.
diff --git a/litellm/proxy/pass_through_endpoints/success_handler.py b/litellm/proxy/pass_through_endpoints/success_handler.py
index ee651a15afe..6a673f6bebb 100644
--- a/litellm/proxy/pass_through_endpoints/success_handler.py
+++ b/litellm/proxy/pass_through_endpoints/success_handler.py
@@ -34,6 +34,18 @@
 cohere_passthrough_logging_handler = CoherePassthroughLoggingHandler()
 
 
+def _safe_response_text(httpx_response: httpx.Response) -> str:
+    """
+    Streamed passthrough responses are relayed to the client without being read
+    into memory, so accessing .text on them raises ResponseNotRead. Their body is
+    intentionally uninspected; log an empty string instead of failing the row.
+    """
+    try:
+        return httpx_response.text
+    except httpx.ResponseNotRead:
+        return ""
+
+
 class PassThroughEndpointLogging:
     def __init__(self):
         self.TRACKED_VERTEX_ROUTES = [
@@ -306,7 +318,9 @@ async def pass_through_async_success_handler(
             ]
             kwargs = normalized_llm_passthrough_logging_payload["kwargs"]
         if standard_logging_response_object is None:
-            standard_logging_response_object = StandardPassThroughResponseObject(response=httpx_response.text)
+            standard_logging_response_object = StandardPassThroughResponseObject(
+                response=_safe_response_text(httpx_response)
+            )
 
         kwargs = self._set_cost_per_request(
             logging_obj=logging_obj,
diff --git a/tests/local_testing/test_pass_through_endpoints.py b/tests/local_testing/test_pass_through_endpoints.py
index eeb29dea531..793a60efc3f 100644
--- a/tests/local_testing/test_pass_through_endpoints.py
+++ b/tests/local_testing/test_pass_through_endpoints.py
@@ -22,10 +22,8 @@
 
 
 # Mock the async_client used in the pass_through_request function
-async def mock_request(*args, **kwargs):
-    mock_response = httpx.Response(200, json={"message": "Mocked response"})
-    mock_response.request = Mock(spec=httpx.Request)
-    return mock_response
+async def mock_request(self, request, **kwargs):
+    return httpx.Response(200, json={"message": "Mocked response"}, request=request)
 
 
 def remove_rerank_route(app):
@@ -49,8 +47,8 @@ def client():
 
 @pytest.mark.asyncio
 async def test_pass_through_endpoint_no_headers(client, monkeypatch):
-    # Mock the httpx.AsyncClient.request method
-    monkeypatch.setattr("httpx.AsyncClient.request", mock_request)
+    # Mock the httpx.AsyncClient.send method
+    monkeypatch.setattr("httpx.AsyncClient.send", mock_request)
     import litellm
 
     # Define a pass-through endpoint
@@ -79,8 +77,8 @@ async def test_pass_through_endpoint_no_headers(client, monkeypatch):
 
 @pytest.mark.asyncio
 async def test_pass_through_endpoint(client, monkeypatch):
-    # Mock the httpx.AsyncClient.request method
-    monkeypatch.setattr("httpx.AsyncClient.request", mock_request)
+    # Mock the httpx.AsyncClient.send method
+    monkeypatch.setattr("httpx.AsyncClient.send", mock_request)
     import litellm
 
     # Define a pass-through endpoint
@@ -181,7 +179,7 @@ async def test_pass_through_endpoint_rpm_limit(
     expected_status_codes,
     num_users,
 ):
-    monkeypatch.setattr("httpx.AsyncClient.request", mock_request)
+    monkeypatch.setattr("httpx.AsyncClient.send", mock_request)
     import litellm
     from litellm.proxy._types import UserAPIKeyAuth
     from litellm.proxy.proxy_server import ProxyLogging, hash_token, user_api_key_cache
@@ -285,7 +283,7 @@ async def test_pass_through_endpoint_rpm_limit(
 async def test_pass_through_endpoint_sequential_rpm_limit(
     client, monkeypatch, auth, rpm_limit, requests_to_make, expected_status_codes
 ):
-    monkeypatch.setattr("httpx.AsyncClient.request", mock_request)
+    monkeypatch.setattr("httpx.AsyncClient.send", mock_request)
     import litellm
     from litellm.proxy._types import UserAPIKeyAuth
     from litellm.proxy.proxy_server import ProxyLogging, hash_token, user_api_key_cache
@@ -504,10 +502,10 @@ async def test_pass_through_endpoint_bing(client, monkeypatch):
 
     captured_requests = []
 
-    async def mock_bing_request(*args, **kwargs):
+    async def mock_bing_request(self, request, **kwargs):
 
-        captured_requests.append((args, kwargs))
-        mock_response = httpx.Response(
+        captured_requests.append(request)
+        return httpx.Response(
             200,
             json={
                 "_type": "SearchResponse",
@@ -518,11 +516,10 @@ async def mock_bing_request(*args, **kwargs):
                     "value": [],
                 },
             },
+            request=request,
         )
-        mock_response.request = Mock(spec=httpx.Request)
-        return mock_response
 
-    monkeypatch.setattr("httpx.AsyncClient.request", mock_bing_request)
+    monkeypatch.setattr("httpx.AsyncClient.send", mock_bing_request)
 
     # Define a pass-through endpoint
     pass_through_endpoints = [
@@ -555,8 +552,8 @@ async def mock_bing_request(*args, **kwargs):
     client.get("/bing/search?q=bob+barker")
     client.get("/bing/search-no-merge-params?q=bob+barker")
 
-    first_transformed_url = captured_requests[0][1]["url"]
-    second_transformed_url = captured_requests[1][1]["url"]
+    first_transformed_url = captured_requests[0].url
+    second_transformed_url = captured_requests[1].url
 
     # Parse URLs to compare query params order-independently
     # Parse first URL
@@ -573,7 +570,7 @@ async def mock_bing_request(*args, **kwargs):
         "setLang": ["en-US"],
         "mkt": ["en-US"],
     }
-    expected_second_params = {"setLang": ["en-US"], "mkt": ["en-US"]}
+    expected_second_params = {"q": ["bob barker"]}
 
     # Assert the response - compare base URL and params separately
     assert (
diff --git a/tests/test_litellm/passthrough/test_passthrough_main.py b/tests/test_litellm/passthrough/test_passthrough_main.py
index 6e9c75e085a..0b5bfac87bb 100644
--- a/tests/test_litellm/passthrough/test_passthrough_main.py
+++ b/tests/test_litellm/passthrough/test_passthrough_main.py
@@ -387,8 +387,9 @@ async def mock_aread():
     # Create mocks for the async client
     mock_async_client = AsyncMock()
 
-    # Mock request to return the non-streaming response
-    mock_async_client.request.return_value = mock_response
+    # Mock build_request/send to return the non-streaming response
+    mock_async_client.build_request = Mock(return_value=Mock())
+    mock_async_client.send.return_value = mock_response
 
     # Mock get_async_httpx_client to return our mock client
     mock_client_obj = Mock()
@@ -420,20 +421,19 @@ async def mock_aread():
             stream=False,  # Should be used since no stream in request body
         )
 
-        # Verify that build_request was NOT called (no streaming path)
-        mock_async_client.build_request.assert_not_called()
-
-        # Verify that send was NOT called (no streaming path)
-        mock_async_client.send.assert_not_called()
-
-        # Verify that the non-streaming request method WAS called
-        mock_async_client.request.assert_called_once_with(
-            method="POST",
-            url=httpx.URL("https://api.anthropic.com/v1/messages"),
+        # Non-SSE requests are sent with stream semantics so large bodies can
+        # be relayed without buffering; the JSON response below is still
+        # buffered into a plain Response.
+        mock_async_client.request.assert_not_called()
+        mock_async_client.build_request.assert_called_once_with(
+            "POST",
+            httpx.URL("https://api.anthropic.com/v1/messages"),
             headers={"Authorization": "Bearer test-key"},
             params={},
             json=request_body,
         )
+        mock_async_client.send.assert_called_once()
+        assert mock_async_client.send.call_args.kwargs.get("stream") is True
 
         # Verify response is a regular Response (not StreamingResponse)
         from fastapi.responses import Response, StreamingResponse
diff --git a/tests/test_litellm/proxy/pass_through_endpoints/test_llm_pass_through_endpoints.py b/tests/test_litellm/proxy/pass_through_endpoints/test_llm_pass_through_endpoints.py
index 8bb7b52af14..cf3351c4ff8 100644
--- a/tests/test_litellm/proxy/pass_through_endpoints/test_llm_pass_through_endpoints.py
+++ b/tests/test_litellm/proxy/pass_through_endpoints/test_llm_pass_through_endpoints.py
@@ -1918,7 +1918,8 @@ async def test_pass_through_request_with_forward_headers_true(self):
         ):
             # Setup mock httpx client
             mock_client = MagicMock()
-            mock_client.request = AsyncMock(return_value=mock_httpx_response)
+            mock_client.build_request = MagicMock(return_value=MagicMock())
+            mock_client.send = AsyncMock(return_value=mock_httpx_response)
             mock_client_obj = MagicMock()
             mock_client_obj.client = mock_client
             mock_get_client.return_value = mock_client_obj
@@ -1942,10 +1943,10 @@ async def test_pass_through_request_with_forward_headers_true(self):
             )
 
             # Verify the httpx client was called
-            assert mock_client.request.called
+            assert mock_client.send.called
 
             # Get the headers that were sent to the target
-            call_args = mock_client.request.call_args
+            call_args = mock_client.build_request.call_args
             sent_headers = call_args[1]["headers"]
 
             # Verify user headers were forwarded (except content-length and host)
@@ -2019,7 +2020,8 @@ async def test_pass_through_request_with_forward_headers_false(self):
         ):
             # Setup mock httpx client
             mock_client = MagicMock()
-            mock_client.request = AsyncMock(return_value=mock_httpx_response)
+            mock_client.build_request = MagicMock(return_value=MagicMock())
+            mock_client.send = AsyncMock(return_value=mock_httpx_response)
             mock_client_obj = MagicMock()
             mock_client_obj.client = mock_client
             mock_get_client.return_value = mock_client_obj
@@ -2043,10 +2045,10 @@ async def test_pass_through_request_with_forward_headers_false(self):
             )
 
             # Verify the httpx client was called
-            assert mock_client.request.called
+            assert mock_client.send.called
 
             # Get the headers that were sent to the target
-            call_args = mock_client.request.call_args
+            call_args = mock_client.build_request.call_args
             sent_headers = call_args[1]["headers"]
 
             # Verify only custom headers were sent
diff --git a/tests/test_litellm/proxy/pass_through_endpoints/test_pass_through_endpoints.py b/tests/test_litellm/proxy/pass_through_endpoints/test_pass_through_endpoints.py
index 85211f392ee..89d100cc3a4 100644
--- a/tests/test_litellm/proxy/pass_through_endpoints/test_pass_through_endpoints.py
+++ b/tests/test_litellm/proxy/pass_through_endpoints/test_pass_through_endpoints.py
@@ -1,5 +1,6 @@
 import asyncio
 import json
+import logging
 import os
 import sys
 from contextlib import ExitStack
@@ -1337,7 +1338,8 @@ async def test_pass_through_request_sse_response_marks_logging_obj_as_stream():
                 upstream_response.raise_for_status = MagicMock()
 
                 async_client = MagicMock()
-                async_client.request = AsyncMock(return_value=upstream_response)
+                async_client.build_request = MagicMock(return_value=MagicMock())
+                async_client.send = AsyncMock(return_value=upstream_response)
                 mock_get_client.return_value = MagicMock(client=async_client)
 
                 async def _empty_chunks(*args, **kwargs):
@@ -1361,7 +1363,7 @@ async def _empty_chunks(*args, **kwargs):
                     stream=False,
                 )
 
-                async_client.request.assert_awaited_once()
+                async_client.send.assert_awaited_once()
 
                 mock_chunk_processor.assert_called_once()
                 logging_obj = mock_chunk_processor.call_args.kwargs[
@@ -3046,7 +3048,8 @@ async def test_pass_through_request_non_streaming_uses_content_for_state_raw_bod
     )
 
     mock_async_client = AsyncMock()
-    mock_async_client.request = AsyncMock(return_value=upstream)
+    mock_async_client.build_request = MagicMock(return_value=MagicMock())
+    mock_async_client.send = AsyncMock(return_value=upstream)
     mock_client_obj = MagicMock()
     mock_client_obj.client = mock_async_client
 
@@ -3082,10 +3085,12 @@ async def _hook_mutates_body(**kwargs):
             stream=False,
         )
 
-    mock_async_client.request.assert_called_once()
-    req_kw = mock_async_client.request.call_args[1]
-    assert req_kw.get("content") == raw_signed
-    assert "json" not in req_kw
+    mock_async_client.build_request.assert_called_once()
+    build_kw = mock_async_client.build_request.call_args[1]
+    assert build_kw.get("content") == raw_signed
+    assert "json" not in build_kw
+    mock_async_client.send.assert_awaited_once()
+    assert mock_async_client.send.call_args.kwargs.get("stream") is True
 
 
 @pytest.mark.asyncio
@@ -3826,7 +3831,8 @@ async def test_pass_through_request_non_streaming_upstream_error_returned_unchan
                     mock_success_handler.return_value = None
 
                     async_client = MagicMock()
-                    async_client.request = AsyncMock(return_value=upstream_response)
+                    async_client.build_request = MagicMock(return_value=MagicMock())
+                    async_client.send = AsyncMock(return_value=upstream_response)
                     mock_get_client.return_value = MagicMock(client=async_client)
 
                     mock_request = MagicMock(spec=Request)
@@ -3913,7 +3919,8 @@ async def test_pass_through_request_upstream_error_failure_hook_exception_is_swa
                     mock_success_handler.return_value = None
 
                     async_client = MagicMock()
-                    async_client.request = AsyncMock(return_value=upstream_response)
+                    async_client.build_request = MagicMock(return_value=MagicMock())
+                    async_client.send = AsyncMock(return_value=upstream_response)
                     mock_get_client.return_value = MagicMock(client=async_client)
 
                     mock_request = MagicMock(spec=Request)
@@ -4043,7 +4050,8 @@ async def test_pass_through_request_non_streaming_success_unchanged():
                     mock_success_handler.return_value = None
 
                     async_client = MagicMock()
-                    async_client.request = AsyncMock(return_value=upstream_response)
+                    async_client.build_request = MagicMock(return_value=MagicMock())
+                    async_client.send = AsyncMock(return_value=upstream_response)
                     mock_get_client.return_value = MagicMock(client=async_client)
 
                     mock_request = MagicMock(spec=Request)
@@ -4103,3 +4111,393 @@ async def test_pass_through_request_internal_failure_still_raises_proxy_exceptio
 
     assert int(exc_info.value.code) == 500
     assert "auth backend unavailable" in exc_info.value.message
+
+
+class _RecordingUpstreamByteStream(httpx.AsyncByteStream):
+    def __init__(self, chunks):
+        self._chunks = chunks
+        self.chunks_served = 0
+        self.closed = False
+
+    async def __aiter__(self):
+        for chunk in self._chunks:
+            self.chunks_served += 1
+            yield chunk
+
+    async def aclose(self):
+        self.closed = True
+
+
+class _FakeUpstreamTransport(httpx.AsyncBaseTransport):
+    def __init__(self, status_code, headers, stream):
+        self._status_code = status_code
+        self._headers = headers
+        self._stream = stream
+
+    async def handle_async_request(self, request):
+        return httpx.Response(
+            status_code=self._status_code,
+            headers=self._headers,
+            stream=self._stream,
+            request=request,
+        )
+
+
+def _inject_fake_passthrough_client(transport, timeout):
+    """Dependency-inject a fake upstream via the client cache that
+    get_async_httpx_client resolves passthrough clients from (no monkeypatching
+    of the HTTP layer). The cache entry is located by calling the production
+    get_async_httpx_client and identity-scanning the cache for the handler it
+    returned, so the internal cache-key format is never duplicated here. Must
+    run inside the test's event loop because cache keys are loop-scoped.
+    Returns (client, cleanup)."""
+    import litellm
+    from litellm.llms.custom_httpx.http_handler import get_async_httpx_client
+    from litellm.types.llms.custom_http import httpxSpecialProvider
+
+    real_handler = get_async_httpx_client(
+        httpxSpecialProvider.PassThroughEndpoint,
+        params={"timeout": resolve_pass_through_request_timeout(timeout)},
+    )
+    cache = litellm.in_memory_llm_clients_cache
+    cache_key = next(
+        (key for key, cached in cache.cache_dict.items() if cached is real_handler),
+        None,
+    )
+    assert cache_key is not None, (
+        "PassThroughEndpoint client not found in in_memory_llm_clients_cache; "
+        "get_async_httpx_client may not be caching this provider."
+    )
+    fake_client = httpx.AsyncClient(transport=transport)
+    cache.cache_dict[cache_key] = SimpleNamespace(client=fake_client)
+
+    def _cleanup():
+        cache.cache_dict.pop(cache_key, None)
+
+    return fake_client, _cleanup
+
+
+def _enter_relay_logging_mocks(stack, parsed_body):
+    from litellm.litellm_core_utils.logging_worker import GLOBAL_LOGGING_WORKER
+
+    mock_proxy_logging = stack.enter_context(
+        patch("litellm.proxy.proxy_server.proxy_logging_obj")
+    )
+    mock_proxy_logging.pre_call_hook = AsyncMock(return_value=parsed_body)
+    mock_proxy_logging.post_call_failure_hook = AsyncMock()
+    mock_proxy_logging.post_call_response_headers_hook = AsyncMock(return_value=None)
+    mock_success_handler = stack.enter_context(
+        patch(
+            "litellm.proxy.pass_through_endpoints.pass_through_endpoints.pass_through_endpoint_logging.pass_through_async_success_handler"
+        )
+    )
+    mock_success_handler.return_value = None
+    stack.enter_context(
+        patch.object(
+            GLOBAL_LOGGING_WORKER, "ensure_initialized_and_enqueue", new=MagicMock()
+        )
+    )
+    return mock_proxy_logging, mock_success_handler
+
+
+def _relay_client_request(method="GET"):
+    mock_request = MagicMock(spec=Request)
+    mock_request.method = method
+    mock_request.url = "http://localhost:4000/passthrough-relay/results"
+    mock_request.body = AsyncMock(return_value=b"")
+    mock_request.headers = Headers({})
+    mock_request.query_params = QueryParams({})
+    return mock_request
+
+
+@pytest.mark.asyncio
+async def test_pass_through_request_relays_non_json_body_without_buffering():
+    """
+    Regression (LIT-4009): non-SSE passthrough responses used to be fully
+    buffered in proxy memory (content = await response.aread()) before a single
+    byte reached the client, ballooning proxy RSS to a multiple of the body size
+    for large non-JSON downloads (e.g. Anthropic batch results .jsonl files) and
+    producing near-total TTFB dead air that let intermediaries kill the silent
+    connection mid-download.
+
+    A non-JSON 2xx body must be relayed as a StreamingResponse whose chunks are
+    pulled from the upstream one at a time, with zero chunks consumed before the
+    handler returns, upstream status/headers plus x-litellm-* headers preserved,
+    and the success-handler logging fired with response_body=None once the
+    stream completes. Pre-fix, the handler returned a plain Response after
+    reading the entire body, so these assertions fail on the old code.
+    """
+    from fastapi.responses import StreamingResponse
+
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    upstream_chunks = (
+        b'{"custom_id": "a", "result": {}}\n',
+        b'{"custom_id": "b", "result": {}}\n',
+        b'{"custom_id": "c", "result": {}}\n',
+    )
+    upstream_stream = _RecordingUpstreamByteStream(upstream_chunks)
+    fake_client, cleanup = _inject_fake_passthrough_client(
+        _FakeUpstreamTransport(
+            status_code=200,
+            headers={
+                "content-type": "application/x-jsonl",
+                "x-upstream-marker": "batch-results",
+                "content-length": str(sum(len(c) for c in upstream_chunks)),
+            },
+            stream=upstream_stream,
+        ),
+        timeout=311.0,
+    )
+    try:
+        with ExitStack() as stack:
+            _, mock_success_handler = _enter_relay_logging_mocks(stack, {})
+
+            response = await pass_through_request(
+                request=_relay_client_request(),
+                target="http://upstream.test/v1/messages/batches/b1/results",
+                custom_headers={},
+                user_api_key_dict=UserAPIKeyAuth(api_key="sk-relay-test"),
+                timeout=311.0,
+            )
+
+            assert isinstance(response, StreamingResponse)
+            assert upstream_stream.chunks_served == 0
+            mock_success_handler.assert_not_called()
+
+            iterator = response.body_iterator
+            first_chunk = await iterator.__anext__()
+            assert first_chunk == upstream_chunks[0]
+            assert upstream_stream.chunks_served == 1
+
+            remaining = [chunk async for chunk in iterator]
+            assert b"".join([first_chunk, *remaining]) == b"".join(upstream_chunks)
+            assert upstream_stream.closed is True
+
+            assert response.status_code == 200
+            assert response.headers["x-upstream-marker"] == "batch-results"
+            assert "x-litellm-call-id" in response.headers
+            assert "content-length" not in response.headers
+
+            mock_success_handler.assert_called_once()
+            success_kwargs = mock_success_handler.call_args.kwargs
+            assert success_kwargs["response_body"] is None
+            assert (
+                success_kwargs["url_route"]
+                == "http://upstream.test/v1/messages/batches/b1/results"
+            )
+    finally:
+        cleanup()
+        await fake_client.aclose()
+
+
+@pytest.mark.asyncio
+async def test_pass_through_request_json_response_stays_buffered_for_logging():
+    """
+    JSON responses (content-type application/json) must keep the buffered
+    behavior: spend logging and guardrails inspect the parsed body, so the
+    handler reads the full upstream body and passes the parsed dict to the
+    success handler.
+    """
+    from fastapi.responses import StreamingResponse
+
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    upstream_chunks = (b'{"id": "file-123"', b', "status": "processed"}')
+    upstream_stream = _RecordingUpstreamByteStream(upstream_chunks)
+    fake_client, cleanup = _inject_fake_passthrough_client(
+        _FakeUpstreamTransport(
+            status_code=200,
+            headers={"content-type": "application/json"},
+            stream=upstream_stream,
+        ),
+        timeout=312.0,
+    )
+    try:
+        with ExitStack() as stack:
+            _, mock_success_handler = _enter_relay_logging_mocks(stack, {})
+
+            response = await pass_through_request(
+                request=_relay_client_request(),
+                target="http://upstream.test/v1/files/file-123",
+                custom_headers={},
+                user_api_key_dict=UserAPIKeyAuth(api_key="sk-relay-test"),
+                timeout=312.0,
+            )
+
+            assert not isinstance(response, StreamingResponse)
+            assert response.status_code == 200
+            assert response.body == b"".join(upstream_chunks)
+            assert upstream_stream.chunks_served == len(upstream_chunks)
+
+            mock_success_handler.assert_called_once()
+            success_kwargs = mock_success_handler.call_args.kwargs
+            assert success_kwargs["response_body"] == {
+                "id": "file-123",
+                "status": "processed",
+            }
+    finally:
+        cleanup()
+        await fake_client.aclose()
+
+
+@pytest.mark.asyncio
+async def test_pass_through_request_upstream_error_body_stays_buffered():
+    """
+    Upstream errors are never relayed as a stream, whatever their content-type:
+    the body must stay available for the failure hook and reach the client
+    buffered with the upstream status code, exactly as before the fix.
+    """
+    from fastapi.responses import StreamingResponse
+
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    upstream_stream = _RecordingUpstreamByteStream((b"upstream ", b"exploded"))
+    fake_client, cleanup = _inject_fake_passthrough_client(
+        _FakeUpstreamTransport(
+            status_code=502,
+            headers={"content-type": "application/x-jsonl"},
+            stream=upstream_stream,
+        ),
+        timeout=313.0,
+    )
+    try:
+        with ExitStack() as stack:
+            mock_proxy_logging, mock_success_handler = _enter_relay_logging_mocks(
+                stack, {}
+            )
+
+            response = await pass_through_request(
+                request=_relay_client_request(),
+                target="http://upstream.test/v1/messages/batches/b1/results",
+                custom_headers={},
+                user_api_key_dict=UserAPIKeyAuth(api_key="sk-relay-test"),
+                timeout=313.0,
+            )
+
+            assert not isinstance(response, StreamingResponse)
+            assert response.status_code == 502
+            assert response.body == b"upstream exploded"
+            mock_proxy_logging.post_call_failure_hook.assert_called_once()
+            mock_success_handler.assert_not_called()
+    finally:
+        cleanup()
+        await fake_client.aclose()
+
+
+_PARTIAL_RELAY_WARNING_MARKER = "ended before upstream body was fully relayed"
+
+
+@pytest.mark.asyncio
+async def test_pass_through_relay_client_disconnect_logs_partial_relay_warning(caplog):
+    """
+    Regression: when the client disconnects mid-relay (GeneratorExit), the
+    proxy log must record that the upstream body was only partially delivered,
+    including the route and the byte count that reached the client, while the
+    success handler still fires so the partial delivery produces a spend-log
+    row. Pre-fix, the finally block fired the success handler silently and a
+    partial delivery was indistinguishable from a complete one.
+    """
+    from fastapi.responses import StreamingResponse
+
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    upstream_chunks = (b'{"custom_id": "a"}\n', b'{"custom_id": "b"}\n')
+    upstream_stream = _RecordingUpstreamByteStream(upstream_chunks)
+    fake_client, cleanup = _inject_fake_passthrough_client(
+        _FakeUpstreamTransport(
+            status_code=200,
+            headers={"content-type": "application/x-jsonl"},
+            stream=upstream_stream,
+        ),
+        timeout=314.0,
+    )
+    try:
+        with ExitStack() as stack:
+            _, mock_success_handler = _enter_relay_logging_mocks(stack, {})
+
+            response = await pass_through_request(
+                request=_relay_client_request(),
+                target="http://upstream.test/v1/messages/batches/b1/results",
+                custom_headers={},
+                user_api_key_dict=UserAPIKeyAuth(api_key="sk-relay-test"),
+                timeout=314.0,
+            )
+
+            assert isinstance(response, StreamingResponse)
+            iterator = response.body_iterator
+            first_chunk = await iterator.__anext__()
+            assert first_chunk == upstream_chunks[0]
+
+            with caplog.at_level(logging.WARNING, logger="LiteLLM Proxy"):
+                await iterator.aclose()
+
+            partial_relay_warnings = [
+                record.getMessage()
+                for record in caplog.records
+                if record.levelno == logging.WARNING
+                and _PARTIAL_RELAY_WARNING_MARKER in record.getMessage()
+            ]
+            assert len(partial_relay_warnings) == 1
+            assert (
+                "http://upstream.test/v1/messages/batches/b1/results"
+                in partial_relay_warnings[0]
+            )
+            assert (
+                f"{len(first_chunk)} bytes were sent to the client"
+                in partial_relay_warnings[0]
+            )
+
+            assert upstream_stream.closed is True
+            mock_success_handler.assert_called_once()
+            assert mock_success_handler.call_args.kwargs["response_body"] is None
+    finally:
+        cleanup()
+        await fake_client.aclose()
+
+
+@pytest.mark.asyncio
+async def test_pass_through_relay_full_consumption_logs_no_partial_relay_warning(caplog):
+    """
+    A fully consumed relay must not be reported as a partial delivery: the
+    success handler fires and no partial-relay warning is logged.
+    """
+    from fastapi.responses import StreamingResponse
+
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    upstream_chunks = (b'{"custom_id": "a"}\n', b'{"custom_id": "b"}\n')
+    upstream_stream = _RecordingUpstreamByteStream(upstream_chunks)
+    fake_client, cleanup = _inject_fake_passthrough_client(
+        _FakeUpstreamTransport(
+            status_code=200,
+            headers={"content-type": "application/x-jsonl"},
+            stream=upstream_stream,
+        ),
+        timeout=315.0,
+    )
+    try:
+        with ExitStack() as stack:
+            _, mock_success_handler = _enter_relay_logging_mocks(stack, {})
+
+            response = await pass_through_request(
+                request=_relay_client_request(),
+                target="http://upstream.test/v1/messages/batches/b1/results",
+                custom_headers={},
+                user_api_key_dict=UserAPIKeyAuth(api_key="sk-relay-test"),
+                timeout=315.0,
+            )
+
+            assert isinstance(response, StreamingResponse)
+            with caplog.at_level(logging.WARNING, logger="LiteLLM Proxy"):
+                relayed = [chunk async for chunk in response.body_iterator]
+
+            assert b"".join(relayed) == b"".join(upstream_chunks)
+            assert not any(
+                _PARTIAL_RELAY_WARNING_MARKER in record.getMessage()
+                for record in caplog.records
+            )
+            mock_success_handler.assert_called_once()
+    finally:
+        cleanup()
+        await fake_client.aclose()

From 7cc660866aea077508246d95e3f77cb8b940d212 Mon Sep 17 00:00:00 2001
From: tin-berri <tin@berri.ai>
Date: Tue, 7 Jul 2026 21:42:08 -0700
Subject: [PATCH 103/370] fix(ui/mcp): do not reset in-flight OAuth resume when
 create modal mounts closed (#32416)

---
 .../mcp_tools/create_mcp_server.test.tsx         | 16 ++++++++++++++++
 .../components/mcp_tools/create_mcp_server.tsx   | 10 ++++++++--
 2 files changed, 24 insertions(+), 2 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
index 9f381503d18..9b4d159ae0c 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
@@ -1067,6 +1067,22 @@ describe("CreateMCPServer", () => {
       const reopenedUrlInput = screen.getByPlaceholderText("https://your-mcp-server.com") as HTMLInputElement;
       expect(reopenedUrlInput.value).toBe("");
     });
+
+    it("does not reset an in-flight OAuth resume when mounted with the modal closed (post-redirect restore)", () => {
+      // After the "Authorize & Fetch Token" redirect the page reloads and this
+      // component mounts with isModalVisible=false while useMcpOAuthFlow is still
+      // exchanging the authorization code. Calling reset() during that mount bumps
+      // the hook's reset version and the fetched token is silently discarded, so
+      // the user sees no Connection Status / Tool Configuration and must authorize
+      // again after saving.
+      const { rerender } = render(<CreateMCPServer {...defaultProps} isModalVisible={false} />);
+      expect(oauthHook.reset).not.toHaveBeenCalled();
+
+      // A real open -> closed transition must still reset (the #30000 leak fix).
+      rerender(<CreateMCPServer {...defaultProps} isModalVisible={true} />);
+      rerender(<CreateMCPServer {...defaultProps} isModalVisible={false} />);
+      expect(oauthHook.reset).toHaveBeenCalled();
+    });
   });
 
   describe("when stdio transport is selected", () => {
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index 815db5fb841..a4e09bd6f6b 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -626,9 +626,15 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
   // Clear form, tools, and OAuth state when the modal closes so a previous server's
   // authorization, credentials, or tool list never bleed into the next "Add New MCP
   // Server" session, including when a parent dismisses the modal without routing
-  // through handleCancel or handleCreate.
+  // through handleCancel or handleCreate. Only a real open -> closed transition may
+  // trigger this: on the post-OAuth-redirect remount the modal starts closed while
+  // resumeOAuthFlow's token exchange is in flight, and resetting then discards the
+  // fetched token.
+  const wasModalVisibleRef = React.useRef(isModalVisible);
   React.useEffect(() => {
-    if (!isModalVisible) {
+    const wasVisible = wasModalVisibleRef.current;
+    wasModalVisibleRef.current = isModalVisible;
+    if (!isModalVisible && wasVisible) {
       form.resetFields();
       setFormValues({});
       setOauthAccessToken(null);

From f922be32f0bb85cf014fd92f0b80cb2d8655f536 Mon Sep 17 00:00:00 2001
From: tin-berri <tin@berri.ai>
Date: Tue, 7 Jul 2026 21:46:36 -0700
Subject: [PATCH 104/370] fix(mcp): accept integer progressToken in host
 progress capture (#32402)

---
 .../proxy/_experimental/mcp_server/server.py  |  4 +-
 .../mcp_server/test_mcp_tool_search.py        | 41 +++++++++++++++++++
 2 files changed, 43 insertions(+), 2 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index e3812522ded..fc847182a60 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -716,7 +716,7 @@ def _capture_host_progress_callback(host_server) -> Optional[Callable]:
         if not (host_ctx and hasattr(host_ctx, "meta") and host_ctx.meta):
             return None
         host_token = getattr(host_ctx.meta, "progressToken", None)
-        if not (host_token and hasattr(host_ctx, "session") and host_ctx.session):
+        if host_token is None or not (hasattr(host_ctx, "session") and host_ctx.session):
             return None
         host_session = host_ctx.session
 
@@ -732,7 +732,7 @@ async def forward_progress(progress: float, total: Optional[float]):
             except Exception as e:
                 verbose_logger.error(f"Failed to forward progress to Host: {e}")
 
-        verbose_logger.debug(f"Host progressToken captured: {host_token[:8]}...")
+        verbose_logger.debug(f"Host progressToken captured: {str(host_token)[:8]}...")
         return forward_progress
 
     async def _build_virtual_call_logging_obj(
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_tool_search.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_tool_search.py
index f2b74d65059..5c2a04456b0 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_tool_search.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_tool_search.py
@@ -789,6 +789,47 @@ def test_returns_callable_when_token_present(self) -> None:
         host.request_context.session = MagicMock()
         assert callable(_capture_host_progress_callback(host))
 
+    def test_returns_callable_when_token_is_integer(self) -> None:
+        from litellm.proxy._experimental.mcp_server.server import (
+            _capture_host_progress_callback,
+        )
+
+        host = MagicMock()
+        host.request_context.meta.progressToken = 12345
+        host.request_context.session = MagicMock()
+        assert callable(_capture_host_progress_callback(host))
+
+    def test_returns_callable_when_token_is_zero(self) -> None:
+        from litellm.proxy._experimental.mcp_server.server import (
+            _capture_host_progress_callback,
+        )
+
+        host = MagicMock()
+        host.request_context.meta.progressToken = 0
+        host.request_context.session = MagicMock()
+        assert callable(_capture_host_progress_callback(host))
+
+    @pytest.mark.asyncio
+    async def test_forwarded_progress_token_preserves_integer_value(self) -> None:
+        from litellm.proxy._experimental.mcp_server.server import (
+            _capture_host_progress_callback,
+        )
+
+        host = MagicMock()
+        host.request_context.meta.progressToken = 12345
+        session = AsyncMock()
+        host.request_context.session = session
+
+        callback = _capture_host_progress_callback(host)
+        assert callback is not None
+        await callback(0.5, 1.0)
+
+        session.send_progress_notification.assert_awaited_once_with(
+            progress_token=12345,
+            progress=0.5,
+            total=1.0,
+        )
+
 
 class TestHandleListToolsVirtual:
     """Covers the protocol list_tools early-return when the flag is enabled."""

From c212c168529321d7fadc446b431001c2d88412d3 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Tue, 7 Jul 2026 21:56:05 -0700
Subject: [PATCH 105/370] ci: ratchet LIT003 budget down to current count to
 remove suppression slack (#32423)

---
 type-discipline-budget.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/type-discipline-budget.json b/type-discipline-budget.json
index 8d12528d8ab..2c44ab5a049 100644
--- a/type-discipline-budget.json
+++ b/type-discipline-budget.json
@@ -6,7 +6,7 @@
     "limit": 27522
   },
   "LIT003": {
-    "limit": 422
+    "limit": 292
   },
   "LIT004": {
     "limit": 44

From 404ec7fc2ee18edc885db3cb47c2bb682799bef2 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Tue, 7 Jul 2026 21:57:46 -0700
Subject: [PATCH 106/370] ci(llm_responses_api_testing): bound live re-record
 calls and rerun timeout-only failures to stop 15m no-output kills (#32420)

---
 .circleci/config.yml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index ce9aaa9be8a..b0a705966a2 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -1029,6 +1029,8 @@ jobs:
       - *python312_image
     working_directory: ~/project
     resource_class: large
+    environment:
+      REQUEST_TIMEOUT: "180"
 
     steps:
       - checkout
@@ -1058,7 +1060,8 @@ jobs:
                 -v -x \
                 --junitxml=test-results/junit.xml \
                 --durations=5 \
-                -n 8"
+                -n 8 \
+                --reruns 1 --only-rerun Timeout"
           no_output_timeout: 15m
 
       # Store test results

From 06a43d11c4810955f2319a243f3ab88dcfbebbae Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Tue, 7 Jul 2026 21:58:14 -0700
Subject: [PATCH 107/370] test(responses): bound azure shell tool live call at
 90s and skip on provider timeout (#32424)

* ci(responses): bound azure shell tool e2e call and enforce per-test timeout

The azure variant of test_responses_api_shell_tool always makes a live
Azure call (its skip outcome means no VCR cassette is ever persisted).
When Azure held the connection instead of answering, the call sat on
litellm's 6000s responses deadline until CircleCI killed the whole job
via no_output_timeout after 15m of silence (job 2013288).

Bound the e2e call at 90s and skip on litellm.Timeout, matching the
existing InternalServerError and BadRequestError skips, and give the
llm_responses_api_testing job the same pytest-timeout guard the
llm_translation_testing job already uses so no single hung test can
consume the 15m no-output window again.

* test(responses): drop job-level pytest timeout, keep shell tool 90s bound
---
 tests/llm_responses_api_testing/base_responses_api.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/tests/llm_responses_api_testing/base_responses_api.py b/tests/llm_responses_api_testing/base_responses_api.py
index 30f444b9acc..7d2e30f8372 100644
--- a/tests/llm_responses_api_testing/base_responses_api.py
+++ b/tests/llm_responses_api_testing/base_responses_api.py
@@ -765,7 +765,10 @@ async def test_responses_api_shell_tool(self):
                 max_output_tokens=256,
                 tools=tools,
                 tool_choice="auto",
+                timeout=90,
             )
+        except litellm.Timeout:
+            pytest.skip("Provider did not answer the shell tool request within 90s")
         except litellm.InternalServerError:
             pytest.skip("Skipping test due to litellm.InternalServerError")
         except litellm.BadRequestError as e:

From 6df5e1b263a77a25a5bb483015fd13a79f3ef410 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Tue, 7 Jul 2026 22:10:58 -0700
Subject: [PATCH 108/370] ci: skip unit test workflows when only ui or markdown
 files change (#32422)

* ci: skip unit test workflows when only docs or ui files change

Mirror the CircleCI backend path filter (.circleci/scripts/classify_changes.sh)
in the GitHub Actions unit test workflows by adding paths-ignore for ui/**,
docs/**, *.md and *.mdx to every test-unit-*.yml pull_request trigger

* ci: drop docs/** from unit test paths-ignore since the folder no longer exists
---
 .github/workflows/test-unit-core-utils.yml              | 4 ++++
 .github/workflows/test-unit-documentation.yml           | 4 ++++
 .github/workflows/test-unit-enterprise-routing.yml      | 4 ++++
 .github/workflows/test-unit-integrations.yml            | 4 ++++
 .github/workflows/test-unit-llm-providers.yml           | 4 ++++
 .github/workflows/test-unit-misc.yml                    | 4 ++++
 .github/workflows/test-unit-proxy-auth.yml              | 4 ++++
 .github/workflows/test-unit-proxy-db.yml                | 4 ++++
 .github/workflows/test-unit-proxy-endpoints.yml         | 4 ++++
 .github/workflows/test-unit-proxy-infra.yml             | 4 ++++
 .github/workflows/test-unit-proxy-legacy.yml            | 4 ++++
 .github/workflows/test-unit-responses-caching-types.yml | 4 ++++
 12 files changed, 48 insertions(+)

diff --git a/.github/workflows/test-unit-core-utils.yml b/.github/workflows/test-unit-core-utils.yml
index d6d6353238f..e563679660b 100644
--- a/.github/workflows/test-unit-core-utils.yml
+++ b/.github/workflows/test-unit-core-utils.yml
@@ -7,6 +7,10 @@ on:
       - litellm_internal_staging
       - litellm_oss_staging
       - "litellm_**"
+    paths-ignore:
+      - "ui/**"
+      - "**.md"
+      - "**.mdx"
 
 permissions:
   contents: read
diff --git a/.github/workflows/test-unit-documentation.yml b/.github/workflows/test-unit-documentation.yml
index 4cef791a9b3..2c3d6e46618 100644
--- a/.github/workflows/test-unit-documentation.yml
+++ b/.github/workflows/test-unit-documentation.yml
@@ -7,6 +7,10 @@ on:
       - litellm_internal_staging
       - litellm_oss_staging
       - "litellm_**"
+    paths-ignore:
+      - "ui/**"
+      - "**.md"
+      - "**.mdx"
 
 permissions:
   contents: read
diff --git a/.github/workflows/test-unit-enterprise-routing.yml b/.github/workflows/test-unit-enterprise-routing.yml
index 13136c968d1..7a9b8b00f26 100644
--- a/.github/workflows/test-unit-enterprise-routing.yml
+++ b/.github/workflows/test-unit-enterprise-routing.yml
@@ -7,6 +7,10 @@ on:
       - litellm_internal_staging
       - litellm_oss_staging
       - "litellm_**"
+    paths-ignore:
+      - "ui/**"
+      - "**.md"
+      - "**.mdx"
 
 permissions:
   contents: read
diff --git a/.github/workflows/test-unit-integrations.yml b/.github/workflows/test-unit-integrations.yml
index c95ed4e7c24..b28ba3456ce 100644
--- a/.github/workflows/test-unit-integrations.yml
+++ b/.github/workflows/test-unit-integrations.yml
@@ -7,6 +7,10 @@ on:
       - litellm_internal_staging
       - litellm_oss_staging
       - "litellm_**"
+    paths-ignore:
+      - "ui/**"
+      - "**.md"
+      - "**.mdx"
 
 permissions:
   contents: read
diff --git a/.github/workflows/test-unit-llm-providers.yml b/.github/workflows/test-unit-llm-providers.yml
index df78564ab0c..fecdcbd3b95 100644
--- a/.github/workflows/test-unit-llm-providers.yml
+++ b/.github/workflows/test-unit-llm-providers.yml
@@ -7,6 +7,10 @@ on:
       - litellm_internal_staging
       - litellm_oss_staging
       - "litellm_**"
+    paths-ignore:
+      - "ui/**"
+      - "**.md"
+      - "**.mdx"
 
 permissions:
   contents: read
diff --git a/.github/workflows/test-unit-misc.yml b/.github/workflows/test-unit-misc.yml
index 7c3b195f0ad..dbc3bfc8191 100644
--- a/.github/workflows/test-unit-misc.yml
+++ b/.github/workflows/test-unit-misc.yml
@@ -7,6 +7,10 @@ on:
       - litellm_internal_staging
       - litellm_oss_staging
       - "litellm_**"
+    paths-ignore:
+      - "ui/**"
+      - "**.md"
+      - "**.mdx"
 
 permissions:
   contents: read
diff --git a/.github/workflows/test-unit-proxy-auth.yml b/.github/workflows/test-unit-proxy-auth.yml
index 97dfaed6e81..ad534cc0098 100644
--- a/.github/workflows/test-unit-proxy-auth.yml
+++ b/.github/workflows/test-unit-proxy-auth.yml
@@ -7,6 +7,10 @@ on:
       - litellm_internal_staging
       - litellm_oss_staging
       - "litellm_**"
+    paths-ignore:
+      - "ui/**"
+      - "**.md"
+      - "**.mdx"
 
 permissions:
   contents: read
diff --git a/.github/workflows/test-unit-proxy-db.yml b/.github/workflows/test-unit-proxy-db.yml
index 2ac9a3b7c1c..35a1a9c78a0 100644
--- a/.github/workflows/test-unit-proxy-db.yml
+++ b/.github/workflows/test-unit-proxy-db.yml
@@ -5,6 +5,10 @@ on:
     branches:
       - main
       - litellm_internal_staging
+    paths-ignore:
+      - "ui/**"
+      - "**.md"
+      - "**.mdx"
 
 permissions:
   contents: read
diff --git a/.github/workflows/test-unit-proxy-endpoints.yml b/.github/workflows/test-unit-proxy-endpoints.yml
index cbb36eebdb9..7eb3d7719c0 100644
--- a/.github/workflows/test-unit-proxy-endpoints.yml
+++ b/.github/workflows/test-unit-proxy-endpoints.yml
@@ -7,6 +7,10 @@ on:
       - litellm_internal_staging
       - litellm_oss_staging
       - "litellm_**"
+    paths-ignore:
+      - "ui/**"
+      - "**.md"
+      - "**.mdx"
   workflow_dispatch:
 
 permissions:
diff --git a/.github/workflows/test-unit-proxy-infra.yml b/.github/workflows/test-unit-proxy-infra.yml
index 884d62289b9..cb944de5cf9 100644
--- a/.github/workflows/test-unit-proxy-infra.yml
+++ b/.github/workflows/test-unit-proxy-infra.yml
@@ -7,6 +7,10 @@ on:
       - litellm_internal_staging
       - litellm_oss_staging
       - "litellm_**"
+    paths-ignore:
+      - "ui/**"
+      - "**.md"
+      - "**.mdx"
 
 permissions:
   contents: read
diff --git a/.github/workflows/test-unit-proxy-legacy.yml b/.github/workflows/test-unit-proxy-legacy.yml
index 8db218cd1fc..9798a4e2277 100644
--- a/.github/workflows/test-unit-proxy-legacy.yml
+++ b/.github/workflows/test-unit-proxy-legacy.yml
@@ -7,6 +7,10 @@ on:
       - litellm_internal_staging
       - litellm_oss_staging
       - "litellm_**"
+    paths-ignore:
+      - "ui/**"
+      - "**.md"
+      - "**.mdx"
 
 permissions:
   contents: read
diff --git a/.github/workflows/test-unit-responses-caching-types.yml b/.github/workflows/test-unit-responses-caching-types.yml
index 2f177587997..7331544de24 100644
--- a/.github/workflows/test-unit-responses-caching-types.yml
+++ b/.github/workflows/test-unit-responses-caching-types.yml
@@ -7,6 +7,10 @@ on:
       - litellm_internal_staging
       - litellm_oss_staging
       - "litellm_**"
+    paths-ignore:
+      - "ui/**"
+      - "**.md"
+      - "**.mdx"
 
 permissions:
   contents: read

From d6cbf6e7e320f64138ccb0bcb847baae394fde2b Mon Sep 17 00:00:00 2001
From: tin-berri <tin@berri.ai>
Date: Tue, 7 Jul 2026 22:47:03 -0700
Subject: [PATCH 109/370] feat(ui): expose MCP max_concurrent_requests in
 server create and edit forms (#32397)

* feat(ui): expose MCP max_concurrent_requests in server create and edit forms

The proxy has enforced a per-server outbound tool-call concurrency cap
(max_concurrent_requests) across every MCP egress path since #31641, and the
management API has accepted the field on create and update all along, but the
dashboard offered no way to set it. Add an optional Max Concurrent Requests
input to the MCP server create and edit forms; it applies to every auth type
and transport, so it renders unconditionally rather than gated on auth mode.
Clearing the field on edit sends null so the stored limit is unset.

Also rebuild the per-server semaphore when the configured limit changes.
Previously the semaphore was created once per server_id and never resized, so
an edited limit only took effect after a proxy restart even though the new
value was persisted and reloaded into the registry.

* feat(ui): mark MCP max concurrent requests field label as optional

* test(ui): stop OBO create-form tests from timing out on CI

The token-exchange payload test and the Entra scope-required test filled five
text fields with user.type, which dispatches a full keystroke sequence per
character; every input event runs the antd form onValuesChange handler and
re-renders the whole CreateMCPServer tree, roughly 120 renders per test. As
the form grew the two tests reached 8s and 18s locally, which crosses the 30s
vitest timeout on slower CI containers; ui_unit_tests failed twice this way.
Switch the plain text fields to fireEvent.change (one input event per field),
matching the existing stdio test pattern. Both tests assert form output, not
keystroke behavior, and now run in about 3s each.
---
 .../mcp_server/mcp_server_manager.py          | 15 ++--
 .../test_mcp_max_concurrent_requests.py       | 19 ++++
 .../mcp_tools/create_mcp_server.test.tsx      | 89 +++++++++++++++----
 .../mcp_tools/create_mcp_server.tsx           | 22 ++++-
 .../mcp_tools/mcp_server_edit.test.tsx        | 80 +++++++++++++++++
 .../components/mcp_tools/mcp_server_edit.tsx  | 20 +++++
 .../src/components/mcp_tools/types.tsx        |  1 +
 7 files changed, 220 insertions(+), 26 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index 7c88c903324..39da1ba4a97 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -715,8 +715,10 @@ def __init__(self, cred_provider: Optional[UpstreamCredentialProvider] = None):
         # Per-server outbound tool-call concurrency limiters, lazily created from
         # each server's max_concurrent_requests. Keyed by server_id so the cap
         # survives the registry atomic-swap on config reload; a missing key means
-        # the server has no configured limit.
-        self._server_call_semaphores: dict[str, asyncio.Semaphore] = {}
+        # the server has no configured limit. The limit is cached alongside the
+        # semaphore so an edited limit rebuilds it instead of keeping the old cap
+        # until restart.
+        self._server_call_semaphores: dict[str, tuple[int, asyncio.Semaphore]] = {}
         self.tool_name_to_mcp_server_name_mapping: dict[str, str] = {}
         """
         {
@@ -3594,10 +3596,11 @@ def _get_call_semaphore(self, mcp_server: MCPServer) -> Optional[asyncio.Semapho
         limit = mcp_server.max_concurrent_requests
         if limit is None or limit <= 0:
             return None
-        semaphore = self._server_call_semaphores.get(mcp_server.server_id)
-        if semaphore is None:
-            semaphore = asyncio.Semaphore(limit)
-            self._server_call_semaphores[mcp_server.server_id] = semaphore
+        cached = self._server_call_semaphores.get(mcp_server.server_id)
+        if cached is not None and cached[0] == limit:
+            return cached[1]
+        semaphore = asyncio.Semaphore(limit)
+        self._server_call_semaphores[mcp_server.server_id] = (limit, semaphore)
         return semaphore
 
     @asynccontextmanager
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_max_concurrent_requests.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_max_concurrent_requests.py
index 8c4d81223aa..e11897b65c2 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_max_concurrent_requests.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_max_concurrent_requests.py
@@ -164,6 +164,25 @@ async def fake_openapi_handler(mcp_server, name, arguments):
     assert tracker.peak_by_server["srv-openapi"] == 2
 
 
+@pytest.mark.asyncio
+async def test_edited_limit_takes_effect_without_restart():
+    """Editing max_concurrent_requests must rebuild the cached semaphore so the
+    new cap applies to subsequent calls immediately, not only after a restart."""
+    manager = MCPServerManager()
+    server = _make_server("srv-edited", max_concurrent_requests=3)
+
+    before_edit = _ConcurrencyTracker()
+    with _patch_client_with_tracker(manager, before_edit):
+        await _fire(manager, server, n=6)
+    assert before_edit.peak_by_server["srv-edited"] == 3
+
+    server.max_concurrent_requests = 1
+    after_edit = _ConcurrencyTracker()
+    with _patch_client_with_tracker(manager, after_edit):
+        await _fire(manager, server, n=6)
+    assert after_edit.peak_by_server["srv-edited"] == 1
+
+
 def test_semaphore_is_reused_per_server_and_distinct_across_servers():
     manager = MCPServerManager()
     server_a = _make_server("srv-a", max_concurrent_requests=3)
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
index 9b4d159ae0c..36af2f8d9fc 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
@@ -388,16 +388,58 @@ describe("CreateMCPServer", () => {
       expect(screen.queryByText("Subject Token Type (optional)")).not.toBeInTheDocument();
     });
 
-    it("routes OAuth Token Exchange (OBO) config to the backend payload", async () => {
+    it("sends max_concurrent_requests in the create payload when set", async () => {
       await selectHttpTransport();
 
       const user = userEvent.setup({ delay: null });
 
       const nameInput = getServerNameInput();
-      await user.type(nameInput, "TE_Server");
+      await user.type(nameInput, "Limited_Server");
 
       const urlInput = screen.getByPlaceholderText("https://your-mcp-server.com");
-      await user.type(urlInput, "https://upstream.example.com/mcp");
+      await user.type(urlInput, "https://example.com/mcp");
+
+      await selectAntOption("Authentication", "None");
+
+      const limitInput = screen.getByPlaceholderText("e.g. 10");
+      await user.type(limitInput, "5");
+
+      vi.mocked(networking.createMCPServer).mockResolvedValue({
+        server_id: "new-server-1",
+        server_name: "Limited_Server",
+        alias: "Limited_Server",
+        url: "https://example.com/mcp",
+        transport: "http",
+        auth_type: "none",
+        created_at: "2024-01-01T00:00:00Z",
+        created_by: "user-1",
+        updated_at: "2024-01-01T00:00:00Z",
+        updated_by: "user-1",
+      });
+
+      const submitButton = screen.getByRole("button", { name: "Add MCP Server" });
+      await act(async () => {
+        fireEvent.click(submitButton);
+      });
+
+      await waitFor(() => {
+        expect(networking.createMCPServer).toHaveBeenCalledTimes(1);
+      });
+
+      const [, payload] = vi.mocked(networking.createMCPServer).mock.calls[0];
+      expect(payload.max_concurrent_requests).toBe(5);
+    });
+
+    it("routes OAuth Token Exchange (OBO) config to the backend payload", async () => {
+      await selectHttpTransport();
+
+      // fireEvent.change over user.type: this test asserts payload shape, not
+      // keystroke behavior, and char-by-char typing re-renders the whole form
+      // per character, which pushed this test past the 30s CI timeout.
+      fireEvent.change(getServerNameInput(), { target: { value: "TE_Server" } });
+
+      const urlInput = screen.getByPlaceholderText("https://your-mcp-server.com");
+      fireEvent.change(urlInput, { target: { value: "https://upstream.example.com/mcp" } });
 
       await selectAntOption("Authentication", "OAuth Token Exchange (OBO)");
 
@@ -405,12 +447,15 @@ describe("CreateMCPServer", () => {
         expect(screen.getByPlaceholderText("https://idp.example.com/oauth2/token")).toBeInTheDocument();
       });
 
-      await user.type(
-        screen.getByPlaceholderText("https://idp.example.com/oauth2/token"),
-        "https://idp.example.com/oauth2/token",
-      );
-      await user.type(screen.getByPlaceholderText("Enter OAuth client ID"), "te-client-id");
-      await user.type(screen.getByPlaceholderText("Enter OAuth client secret"), "te-client-secret");
+      fireEvent.change(screen.getByPlaceholderText("https://idp.example.com/oauth2/token"), {
+        target: { value: "https://idp.example.com/oauth2/token" },
+      });
+      fireEvent.change(screen.getByPlaceholderText("Enter OAuth client ID"), {
+        target: { value: "te-client-id" },
+      });
+      fireEvent.change(screen.getByPlaceholderText("Enter OAuth client secret"), {
+        target: { value: "te-client-secret" },
+      });
 
       vi.mocked(networking.createMCPServer).mockResolvedValue({
         server_id: "new-server-te",
@@ -447,10 +492,13 @@ describe("CreateMCPServer", () => {
     it("makes scope required when the Entra OBO profile is selected", async () => {
       await selectHttpTransport();
 
-      const user = userEvent.setup({ delay: null });
-
-      await user.type(getServerNameInput(), "Entra_Server");
-      await user.type(screen.getByPlaceholderText("https://your-mcp-server.com"), "https://upstream.example.com/mcp");
+      // fireEvent.change over user.type for the same reason as the payload
+      // test above: char-by-char typing re-renders the whole form per
+      // character and pushes this test toward the 30s CI timeout.
+      fireEvent.change(getServerNameInput(), { target: { value: "Entra_Server" } });
+      fireEvent.change(screen.getByPlaceholderText("https://your-mcp-server.com"), {
+        target: { value: "https://upstream.example.com/mcp" },
+      });
 
       await selectAntOption("Authentication", "OAuth Token Exchange (OBO)");
       await waitFor(() => {
@@ -459,12 +507,15 @@ describe("CreateMCPServer", () => {
 
       await selectAntOption("Profile", "Microsoft Entra OBO");
 
-      await user.type(
-        screen.getByPlaceholderText("https://idp.example.com/oauth2/token"),
-        "https://login.microsoftonline.com/tenant/oauth2/v2.0/token",
-      );
-      await user.type(screen.getByPlaceholderText("Enter OAuth client ID"), "entra-client");
-      await user.type(screen.getByPlaceholderText("Enter OAuth client secret"), "entra-secret");
+      fireEvent.change(screen.getByPlaceholderText("https://idp.example.com/oauth2/token"), {
+        target: { value: "https://login.microsoftonline.com/tenant/oauth2/v2.0/token" },
+      });
+      fireEvent.change(screen.getByPlaceholderText("Enter OAuth client ID"), {
+        target: { value: "entra-client" },
+      });
+      fireEvent.change(screen.getByPlaceholderText("Enter OAuth client secret"), {
+        target: { value: "entra-secret" },
+      });
 
       // Selecting Entra OBO makes the scope required; submitting without one is blocked by validation
       // (rfc8693 would not require it), which confirms the profile selection took effect.
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index a4e09bd6f6b..10668468c15 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -1,5 +1,5 @@
 import React, { useState } from "react";
-import { Modal, Tooltip, Form, Select, Input, Switch, Collapse } from "antd";
+import { Modal, Tooltip, Form, Select, Input, InputNumber, Switch, Collapse } from "antd";
 import { InfoCircleOutlined } from "@ant-design/icons";
 import { Button, TextInput } from "@tremor/react";
 import { createMCPServer, registerMCPServer, storeMCPOAuthUserCredential } from "../networking";
@@ -929,6 +929,26 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
               </>
             )}
 
+            <Form.Item
+              label={
+                <span className="text-sm font-medium text-gray-700 flex items-center">
+                  Max Concurrent Requests (optional)
+                  <Tooltip title="Maximum number of tool calls LiteLLM will run against this server at the same time. Additional calls wait for a free slot. Leave blank for no limit.">
+                    <InfoCircleOutlined className="ml-2 text-blue-400 hover:text-blue-600 cursor-help" />
+                  </Tooltip>
+                </span>
+              }
+              name="max_concurrent_requests"
+            >
+              <InputNumber
+                min={1}
+                precision={0}
+                placeholder="e.g. 10"
+                style={{ width: "100%" }}
+                className="rounded-lg"
+              />
+            </Form.Item>
+
             {/* Authentication - show for HTTP, SSE, and OpenAPI */}
             {transportType !== "stdio" && transportType !== "" && (
               <Collapse
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index d07c0f44fd7..a1c21ef56b7 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -1305,3 +1305,83 @@ describe("MCPServerEdit OAuth flow prefill display", () => {
     });
   });
 });
+
+describe("MCPServerEdit (max concurrent requests)", () => {
+  beforeEach(() => {
+    vi.clearAllMocks();
+  });
+
+  const limitedServer = {
+    ...interactiveOAuthServer,
+    auth_type: "none",
+    max_concurrent_requests: 5,
+  };
+
+  it("prefills the existing limit and sends an updated value in the payload", async () => {
+    vi.mocked(networking.updateMCPServer).mockResolvedValue({
+      ...limitedServer,
+      max_concurrent_requests: 2,
+    });
+
+    render(
+      <MCPServerEdit
+        mcpServer={limitedServer}
+        accessToken="access-token"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+
+    const limitInput = screen.getByPlaceholderText("e.g. 10") as HTMLInputElement;
+    expect(limitInput.value).toBe("5");
+
+    fireEvent.change(limitInput, { target: { value: "2" } });
+
+    const saveButtons = screen.getAllByRole("button", { name: "Save Changes" });
+    await act(async () => {
+      fireEvent.click(saveButtons[0]);
+    });
+
+    await waitFor(() => {
+      expect(networking.updateMCPServer).toHaveBeenCalledTimes(1);
+    });
+
+    const [, payload] = vi.mocked(networking.updateMCPServer).mock.calls[0];
+    expect(payload.max_concurrent_requests).toBe(2);
+  });
+
+  it("sends null when the limit is cleared so the backend unsets it", async () => {
+    vi.mocked(networking.updateMCPServer).mockResolvedValue({
+      ...limitedServer,
+      max_concurrent_requests: null,
+    });
+
+    render(
+      <MCPServerEdit
+        mcpServer={limitedServer}
+        accessToken="access-token"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+
+    const limitInput = screen.getByPlaceholderText("e.g. 10") as HTMLInputElement;
+    expect(limitInput.value).toBe("5");
+
+    fireEvent.change(limitInput, { target: { value: "" } });
+
+    const saveButtons = screen.getAllByRole("button", { name: "Save Changes" });
+    await act(async () => {
+      fireEvent.click(saveButtons[0]);
+    });
+
+    await waitFor(() => {
+      expect(networking.updateMCPServer).toHaveBeenCalledTimes(1);
+    });
+
+    const [, payload] = vi.mocked(networking.updateMCPServer).mock.calls[0];
+    expect(payload.max_concurrent_requests).toBeNull();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index faf7737e995..70632b459fc 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -852,6 +852,26 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
               </Form.Item>
             )}
 
+            <Form.Item
+              label={
+                <span className="text-sm font-medium text-gray-700 flex items-center">
+                  Max Concurrent Requests (optional)
+                  <Tooltip title="Maximum number of tool calls LiteLLM will run against this server at the same time. Additional calls wait for a free slot. Leave blank for no limit.">
+                    <InfoCircleOutlined className="ml-2 text-blue-400 hover:text-blue-600 cursor-help" />
+                  </Tooltip>
+                </span>
+              }
+              name="max_concurrent_requests"
+            >
+              <InputNumber
+                min={1}
+                precision={0}
+                placeholder="e.g. 10"
+                style={{ width: "100%" }}
+                className="rounded-lg"
+              />
+            </Form.Item>
+
             {/* Authentication - for HTTP, SSE, and OpenAPI */}
             {!isStdioTransport && (
               <Form.Item label="Authentication" name="auth_type" rules={[{ required: true }]}>
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
index 7e02b8779f5..9469d7bd89e 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
@@ -261,6 +261,7 @@ export interface MCPServer {
   available_on_public_internet?: boolean;
   delegate_auth_to_upstream?: boolean;
   oauth_passthrough?: boolean;
+  max_concurrent_requests?: number | null;
 
   /** Stdio-only fields (present when transport === 'stdio') */
   command?: string | null;

From 34db5f4813ab3449ef489a17b9d7b3da9d7c6635 Mon Sep 17 00:00:00 2001
From: Thibault Serot <thibault@linktr.ee>
Date: Wed, 8 Jul 2026 16:26:47 +1000
Subject: [PATCH 110/370] feat(ui): add start time sort toggle to session logs
 sidebar

---
 .../LogDetailsDrawer.test.tsx                 | 105 ++++++++++++++++++
 .../LogDetailsDrawer/LogDetailsDrawer.tsx     |  39 ++++---
 .../view_logs/LogDetailsDrawer/utils.test.ts  |  30 +++++
 .../view_logs/LogDetailsDrawer/utils.ts       |  21 ++++
 4 files changed, 179 insertions(+), 16 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/utils.test.ts

diff --git a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.test.tsx b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.test.tsx
new file mode 100644
index 00000000000..db0d168fcac
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.test.tsx
@@ -0,0 +1,105 @@
+import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
+import { fireEvent, render, screen, waitFor } from "@testing-library/react";
+import { describe, expect, it, vi } from "vitest";
+import { LogDetailsDrawer } from "./LogDetailsDrawer";
+import { sessionSpendLogsCall } from "../../networking";
+import { LogEntry } from "../columns";
+
+vi.mock("../../networking", () => ({
+  sessionSpendLogsCall: vi.fn(),
+}));
+
+vi.mock("@/app/(dashboard)/hooks/logDetails/useLogDetails", () => ({
+  useLogDetails: () => ({ data: null, isLoading: false }),
+}));
+
+vi.mock("./LogDetailContent", () => ({
+  LogDetailContent: () => null,
+  GuardrailJumpLink: () => null,
+}));
+
+vi.mock("./DrawerHeader", () => ({
+  DrawerHeader: () => null,
+}));
+
+const makeLog = (overrides: Partial<LogEntry>): LogEntry => ({
+  request_id: "req",
+  api_key: "",
+  team_id: "",
+  model: "",
+  model_id: "",
+  call_type: "acompletion",
+  spend: 0,
+  total_tokens: 0,
+  prompt_tokens: 0,
+  completion_tokens: 0,
+  startTime: "2026-07-08T10:00:00.000Z",
+  endTime: "2026-07-08T10:00:01.000Z",
+  cache_hit: "false",
+  messages: [],
+  response: {},
+  ...overrides,
+});
+
+const sessionLogs = [
+  makeLog({
+    request_id: "llm-early",
+    model: "llm-early",
+    startTime: "2026-07-08T10:00:00.000Z",
+    endTime: "2026-07-08T10:00:02.000Z",
+  }),
+  makeLog({
+    request_id: "mcp-early",
+    model: "tool-early",
+    call_type: "call_mcp_tool",
+    startTime: "2026-07-08T10:00:01.000Z",
+    endTime: "2026-07-08T10:00:01.500Z",
+  }),
+  makeLog({
+    request_id: "llm-late",
+    model: "llm-late",
+    startTime: "2026-07-08T10:00:02.000Z",
+    endTime: "2026-07-08T10:00:04.000Z",
+  }),
+  makeLog({
+    request_id: "mcp-late",
+    model: "tool-late",
+    call_type: "call_mcp_tool",
+    startTime: "2026-07-08T10:00:03.000Z",
+    endTime: "2026-07-08T10:00:03.500Z",
+  }),
+];
+
+const renderSessionDrawer = () => {
+  vi.mocked(sessionSpendLogsCall).mockResolvedValue({ data: sessionLogs, total: 4, total_pages: 1 });
+  const queryClient = new QueryClient({ defaultOptions: { queries: { retry: false } } });
+  render(
+    <QueryClientProvider client={queryClient}>
+      <LogDetailsDrawer open onClose={() => {}} logEntry={null} sessionId="session-1" accessToken="token" />
+    </QueryClientProvider>,
+  );
+};
+
+const sidebarEventNames = () =>
+  screen.queryAllByText(/^(llm-early|llm-late|tool-early|tool-late)$/).map((el) => el.textContent);
+
+describe("LogDetailsDrawer session sidebar sorting", () => {
+  it("defaults to grouped order: LLM calls newest first, MCP calls grouped last", async () => {
+    renderSessionDrawer();
+    await waitFor(() => expect(sidebarEventNames()).toHaveLength(4));
+    expect(sidebarEventNames()).toEqual(["llm-late", "llm-early", "tool-late", "tool-early"]);
+  });
+
+  it("switches to chronological order across LLM and MCP calls when Start time is selected", async () => {
+    renderSessionDrawer();
+    await waitFor(() => expect(sidebarEventNames()).toHaveLength(4));
+
+    fireEvent.click(screen.getByText("Start time"));
+
+    await waitFor(() => expect(sidebarEventNames()).toEqual(["llm-early", "tool-early", "llm-late", "tool-late"]));
+
+    fireEvent.click(screen.getByText("Grouped"));
+
+    await waitFor(() => expect(sidebarEventNames()).toEqual(["llm-late", "llm-early", "tool-late", "tool-early"]));
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.tsx b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.tsx
index bf3360a5371..36299139a13 100644
--- a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.tsx
@@ -1,5 +1,5 @@
 import { useEffect, useMemo, useState } from "react";
-import { Button, Drawer } from "antd";
+import { Button, Drawer, Segmented } from "antd";
 import { CheckOutlined, CopyOutlined, LeftOutlined, RightOutlined } from "@ant-design/icons";
 import { Bot, Sparkles, Wrench } from "lucide-react";
 import { LogEntry } from "../columns";
@@ -11,7 +11,7 @@ import { LogDetailContent, GuardrailJumpLink } from "./LogDetailContent";
 import { sessionSpendLogsCall } from "../../networking";
 import { useQuery } from "@tanstack/react-query";
 import { getSpendString } from "@/utils/dataUtils";
-import { normalizeGuardrailEntries } from "./utils";
+import { normalizeGuardrailEntries, sortSessionLogs, SessionLogSortMode } from "./utils";
 import { DRAWER_WIDTH } from "./constants";
 import { useLogDetails } from "@/app/(dashboard)/hooks/logDetails/useLogDetails";
 
@@ -117,6 +117,7 @@ export function LogDetailsDrawer({
 }: LogDetailsDrawerProps) {
   const isSessionMode = Boolean(sessionId);
   const [selectedSessionRequestId, setSelectedSessionRequestId] = useState<string | null>(null);
+  const [sessionSortMode, setSessionSortMode] = useState<SessionLogSortMode>("grouped");
   const [isSidebarCollapsed, setIsSidebarCollapsed] = useState(false);
   const [copiedLeftPanelId, setCopiedLeftPanelId] = useState(false);
 
@@ -152,26 +153,20 @@ export function LogDetailsDrawer({
       // backend omits total, so the truncation note reflects what was fetched.
       const total: number = firstPage.total ?? rows.length;
 
-      const logs = rows
-        .map((row) => ({
-          ...row,
-          request_duration_ms: row.request_duration_ms ?? Date.parse(row.endTime) - Date.parse(row.startTime),
-        }))
-        .sort((a, b) => {
-          const aIsMcp = MCP_CALL_TYPES.includes(a.call_type) ? 1 : 0;
-          const bIsMcp = MCP_CALL_TYPES.includes(b.call_type) ? 1 : 0;
-          if (aIsMcp !== bIsMcp) return aIsMcp - bIsMcp;
-          // Newest first, matching the all-sessions logs overview. MCP calls
-          // stay grouped last (above), newest-first within that group too.
-          return new Date(b.startTime).getTime() - new Date(a.startTime).getTime();
-        });
+      const logs = rows.map((row) => ({
+        ...row,
+        request_duration_ms: row.request_duration_ms ?? Date.parse(row.endTime) - Date.parse(row.startTime),
+      }));
 
       return { logs, total };
     },
     enabled: Boolean(open && isSessionMode && sessionId && accessToken),
   });
 
-  const sessionLogs: LogEntry[] = sessionData?.logs ?? [];
+  const sessionLogs: LogEntry[] = useMemo(
+    () => sortSessionLogs(sessionData?.logs ?? [], sessionSortMode),
+    [sessionData, sessionSortMode],
+  );
   // total reported by the backend; when the page cap truncates the fetch this
   // exceeds sessionLogs.length, which drives the "showing most recent" note.
   const sessionTotalCount = sessionData?.total ?? sessionLogs.length;
@@ -391,6 +386,18 @@ export function LogDetailsDrawer({
                   Showing most recent {logsForList.length} of {sessionTotalCount}
                 </div>
               )}
+              {isSessionMode && (
+                <Segmented
+                  size="small"
+                  className="mt-1.5"
+                  options={[
+                    { label: "Grouped", value: "grouped" },
+                    { label: "Start time", value: "chronological" },
+                  ]}
+                  value={sessionSortMode}
+                  onChange={(value) => setSessionSortMode(value as SessionLogSortMode)}
+                />
+              )}
             </div>
 
             <div className="flex-1 overflow-y-auto">
diff --git a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/utils.test.ts b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/utils.test.ts
new file mode 100644
index 00000000000..cbe12f5c101
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/utils.test.ts
@@ -0,0 +1,30 @@
+import { describe, expect, it } from "vitest";
+import { sortSessionLogs } from "./utils";
+
+const llm = (id: string, startTime: string) => ({ request_id: id, call_type: "acompletion", startTime });
+const mcp = (id: string, startTime: string) => ({ request_id: id, call_type: "call_mcp_tool", startTime });
+
+const ids = (rows: { request_id: string }[]) => rows.map((row) => row.request_id);
+
+describe("sortSessionLogs", () => {
+  const rows = [
+    mcp("mcp-early", "2026-07-08T10:00:01.000Z"),
+    llm("llm-late", "2026-07-08T10:00:02.000Z"),
+    mcp("mcp-late", "2026-07-08T10:00:03.000Z"),
+    llm("llm-early", "2026-07-08T10:00:00.000Z"),
+  ];
+
+  it("grouped mode keeps MCP calls last, newest first within each group", () => {
+    expect(ids(sortSessionLogs(rows, "grouped"))).toEqual(["llm-late", "llm-early", "mcp-late", "mcp-early"]);
+  });
+
+  it("chronological mode interleaves all calls by start time, oldest first", () => {
+    expect(ids(sortSessionLogs(rows, "chronological"))).toEqual(["llm-early", "mcp-early", "llm-late", "mcp-late"]);
+  });
+
+  it("does not mutate the input array", () => {
+    const input = [...rows];
+    sortSessionLogs(input, "chronological");
+    expect(ids(input)).toEqual(ids(rows));
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/utils.ts b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/utils.ts
index 61301cf5b54..5a1a0e81f96 100644
--- a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/utils.ts
+++ b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/utils.ts
@@ -3,6 +3,27 @@
  * These functions handle data formatting, validation, and guardrail calculations.
  */
 
+import { MCP_CALL_TYPES } from "../constants";
+
+export type SessionLogSortMode = "grouped" | "chronological";
+
+export function sortSessionLogs<T extends { call_type: string; startTime: string }>(
+  rows: T[],
+  mode: SessionLogSortMode,
+): T[] {
+  if (mode === "chronological") {
+    return [...rows].sort((a, b) => new Date(a.startTime).getTime() - new Date(b.startTime).getTime());
+  }
+  return [...rows].sort((a, b) => {
+    const aIsMcp = MCP_CALL_TYPES.includes(a.call_type) ? 1 : 0;
+    const bIsMcp = MCP_CALL_TYPES.includes(b.call_type) ? 1 : 0;
+    if (aIsMcp !== bIsMcp) return aIsMcp - bIsMcp;
+    // Newest first, matching the all-sessions logs overview. MCP calls
+    // stay grouped last (above), newest-first within that group too.
+    return new Date(b.startTime).getTime() - new Date(a.startTime).getTime();
+  });
+}
+
 /**
  * Formats data for display. If input is a string, attempts to parse as JSON.
  * @param input - Data to format (string or object)

From bcd52754dead402827ce9e080d8a64ebe622c219 Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Wed, 8 Jul 2026 09:43:47 +0300
Subject: [PATCH 111/370] feat(rate_limit): support per-tag rpm limiting on a
 single key (#31502)

Add a tag_rpm_limit field to virtual keys so each request tag gets its own independent RPM counter on the v3 rate limiter. A key configured with per-tag limits tracks each tag/group separately, and requests whose tag has no configured limit fall back to the key-level limit. Includes the dashboard UI to manage per-tag limits on key create and edit.

Resolves LIT-3147
---
 litellm/proxy/_types.py                       |   2 +
 litellm/proxy/auth/auth_utils.py              |  14 ++
 .../hooks/parallel_request_limiter_v3.py      |  51 ++++++-
 .../internal_user_endpoints.py                |   2 +
 .../key_management_endpoints.py               |   6 +
 .../proxy/auth/test_auth_utils.py             |  15 ++
 .../hooks/test_parallel_request_limiter_v3.py | 133 ++++++++++++++++++
 .../test_key_management_endpoints.py          |  23 +++
 .../key_team_helpers/TagRateLimitEditor.tsx   | 103 ++++++++++++++
 .../organisms/create_key_button.tsx           |  24 ++++
 .../components/templates/key_edit_view.tsx    |  27 ++++
 .../components/templates/key_info_view.tsx    |   7 +
 ui/litellm-dashboard/src/lib/http/schema.d.ts |  36 +++++
 13 files changed, 442 insertions(+), 1 deletion(-)
 create mode 100644 ui/litellm-dashboard/src/components/key_team_helpers/TagRateLimitEditor.tsx

diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index 9e390312fa1..b6bef568637 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -1045,6 +1045,7 @@ class GenerateRequestBase(LiteLLMPydanticObjectBase):
     model_rpm_limit: Optional[dict] = None
     model_tpm_limit: Optional[dict] = None
     mcp_rpm_limit: Optional[Dict[str, int]] = None
+    tag_rpm_limit: Optional[dict[str, int]] = None
     guardrails: Optional[List[str]] = None
     policies: Optional[List[str]] = None
     prompts: Optional[List[str]] = None
@@ -3869,6 +3870,7 @@ class PassThroughEndpointLoggingTypedDict(TypedDict):
     "model_rpm_limit",
     "model_tpm_limit",
     "mcp_rpm_limit",
+    "tag_rpm_limit",
     "rpm_limit_type",
     "tpm_limit_type",
     "enforced_params",
diff --git a/litellm/proxy/auth/auth_utils.py b/litellm/proxy/auth/auth_utils.py
index 3c508df0cc9..893e09ece6e 100644
--- a/litellm/proxy/auth/auth_utils.py
+++ b/litellm/proxy/auth/auth_utils.py
@@ -975,6 +975,20 @@ def get_team_mcp_rpm_limit(
     return None
 
 
+def get_key_tag_rpm_limit(
+    user_api_key_dict: UserAPIKeyAuth,
+) -> Optional[dict[str, int]]:
+    """
+    Get the per-request-tag rpm limit configured on a given api key.
+
+    The returned dict is keyed by request tag, so each tag/group tracked on
+    the key gets its own independent RPM counter.
+    """
+    if user_api_key_dict.metadata:
+        return user_api_key_dict.metadata.get("tag_rpm_limit")
+    return None
+
+
 def get_project_model_rpm_limit(
     user_api_key_dict: UserAPIKeyAuth,
 ) -> Optional[Dict[str, int]]:
diff --git a/litellm/proxy/hooks/parallel_request_limiter_v3.py b/litellm/proxy/hooks/parallel_request_limiter_v3.py
index ee0a0e1789d..7aedb74f2ea 100644
--- a/litellm/proxy/hooks/parallel_request_limiter_v3.py
+++ b/litellm/proxy/hooks/parallel_request_limiter_v3.py
@@ -31,8 +31,12 @@
     get_str_from_messages,
 )
 from litellm.proxy._types import UserAPIKeyAuth
-from litellm.proxy.auth.auth_utils import get_model_rate_limit_from_metadata
+from litellm.proxy.auth.auth_utils import (
+    get_key_tag_rpm_limit,
+    get_model_rate_limit_from_metadata,
+)
 from litellm.proxy.auth.budget_throttle import throttled_limit
+from litellm.proxy.common_utils.http_parsing_utils import get_tags_from_request_body
 from litellm.proxy.common_utils.proxy_rate_limit_error import (
     ProxyRateLimitError,
     map_v3_rate_limit_type,
@@ -1300,6 +1304,43 @@ def _add_model_per_key_rate_limit_descriptor(
             )
         )
 
+    def _add_tag_per_key_rate_limit_descriptor(
+        self,
+        user_api_key_dict: UserAPIKeyAuth,
+        data: dict,
+        descriptors: list[RateLimitDescriptor],
+    ) -> None:
+        """
+        Add per-request-tag rpm limit descriptors for the API key.
+
+        Each tag carried on the request that has a configured limit gets its own
+        ``{api_key}:{tag}`` counter, so a burst on one tag/group never consumes
+        another's budget. Tags without a configured limit fall through to the
+        key-level descriptor.
+        """
+        if not user_api_key_dict.api_key:
+            return
+
+        tag_rpm_limit = get_key_tag_rpm_limit(user_api_key_dict) or {}
+        if not tag_rpm_limit:
+            return
+
+        for tag in dict.fromkeys(get_tags_from_request_body(data)):
+            rpm_limit = tag_rpm_limit.get(tag)
+            if rpm_limit is None:
+                continue
+            descriptors.append(
+                RateLimitDescriptor(
+                    key="tag_per_key",
+                    value=f"{user_api_key_dict.api_key}:{tag}",
+                    rate_limit={
+                        "requests_per_unit": rpm_limit,
+                        "tokens_per_unit": None,
+                        "window_size": self.window_size,
+                    },
+                )
+            )
+
     def _add_mcp_per_key_rate_limit_descriptor(
         self,
         user_api_key_dict: UserAPIKeyAuth,
@@ -1645,6 +1686,13 @@ def _create_rate_limit_descriptors(
             descriptors=descriptors,
         )
 
+        # Per-request-tag rate limits scoped to this key
+        self._add_tag_per_key_rate_limit_descriptor(
+            user_api_key_dict=user_api_key_dict,
+            data=data,
+            descriptors=descriptors,
+        )
+
         # REST MCP calls pass the raw body through this hook before server
         # resolution; only the later synthetic hook payload may carry this key.
         if call_type == CallTypes.call_mcp_tool.value and "server_id" not in data:
@@ -1961,6 +2009,7 @@ async def async_pre_call_hook(
 
         # Org Level Rate Limits
         descriptors.extend(self.create_organization_rate_limit_descriptor(user_api_key_dict, requested_model))
+
         # Only check rate limits if we have descriptors with actual limits
         if descriptors:
             # First pass: RPM and max_parallel_requests sliding-window check.
diff --git a/litellm/proxy/management_endpoints/internal_user_endpoints.py b/litellm/proxy/management_endpoints/internal_user_endpoints.py
index 989fad7cd0b..ccd15a68437 100644
--- a/litellm/proxy/management_endpoints/internal_user_endpoints.py
+++ b/litellm/proxy/management_endpoints/internal_user_endpoints.py
@@ -377,6 +377,7 @@ async def new_user(
     - budget_fallbacks: Optional[Dict[str, List[str]]] - Per-model fallback chain tried in order when that model's own `model_max_budget` is exceeded, e.g. {"gpt-4o": ["gpt-4o-mini"]}.
     - model_rpm_limit: Optional[float] - Model-specific rpm limit for user. [Docs](https://docs.litellm.ai/docs/proxy/users#add-model-specific-limits-to-keys)
     - mcp_rpm_limit: Optional[dict] - Per-MCP-server rpm limit, keyed by MCP server name {"github": 100, "slack": 200}. Enforced for keys and teams only; values set on a user are stored but not enforced per user.
+    - tag_rpm_limit: Optional[dict] - Per-request-tag rpm limit, keyed by request tag {"cell-1": 1000, "cell-2": 500}. Enforced for keys only; values set on a user are stored but not enforced per user.
     - model_tpm_limit: Optional[float] - Model-specific tpm limit for user. [Docs](https://docs.litellm.ai/docs/proxy/users#add-model-specific-limits-to-keys)
     - spend: Optional[float] - Amount spent by user. Default is 0. Will be updated by proxy whenever user is used. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"), months ("1mo").
     - agent_id: Optional[str] - The agent id associated with the user.
@@ -1379,6 +1380,7 @@ async def user_update(
         - budget_fallbacks: Optional[Dict[str, List[str]]] - Per-model fallback chain tried in order when that model's own `model_max_budget` is exceeded, e.g. {"gpt-4o": ["gpt-4o-mini"]}.
         - model_rpm_limit: Optional[float] - Model-specific rpm limit for user. [Docs](https://docs.litellm.ai/docs/proxy/users#add-model-specific-limits-to-keys)
         - mcp_rpm_limit: Optional[dict] - Per-MCP-server rpm limit, keyed by MCP server name {"github": 100, "slack": 200}. Enforced for keys and teams only; values set on a user are stored but not enforced per user.
+        - tag_rpm_limit: Optional[dict] - Per-request-tag rpm limit, keyed by request tag {"cell-1": 1000, "cell-2": 500}. Enforced for keys only; values set on a user are stored but not enforced per user.
         - model_tpm_limit: Optional[float] - Model-specific tpm limit for user. [Docs](https://docs.litellm.ai/docs/proxy/users#add-model-specific-limits-to-keys)
         - spend: Optional[float] - Amount spent by user. Default is 0. Will be updated by proxy whenever user is used. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"), months ("1mo").
         - agent_id: Optional[str] - The agent id associated with the user.
diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py
index 71cf2db3dfb..63f4b731871 100644
--- a/litellm/proxy/management_endpoints/key_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/key_management_endpoints.py
@@ -1496,6 +1496,7 @@ async def generate_key_fn(
     - model_rpm_limit: Optional[dict] - key-specific model rpm limit. Example - {"text-davinci-002": 1000, "gpt-3.5-turbo": 1000}. IF null or {} then no model specific rpm limit.
     - model_tpm_limit: Optional[dict] - key-specific model tpm limit. Example - {"text-davinci-002": 1000, "gpt-3.5-turbo": 1000}. IF null or {} then no model specific tpm limit.
     - mcp_rpm_limit: Optional[dict] - key-specific per-MCP-server rpm limit, keyed by MCP server name (alias if set, else the configured name). Example - {"github": 100, "slack": 200}. IF null or {} then no MCP-specific rpm limit.
+    - tag_rpm_limit: Optional[dict] - key-specific per-request-tag rpm limit, keyed by request tag. Example - {"cell-1": 1000, "cell-2": 500}. Each tag gets an independent counter; requests whose tag is absent fall back to the key-level rpm limit.
     - tpm_limit_type: Optional[str] - Type of tpm limit. Options: "best_effort_throughput" (no error if we're overallocating tpm), "guaranteed_throughput" (raise an error if we're overallocating tpm), "dynamic" (dynamically exceed limit when no 429 errors). Defaults to "best_effort_throughput".
     - rpm_limit_type: Optional[str] - Type of rpm limit. Options: "best_effort_throughput" (no error if we're overallocating rpm), "guaranteed_throughput" (raise an error if we're overallocating rpm), "dynamic" (dynamically exceed limit when no 429 errors). Defaults to "best_effort_throughput".
     - allowed_cache_controls: Optional[list] - List of allowed cache control values. Example - ["no-cache", "no-store"]. See all values - https://docs.litellm.ai/docs/proxy/caching#turn-on--off-caching-per-request
@@ -2514,6 +2515,7 @@ async def update_key_fn(
     - rpm_limit: Optional[int] - Requests per minute limit
     - model_rpm_limit: Optional[dict] - Model-specific RPM limits {"gpt-4": 100, "claude-v1": 200}
     - mcp_rpm_limit: Optional[dict] - Per-MCP-server RPM limits, keyed by MCP server name {"github": 100, "slack": 200}
+    - tag_rpm_limit: Optional[dict] - Per-request-tag RPM limits, keyed by request tag {"cell-1": 1000, "cell-2": 500}. Each tag gets an independent counter; absent tags fall back to the key-level rpm limit.
     - model_tpm_limit: Optional[dict] - Model-specific TPM limits {"gpt-4": 100000, "claude-v1": 200000}
     - tpm_limit_type: Optional[str] - TPM rate limit type - "best_effort_throughput", "guaranteed_throughput", or "dynamic"
     - rpm_limit_type: Optional[str] - RPM rate limit type - "best_effort_throughput", "guaranteed_throughput", or "dynamic"
@@ -3551,6 +3553,7 @@ async def generate_key_helper_fn(
     model_rpm_limit: Optional[dict] = None,
     model_tpm_limit: Optional[dict] = None,
     mcp_rpm_limit: Optional[dict] = None,
+    tag_rpm_limit: Optional[dict] = None,
     guardrails: Optional[list] = None,
     policies: Optional[list] = None,
     prompts: Optional[list] = None,
@@ -3624,6 +3627,9 @@ async def generate_key_helper_fn(
     if mcp_rpm_limit is not None:
         metadata = metadata or {}
         metadata["mcp_rpm_limit"] = mcp_rpm_limit
+    if tag_rpm_limit is not None:
+        metadata = metadata or {}
+        metadata["tag_rpm_limit"] = tag_rpm_limit
     if guardrails is not None:
         metadata = metadata or {}
         metadata["guardrails"] = guardrails
diff --git a/tests/test_litellm/proxy/auth/test_auth_utils.py b/tests/test_litellm/proxy/auth/test_auth_utils.py
index 21a001d77d7..042fc107f40 100644
--- a/tests/test_litellm/proxy/auth/test_auth_utils.py
+++ b/tests/test_litellm/proxy/auth/test_auth_utils.py
@@ -19,6 +19,7 @@
     get_key_mcp_rpm_limit,
     get_key_model_rpm_limit,
     get_key_model_tpm_limit,
+    get_key_tag_rpm_limit,
     get_model_from_request,
     get_project_model_rpm_limit,
     get_project_model_tpm_limit,
@@ -2393,3 +2394,17 @@ def test_normal_body_still_passes(self):
             )
             is True
         )
+
+
+class TestGetKeyTagRateLimits:
+    """Tests for get_key_tag_rpm_limit."""
+
+    def test_reads_tag_rpm_limit_from_metadata(self):
+        key = UserAPIKeyAuth(
+            api_key="sk-123", metadata={"tag_rpm_limit": {"cell-1": 5}}
+        )
+        assert get_key_tag_rpm_limit(key) == {"cell-1": 5}
+
+    def test_returns_none_when_unset(self):
+        key = UserAPIKeyAuth(api_key="sk-123")
+        assert get_key_tag_rpm_limit(key) is None
diff --git a/tests/test_litellm/proxy/hooks/test_parallel_request_limiter_v3.py b/tests/test_litellm/proxy/hooks/test_parallel_request_limiter_v3.py
index 12f0a64a179..d150591c8de 100644
--- a/tests/test_litellm/proxy/hooks/test_parallel_request_limiter_v3.py
+++ b/tests/test_litellm/proxy/hooks/test_parallel_request_limiter_v3.py
@@ -3573,3 +3573,136 @@ async def spy_reserve(*args, **kwargs):
     )
 
     assert TPM_RESERVED_TOKENS_KEY not in (data.get("metadata") or {})
+
+
+@pytest.mark.asyncio
+async def test_per_tag_rate_limit_independent_counters_v3(monkeypatch):
+    """
+    A single key with per-tag RPM limits tracks each tag independently: a tag
+    at its limit returns 429 while a different (unlimited) tag keeps flowing,
+    governed only by the generous key-level limit.
+    """
+    monkeypatch.setenv("LITELLM_RATE_LIMIT_WINDOW_SIZE", "60")
+    _api_key = hash_token("sk-per-tag-rpm")
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key=_api_key,
+        rpm_limit=100,
+        metadata={"tag_rpm_limit": {"cell-1": 2}},
+    )
+    local_cache = DualCache()
+    handler = _PROXY_MaxParallelRequestsHandler(
+        internal_usage_cache=InternalUsageCache(local_cache)
+    )
+
+    async def call(tag: str) -> None:
+        await handler.async_pre_call_hook(
+            user_api_key_dict=user_api_key_dict,
+            cache=local_cache,
+            data={"model": "gpt-3.5-turbo", "metadata": {"tags": [tag]}},
+            call_type="",
+        )
+
+    await call("cell-1")
+    await call("cell-1")
+    with pytest.raises(HTTPException) as exc_info:
+        await call("cell-1")
+    assert exc_info.value.status_code == 429
+    assert "tag_per_key" in str(exc_info.value.detail)
+
+    # cell-2 has no configured tag limit, so cell-1's exhausted counter must
+    # not block it; only the generous key-level limit applies.
+    for _ in range(5):
+        await call("cell-2")
+
+
+@pytest.mark.asyncio
+async def test_per_tag_descriptor_creation_v3():
+    """
+    _create_rate_limit_descriptors emits a tag_per_key descriptor carrying the
+    configured RPM limit only for request tags present in the configured map.
+    """
+    _api_key = hash_token("sk-per-tag-desc")
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key=_api_key,
+        metadata={"tag_rpm_limit": {"cell-1": 5}},
+    )
+    handler = _PROXY_MaxParallelRequestsHandler(
+        internal_usage_cache=InternalUsageCache(DualCache())
+    )
+
+    descriptors = handler._create_rate_limit_descriptors(
+        user_api_key_dict=user_api_key_dict,
+        data={"model": "gpt-3.5-turbo", "metadata": {"tags": ["cell-1", "cell-2"]}},
+        rpm_limit_type=None,
+        tpm_limit_type=None,
+        model_has_failures=False,
+    )
+
+    tag_descriptors = [d for d in descriptors if d["key"] == "tag_per_key"]
+    assert len(tag_descriptors) == 1, "only the configured tag yields a descriptor"
+    descriptor = tag_descriptors[0]
+    assert descriptor["value"] == f"{_api_key}:cell-1"
+    assert descriptor["rate_limit"]["requests_per_unit"] == 5
+
+
+@pytest.mark.asyncio
+async def test_per_tag_descriptor_absent_without_config_v3():
+    """No tag_per_key descriptor is created when the key has no tag limits."""
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key=hash_token("sk-no-tag"),
+        rpm_limit=10,
+    )
+    handler = _PROXY_MaxParallelRequestsHandler(
+        internal_usage_cache=InternalUsageCache(DualCache())
+    )
+
+    descriptors = handler._create_rate_limit_descriptors(
+        user_api_key_dict=user_api_key_dict,
+        data={"model": "gpt-3.5-turbo", "metadata": {"tags": ["cell-1"]}},
+        rpm_limit_type=None,
+        tpm_limit_type=None,
+        model_has_failures=False,
+    )
+
+    assert not [d for d in descriptors if d["key"] == "tag_per_key"]
+
+
+@pytest.mark.asyncio
+async def test_per_tag_untagged_request_governed_by_key_limit_v3(monkeypatch):
+    """
+    Per-tag limits are opt-in sub-limits under the key-level ceiling, not a
+    standalone enforcement boundary: a request that carries no tag (or a tag
+    without a configured limit) is not rejected by any tag counter, but it is
+    still bounded by the key-level rpm_limit. This pins the documented
+    untagged-fallback behavior so a future "fail closed on missing tag" change
+    would fail here instead of silently breaking it.
+    """
+    monkeypatch.setenv("LITELLM_RATE_LIMIT_WINDOW_SIZE", "60")
+    _api_key = hash_token("sk-untagged-fallback")
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key=_api_key,
+        rpm_limit=3,
+        metadata={"tag_rpm_limit": {"cell-1": 2}},
+    )
+    local_cache = DualCache()
+    handler = _PROXY_MaxParallelRequestsHandler(
+        internal_usage_cache=InternalUsageCache(local_cache)
+    )
+
+    async def call(metadata: dict) -> None:
+        await handler.async_pre_call_hook(
+            user_api_key_dict=user_api_key_dict,
+            cache=local_cache,
+            data={"model": "gpt-3.5-turbo", "metadata": metadata},
+            call_type="",
+        )
+
+    # Untagged and unconfigured-tag requests share the key-level budget of 3
+    # and never hit a tag_per_key counter.
+    await call({})
+    await call({"tags": ["cell-99"]})
+    await call({})
+    with pytest.raises(HTTPException) as exc_info:
+        await call({"tags": ["cell-99"]})
+    assert exc_info.value.status_code == 429
+    assert "tag_per_key" not in str(exc_info.value.detail)
diff --git a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
index 4fb3df52cf6..d707421aeb6 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
@@ -15,8 +15,11 @@
 
 from fastapi import HTTPException
 
+import inspect
+
 from litellm.proxy._types import (
     GenerateKeyRequest,
+    NewUserRequest,
     LiteLLM_BudgetTable,
     LiteLLM_OrganizationTable,
     LiteLLM_TeamTableCachedObj,
@@ -14480,3 +14483,23 @@ async def test_regenerate_key_non_admin_permissions_rejected_before_enterprise_g
     assert int(exc.value.code) == 403
     assert "permissions" in str(exc.value.message)
     assert "Enterprise" not in str(exc.value.message)
+
+
+def test_generate_key_helper_fn_accepts_per_tag_rate_limits():
+    """
+    Regression: new_user / SSO sign-in forward NewUserRequest fields to
+    generate_key_helper_fn via `**data_json`. The per-tag limit field must be
+    an accepted kwarg, otherwise user creation 500s with
+    "generate_key_helper_fn() got an unexpected keyword argument 'tag_rpm_limit'".
+    """
+    params = inspect.signature(generate_key_helper_fn).parameters
+    assert "tag_rpm_limit" in params
+
+    # The field exists on the request model that new_user forwards via **data_json.
+    assert "tag_rpm_limit" in NewUserRequest.model_fields
+
+    # Binding the per-tag kwarg must not raise an unexpected-keyword TypeError.
+    inspect.signature(generate_key_helper_fn).bind_partial(
+        request_type="user",
+        tag_rpm_limit={"cell-1": 5},
+    )
diff --git a/ui/litellm-dashboard/src/components/key_team_helpers/TagRateLimitEditor.tsx b/ui/litellm-dashboard/src/components/key_team_helpers/TagRateLimitEditor.tsx
new file mode 100644
index 00000000000..ee022ee9a75
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/key_team_helpers/TagRateLimitEditor.tsx
@@ -0,0 +1,103 @@
+import { Button, Input, InputNumber } from "antd";
+import React from "react";
+
+export interface TagRateLimitEntry {
+  // Stable identity for React list keys so deleting a middle row doesn't shift
+  // the controlled inputs of the rows below it.
+  id: string;
+  tag: string;
+  rpm_limit: number | null;
+}
+
+let nextRowId = 0;
+const newRowId = (): string => `tag-row-${nextRowId++}`;
+
+export interface TagRateLimits {
+  tag_rpm_limit: Record<string, number>;
+}
+
+// Build the rpm limit map from editor rows. A tag only enters the map when its
+// name is non-empty and the RPM cell holds a number.
+export const tagRowsToLimits = (rows: TagRateLimitEntry[]): TagRateLimits => {
+  const tag_rpm_limit: Record<string, number> = {};
+  rows.forEach(({ tag, rpm_limit }) => {
+    const name = tag.trim();
+    if (!name) return;
+    if (typeof rpm_limit === "number") tag_rpm_limit[name] = rpm_limit;
+  });
+  return { tag_rpm_limit };
+};
+
+// Coerce an untyped metadata value into a {tag: number} map, dropping anything
+// that isn't a numeric entry. Key metadata is loosely typed, so validate here.
+const toNumberMap = (raw: unknown): Record<string, number> => {
+  if (!raw || typeof raw !== "object") return {};
+  const out: Record<string, number> = {};
+  Object.entries(raw as Record<string, unknown>).forEach(([tag, limit]) => {
+    if (typeof limit === "number") out[tag] = limit;
+  });
+  return out;
+};
+
+// Reconstruct editor rows from the stored rpm map.
+export const tagLimitsToRows = (tagRpmLimit?: unknown): TagRateLimitEntry[] => {
+  const rpm = toNumberMap(tagRpmLimit);
+  return Object.keys(rpm).map((tag) => ({
+    id: newRowId(),
+    tag,
+    rpm_limit: rpm[tag],
+  }));
+};
+
+interface TagRateLimitEditorProps {
+  value: TagRateLimitEntry[];
+  onChange: (v: TagRateLimitEntry[]) => void;
+}
+
+export function TagRateLimitEditor({ value, onChange }: TagRateLimitEditorProps) {
+  const addRow = () => {
+    onChange([...value, { id: newRowId(), tag: "", rpm_limit: null }]);
+  };
+
+  const removeRow = (idx: number) => {
+    onChange(value.filter((_, i) => i !== idx));
+  };
+
+  const updateRow = (idx: number, field: keyof TagRateLimitEntry, fieldValue: string | number | null) => {
+    onChange(value.map((row, i) => (i === idx ? { ...row, [field]: fieldValue } : row)));
+  };
+
+  return (
+    <div>
+      {value.map((row, idx) => (
+        <div key={row.id} style={{ display: "flex", gap: 8, alignItems: "center", marginBottom: 12 }}>
+          <Input
+            value={row.tag}
+            onChange={(e) => updateRow(idx, "tag", e.target.value)}
+            placeholder="Tag (e.g. cell-1)"
+            style={{ width: 180 }}
+          />
+          <InputNumber
+            min={0}
+            value={row.rpm_limit ?? undefined}
+            onChange={(v) => updateRow(idx, "rpm_limit", v ?? null)}
+            placeholder="RPM"
+            style={{ width: 120 }}
+          />
+          <Button type="text" danger size="small" onClick={() => removeRow(idx)} style={{ padding: "0 4px" }}>
+            ✕
+          </Button>
+        </div>
+      ))}
+      <Button
+        size="small"
+        onClick={(e) => {
+          e.preventDefault();
+          addRow();
+        }}
+      >
+        + Add Tag Limit
+      </Button>
+    </div>
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx b/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
index 0f371b72efe..ef2ddab70ed 100644
--- a/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
+++ b/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
@@ -30,6 +30,7 @@ import ProjectDropdown from "../common_components/ProjectDropdown";
 import { CreateUserButton } from "../CreateUserButton";
 import { BudgetFallbacksEditor } from "../key_team_helpers/BudgetFallbacksEditor";
 import { BudgetWindowEntry, BudgetWindowsEditor } from "../key_team_helpers/BudgetWindowsEditor";
+import { TagRateLimitEditor, TagRateLimitEntry, tagRowsToLimits } from "../key_team_helpers/TagRateLimitEditor";
 import {
   excludeProxyWideSentinel,
   getModelDisplayName,
@@ -202,6 +203,7 @@ const CreateKey: React.FC<CreateKeyProps> = ({ team, teams, data, addKey, autoOp
   const [rotationInterval, setRotationInterval] = useState<string>("30d");
   const [routerSettings, setRouterSettings] = useState<RouterSettingsAccordionValue | null>(null);
   const [budgetLimits, setBudgetLimits] = useState<BudgetWindowEntry[]>([]);
+  const [tagRateLimits, setTagRateLimits] = useState<TagRateLimitEntry[]>([]);
   const [budgetFallbacks, setBudgetFallbacks] = useState<Record<string, string[]>>({});
   const [budgetFallbacksKey, setBudgetFallbacksKey] = useState<number>(0);
   const [routerSettingsKey, setRouterSettingsKey] = useState<number>(0);
@@ -223,6 +225,7 @@ const CreateKey: React.FC<CreateKeyProps> = ({ team, teams, data, addKey, autoOp
     setSelectedOrganizationId(null);
     setSelectedProjectId(null);
     setBudgetLimits([]);
+    setTagRateLimits([]);
     setBudgetFallbacks({});
     setBudgetFallbacksKey((k) => k + 1);
   };
@@ -244,6 +247,7 @@ const CreateKey: React.FC<CreateKeyProps> = ({ team, teams, data, addKey, autoOp
     setSelectedOrganizationId(null);
     setSelectedProjectId(null);
     setBudgetLimits([]);
+    setTagRateLimits([]);
     setBudgetFallbacks({});
     setBudgetFallbacksKey((k) => k + 1);
   };
@@ -543,6 +547,12 @@ const CreateKey: React.FC<CreateKeyProps> = ({ team, teams, data, addKey, autoOp
         formValues.budget_limits = validWindows;
       }
 
+      // Add per-tag rate limits (only when at least one row is configured)
+      const { tag_rpm_limit } = tagRowsToLimits(tagRateLimits);
+      if (Object.keys(tag_rpm_limit).length > 0) {
+        formValues.tag_rpm_limit = tag_rpm_limit;
+      }
+
       if (Object.keys(budgetFallbacks).length > 0) {
         formValues.budget_fallbacks = budgetFallbacks;
       }
@@ -567,6 +577,7 @@ const CreateKey: React.FC<CreateKeyProps> = ({ team, teams, data, addKey, autoOp
       NotificationsManager.success("Virtual Key Created");
       form.resetFields();
       setBudgetLimits([]);
+      setTagRateLimits([]);
       setBudgetFallbacks({});
       setBudgetFallbacksKey((k) => k + 1);
       localStorage.removeItem("userData" + userID);
@@ -1177,6 +1188,19 @@ const CreateKey: React.FC<CreateKeyProps> = ({ team, teams, data, addKey, autoOp
                     form={form}
                     showDetailedDescriptions={true}
                   />
+                  <Form.Item
+                    className="mt-4"
+                    label={
+                      <span>
+                        Per-Tag Rate Limits{" "}
+                        <Tooltip title="Scope rate limits to a request tag so each tag (e.g. a cell or group) gets its own RPM counter. Requests without a matching tag fall back to the key-level limit.">
+                          <InfoCircleOutlined style={{ marginLeft: "4px" }} />
+                        </Tooltip>
+                      </span>
+                    }
+                  >
+                    <TagRateLimitEditor value={tagRateLimits} onChange={setTagRateLimits} />
+                  </Form.Item>
                   <Form.Item
                     className="mt-4"
                     label={
diff --git a/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx b/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx
index 02bc039cf74..dce7b9bd949 100644
--- a/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx
+++ b/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx
@@ -18,6 +18,12 @@ import OrganizationDropdown from "../common_components/OrganizationDropdown";
 import { extractLoggingSettings, formatMetadataForDisplay, stripTagsFromMetadata } from "../key_info_utils";
 import { BudgetFallbacksEditor } from "../key_team_helpers/BudgetFallbacksEditor";
 import { BudgetWindowEntry, BudgetWindowsEditor } from "../key_team_helpers/BudgetWindowsEditor";
+import {
+  TagRateLimitEditor,
+  TagRateLimitEntry,
+  tagLimitsToRows,
+  tagRowsToLimits,
+} from "../key_team_helpers/TagRateLimitEditor";
 import { excludeProxyWideSentinel, hasAllModelsSentinel } from "../key_team_helpers/fetch_available_models_team_key";
 import { KeyResponse } from "../key_team_helpers/key_list";
 import MCPServerSelector from "../mcp_server_management/MCPServerSelector";
@@ -110,6 +116,9 @@ export function KeyEditView({
   const [budgetLimits, setBudgetLimits] = useState<BudgetWindowEntry[]>(
     Array.isArray(keyData.budget_limits) ? keyData.budget_limits : [],
   );
+  const [tagRateLimits, setTagRateLimits] = useState<TagRateLimitEntry[]>(
+    tagLimitsToRows(keyData.metadata?.tag_rpm_limit),
+  );
   const [budgetFallbacks, setBudgetFallbacks] = useState<Record<string, string[]>>(
     keyData.budget_fallbacks && typeof keyData.budget_fallbacks === "object" ? keyData.budget_fallbacks : {},
   );
@@ -311,6 +320,11 @@ export function KeyEditView({
         values.budget_limits = [];
       }
 
+      // Always send the current per-tag limit map so removing every row
+      // clears the stored limits ({} overwrites the metadata field).
+      const { tag_rpm_limit } = tagRowsToLimits(tagRateLimits);
+      values.tag_rpm_limit = tag_rpm_limit;
+
       const hadExistingFallbacks = keyData.budget_fallbacks != null && Object.keys(keyData.budget_fallbacks).length > 0;
       if (Object.keys(budgetFallbacks).length > 0) {
         values.budget_fallbacks = budgetFallbacks;
@@ -553,6 +567,19 @@ export function KeyEditView({
         <Input.TextArea rows={4} placeholder='{"gpt-4": 100, "claude-v1": 200}' />
       </Form.Item>
 
+      <Form.Item
+        label={
+          <span>
+            Per-Tag Rate Limits{" "}
+            <Tooltip title="Scope rate limits to a request tag so each tag (e.g. a cell or group) gets its own RPM counter. Requests without a matching tag fall back to the key-level limit.">
+              <InfoCircleOutlined style={{ marginLeft: "4px" }} />
+            </Tooltip>
+          </span>
+        }
+      >
+        <TagRateLimitEditor value={tagRateLimits} onChange={setTagRateLimits} />
+      </Form.Item>
+
       <Form.Item label="Guardrails" name="guardrails">
         {accessToken && (
           <GuardrailSelector
diff --git a/ui/litellm-dashboard/src/components/templates/key_info_view.tsx b/ui/litellm-dashboard/src/components/templates/key_info_view.tsx
index 1c0d916f0f3..cd97f6b851d 100644
--- a/ui/litellm-dashboard/src/components/templates/key_info_view.tsx
+++ b/ui/litellm-dashboard/src/components/templates/key_info_view.tsx
@@ -869,6 +869,13 @@ export default function KeyInfoView({
                         ? JSON.stringify(currentKeyData.metadata.model_rpm_limit)
                         : "Unlimited"}
                     </Text>
+                    <Text>
+                      Tag RPM Limits:{" "}
+                      {currentKeyData.metadata?.tag_rpm_limit &&
+                      Object.keys(currentKeyData.metadata.tag_rpm_limit).length > 0
+                        ? JSON.stringify(currentKeyData.metadata.tag_rpm_limit)
+                        : "Unlimited"}
+                    </Text>
                   </div>
 
                   <div>
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index d9bba85bf4b..23ada336710 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -6509,6 +6509,7 @@ export interface paths {
          *     - model_rpm_limit: Optional[dict] - key-specific model rpm limit. Example - {"text-davinci-002": 1000, "gpt-3.5-turbo": 1000}. IF null or {} then no model specific rpm limit.
          *     - model_tpm_limit: Optional[dict] - key-specific model tpm limit. Example - {"text-davinci-002": 1000, "gpt-3.5-turbo": 1000}. IF null or {} then no model specific tpm limit.
          *     - mcp_rpm_limit: Optional[dict] - key-specific per-MCP-server rpm limit, keyed by MCP server name (alias if set, else the configured name). Example - {"github": 100, "slack": 200}. IF null or {} then no MCP-specific rpm limit.
+         *     - tag_rpm_limit: Optional[dict] - key-specific per-request-tag rpm limit, keyed by request tag. Example - {"cell-1": 1000, "cell-2": 500}. Each tag gets an independent counter; requests whose tag is absent fall back to the key-level rpm limit.
          *     - tpm_limit_type: Optional[str] - Type of tpm limit. Options: "best_effort_throughput" (no error if we're overallocating tpm), "guaranteed_throughput" (raise an error if we're overallocating tpm), "dynamic" (dynamically exceed limit when no 429 errors). Defaults to "best_effort_throughput".
          *     - rpm_limit_type: Optional[str] - Type of rpm limit. Options: "best_effort_throughput" (no error if we're overallocating rpm), "guaranteed_throughput" (raise an error if we're overallocating rpm), "dynamic" (dynamically exceed limit when no 429 errors). Defaults to "best_effort_throughput".
          *     - allowed_cache_controls: Optional[list] - List of allowed cache control values. Example - ["no-cache", "no-store"]. See all values - https://docs.litellm.ai/docs/proxy/caching#turn-on--off-caching-per-request
@@ -6896,6 +6897,7 @@ export interface paths {
          *     - rpm_limit: Optional[int] - Requests per minute limit
          *     - model_rpm_limit: Optional[dict] - Model-specific RPM limits {"gpt-4": 100, "claude-v1": 200}
          *     - mcp_rpm_limit: Optional[dict] - Per-MCP-server RPM limits, keyed by MCP server name {"github": 100, "slack": 200}
+         *     - tag_rpm_limit: Optional[dict] - Per-request-tag RPM limits, keyed by request tag {"cell-1": 1000, "cell-2": 500}. Each tag gets an independent counter; absent tags fall back to the key-level rpm limit.
          *     - model_tpm_limit: Optional[dict] - Model-specific TPM limits {"gpt-4": 100000, "claude-v1": 200000}
          *     - tpm_limit_type: Optional[str] - TPM rate limit type - "best_effort_throughput", "guaranteed_throughput", or "dynamic"
          *     - rpm_limit_type: Optional[str] - RPM rate limit type - "best_effort_throughput", "guaranteed_throughput", or "dynamic"
@@ -14623,6 +14625,7 @@ export interface paths {
          *     - budget_fallbacks: Optional[Dict[str, List[str]]] - Per-model fallback chain tried in order when that model's own `model_max_budget` is exceeded, e.g. {"gpt-4o": ["gpt-4o-mini"]}.
          *     - model_rpm_limit: Optional[float] - Model-specific rpm limit for user. [Docs](https://docs.litellm.ai/docs/proxy/users#add-model-specific-limits-to-keys)
          *     - mcp_rpm_limit: Optional[dict] - Per-MCP-server rpm limit, keyed by MCP server name {"github": 100, "slack": 200}. Enforced for keys and teams only; values set on a user are stored but not enforced per user.
+         *     - tag_rpm_limit: Optional[dict] - Per-request-tag rpm limit, keyed by request tag {"cell-1": 1000, "cell-2": 500}. Enforced for keys only; values set on a user are stored but not enforced per user.
          *     - model_tpm_limit: Optional[float] - Model-specific tpm limit for user. [Docs](https://docs.litellm.ai/docs/proxy/users#add-model-specific-limits-to-keys)
          *     - spend: Optional[float] - Amount spent by user. Default is 0. Will be updated by proxy whenever user is used. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"), months ("1mo").
          *     - agent_id: Optional[str] - The agent id associated with the user.
@@ -14704,6 +14707,7 @@ export interface paths {
          *         - budget_fallbacks: Optional[Dict[str, List[str]]] - Per-model fallback chain tried in order when that model's own `model_max_budget` is exceeded, e.g. {"gpt-4o": ["gpt-4o-mini"]}.
          *         - model_rpm_limit: Optional[float] - Model-specific rpm limit for user. [Docs](https://docs.litellm.ai/docs/proxy/users#add-model-specific-limits-to-keys)
          *         - mcp_rpm_limit: Optional[dict] - Per-MCP-server rpm limit, keyed by MCP server name {"github": 100, "slack": 200}. Enforced for keys and teams only; values set on a user are stored but not enforced per user.
+         *         - tag_rpm_limit: Optional[dict] - Per-request-tag rpm limit, keyed by request tag {"cell-1": 1000, "cell-2": 500}. Enforced for keys only; values set on a user are stored but not enforced per user.
          *         - model_tpm_limit: Optional[float] - Model-specific tpm limit for user. [Docs](https://docs.litellm.ai/docs/proxy/users#add-model-specific-limits-to-keys)
          *         - spend: Optional[float] - Amount spent by user. Default is 0. Will be updated by proxy whenever user is used. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"), months ("1mo").
          *         - agent_id: Optional[str] - The agent id associated with the user.
@@ -23705,6 +23709,10 @@ export interface components {
              * @default 0
              */
             spend: number | null;
+            /** Tag Rpm Limit */
+            tag_rpm_limit?: {
+                [key: string]: number;
+            } | null;
             /** Tags */
             tags?: string[] | null;
             /** Team Id */
@@ -23847,6 +23855,10 @@ export interface components {
              * @default 0
              */
             spend: number | null;
+            /** Tag Rpm Limit */
+            tag_rpm_limit?: {
+                [key: string]: number;
+            } | null;
             /** Tags */
             tags?: string[] | null;
             /** Team Id */
@@ -28032,6 +28044,10 @@ export interface components {
             spend: number | null;
             /** Sso User Id */
             sso_user_id?: string | null;
+            /** Tag Rpm Limit */
+            tag_rpm_limit?: {
+                [key: string]: number;
+            } | null;
             /** Team Id */
             team_id?: string | null;
             /** Teams */
@@ -28186,6 +28202,10 @@ export interface components {
              * @default 0
              */
             spend: number | null;
+            /** Tag Rpm Limit */
+            tag_rpm_limit?: {
+                [key: string]: number;
+            } | null;
             /** Tags */
             tags?: string[] | null;
             /** Team Id */
@@ -29817,6 +29837,10 @@ export interface components {
             soft_budget?: number | null;
             /** Spend */
             spend?: number | null;
+            /** Tag Rpm Limit */
+            tag_rpm_limit?: {
+                [key: string]: number;
+            } | null;
             /** Tags */
             tags?: string[] | null;
             /** Team Id */
@@ -31762,6 +31786,10 @@ export interface components {
             rpm_limit_type?: ("guaranteed_throughput" | "best_effort_throughput" | "dynamic") | null;
             /** Spend */
             spend?: number | null;
+            /** Tag Rpm Limit */
+            tag_rpm_limit?: {
+                [key: string]: number;
+            } | null;
             /** Tags */
             tags?: string[] | null;
             /** Team Id */
@@ -32218,6 +32246,10 @@ export interface components {
             rpm_limit?: number | null;
             /** Spend */
             spend?: number | null;
+            /** Tag Rpm Limit */
+            tag_rpm_limit?: {
+                [key: string]: number;
+            } | null;
             /** Team Id */
             team_id?: string | null;
             /** Tpm Limit */
@@ -32320,6 +32352,10 @@ export interface components {
             rpm_limit?: number | null;
             /** Spend */
             spend?: number | null;
+            /** Tag Rpm Limit */
+            tag_rpm_limit?: {
+                [key: string]: number;
+            } | null;
             /** Team Id */
             team_id?: string | null;
             /** Tpm Limit */

From df2d44bab1e2c2ffd3acf68bbc0abf6ab1160f85 Mon Sep 17 00:00:00 2001
From: Thibault Serot <thibault@linktr.ee>
Date: Wed, 8 Jul 2026 16:54:39 +1000
Subject: [PATCH 112/370] feat(ui): sort session sidebar by duration or start
 time

---
 .../LogDetailsDrawer.test.tsx                 | 12 +++----
 .../LogDetailsDrawer/LogDetailsDrawer.tsx     | 30 ++++++++--------
 .../view_logs/LogDetailsDrawer/utils.test.ts  | 36 +++++++++++++------
 .../view_logs/LogDetailsDrawer/utils.ts       | 23 +++++-------
 4 files changed, 55 insertions(+), 46 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.test.tsx b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.test.tsx
index db0d168fcac..1d23fecb5da 100644
--- a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.test.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.test.tsx
@@ -53,13 +53,13 @@ const sessionLogs = [
     model: "tool-early",
     call_type: "call_mcp_tool",
     startTime: "2026-07-08T10:00:01.000Z",
-    endTime: "2026-07-08T10:00:01.500Z",
+    endTime: "2026-07-08T10:00:06.000Z",
   }),
   makeLog({
     request_id: "llm-late",
     model: "llm-late",
     startTime: "2026-07-08T10:00:02.000Z",
-    endTime: "2026-07-08T10:00:04.000Z",
+    endTime: "2026-07-08T10:00:05.000Z",
   }),
   makeLog({
     request_id: "mcp-late",
@@ -84,10 +84,10 @@ const sidebarEventNames = () =>
   screen.queryAllByText(/^(llm-early|llm-late|tool-early|tool-late)$/).map((el) => el.textContent);
 
 describe("LogDetailsDrawer session sidebar sorting", () => {
-  it("defaults to grouped order: LLM calls newest first, MCP calls grouped last", async () => {
+  it("defaults to duration order, longest call first across LLM and MCP calls", async () => {
     renderSessionDrawer();
     await waitFor(() => expect(sidebarEventNames()).toHaveLength(4));
-    expect(sidebarEventNames()).toEqual(["llm-late", "llm-early", "tool-late", "tool-early"]);
+    expect(sidebarEventNames()).toEqual(["tool-early", "llm-late", "llm-early", "tool-late"]);
   });
 
   it("switches to chronological order across LLM and MCP calls when Start time is selected", async () => {
@@ -98,8 +98,8 @@ describe("LogDetailsDrawer session sidebar sorting", () => {
 
     await waitFor(() => expect(sidebarEventNames()).toEqual(["llm-early", "tool-early", "llm-late", "tool-late"]));
 
-    fireEvent.click(screen.getByText("Grouped"));
+    fireEvent.click(screen.getByText("Duration"));
 
-    await waitFor(() => expect(sidebarEventNames()).toEqual(["llm-late", "llm-early", "tool-late", "tool-early"]));
+    await waitFor(() => expect(sidebarEventNames()).toEqual(["tool-early", "llm-late", "llm-early", "tool-late"]));
   });
 });
diff --git a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.tsx b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.tsx
index 36299139a13..79592216942 100644
--- a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.tsx
@@ -117,7 +117,7 @@ export function LogDetailsDrawer({
 }: LogDetailsDrawerProps) {
   const isSessionMode = Boolean(sessionId);
   const [selectedSessionRequestId, setSelectedSessionRequestId] = useState<string | null>(null);
-  const [sessionSortMode, setSessionSortMode] = useState<SessionLogSortMode>("grouped");
+  const [sessionSortMode, setSessionSortMode] = useState<SessionLogSortMode>("duration");
   const [isSidebarCollapsed, setIsSidebarCollapsed] = useState(false);
   const [copiedLeftPanelId, setCopiedLeftPanelId] = useState(false);
 
@@ -173,9 +173,9 @@ export function LogDetailsDrawer({
   const sessionTruncated = sessionTotalCount > sessionLogs.length;
 
   // Default selection for a freshly opened session: the most recent log (latest
-  // startTime). The list is sorted newest-first, but MCP calls are grouped last,
-  // so the latest log by time is not necessarily sessionLogs[0]; compute it
-  // explicitly. A clicked/remembered log still wins over this default.
+  // startTime). The list is ordered by the selected sort mode, so the latest
+  // log by time is not necessarily sessionLogs[0]; compute it explicitly.
+  // A clicked/remembered log still wins over this default.
   const mostRecentLog = useMemo<LogEntry | null>(
     () =>
       sessionLogs.reduce<LogEntry | null>(
@@ -387,16 +387,18 @@ export function LogDetailsDrawer({
                 </div>
               )}
               {isSessionMode && (
-                <Segmented
-                  size="small"
-                  className="mt-1.5"
-                  options={[
-                    { label: "Grouped", value: "grouped" },
-                    { label: "Start time", value: "chronological" },
-                  ]}
-                  value={sessionSortMode}
-                  onChange={(value) => setSessionSortMode(value as SessionLogSortMode)}
-                />
+                <div className="mt-1.5 flex items-center gap-1.5">
+                  <span className="text-[10px] uppercase tracking-wide text-slate-500">Sort by</span>
+                  <Segmented
+                    size="small"
+                    options={[
+                      { label: "Duration", value: "duration" },
+                      { label: "Start time", value: "start_time" },
+                    ]}
+                    value={sessionSortMode}
+                    onChange={(value) => setSessionSortMode(value as SessionLogSortMode)}
+                  />
+                </div>
               )}
             </div>
 
diff --git a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/utils.test.ts b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/utils.test.ts
index cbe12f5c101..f59a20529d0 100644
--- a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/utils.test.ts
+++ b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/utils.test.ts
@@ -1,30 +1,44 @@
 import { describe, expect, it } from "vitest";
 import { sortSessionLogs } from "./utils";
 
-const llm = (id: string, startTime: string) => ({ request_id: id, call_type: "acompletion", startTime });
-const mcp = (id: string, startTime: string) => ({ request_id: id, call_type: "call_mcp_tool", startTime });
+const log = (id: string, startTime: string, endTime: string, request_duration_ms?: number) => ({
+  request_id: id,
+  startTime,
+  endTime,
+  request_duration_ms,
+});
 
 const ids = (rows: { request_id: string }[]) => rows.map((row) => row.request_id);
 
 describe("sortSessionLogs", () => {
   const rows = [
-    mcp("mcp-early", "2026-07-08T10:00:01.000Z"),
-    llm("llm-late", "2026-07-08T10:00:02.000Z"),
-    mcp("mcp-late", "2026-07-08T10:00:03.000Z"),
-    llm("llm-early", "2026-07-08T10:00:00.000Z"),
+    log("mid-duration", "2026-07-08T10:00:01.000Z", "2026-07-08T10:00:01.500Z", 2000),
+    log("longest", "2026-07-08T10:00:02.000Z", "2026-07-08T10:00:02.500Z", 5000),
+    log("shortest", "2026-07-08T10:00:03.000Z", "2026-07-08T10:00:03.500Z", 300),
+    log("earliest-no-duration-field", "2026-07-08T10:00:00.000Z", "2026-07-08T10:00:04.000Z"),
   ];
 
-  it("grouped mode keeps MCP calls last, newest first within each group", () => {
-    expect(ids(sortSessionLogs(rows, "grouped"))).toEqual(["llm-late", "llm-early", "mcp-late", "mcp-early"]);
+  it("duration mode sorts longest call first, deriving duration from timestamps when the field is missing", () => {
+    expect(ids(sortSessionLogs(rows, "duration"))).toEqual([
+      "longest",
+      "earliest-no-duration-field",
+      "mid-duration",
+      "shortest",
+    ]);
   });
 
-  it("chronological mode interleaves all calls by start time, oldest first", () => {
-    expect(ids(sortSessionLogs(rows, "chronological"))).toEqual(["llm-early", "mcp-early", "llm-late", "mcp-late"]);
+  it("start_time mode sorts calls in the order they started", () => {
+    expect(ids(sortSessionLogs(rows, "start_time"))).toEqual([
+      "earliest-no-duration-field",
+      "mid-duration",
+      "longest",
+      "shortest",
+    ]);
   });
 
   it("does not mutate the input array", () => {
     const input = [...rows];
-    sortSessionLogs(input, "chronological");
+    sortSessionLogs(input, "duration");
     expect(ids(input)).toEqual(ids(rows));
   });
 });
diff --git a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/utils.ts b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/utils.ts
index 5a1a0e81f96..d313d07361c 100644
--- a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/utils.ts
+++ b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/utils.ts
@@ -3,25 +3,18 @@
  * These functions handle data formatting, validation, and guardrail calculations.
  */
 
-import { MCP_CALL_TYPES } from "../constants";
+export type SessionLogSortMode = "duration" | "start_time";
 
-export type SessionLogSortMode = "grouped" | "chronological";
+type SortableSessionLog = { startTime: string; endTime: string; request_duration_ms?: number };
 
-export function sortSessionLogs<T extends { call_type: string; startTime: string }>(
-  rows: T[],
-  mode: SessionLogSortMode,
-): T[] {
-  if (mode === "chronological") {
+const durationMs = (row: SortableSessionLog): number =>
+  row.request_duration_ms ?? Date.parse(row.endTime) - Date.parse(row.startTime);
+
+export function sortSessionLogs<T extends SortableSessionLog>(rows: T[], mode: SessionLogSortMode): T[] {
+  if (mode === "start_time") {
     return [...rows].sort((a, b) => new Date(a.startTime).getTime() - new Date(b.startTime).getTime());
   }
-  return [...rows].sort((a, b) => {
-    const aIsMcp = MCP_CALL_TYPES.includes(a.call_type) ? 1 : 0;
-    const bIsMcp = MCP_CALL_TYPES.includes(b.call_type) ? 1 : 0;
-    if (aIsMcp !== bIsMcp) return aIsMcp - bIsMcp;
-    // Newest first, matching the all-sessions logs overview. MCP calls
-    // stay grouped last (above), newest-first within that group too.
-    return new Date(b.startTime).getTime() - new Date(a.startTime).getTime();
-  });
+  return [...rows].sort((a, b) => durationMs(b) - durationMs(a));
 }
 
 /**

From 1fb2b4aef47493d836304bb74856ee2efea16718 Mon Sep 17 00:00:00 2001
From: tin-berri <tin@berri.ai>
Date: Tue, 7 Jul 2026 23:59:35 -0700
Subject: [PATCH 113/370] fix(mcp): drop the cached per-user OAuth token when
 the credential row changes (#32302)

* fix(mcp): drop the cached per-user OAuth token when the credential row changes

The v2 authorization_code chain Cached(Refreshing(V2PerUserTokenStore)) caches a positive token
until its expires_at (or 300s without one), and CachedOAuthTokenStore.invalidate had no callers,
so a re-authorization or revocation wrote the DB while egress kept serving the replaced token
from the in-process cache until its TTL. LazyPerUserOAuthTokenStore now exposes invalidate,
MCPServerManager threads it to the write side, and the three credential write sites (the OAuth
callback, the Tools-tab persist endpoint, and the revoke endpoint) drop the cache entry after
the row changes. The v2 refresher's own persist stays untouched; RefreshingTokenStore already
feeds the rotated token back into the cache in the same fetch

* test(mcp): pin cache invalidation on the revoke already-gone branch

Greptile's review flagged that only the happy-path delete asserted the invalidate; a refactor
moving the call inside the try block would silently skip the cache drop when the row was
already deleted by a concurrent request while the cache still held the revoked token. The new
test fails on exactly that mutation

* test(mcp): cover invalidate on the redis-backed lazy store path

Codecov flagged the redis fast path of LazyPerUserOAuthTokenStore.invalidate as unexercised;
the existing invalidate tests only ran the no-redis chain. The new test builds the redis chain
via a fetch and asserts a subsequent invalidate reaches the same store instance without a
rebuild
---
 .../mcp_server/discoverable_endpoints.py      |   6 +
 .../mcp_server/mcp_server_manager.py          |  27 +++-
 .../outbound_credentials/oauth_token_store.py |  11 ++
 .../per_user_oauth_store.py                   |  27 +++-
 .../mcp_management_endpoints.py               |  10 ++
 .../test_per_user_oauth_store.py              |  96 +++++++++++-
 .../mcp_server/test_discoverable_endpoints.py | 101 +++++++++++++
 .../mcp_server/test_mcp_server_manager.py     |  33 ++++
 .../test_mcp_management_endpoints.py          | 142 ++++++++++++++++++
 9 files changed, 443 insertions(+), 10 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
index 89d645b6f8a..fa1f73cea77 100644
--- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
@@ -448,6 +448,12 @@ async def _store_per_user_token_server_side(
         )
         return  # Don't warm Redis if DB write failed
 
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import (  # noqa: PLC0415
+        global_mcp_server_manager,
+    )
+
+    await global_mcp_server_manager.invalidate_user_oauth_token_cache(user_id, server.server_id)
+
     # Warm the Redis cache so the first subsequent MCP call is a cache hit
     ttl = _compute_per_user_token_ttl(server, expires_in)
     await mcp_per_user_token_cache.set(
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index 39da1ba4a97..8e4b3c57bbb 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -70,6 +70,9 @@
     to_server_spec,
     to_subject,
 )
+from litellm.proxy._experimental.mcp_server.outbound_credentials.oauth_token_store import (
+    InvalidatableOAuthTokenStore,
+)
 from litellm.proxy._experimental.mcp_server.outbound_credentials.per_user_oauth_store import (
     LazyPerUserOAuthTokenStore,
 )
@@ -689,9 +692,16 @@ def _obo_needs_endpoint_discovery(
         """
         return auth_type == MCPAuth.oauth2_token_exchange and not (token_exchange_endpoint or token_url)
 
-    def __init__(self, cred_provider: Optional[UpstreamCredentialProvider] = None):
+    def __init__(
+        self,
+        cred_provider: Optional[UpstreamCredentialProvider] = None,
+        per_user_oauth_token_store: Optional[InvalidatableOAuthTokenStore] = None,
+    ):
+        self._per_user_oauth_token_store = per_user_oauth_token_store or LazyPerUserOAuthTokenStore(
+            self.get_mcp_server_by_id
+        )
         self._cred_provider = cred_provider or UpstreamCredentialProvider(
-            oauth_token_store=LazyPerUserOAuthTokenStore(self.get_mcp_server_by_id),
+            oauth_token_store=self._per_user_oauth_token_store,
             token_exchanger=build_token_exchanger(),
         )
         self.registry: dict[str, MCPServer] = {}
@@ -3922,6 +3932,19 @@ async def has_user_oauth_token(self, server: MCPServer, user_api_key_auth: Optio
             return False
         return await self._cred_provider.has_user_token(to_subject(user_api_key_auth, None), spec)
 
+    async def invalidate_user_oauth_token_cache(self, user_id: str, server_id: str) -> None:
+        """Drop the v2 chain's cached token for ``(user_id, server_id)`` after the credential row
+        changes (re-auth, revoke), so the next resolve reads the new row instead of serving the
+        replaced token until its cache TTL. Best-effort: a cache-drop failure is logged, never
+        raised, because the DB write already succeeded and the TTL remains the backstop.
+        """
+        try:
+            await self._per_user_oauth_token_store.invalidate(user_id, server_id)
+        except Exception as exc:  # noqa: BLE001 - cache drop is best-effort; TTL is the backstop
+            verbose_logger.warning(
+                "Failed to invalidate cached MCP OAuth token for user=%s server=%s: %s", user_id, server_id, exc
+            )
+
     async def _resolve_oauth2_headers_for_tool_call(
         self,
         mcp_server: MCPServer,
diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/oauth_token_store.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/oauth_token_store.py
index fd2cb2f3e06..c1c70cf9050 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/oauth_token_store.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/oauth_token_store.py
@@ -69,6 +69,17 @@ class OAuthTokenStore(Protocol):
     async def fetch(self, user_id: str, server_id: str) -> OAuthToken | None: ...
 
 
+class InvalidatableOAuthTokenStore(OAuthTokenStore, Protocol):
+    """An ``OAuthTokenStore`` whose cached entry for a ``(user, server)`` pair can be dropped.
+
+    The write side calls ``invalidate`` after a (re)authorization or revocation changes the
+    credential row, so reads stop serving the replaced token immediately instead of until its
+    cache TTL. ``CachedOAuthTokenStore`` (the top of the per-user chain) satisfies this.
+    """
+
+    async def invalidate(self, user_id: str, server_id: str) -> None: ...
+
+
 class TokenRefresher(Protocol):
     """Mints a fresh token from an expired one and persists it, returning the new token.
 
diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/per_user_oauth_store.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/per_user_oauth_store.py
index 3bc10f1a0eb..21001c09f25 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/per_user_oauth_store.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/per_user_oauth_store.py
@@ -24,8 +24,8 @@
 )
 from litellm.proxy._experimental.mcp_server.outbound_credentials.oauth_token_store import (
     CachedOAuthTokenStore,
+    InvalidatableOAuthTokenStore,
     OAuthToken,
-    OAuthTokenStore,
     RefreshCoordinator,
     RefreshingTokenStore,
     TokenCacheBackend,
@@ -51,7 +51,7 @@
 _DEFAULT_TTL_SECONDS = 300.0
 
 ServerLookup = Callable[[str], "MCPServer | None"]
-StoreBuilder = Callable[[ServerLookup], tuple[OAuthTokenStore, bool]]
+StoreBuilder = Callable[[ServerLookup], tuple[InvalidatableOAuthTokenStore, bool]]
 
 
 async def _read_credential(user_id: str, server_id: str) -> dict[str, object] | None:
@@ -185,7 +185,7 @@ def __init__(
         self._server_lookup = server_lookup
         self._store_builder = store_builder
         self._redis_available = redis_available
-        self._store: OAuthTokenStore | None = None
+        self._store: InvalidatableOAuthTokenStore | None = None
         self._uses_redis = False
         self._fetch_lock = asyncio.Condition()
         self._local_fetches = 0
@@ -203,7 +203,26 @@ async def fetch(self, user_id: str, server_id: str) -> OAuthToken | None:
             if not uses_redis:
                 await self._finish_local_fetch()
 
-    async def _store_for_fetch(self) -> tuple[OAuthTokenStore, bool]:
+    async def invalidate(self, user_id: str, server_id: str) -> None:
+        """Drop the chain's cached entry for ``(user_id, server_id)`` after the credential row
+        changes (re-auth, revoke). Builds the chain if no fetch has run yet, so a shared (Redis)
+        cache entry written by another worker is dropped too; the in-process case is then a no-op
+        on an empty cache.
+        """
+        if self._uses_redis:
+            store = self._store
+            if store is not None:
+                await store.invalidate(user_id, server_id)
+                return
+
+        store, uses_redis = await self._store_for_fetch()
+        try:
+            await store.invalidate(user_id, server_id)
+        finally:
+            if not uses_redis:
+                await self._finish_local_fetch()
+
+    async def _store_for_fetch(self) -> tuple[InvalidatableOAuthTokenStore, bool]:
         async with self._fetch_lock:
             while (
                 self._store is not None and not self._uses_redis and self._redis_available() and self._local_fetches > 0
diff --git a/litellm/proxy/management_endpoints/mcp_management_endpoints.py b/litellm/proxy/management_endpoints/mcp_management_endpoints.py
index a66e2fcf618..c9952b245c7 100644
--- a/litellm/proxy/management_endpoints/mcp_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/mcp_management_endpoints.py
@@ -1913,6 +1913,11 @@ async def store_mcp_oauth_user_credential(
             expires_in=payload.expires_in,
             scopes=payload.scopes,
         )
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (  # noqa: PLC0415
+            global_mcp_server_manager,
+        )
+
+        await global_mcp_server_manager.invalidate_user_oauth_token_cache(user_id, server_id)
         # Read back the persisted record so the response reflects the stored
         # expires_at rather than recomputing it here (which could diverge by
         # milliseconds or if the storage logic ever adds a grace period).
@@ -1953,6 +1958,11 @@ async def delete_mcp_oauth_user_credential(
                 await delete_user_credential(prisma_client, user_id, server_id)
             except RecordNotFoundError:
                 pass  # Already gone — treat as a successful delete
+            from litellm.proxy._experimental.mcp_server.mcp_server_manager import (  # noqa: PLC0415
+                global_mcp_server_manager,
+            )
+
+            await global_mcp_server_manager.invalidate_user_oauth_token_cache(user_id, server_id)
         return MCPOAuthUserCredentialStatus(
             server_id=server_id,
             has_credential=False,
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_per_user_oauth_store.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_per_user_oauth_store.py
index f64ce594efa..ca32cf2bb8d 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_per_user_oauth_store.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_per_user_oauth_store.py
@@ -3,8 +3,8 @@
 import pytest
 
 from litellm.proxy._experimental.mcp_server.outbound_credentials.oauth_token_store import (
+    InvalidatableOAuthTokenStore,
     OAuthToken,
-    OAuthTokenStore,
 )
 from litellm.proxy._experimental.mcp_server.outbound_credentials.per_user_oauth_store import (
     LazyPerUserOAuthTokenStore,
@@ -16,11 +16,15 @@ class _RecordingStore:
     def __init__(self, access_token: str) -> None:
         self._access_token = access_token
         self.calls: list[tuple[str, str]] = []
+        self.invalidations: list[tuple[str, str]] = []
 
     async def fetch(self, user_id: str, server_id: str) -> OAuthToken | None:
         self.calls.append((user_id, server_id))
         return OAuthToken(access_token=self._access_token)
 
+    async def invalidate(self, user_id: str, server_id: str) -> None:
+        self.invalidations.append((user_id, server_id))
+
 
 class _BlockingStore:
     def __init__(self, access_token: str) -> None:
@@ -28,6 +32,7 @@ def __init__(self, access_token: str) -> None:
         self.started = asyncio.Event()
         self.release = asyncio.Event()
         self.calls: list[tuple[str, str]] = []
+        self.invalidations: list[tuple[str, str]] = []
 
     async def fetch(self, user_id: str, server_id: str) -> OAuthToken | None:
         self.calls.append((user_id, server_id))
@@ -35,6 +40,9 @@ async def fetch(self, user_id: str, server_id: str) -> OAuthToken | None:
         await self.release.wait()
         return OAuthToken(access_token=self._access_token)
 
+    async def invalidate(self, user_id: str, server_id: str) -> None:
+        self.invalidations.append((user_id, server_id))
+
 
 class _RedisAvailability:
     def __init__(self) -> None:
@@ -59,7 +67,7 @@ async def test_lazy_store_rebuilds_when_redis_becomes_available() -> None:
     redis_available = _RedisAvailability()
     build_calls = 0
 
-    def build_store(_server_lookup: ServerLookup) -> tuple[OAuthTokenStore, bool]:
+    def build_store(_server_lookup: ServerLookup) -> tuple[InvalidatableOAuthTokenStore, bool]:
         nonlocal build_calls
         build_calls += 1
         if redis_available.available:
@@ -94,7 +102,7 @@ async def test_lazy_store_allows_concurrent_local_fetches_without_redis() -> Non
     redis_available = _RedisAvailability()
     build_calls = 0
 
-    def build_store(_server_lookup: ServerLookup) -> tuple[OAuthTokenStore, bool]:
+    def build_store(_server_lookup: ServerLookup) -> tuple[InvalidatableOAuthTokenStore, bool]:
         nonlocal build_calls
         build_calls += 1
         return local_store, False
@@ -127,7 +135,7 @@ async def test_lazy_store_waits_for_in_flight_local_fetch_before_redis_rebuild()
     redis_store = _RecordingStore("redis")
     redis_available = _RedisAvailability()
 
-    def build_store(_server_lookup: ServerLookup) -> tuple[OAuthTokenStore, bool]:
+    def build_store(_server_lookup: ServerLookup) -> tuple[InvalidatableOAuthTokenStore, bool]:
         if redis_available.available:
             return redis_store, True
         return local_store, False
@@ -158,3 +166,83 @@ def server_lookup(_server_id: str) -> None:
     assert second is not None and second.access_token == "redis"
     assert local_store.calls == [("u", "s")]
     assert redis_store.calls == [("u", "s")]
+
+
+@pytest.mark.asyncio
+async def test_lazy_store_invalidate_builds_chain_and_delegates() -> None:
+    local_store = _RecordingStore("local")
+    build_calls = 0
+
+    def build_store(_server_lookup: ServerLookup) -> tuple[InvalidatableOAuthTokenStore, bool]:
+        nonlocal build_calls
+        build_calls += 1
+        return local_store, False
+
+    def server_lookup(_server_id: str) -> None:
+        return None
+
+    store = LazyPerUserOAuthTokenStore(
+        server_lookup,
+        store_builder=build_store,
+        redis_available=_RedisAvailability(),
+    )
+
+    await store.invalidate("u", "s")
+
+    assert build_calls == 1
+    assert local_store.invalidations == [("u", "s")]
+
+
+@pytest.mark.asyncio
+async def test_lazy_store_invalidate_reaches_the_store_fetch_reads() -> None:
+    local_store = _RecordingStore("local")
+    build_calls = 0
+
+    def build_store(_server_lookup: ServerLookup) -> tuple[InvalidatableOAuthTokenStore, bool]:
+        nonlocal build_calls
+        build_calls += 1
+        return local_store, False
+
+    def server_lookup(_server_id: str) -> None:
+        return None
+
+    store = LazyPerUserOAuthTokenStore(
+        server_lookup,
+        store_builder=build_store,
+        redis_available=_RedisAvailability(),
+    )
+
+    await store.fetch("u", "s")
+    await store.invalidate("u", "s")
+
+    assert build_calls == 1
+    assert local_store.calls == [("u", "s")]
+    assert local_store.invalidations == [("u", "s")]
+
+
+@pytest.mark.asyncio
+async def test_lazy_store_invalidate_works_after_redis_chain_is_built() -> None:
+    redis_store = _RecordingStore("redis")
+    redis_available = _RedisAvailability()
+    redis_available.available = True
+    build_calls = 0
+
+    def build_store(_server_lookup: ServerLookup) -> tuple[InvalidatableOAuthTokenStore, bool]:
+        nonlocal build_calls
+        build_calls += 1
+        return redis_store, True
+
+    def server_lookup(_server_id: str) -> None:
+        return None
+
+    store = LazyPerUserOAuthTokenStore(
+        server_lookup,
+        store_builder=build_store,
+        redis_available=redis_available,
+    )
+
+    await store.fetch("u", "s")
+    await store.invalidate("u", "s")
+
+    assert build_calls == 1
+    assert redis_store.invalidations == [("u", "s")]
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
index fe90fd45856..c808b17678a 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
@@ -4055,3 +4055,104 @@ async def test_oauth_authorization_server_404_for_unknown_server_name():
             mcp_server_name="does_not_exist",
         )
     assert exc_info.value.status_code == 404
+
+
+@pytest.mark.asyncio
+async def test_store_per_user_token_server_side_invalidates_v2_token_cache():
+    """A token stored by the OAuth callback (code exchange or refresh) drops the v2 per-user
+    token cache entry, so egress stops serving the replaced token immediately instead of
+    until its TTL."""
+    from litellm.proxy._experimental.mcp_server import mcp_server_manager as manager_module
+    from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+        _store_per_user_token_server_side,
+    )
+    from litellm.types.mcp import MCPAuth
+    from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+    server = MCPServer(
+        server_id="srv-cb-1",
+        name="cb_server",
+        url="https://upstream.example/mcp",
+        transport="http",
+        auth_type=MCPAuth.oauth2,
+    )
+    invalidate_mock = AsyncMock(return_value=None)
+    cache_set_mock = AsyncMock(return_value=None)
+
+    with (
+        patch(
+            "litellm.proxy.utils.get_prisma_client_or_throw",
+            return_value=MagicMock(),
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.db.store_user_oauth_credential",
+            new=AsyncMock(return_value=None),
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.oauth2_token_cache.mcp_per_user_token_cache.set",
+            new=cache_set_mock,
+        ),
+        patch.object(
+            manager_module.global_mcp_server_manager,
+            "invalidate_user_oauth_token_cache",
+            new=invalidate_mock,
+        ),
+    ):
+        await _store_per_user_token_server_side(
+            server=server,
+            user_id="user-cb-1",
+            token_response={"access_token": "fresh-tok", "expires_in": 3600},
+        )
+
+    invalidate_mock.assert_awaited_once_with("user-cb-1", "srv-cb-1")
+    cache_set_mock.assert_awaited_once()
+
+
+@pytest.mark.asyncio
+async def test_store_per_user_token_server_side_skips_invalidate_when_db_write_fails():
+    """A failed DB write neither warms the v1 cache nor drops the v2 cache entry; the
+    previously stored token is still the truth."""
+    from litellm.proxy._experimental.mcp_server import mcp_server_manager as manager_module
+    from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+        _store_per_user_token_server_side,
+    )
+    from litellm.types.mcp import MCPAuth
+    from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+    server = MCPServer(
+        server_id="srv-cb-2",
+        name="cb_server_2",
+        url="https://upstream.example/mcp",
+        transport="http",
+        auth_type=MCPAuth.oauth2,
+    )
+    invalidate_mock = AsyncMock(return_value=None)
+    cache_set_mock = AsyncMock(return_value=None)
+
+    with (
+        patch(
+            "litellm.proxy.utils.get_prisma_client_or_throw",
+            return_value=MagicMock(),
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.db.store_user_oauth_credential",
+            new=AsyncMock(side_effect=RuntimeError("db down")),
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.oauth2_token_cache.mcp_per_user_token_cache.set",
+            new=cache_set_mock,
+        ),
+        patch.object(
+            manager_module.global_mcp_server_manager,
+            "invalidate_user_oauth_token_cache",
+            new=invalidate_mock,
+        ),
+    ):
+        await _store_per_user_token_server_side(
+            server=server,
+            user_id="user-cb-2",
+            token_response={"access_token": "fresh-tok", "expires_in": 3600},
+        )
+
+    invalidate_mock.assert_not_awaited()
+    cache_set_mock.assert_not_awaited()
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index 6fa69b2f96c..a423f7c8b83 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -2940,6 +2940,39 @@ async def has_user_token(self, subject, spec):
         assert await manager.has_user_oauth_token(server, user_auth) is False
         assert calls == []  # short-circuited on the None spec, never hit the resolver
 
+    @pytest.mark.asyncio
+    async def test_invalidate_user_oauth_token_cache_delegates_to_store(self):
+        """The write side's cache drop reaches the same per-user store the resolver reads."""
+
+        class _Store:
+            def __init__(self) -> None:
+                self.invalidations: list[tuple[str, str]] = []
+
+            async def fetch(self, user_id: str, server_id: str):
+                return None
+
+            async def invalidate(self, user_id: str, server_id: str) -> None:
+                self.invalidations.append((user_id, server_id))
+
+        store = _Store()
+        manager = MCPServerManager(per_user_oauth_token_store=store)
+        await manager.invalidate_user_oauth_token_cache("alice", "srv-1")
+        assert store.invalidations == [("alice", "srv-1")]
+
+    @pytest.mark.asyncio
+    async def test_invalidate_user_oauth_token_cache_swallows_store_errors(self):
+        """A cache-drop failure must not fail the credential write that triggered it."""
+
+        class _Store:
+            async def fetch(self, user_id: str, server_id: str):
+                return None
+
+            async def invalidate(self, user_id: str, server_id: str) -> None:
+                raise RuntimeError("redis down")
+
+        manager = MCPServerManager(per_user_oauth_token_store=_Store())
+        await manager.invalidate_user_oauth_token_cache("alice", "srv-1")
+
     @pytest.mark.asyncio
     async def test_resolve_oauth2_headers_no_user_id(self):
         """Skip lookup entirely when user_api_key_auth has no user_id."""
diff --git a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
index 6976aa76a94..86bbce36de3 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
@@ -3566,6 +3566,148 @@ async def test_delete_mcp_oauth_user_credential_only_deletes_oauth():
     assert result.has_credential is False
 
 
+@pytest.mark.asyncio
+async def test_store_mcp_oauth_user_credential_invalidates_cached_token():
+    """Re-authorizing via the Tools-tab persist drops the v2 per-user token cache entry, so
+    egress stops serving the replaced token immediately instead of until its TTL."""
+    from litellm.proxy._types import MCPOAuthUserCredentialRequest
+
+    if not mgmt_endpoints.MCP_AVAILABLE:
+        pytest.skip("MCP module not installed")
+
+    from litellm.proxy._experimental.mcp_server import mcp_server_manager as manager_module
+    from litellm.proxy.management_endpoints.mcp_management_endpoints import (
+        store_mcp_oauth_user_credential,
+    )
+
+    server_id = "srv-inv-1"
+    user_id = "user-inv-1"
+    invalidate_mock = AsyncMock(return_value=None)
+
+    with (
+        patch(
+            "litellm.proxy.management_endpoints.mcp_management_endpoints.get_prisma_client_or_throw",
+            return_value=_make_prisma_client(),
+        ),
+        patch(
+            "litellm.proxy.management_endpoints.mcp_management_endpoints.get_mcp_server",
+            new=AsyncMock(return_value=generate_mock_mcp_server_db_record(server_id=server_id)),
+        ),
+        patch(
+            "litellm.proxy.management_endpoints.mcp_management_endpoints._user_has_admin_view",
+            return_value=True,
+        ),
+        patch(
+            "litellm.proxy.management_endpoints.mcp_management_endpoints.store_user_oauth_credential",
+            new=AsyncMock(return_value=None),
+        ),
+        patch(
+            "litellm.proxy.management_endpoints.mcp_management_endpoints.get_user_oauth_credential",
+            new=AsyncMock(return_value={"type": "oauth2", "access_token": "new-tok"}),
+        ),
+        patch.object(
+            manager_module.global_mcp_server_manager,
+            "invalidate_user_oauth_token_cache",
+            new=invalidate_mock,
+        ),
+    ):
+        await store_mcp_oauth_user_credential(
+            server_id=server_id,
+            payload=MCPOAuthUserCredentialRequest(access_token="new-tok", expires_in=3600),
+            user_api_key_dict=_make_user_auth(user_id),
+        )
+
+    invalidate_mock.assert_awaited_once_with(user_id, server_id)
+
+
+@pytest.mark.asyncio
+async def test_delete_mcp_oauth_user_credential_invalidates_cached_token():
+    """Revoking a stored OAuth credential drops the v2 per-user token cache entry, so the
+    revoked token stops flowing upstream immediately instead of until its TTL."""
+    if not mgmt_endpoints.MCP_AVAILABLE:
+        pytest.skip("MCP module not installed")
+
+    from litellm.proxy._experimental.mcp_server import mcp_server_manager as manager_module
+    from litellm.proxy.management_endpoints.mcp_management_endpoints import (
+        delete_mcp_oauth_user_credential,
+    )
+
+    server_id = "srv-inv-2"
+    user_id = "user-inv-2"
+    invalidate_mock = AsyncMock(return_value=None)
+
+    with (
+        patch(
+            "litellm.proxy.management_endpoints.mcp_management_endpoints.get_prisma_client_or_throw",
+            return_value=_make_prisma_client(),
+        ),
+        patch(
+            "litellm.proxy.management_endpoints.mcp_management_endpoints.get_user_oauth_credential",
+            new=AsyncMock(return_value={"type": "oauth2", "access_token": "revoked-tok"}),
+        ),
+        patch(
+            "litellm.proxy.management_endpoints.mcp_management_endpoints.delete_user_credential",
+            new=AsyncMock(return_value=None),
+        ),
+        patch.object(
+            manager_module.global_mcp_server_manager,
+            "invalidate_user_oauth_token_cache",
+            new=invalidate_mock,
+        ),
+    ):
+        result = await delete_mcp_oauth_user_credential(
+            server_id=server_id,
+            user_api_key_dict=_make_user_auth(user_id),
+        )
+
+    invalidate_mock.assert_awaited_once_with(user_id, server_id)
+    assert result.has_credential is False
+
+
+@pytest.mark.asyncio
+async def test_delete_mcp_oauth_user_credential_invalidates_when_record_already_gone():
+    """A concurrent delete can remove the row between the read and the delete; the cache may
+    still hold the revoked token, so the invalidate must fire even on RecordNotFoundError."""
+    if not mgmt_endpoints.MCP_AVAILABLE:
+        pytest.skip("MCP module not installed")
+
+    from litellm.proxy._experimental.mcp_server import mcp_server_manager as manager_module
+    from litellm.proxy.management_endpoints.mcp_management_endpoints import (
+        delete_mcp_oauth_user_credential,
+    )
+
+    server_id = "srv-inv-3"
+    user_id = "user-inv-3"
+    invalidate_mock = AsyncMock(return_value=None)
+
+    with (
+        patch(
+            "litellm.proxy.management_endpoints.mcp_management_endpoints.get_prisma_client_or_throw",
+            return_value=_make_prisma_client(),
+        ),
+        patch(
+            "litellm.proxy.management_endpoints.mcp_management_endpoints.get_user_oauth_credential",
+            new=AsyncMock(return_value={"type": "oauth2", "access_token": "revoked-tok"}),
+        ),
+        patch(
+            "litellm.proxy.management_endpoints.mcp_management_endpoints.delete_user_credential",
+            new=AsyncMock(side_effect=mgmt_endpoints.RecordNotFoundError({}, message="already gone")),
+        ),
+        patch.object(
+            manager_module.global_mcp_server_manager,
+            "invalidate_user_oauth_token_cache",
+            new=invalidate_mock,
+        ),
+    ):
+        result = await delete_mcp_oauth_user_credential(
+            server_id=server_id,
+            user_api_key_dict=_make_user_auth(user_id),
+        )
+
+    invalidate_mock.assert_awaited_once_with(user_id, server_id)
+    assert result.has_credential is False
+
+
 @pytest.mark.asyncio
 async def test_list_mcp_user_credentials_batch_server_fetch():
     """list_mcp_user_credentials uses a single batch DB call, not N+1 queries."""

From 6f6bd4568118ce7d15fa9b944554c18307f55a5f Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Wed, 8 Jul 2026 09:59:57 +0300
Subject: [PATCH 114/370] perf(auth): negative-cache missing user/key lookups
 on the request hot path (#32368)

---
 litellm/integrations/prometheus.py            |   1 +
 litellm/proxy/auth/auth_checks.py             |   8 +-
 litellm/proxy/management_endpoints/ui_sso.py  |  16 +--
 ...st_prometheus_budget_metrics_db_lookups.py |  93 ++++++++++++++++
 .../test_auth_hot_path_network_requests.py    | 101 ++++++++++++++++++
 .../proxy/management_endpoints/test_ui_sso.py |  51 +++++++++
 6 files changed, 263 insertions(+), 7 deletions(-)
 create mode 100644 tests/test_litellm/integrations/test_prometheus_budget_metrics_db_lookups.py

diff --git a/litellm/integrations/prometheus.py b/litellm/integrations/prometheus.py
index e374068ca35..60fc021a6a8 100644
--- a/litellm/integrations/prometheus.py
+++ b/litellm/integrations/prometheus.py
@@ -3619,6 +3619,7 @@ async def _assemble_key_object(
                     hashed_token=user_api_key_dict.token,
                     prisma_client=prisma_client,
                     user_api_key_cache=user_api_key_cache,
+                    check_cache_only=True,
                 )
                 if key_object:
                     user_api_key_dict.budget_reset_at = key_object.budget_reset_at
diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index ee548ba0a43..e7fee8d6eb2 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -1474,7 +1474,7 @@ def _should_check_db(key: str, last_db_access_time: LimitedSizeOrderedDict, db_c
     elif last_db_access_time[key][0] is not None:  # check db for non-null values (for refresh operations)
         return True
     elif last_db_access_time[key][0] is None:
-        if current_time - last_db_access_time[key] >= db_cache_expiry:
+        if current_time - last_db_access_time[key][1] >= db_cache_expiry:
             return True
     return False
 
@@ -1649,6 +1649,12 @@ async def get_user_object(
                     include={"organization_memberships": True},
                 )
             else:
+                if should_check_db:
+                    _update_last_db_access_time(
+                        key=db_access_time_key,
+                        value=None,
+                        last_db_access_time=last_db_access_time,
+                    )
                 raise Exception
 
         if response.organization_memberships is not None and len(response.organization_memberships) > 0:
diff --git a/litellm/proxy/management_endpoints/ui_sso.py b/litellm/proxy/management_endpoints/ui_sso.py
index 89c1a925eeb..dbf514d2298 100644
--- a/litellm/proxy/management_endpoints/ui_sso.py
+++ b/litellm/proxy/management_endpoints/ui_sso.py
@@ -2134,12 +2134,16 @@ async def cli_poll_key(
                 models=session_data.get("models", []),
             )
 
-            user_db_obj = await get_user_object(
-                user_id=user_id,
-                prisma_client=prisma_client,
-                user_api_key_cache=user_api_key_cache,
-                user_id_upsert=False,
-            )
+            try:
+                user_db_obj = await get_user_object(
+                    user_id=user_id,
+                    prisma_client=prisma_client,
+                    user_api_key_cache=user_api_key_cache,
+                    user_id_upsert=False,
+                )
+            except ValueError as e:
+                verbose_proxy_logger.debug(f"CLI poll: user lookup failed, proceeding without user budget: {e}")
+                user_db_obj = None
             user_budget = user_db_obj.max_budget if user_db_obj is not None else None
 
             team_budget: Optional[float] = None
diff --git a/tests/test_litellm/integrations/test_prometheus_budget_metrics_db_lookups.py b/tests/test_litellm/integrations/test_prometheus_budget_metrics_db_lookups.py
new file mode 100644
index 00000000000..ce446ae3a19
--- /dev/null
+++ b/tests/test_litellm/integrations/test_prometheus_budget_metrics_db_lookups.py
@@ -0,0 +1,93 @@
+"""
+Unit tests for PrometheusLogger._assemble_key_object DB access.
+
+The post-request budget metrics run for every LLM API request. Auth has
+already cached the key object for any real key in the same request, so the
+metrics path must read the cache only. Falling through to the DB turns every
+request whose token has no DB row (e.g. master-key requests, whose token is
+an alias hash that never matches a stored key) into per-request
+LiteLLM_VerificationToken and LiteLLM_DeprecatedVerificationToken queries.
+"""
+
+import datetime
+from unittest.mock import AsyncMock, MagicMock, patch
+
+import pytest
+from prometheus_client import REGISTRY
+
+from litellm.caching.dual_cache import DualCache
+from litellm.caching.in_memory_cache import InMemoryCache
+from litellm.integrations.prometheus import PrometheusLogger
+from litellm.proxy._types import UserAPIKeyAuth
+
+
+@pytest.fixture(autouse=True)
+def cleanup_prometheus_registry():
+    collectors = list(REGISTRY._collector_to_names.keys())
+    for collector in collectors:
+        try:
+            REGISTRY.unregister(collector)
+        except Exception:
+            pass
+    yield
+    collectors = list(REGISTRY._collector_to_names.keys())
+    for collector in collectors:
+        try:
+            REGISTRY.unregister(collector)
+        except Exception:
+            pass
+
+
+@pytest.fixture
+def prometheus_logger():
+    return PrometheusLogger()
+
+
+@pytest.mark.asyncio
+async def test_assemble_key_object_does_not_query_db_on_cache_miss(prometheus_logger):
+    mock_prisma = MagicMock()
+    mock_prisma.get_data = AsyncMock()
+    cache = DualCache(in_memory_cache=InMemoryCache())
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", mock_prisma),
+        patch("litellm.proxy.proxy_server.user_api_key_cache", cache),
+    ):
+        result = await prometheus_logger._assemble_key_object(
+            user_api_key="hashed-token-not-in-cache",
+            user_api_key_alias="",
+            key_max_budget=None,
+            key_spend=1.0,
+            response_cost=0.5,
+        )
+
+    mock_prisma.get_data.assert_not_called()
+    assert result.spend == 1.5
+    assert result.budget_reset_at is None
+
+
+@pytest.mark.asyncio
+async def test_assemble_key_object_reads_budget_reset_at_from_cache(prometheus_logger):
+    hashed_token = "hashed-token-in-cache"
+    reset_at = datetime.datetime(2026, 8, 1, tzinfo=datetime.timezone.utc)
+    cached_key = UserAPIKeyAuth(token=hashed_token, budget_reset_at=reset_at)
+
+    mock_prisma = MagicMock()
+    mock_prisma.get_data = AsyncMock()
+    cache = DualCache(in_memory_cache=InMemoryCache())
+    await cache.async_set_cache(key=hashed_token, value=cached_key)
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", mock_prisma),
+        patch("litellm.proxy.proxy_server.user_api_key_cache", cache),
+    ):
+        result = await prometheus_logger._assemble_key_object(
+            user_api_key=hashed_token,
+            user_api_key_alias="alias",
+            key_max_budget=10.0,
+            key_spend=1.0,
+            response_cost=0.5,
+        )
+
+    mock_prisma.get_data.assert_not_called()
+    assert result.budget_reset_at == reset_at
diff --git a/tests/test_litellm/proxy/auth/test_auth_hot_path_network_requests.py b/tests/test_litellm/proxy/auth/test_auth_hot_path_network_requests.py
index f1ff001777c..22752f767ce 100644
--- a/tests/test_litellm/proxy/auth/test_auth_hot_path_network_requests.py
+++ b/tests/test_litellm/proxy/auth/test_auth_hot_path_network_requests.py
@@ -516,3 +516,104 @@ async def test_full_hot_path_network_count():
     assert (
         summary["total_network_requests"] == 4
     ), f"Expected 4 total network requests on warm path, got {summary['total_network_requests']}"
+
+
+# ============================================================================
+# TEST: negative caching for entities that do not exist in the DB
+# ============================================================================
+
+
+@pytest.mark.asyncio
+async def test_get_user_object_missing_user_negative_cache():
+    """
+    A user_id with no DB row (e.g. the master key's default admin user_id)
+    must not trigger a DB query on every request. The first lookup hits the
+    DB; repeat lookups inside the db_cache_expiry window are throttled.
+    """
+    user_id = "user-missing-negative-cache"
+
+    cache = DualCache(in_memory_cache=InMemoryCache())
+
+    mock_prisma = MagicMock()
+    mock_prisma.db = MagicMock()
+    mock_prisma.db.litellm_usertable = MagicMock()
+    mock_prisma.db.litellm_usertable.find_unique = AsyncMock(return_value=None)
+
+    for _ in range(3):
+        with pytest.raises(ValueError):
+            await get_user_object(
+                user_id=user_id,
+                prisma_client=mock_prisma,
+                user_api_key_cache=cache,
+                parent_otel_span=None,
+                proxy_logging_obj=None,
+                user_id_upsert=False,
+            )
+
+    assert mock_prisma.db.litellm_usertable.find_unique.call_count == 1
+
+
+@pytest.mark.asyncio
+async def test_get_user_object_missing_user_rechecks_after_expiry():
+    """
+    The negative cache must expire: a user created after a miss becomes
+    visible once the db_cache_expiry window has passed.
+    """
+    from litellm.proxy.auth.auth_checks import db_cache_expiry, last_db_access_time
+
+    user_id = "user-missing-expiry-recheck"
+
+    cache = DualCache(in_memory_cache=InMemoryCache())
+
+    mock_prisma = MagicMock()
+    mock_prisma.db = MagicMock()
+    mock_prisma.db.litellm_usertable = MagicMock()
+    mock_prisma.db.litellm_usertable.find_unique = AsyncMock(return_value=None)
+
+    with pytest.raises(ValueError):
+        await get_user_object(
+            user_id=user_id,
+            prisma_client=mock_prisma,
+            user_api_key_cache=cache,
+            parent_otel_span=None,
+            proxy_logging_obj=None,
+            user_id_upsert=False,
+        )
+    assert mock_prisma.db.litellm_usertable.find_unique.call_count == 1
+
+    last_db_access_time[f"user_id:{user_id}"] = (
+        None,
+        time.time() - (db_cache_expiry + 1),
+    )
+
+    with pytest.raises(ValueError):
+        await get_user_object(
+            user_id=user_id,
+            prisma_client=mock_prisma,
+            user_api_key_cache=cache,
+            parent_otel_span=None,
+            proxy_logging_obj=None,
+            user_id_upsert=False,
+        )
+    assert mock_prisma.db.litellm_usertable.find_unique.call_count == 2
+
+
+def test_should_check_db_negative_entry_throttles_then_expires():
+    """
+    A recorded miss (value=None) suppresses DB checks inside the expiry
+    window and allows them again after it. Exercises the timestamp element
+    of the stored (value, time) tuple directly.
+    """
+    from litellm.caching.dual_cache import LimitedSizeOrderedDict
+    from litellm.proxy.auth.auth_checks import (
+        _should_check_db,
+        _update_last_db_access_time,
+    )
+
+    tracker: LimitedSizeOrderedDict = LimitedSizeOrderedDict(max_size=10)
+
+    _update_last_db_access_time(key="k", value=None, last_db_access_time=tracker)
+    assert _should_check_db(key="k", last_db_access_time=tracker, db_cache_expiry=5) is False
+
+    tracker["k"] = (None, time.time() - 6)
+    assert _should_check_db(key="k", last_db_access_time=tracker, db_cache_expiry=5) is True
diff --git a/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py b/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py
index 976048b9521..32229e3e64e 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py
@@ -7131,3 +7131,54 @@ async def test_legacy_login_page_hides_credentials_hint_via_general_settings():
     assert response.status_code == 200
     assert "Default Credentials" not in body
     assert "MASTER_KEY" not in body
+
+
+@pytest.mark.asyncio
+async def test_cli_poll_key_tolerates_missing_user_row():
+    """The CLI poll must still mint the JWT when the user lookup raises,
+    e.g. the user row was created moments ago and a negative-cache window
+    from the pre-creation SSO existence check is still active on this pod."""
+    from litellm.proxy.management_endpoints.ui_sso import (
+        _hash_cli_sso_secret,
+        cli_poll_key,
+    )
+
+    session_key = "cli-session-missing-user"
+    session_data = {
+        "user_id": "just-created-user",
+        "user_role": "internal_user",
+        "teams": [],
+        "models": ["gpt-4"],
+    }
+
+    mock_cache = MagicMock()
+    mock_cache.get_cache.return_value = {
+        "poll_secret_hash": _hash_cli_sso_secret("poll-secret"),
+        "sso_complete": True,
+        "user_code_verified": True,
+        "session_data": session_data,
+    }
+
+    mock_jwt_token = "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.missing.user"
+
+    with (
+        patch("litellm.proxy.proxy_server.user_api_key_cache", mock_cache),
+        patch("litellm.proxy.proxy_server.prisma_client"),
+        patch(
+            "litellm.proxy.auth.auth_checks.ExperimentalUIJWTToken.get_cli_jwt_auth_token",
+            return_value=mock_jwt_token,
+        ),
+        patch(
+            "litellm.proxy.auth.auth_checks.get_user_object",
+            new=AsyncMock(side_effect=ValueError("User doesn't exist in db. 'user_id'=just-created-user")),
+        ),
+    ):
+        result = await cli_poll_key(
+            key_id=session_key,
+            team_id=None,
+            x_litellm_cli_poll_secret="poll-secret",
+        )
+
+    assert result["status"] == "ready"
+    assert result["key"] == mock_jwt_token
+    assert result["user_id"] == "just-created-user"

From 5d89be551bbed49c493f2a1cea0bddf4ea8e468b Mon Sep 17 00:00:00 2001
From: Thibault Serot <thibault@linktr.ee>
Date: Wed, 8 Jul 2026 17:06:38 +1000
Subject: [PATCH 115/370] fix(ui): fit session sort toggle inside sidebar
 column

---
 .../LogDetailsDrawer/LogDetailsDrawer.tsx     | 23 +++++++++----------
 1 file changed, 11 insertions(+), 12 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.tsx b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.tsx
index 79592216942..92cf90fad63 100644
--- a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.tsx
@@ -387,18 +387,17 @@ export function LogDetailsDrawer({
                 </div>
               )}
               {isSessionMode && (
-                <div className="mt-1.5 flex items-center gap-1.5">
-                  <span className="text-[10px] uppercase tracking-wide text-slate-500">Sort by</span>
-                  <Segmented
-                    size="small"
-                    options={[
-                      { label: "Duration", value: "duration" },
-                      { label: "Start time", value: "start_time" },
-                    ]}
-                    value={sessionSortMode}
-                    onChange={(value) => setSessionSortMode(value as SessionLogSortMode)}
-                  />
-                </div>
+                <Segmented
+                  block
+                  size="small"
+                  className="mt-1.5 [&_.ant-segmented-item-label]:text-[11px]"
+                  options={[
+                    { label: "Duration", value: "duration" },
+                    { label: "Start time", value: "start_time" },
+                  ]}
+                  value={sessionSortMode}
+                  onChange={(value) => setSessionSortMode(value as SessionLogSortMode)}
+                />
               )}
             </div>
 

From 6d2090a21b19d6277d44367983d9d70ee10e8a0c Mon Sep 17 00:00:00 2001
From: Thibault Serot <thibault@linktr.ee>
Date: Wed, 8 Jul 2026 17:17:44 +1000
Subject: [PATCH 116/370] fix(ui): reset session sort mode when drawer closes

---
 .../LogDetailsDrawer.test.tsx                 | 21 ++++++++++++++++---
 .../LogDetailsDrawer/LogDetailsDrawer.tsx     |  1 +
 2 files changed, 19 insertions(+), 3 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.test.tsx b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.test.tsx
index 1d23fecb5da..5a49cccec70 100644
--- a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.test.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.test.tsx
@@ -73,11 +73,13 @@ const sessionLogs = [
 const renderSessionDrawer = () => {
   vi.mocked(sessionSpendLogsCall).mockResolvedValue({ data: sessionLogs, total: 4, total_pages: 1 });
   const queryClient = new QueryClient({ defaultOptions: { queries: { retry: false } } });
-  render(
+  const drawer = (open: boolean) => (
     <QueryClientProvider client={queryClient}>
-      <LogDetailsDrawer open onClose={() => {}} logEntry={null} sessionId="session-1" accessToken="token" />
-    </QueryClientProvider>,
+      <LogDetailsDrawer open={open} onClose={() => {}} logEntry={null} sessionId="session-1" accessToken="token" />
+    </QueryClientProvider>
   );
+  const { rerender } = render(drawer(true));
+  return { rerender, drawer };
 };
 
 const sidebarEventNames = () =>
@@ -102,4 +104,17 @@ describe("LogDetailsDrawer session sidebar sorting", () => {
 
     await waitFor(() => expect(sidebarEventNames()).toEqual(["tool-early", "llm-late", "llm-early", "tool-late"]));
   });
+
+  it("resets the sort mode back to duration when the drawer is closed and reopened", async () => {
+    const { rerender, drawer } = renderSessionDrawer();
+    await waitFor(() => expect(sidebarEventNames()).toHaveLength(4));
+
+    fireEvent.click(screen.getByText("Start time"));
+    await waitFor(() => expect(sidebarEventNames()).toEqual(["llm-early", "tool-early", "llm-late", "tool-late"]));
+
+    rerender(drawer(false));
+    rerender(drawer(true));
+
+    await waitFor(() => expect(sidebarEventNames()).toEqual(["tool-early", "llm-late", "llm-early", "tool-late"]));
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.tsx b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.tsx
index 92cf90fad63..cc087a611b0 100644
--- a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.tsx
@@ -217,6 +217,7 @@ export function LogDetailsDrawer({
       setIsSidebarCollapsed(false);
     } else {
       if (isSessionMode) setSelectedSessionRequestId(null);
+      setSessionSortMode("duration");
       setCopiedLeftPanelId(false);
     }
   }, [open, isSessionMode]);

From 684e3e1c2e98c8b43a6ecce0a0650842226db5e9 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Wed, 8 Jul 2026 00:17:55 -0700
Subject: [PATCH 117/370] test(vertex_ai): bump local_testing vertex tests from
 gemini-2.5-flash to gemini-3.5-flash (#32439)

---
 .../test_amazing_vertex_completion.py             | 15 +++++++++++----
 1 file changed, 11 insertions(+), 4 deletions(-)

diff --git a/tests/local_testing/test_amazing_vertex_completion.py b/tests/local_testing/test_amazing_vertex_completion.py
index 2382b8a5197..6e31166ad99 100644
--- a/tests/local_testing/test_amazing_vertex_completion.py
+++ b/tests/local_testing/test_amazing_vertex_completion.py
@@ -355,7 +355,11 @@ async def test_async_vertexai_response_basic():
         user_message = "Hello, how are you?"
         messages = [{"content": user_message, "role": "user"}]
         response = await acompletion(
-            model="gemini-2.5-flash", messages=messages, temperature=0.7, timeout=5
+            model="gemini-3.5-flash",
+            messages=messages,
+            temperature=0.7,
+            timeout=5,
+            vertex_location="global",
         )
         print(f"response: {response}")
     except litellm.NotFoundError as e:
@@ -388,7 +392,7 @@ async def test_async_vertexai_streaming_response():
     )
     test_models = random.sample(list(test_models), 1)
     test_models += list(litellm.vertex_language_models)  # always test gemini-pro
-    test_models = ["gemini-2.5-flash"]
+    test_models = ["gemini-3.5-flash"]
     for model in test_models:
         if model in VERTEX_MODELS_TO_NOT_TEST or (
             "gecko" in model
@@ -412,6 +416,7 @@ async def test_async_vertexai_streaming_response():
                 temperature=0.7,
                 timeout=5,
                 stream=True,
+                vertex_location="global",
             )
             print(f"response: {response}")
             complete_response: str = ""
@@ -3840,10 +3845,11 @@ def tool_call(text: str | None) -> str:
     }
 
     response = litellm.completion(
-        model="vertex_ai/gemini-2.5-flash",
+        model="vertex_ai/gemini-3.5-flash",
         messages=[{"role": "user", "content": "call the tool"}],
         tools=[tool],
         tool_choice="required",
+        vertex_location="global",
     )
 
     print(response)
@@ -3895,10 +3901,11 @@ def test_gemini_nullable_object_tool_schema_httpx():
     ]
 
     response = litellm.completion(
-        model="vertex_ai/gemini-2.5-flash",
+        model="vertex_ai/gemini-3.5-flash",
         messages=[{"role": "user", "content": "call the tool"}],
         tools=tools,
         tool_choice="required",
+        vertex_location="global",
     )
 
     print(response)

From cd6e8cdf23186fad63b54744e8edd3bf6c2d53e2 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Wed, 8 Jul 2026 00:19:06 -0700
Subject: [PATCH 118/370] test(realtime): record and replay websocket traffic
 in redis vcr cassettes (#32390)

* test(realtime): record and replay websocket traffic in redis vcr cassettes

* style(realtime): ruff-format ws-vcr harness

* fix(realtime): warn instead of silently disabling ws-vcr when the redis client cannot be built
---
 tests/_ws_vcr.py                           | 546 +++++++++++++++++++++
 tests/llm_translation/conftest.py          |  12 +-
 tests/llm_translation/realtime/conftest.py |  89 ++++
 tests/llm_translation/test_ws_vcr.py       | 275 +++++++++++
 4 files changed, 917 insertions(+), 5 deletions(-)
 create mode 100644 tests/_ws_vcr.py
 create mode 100644 tests/llm_translation/realtime/conftest.py
 create mode 100644 tests/llm_translation/test_ws_vcr.py

diff --git a/tests/_ws_vcr.py b/tests/_ws_vcr.py
new file mode 100644
index 00000000000..1f8843a23bd
--- /dev/null
+++ b/tests/_ws_vcr.py
@@ -0,0 +1,546 @@
+"""Record and replay realtime WebSocket traffic in the shared VCR Redis store.
+
+The HTTP VCR layer (``tests/_vcr_redis_persister.py`` /
+``tests/_vcr_conftest_common.py``) only intercepts httpx/aiohttp, so the
+realtime suite always reached the live provider. This module intercepts at the
+``websockets.connect`` boundary instead and caches whole WebSocket sessions
+under a distinct ``litellm:vcr:wscassette:`` key, reusing the same Redis client,
+24h TTL, save-on-pass, and best-effort degradation semantics.
+
+Record mode logs every frame in order with its direction, a text/binary flag,
+and, for each server frame, the number of client frames seen before it. That
+count is the causal gate for replay: a recorded server frame is only released
+once the client has sent at least that many frames, so the deterministic replay
+reproduces the same interleaving without a live connection. Client frames are
+matched against the recording with volatile fields (ids, timestamps) normalized
+away; a structurally different client frame is contract drift and raises loudly
+rather than hanging, and every replay wait is bounded by a timeout.
+"""
+
+from __future__ import annotations
+
+import asyncio
+import base64
+import json
+import logging
+import os
+import re
+import warnings
+from typing import AsyncIterator, Callable, Literal, Optional, Protocol, Union
+
+from pydantic import BaseModel, ConfigDict, ValidationError
+from websockets.exceptions import ConnectionClosedOK
+
+from tests._vcr_redis_persister import (
+    CASSETTE_TTL_SECONDS,
+    VCRCassetteCacheWarning,
+    _build_default_client,
+    _record_cache_failure,
+)
+
+WS_REDIS_KEY_PREFIX = "litellm:vcr:wscassette:"
+WS_MAX_SESSIONS_PER_CASSETTE = 20
+WS_MAX_FRAMES_PER_SESSION = 2000
+WS_REPLAY_TIMEOUT_ENV = "LITELLM_WS_VCR_REPLAY_TIMEOUT"
+WS_DEFAULT_REPLAY_TIMEOUT_SECONDS = 15.0
+WS_CASSETTE_SCHEMA_VERSION = 1
+
+_log = logging.getLogger(__name__)
+
+Message = Union[str, bytes]
+Direction = Literal["client_to_server", "server_to_client"]
+Opcode = Literal["text", "binary"]
+
+
+class WsConnectionLike(Protocol):
+    async def recv(self, decode: Optional[bool] = None) -> Message: ...
+
+    async def send(self, message: Message, *args: object, **kwargs: object) -> None: ...
+
+    async def close(self, *args: object, **kwargs: object) -> None: ...
+
+    def __aiter__(self) -> AsyncIterator[Message]: ...
+
+
+class WsConnectContextLike(Protocol):
+    async def __aenter__(self) -> WsConnectionLike: ...
+
+    async def __aexit__(self, *exc_info: object) -> Optional[bool]: ...
+
+
+class RedisLike(Protocol):
+    def get(self, key: str) -> Optional[bytes]: ...
+
+    def set(self, key: str, value: bytes, ex: int) -> object: ...
+
+
+class WsFrame(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    direction: Direction
+    opcode: Opcode
+    text: Optional[str] = None
+    binary_b64: Optional[str] = None
+    client_frames_before: Optional[int] = None
+
+
+class WsSession(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    frames: tuple[WsFrame, ...]
+
+
+class WsCassette(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    schema_version: int = WS_CASSETTE_SCHEMA_VERSION
+    sessions: tuple[WsSession, ...]
+
+
+class WsVcrReplayError(Exception): ...
+
+
+class WsVcrContractDrift(WsVcrReplayError): ...
+
+
+class WsVcrReplayTimeout(WsVcrReplayError): ...
+
+
+_UUID_RE = re.compile(r"[0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[0-9a-fA-F]{4}-[0-9a-fA-F]{4}-[0-9a-fA-F]{12}")
+_OPENAI_ID_RE = re.compile(
+    r"\b(?:evt|event|item|msg|resp|response|sess|session|call|fc|rs|conv|ce|audio)_[A-Za-z0-9]{6,}"
+)
+_ISO_TS_RE = re.compile(r"\d{4}-\d{2}-\d{2}T\d{2}:\d{2}:\d{2}(?:\.\d+)?(?:Z|[+-]\d{2}:?\d{2})?")
+_EPOCH_RE = re.compile(r"(?<![\d.])1[0-9]{9,12}(?![\d.])")
+
+_VOLATILE_KEYS = frozenset(
+    {
+        "event_id",
+        "item_id",
+        "previous_item_id",
+        "response_id",
+        "id",
+        "session_id",
+        "call_id",
+        "conversation_id",
+    }
+)
+
+_BEARER_RE = re.compile(r"Bearer\s+[A-Za-z0-9._\-]+")
+_OPENAI_KEY_RE = re.compile(r"sk-[A-Za-z0-9_\-]{8,}")
+_XAI_KEY_RE = re.compile(r"xai-[A-Za-z0-9_\-]{8,}")
+
+
+def scrub_secrets(text: str) -> str:
+    scrubbed = _BEARER_RE.sub("Bearer <redacted>", text)
+    scrubbed = _OPENAI_KEY_RE.sub("<redacted-key>", scrubbed)
+    scrubbed = _XAI_KEY_RE.sub("<redacted-key>", scrubbed)
+    return scrubbed
+
+
+def _normalize_json_for_match(obj: object) -> object:
+    if isinstance(obj, dict):
+        return {
+            str(key): ("<vcr-id>" if key in _VOLATILE_KEYS else _normalize_json_for_match(value))
+            for key, value in sorted(obj.items(), key=lambda kv: str(kv[0]))
+        }
+    if isinstance(obj, list):
+        return [_normalize_json_for_match(item) for item in obj]
+    if isinstance(obj, str):
+        return _normalize_scalar_string(obj)
+    return obj
+
+
+def _normalize_scalar_string(text: str) -> str:
+    normalized = _UUID_RE.sub("<vcr-uuid>", text)
+    normalized = _OPENAI_ID_RE.sub("<vcr-id>", normalized)
+    normalized = _ISO_TS_RE.sub("<vcr-iso-ts>", normalized)
+    normalized = _EPOCH_RE.sub("<vcr-epoch>", normalized)
+    return normalized
+
+
+def normalize_text_for_match(text: str) -> str:
+    try:
+        parsed = json.loads(text)
+    except (ValueError, TypeError):
+        return _normalize_scalar_string(text)
+    return json.dumps(_normalize_json_for_match(parsed), sort_keys=True, separators=(",", ":"))
+
+
+def text_frames_match(recorded: str, incoming: str) -> bool:
+    return normalize_text_for_match(recorded) == normalize_text_for_match(incoming)
+
+
+def _frame_payload(message: Message) -> tuple[Opcode, Optional[str], Optional[str]]:
+    if isinstance(message, str):
+        return "text", scrub_secrets(message), None
+    try:
+        decoded = message.decode("utf-8")
+    except UnicodeDecodeError:
+        return "binary", None, base64.b64encode(message).decode("ascii")
+    return "text", scrub_secrets(decoded), None
+
+
+def ws_redis_key_for(nodeid: str) -> str:
+    rel = nodeid.replace("::", "/").replace("\\", "/").lstrip("./")
+    return f"{WS_REDIS_KEY_PREFIX}{rel}"
+
+
+def replay_timeout_seconds() -> float:
+    raw = os.environ.get(WS_REPLAY_TIMEOUT_ENV)
+    if not raw:
+        return WS_DEFAULT_REPLAY_TIMEOUT_SECONDS
+    try:
+        return float(raw)
+    except ValueError:
+        return WS_DEFAULT_REPLAY_TIMEOUT_SECONDS
+
+
+class WsSessionRecorder:
+    def __init__(self) -> None:
+        self._frames: list[WsFrame] = []
+        self._client_count = 0
+
+    def record_client_frame(self, message: Message) -> None:
+        opcode, text, binary_b64 = _frame_payload(message)
+        self._frames.append(WsFrame(direction="client_to_server", opcode=opcode, text=text, binary_b64=binary_b64))
+        self._client_count += 1
+
+    def record_server_frame(self, message: Message) -> None:
+        opcode, text, binary_b64 = _frame_payload(message)
+        self._frames.append(
+            WsFrame(
+                direction="server_to_client",
+                opcode=opcode,
+                text=text,
+                binary_b64=binary_b64,
+                client_frames_before=self._client_count,
+            )
+        )
+
+    def to_session(self) -> WsSession:
+        return WsSession(frames=tuple(self._frames))
+
+
+class RecordingConnection:
+    def __init__(self, real: WsConnectionLike, recorder: WsSessionRecorder) -> None:
+        self._real = real
+        self._recorder = recorder
+
+    async def recv(self, decode: Optional[bool] = None) -> Message:
+        result = await self._real.recv(decode=decode)
+        self._recorder.record_server_frame(result)
+        return result
+
+    async def send(self, message: Message, *args: object, **kwargs: object) -> None:
+        self._recorder.record_client_frame(message)
+        await self._real.send(message, *args, **kwargs)
+
+    async def close(self, *args: object, **kwargs: object) -> None:
+        await self._real.close(*args, **kwargs)
+
+    def __aiter__(self) -> AsyncIterator[Message]:
+        return self._iterate()
+
+    async def _iterate(self) -> AsyncIterator[Message]:
+        async for message in self._real:
+            self._recorder.record_server_frame(message)
+            yield message
+
+
+class ReplayConnection:
+    def __init__(
+        self,
+        session: WsSession,
+        timeout: float,
+        on_error: Callable[[WsVcrReplayError], None],
+    ) -> None:
+        self._server_frames = tuple(f for f in session.frames if f.direction == "server_to_client")
+        self._client_frames = tuple(f for f in session.frames if f.direction == "client_to_server")
+        self._timeout = timeout
+        self._on_error = on_error
+        self._server_cursor = 0
+        self._client_cursor = 0
+        self._client_sent = 0
+        self._closed = False
+        self._progress = asyncio.Event()
+
+    async def recv(self, decode: Optional[bool] = None) -> Message:
+        want_bytes = decode is False
+        while True:
+            if self._closed or self._server_cursor >= len(self._server_frames):
+                raise ConnectionClosedOK(None, None)
+            frame = self._server_frames[self._server_cursor]
+            needed = frame.client_frames_before or 0
+            if self._client_sent >= needed:
+                self._server_cursor += 1
+                return _materialize_frame(frame, want_bytes)
+            await self._await_client_progress(needed)
+
+    async def _await_client_progress(self, needed: int) -> None:
+        waiter = self._progress
+        try:
+            await asyncio.wait_for(waiter.wait(), timeout=self._timeout)
+        except asyncio.TimeoutError:
+            error = WsVcrReplayTimeout(
+                f"WS-VCR replay stalled: server frame #{self._server_cursor} needs "
+                f"{needed} client frame(s) but only {self._client_sent} were sent within "
+                f"{self._timeout}s. The client stopped driving the recorded session."
+            )
+            self._on_error(error)
+            raise error
+
+    async def send(self, message: Message, *args: object, **kwargs: object) -> None:
+        if self._client_cursor >= len(self._client_frames):
+            error = WsVcrContractDrift(
+                "WS-VCR contract drift: client sent frame "
+                f"#{self._client_cursor + 1} but the recording has only "
+                f"{len(self._client_frames)} client frame(s). Extra frame: {_preview(message)}"
+            )
+            self._on_error(error)
+            raise error
+        recorded = self._client_frames[self._client_cursor]
+        if not _client_frame_matches(recorded, message):
+            error = WsVcrContractDrift(
+                "WS-VCR contract drift on client frame "
+                f"#{self._client_cursor + 1}:\n  recorded: {_preview_frame(recorded)}\n"
+                f"  got:      {_preview(message)}"
+            )
+            self._on_error(error)
+            raise error
+        self._client_cursor += 1
+        self._client_sent += 1
+        self._signal_progress()
+
+    async def close(self, *args: object, **kwargs: object) -> None:
+        self._closed = True
+        self._signal_progress()
+
+    def _signal_progress(self) -> None:
+        previous = self._progress
+        self._progress = asyncio.Event()
+        previous.set()
+
+    def __aiter__(self) -> AsyncIterator[Message]:
+        return self._iterate()
+
+    async def _iterate(self) -> AsyncIterator[Message]:
+        while True:
+            try:
+                yield await self.recv()
+            except ConnectionClosedOK:
+                return
+
+
+def _materialize_frame(frame: WsFrame, want_bytes: bool) -> Message:
+    if frame.opcode == "text":
+        text = frame.text or ""
+        return text.encode("utf-8") if want_bytes else text
+    return base64.b64decode(frame.binary_b64 or "")
+
+
+def _client_frame_matches(recorded: WsFrame, message: Message) -> bool:
+    opcode, text, binary_b64 = _frame_payload(message)
+    if recorded.opcode != opcode:
+        return False
+    if opcode == "text":
+        return text_frames_match(recorded.text or "", text or "")
+    return recorded.binary_b64 == binary_b64
+
+
+def _preview(message: Message) -> str:
+    text = message if isinstance(message, str) else message.decode("utf-8", errors="replace")
+    return scrub_secrets(text)[:200]
+
+
+def _preview_frame(frame: WsFrame) -> str:
+    if frame.opcode == "text":
+        return (frame.text or "")[:200]
+    return f"<binary {len(frame.binary_b64 or '')} b64 chars>"
+
+
+class _RecordingConnect:
+    def __init__(
+        self,
+        real_context: WsConnectContextLike,
+        recorder: WsSessionRecorder,
+        on_done: Callable[[WsSessionRecorder], None],
+    ) -> None:
+        self._real_context = real_context
+        self._recorder = recorder
+        self._on_done = on_done
+
+    async def __aenter__(self) -> RecordingConnection:
+        real = await self._real_context.__aenter__()
+        return RecordingConnection(real, self._recorder)
+
+    async def __aexit__(self, *exc_info: object) -> Optional[bool]:
+        try:
+            return await self._real_context.__aexit__(*exc_info)
+        finally:
+            self._on_done(self._recorder)
+
+
+class _ReplayConnect:
+    def __init__(
+        self,
+        session: WsSession,
+        timeout: float,
+        on_error: Callable[[WsVcrReplayError], None],
+    ) -> None:
+        self._session = session
+        self._timeout = timeout
+        self._on_error = on_error
+
+    async def __aenter__(self) -> ReplayConnection:
+        return ReplayConnection(self._session, self._timeout, self._on_error)
+
+    async def __aexit__(self, *exc_info: object) -> bool:
+        return False
+
+
+class WsVcrController:
+    def __init__(
+        self,
+        original_connect: Callable[..., WsConnectContextLike],
+        cassette: Optional[WsCassette],
+        timeout: float,
+    ) -> None:
+        self._original_connect = original_connect
+        self._cassette = cassette
+        self._timeout = timeout
+        self._replay_cursor = 0
+        self._recorded_sessions: list[WsSession] = []
+        self._errors: list[WsVcrReplayError] = []
+        self._replayed = False
+        self._recorded = False
+
+    def connect(self, *args: object, **kwargs: object) -> object:
+        if self._cassette is not None and self._replay_cursor < len(self._cassette.sessions):
+            session = self._cassette.sessions[self._replay_cursor]
+            self._replay_cursor += 1
+            self._replayed = True
+            return _ReplayConnect(session, self._timeout, self._errors.append)
+        self._recorded = True
+        recorder = WsSessionRecorder()
+        return _RecordingConnect(self._original_connect(*args, **kwargs), recorder, self._finish_recorder)
+
+    def _finish_recorder(self, recorder: WsSessionRecorder) -> None:
+        self._recorded_sessions.append(recorder.to_session())
+
+    @property
+    def errors(self) -> tuple[WsVcrReplayError, ...]:
+        return tuple(self._errors)
+
+    @property
+    def replayed(self) -> bool:
+        return self._replayed
+
+    @property
+    def recorded(self) -> bool:
+        return self._recorded
+
+    def built_cassette(self) -> Optional[WsCassette]:
+        if not self._recorded_sessions:
+            return None
+        return WsCassette(sessions=tuple(self._recorded_sessions))
+
+    def verdict(self) -> str:
+        if self._replayed and not self._recorded:
+            return f"[WS-VCR HIT] sessions={self._replay_cursor} frames={self._played_frame_count()}"
+        if self._recorded:
+            cassette = self.built_cassette()
+            frames = _cassette_frame_count(cassette) if cassette is not None else 0
+            return f"[WS-VCR MISS] recorded sessions={len(self._recorded_sessions)} frames={frames}"
+        return "[WS-VCR NOOP] (no websocket traffic)"
+
+    def _played_frame_count(self) -> int:
+        if self._cassette is None:
+            return 0
+        return sum(len(s.frames) for s in self._cassette.sessions[: self._replay_cursor])
+
+
+def _cassette_frame_count(cassette: WsCassette) -> int:
+    return sum(len(s.frames) for s in cassette.sessions)
+
+
+def load_ws_cassette(client: RedisLike, key: str) -> Optional[WsCassette]:
+    from redis.exceptions import RedisError
+
+    try:
+        data = client.get(key)
+    except RedisError as exc:
+        _record_cache_failure("load", exc)
+        message = f"WS-VCR redis load failed for {key}; treating as cache miss: {type(exc).__name__}: {exc}"
+        _log.warning(message)
+        warnings.warn(message, VCRCassetteCacheWarning, stacklevel=2)
+        return None
+    if data is None:
+        return None
+    try:
+        raw = data.decode("utf-8") if isinstance(data, (bytes, bytearray)) else data
+        return WsCassette.model_validate_json(raw)
+    except (ValidationError, ValueError, TypeError) as exc:
+        _record_cache_failure("load", exc)
+        message = (
+            f"WS-VCR redis load failed for {key}; cached payload is corrupt, "
+            f"treating as cache miss: {type(exc).__name__}: {exc}"
+        )
+        _log.warning(message)
+        warnings.warn(message, VCRCassetteCacheWarning, stacklevel=2)
+        return None
+
+
+def save_ws_cassette(
+    client: RedisLike,
+    key: str,
+    cassette: WsCassette,
+    passed: bool,
+    ttl_seconds: int = CASSETTE_TTL_SECONDS,
+) -> bool:
+    from redis.exceptions import RedisError
+
+    if not passed:
+        _log.info("WS-VCR redis save skipped for %s; test did not pass - leaving any prior cassette intact", key)
+        return False
+    if len(cassette.sessions) > WS_MAX_SESSIONS_PER_CASSETTE:
+        _log.warning(
+            "WS-VCR redis save refused for %s; %d sessions (> WS_MAX_SESSIONS_PER_CASSETTE=%d)",
+            key,
+            len(cassette.sessions),
+            WS_MAX_SESSIONS_PER_CASSETTE,
+        )
+        return False
+    if any(len(session.frames) > WS_MAX_FRAMES_PER_SESSION for session in cassette.sessions):
+        _log.warning(
+            "WS-VCR redis save refused for %s; a session exceeds WS_MAX_FRAMES_PER_SESSION=%d",
+            key,
+            WS_MAX_FRAMES_PER_SESSION,
+        )
+        return False
+    payload = cassette.model_dump_json().encode("utf-8")
+    try:
+        client.set(key, payload, ex=ttl_seconds)
+    except RedisError as exc:
+        _record_cache_failure("save", exc)
+        message = f"WS-VCR redis save failed for {key}; cassette not persisted: {type(exc).__name__}: {exc}"
+        _log.warning(message)
+        warnings.warn(message, VCRCassetteCacheWarning, stacklevel=2)
+        return False
+    return True
+
+
+def build_ws_cassette_client(
+    builder: Callable[[], RedisLike] = _build_default_client,
+) -> Optional[RedisLike]:
+    try:
+        return builder()
+    except Exception as exc:
+        _record_cache_failure("load", exc)
+        message = (
+            f"WS-VCR redis client unavailable; realtime tests fall back to live "
+            f"websocket traffic: {type(exc).__name__}: {exc}"
+        )
+        _log.warning(message)
+        warnings.warn(message, VCRCassetteCacheWarning, stacklevel=2)
+        return None
diff --git a/tests/llm_translation/conftest.py b/tests/llm_translation/conftest.py
index 77fcb46a2b1..f5b71236e92 100644
--- a/tests/llm_translation/conftest.py
+++ b/tests/llm_translation/conftest.py
@@ -41,11 +41,13 @@ def fake_openai_endpoint():
 
 
 # Per-item respx detection (``apply_vcr_auto_marker_to_items``) handles
-# the vast majority of respx-vs-vcrpy conflicts automatically. The only
-# entry below is the persister's own unit-test file, which exercises
-# ``save_cassette`` / ``load_cassette`` against fakeredis and must not
-# itself run under a live cassette context.
-_VCR_AUTO_MARKER_SKIP_FILES = frozenset({"test_vcr_redis_persister.py"})
+# the vast majority of respx-vs-vcrpy conflicts automatically. The entries
+# below are the persister's and the WebSocket VCR's own unit-test files, which
+# exercise ``save_cassette`` / ``load_cassette`` against fakeredis and must not
+# themselves run under a live cassette context.
+_VCR_AUTO_MARKER_SKIP_FILES = frozenset(
+    {"test_vcr_redis_persister.py", "test_ws_vcr.py"}
+)
 
 _VCR_INCOMPATIBLE_NODEID_SUFFIXES: tuple[str, ...] = ()
 
diff --git a/tests/llm_translation/realtime/conftest.py b/tests/llm_translation/realtime/conftest.py
new file mode 100644
index 00000000000..e305131593e
--- /dev/null
+++ b/tests/llm_translation/realtime/conftest.py
@@ -0,0 +1,89 @@
+"""WebSocket VCR wiring for the realtime suite.
+
+This directory inherits the HTTP VCR machinery from
+``tests/llm_translation/conftest.py`` (which only intercepts httpx/aiohttp and
+is therefore a no-op for realtime WebSocket traffic). The autouse fixture below
+adds the WebSocket layer: it patches ``websockets.connect`` for the duration of
+each test so realtime frames are recorded to, or replayed from, the same
+cassette Redis under a ``litellm:vcr:wscassette:`` prefix.
+"""
+
+from __future__ import annotations
+
+import os
+import sys
+from typing import Optional
+
+import pytest
+
+sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "..", "..")))
+
+from tests._vcr_conftest_common import (  # noqa: E402
+    vcr_disabled,
+    vcr_outcome_logging_enabled,
+)
+from tests._ws_vcr import (  # noqa: E402
+    WsVcrController,
+    build_ws_cassette_client,
+    load_ws_cassette,
+    replay_timeout_seconds,
+    save_ws_cassette,
+    ws_redis_key_for,
+)
+
+_ws_cassette_client: Optional[object] = None
+
+
+def _get_ws_cassette_client() -> Optional[object]:
+    global _ws_cassette_client
+    if _ws_cassette_client is None:
+        _ws_cassette_client = build_ws_cassette_client()
+    return _ws_cassette_client
+
+
+def _emit_verdict(request: pytest.FixtureRequest, verdict: str) -> None:
+    if os.environ.get("PYTEST_XDIST_WORKER"):
+        return
+    reporter = request.config.pluginmanager.getplugin("terminalreporter")
+    if reporter is None:
+        return
+    reporter.write_line(f"{verdict} :: {request.node.nodeid}")
+
+
+@pytest.fixture(autouse=True)
+def _ws_vcr(request: pytest.FixtureRequest, monkeypatch: pytest.MonkeyPatch):
+    if vcr_disabled():
+        yield
+        return
+
+    import websockets
+
+    client = _get_ws_cassette_client()
+    if client is None:
+        yield
+        return
+
+    key = ws_redis_key_for(request.node.nodeid)
+    cassette = load_ws_cassette(client, key)
+    controller = WsVcrController(
+        original_connect=websockets.connect,
+        cassette=cassette,
+        timeout=replay_timeout_seconds(),
+    )
+    monkeypatch.setattr(websockets, "connect", controller.connect)
+
+    yield
+
+    rep_call = getattr(request.node, "rep_call", None)
+    passed = bool(rep_call and rep_call.passed)
+
+    if controller.recorded:
+        built = controller.built_cassette()
+        if built is not None:
+            save_ws_cassette(client, key, built, passed=passed)
+
+    if vcr_outcome_logging_enabled():
+        _emit_verdict(request, controller.verdict())
+
+    if controller.errors and passed:
+        raise controller.errors[0]
diff --git a/tests/llm_translation/test_ws_vcr.py b/tests/llm_translation/test_ws_vcr.py
new file mode 100644
index 00000000000..1a72d62d80f
--- /dev/null
+++ b/tests/llm_translation/test_ws_vcr.py
@@ -0,0 +1,275 @@
+from __future__ import annotations
+
+import asyncio
+import os
+import sys
+import warnings
+
+import fakeredis
+import pytest
+from websockets.exceptions import ConnectionClosedOK
+
+sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "..")))
+
+from tests._vcr_redis_persister import (  # noqa: E402
+    VCRCassetteCacheWarning,
+    cassette_cache_health,
+)
+from tests._ws_vcr import (  # noqa: E402
+    CASSETTE_TTL_SECONDS,
+    RedisLike,
+    ReplayConnection,
+    WsCassette,
+    WsFrame,
+    WsSession,
+    WsSessionRecorder,
+    WsVcrContractDrift,
+    WsVcrReplayError,
+    WsVcrReplayTimeout,
+    build_ws_cassette_client,
+    load_ws_cassette,
+    save_ws_cassette,
+    scrub_secrets,
+    text_frames_match,
+    ws_redis_key_for,
+)
+
+
+def _server(text: str, client_frames_before: int) -> WsFrame:
+    return WsFrame(
+        direction="server_to_client",
+        opcode="text",
+        text=text,
+        client_frames_before=client_frames_before,
+    )
+
+
+def _client(text: str) -> WsFrame:
+    return WsFrame(direction="client_to_server", opcode="text", text=text)
+
+
+def _collect_errors():
+    errors: list[WsVcrReplayError] = []
+    return errors, errors.append
+
+
+def test_cassette_json_roundtrip_preserves_frames_and_gate():
+    cassette = WsCassette(
+        sessions=(
+            WsSession(
+                frames=(
+                    _server('{"type":"session.created"}', 0),
+                    _client('{"type":"response.create"}'),
+                    _server('{"type":"response.done"}', 1),
+                    WsFrame(
+                        direction="server_to_client", opcode="binary", binary_b64="dGVzdA==", client_frames_before=1
+                    ),
+                )
+            ),
+        )
+    )
+
+    restored = WsCassette.model_validate_json(cassette.model_dump_json())
+
+    assert restored == cassette
+    assert restored.sessions[0].frames[2].client_frames_before == 1
+    assert restored.sessions[0].frames[3].opcode == "binary"
+    assert restored.sessions[0].frames[3].binary_b64 == "dGVzdA=="
+
+
+def test_recorder_tracks_client_frame_count_as_causal_gate():
+    recorder = WsSessionRecorder()
+    recorder.record_server_frame('{"type":"session.created"}')
+    recorder.record_client_frame('{"type":"conversation.item.create"}')
+    recorder.record_client_frame('{"type":"response.create"}')
+    recorder.record_server_frame('{"type":"response.done"}')
+
+    session = recorder.to_session()
+    server_frames = [f for f in session.frames if f.direction == "server_to_client"]
+
+    assert server_frames[0].client_frames_before == 0
+    assert server_frames[1].client_frames_before == 2
+
+
+async def test_replay_recv_returns_bytes_when_decode_false_and_str_otherwise():
+    session = WsSession(frames=(_server("hello", 0), _server("world", 0)))
+    _, on_error = _collect_errors()
+    conn = ReplayConnection(session, timeout=1.0, on_error=on_error)
+
+    as_bytes = await conn.recv(decode=False)
+    as_str = await conn.recv()
+
+    assert as_bytes == b"hello"
+    assert as_str == "world"
+
+
+async def test_replay_serves_server_frame_only_after_causal_client_count_met():
+    session = WsSession(
+        frames=(
+            _server('{"type":"session.created"}', 0),
+            _client('{"type":"response.create"}'),
+            _server('{"type":"response.done"}', 1),
+        )
+    )
+    _, on_error = _collect_errors()
+    conn = ReplayConnection(session, timeout=2.0, on_error=on_error)
+
+    first = await conn.recv(decode=False)
+    assert first == b'{"type":"session.created"}'
+
+    gated = asyncio.ensure_future(conn.recv(decode=False))
+    await asyncio.sleep(0.1)
+    assert not gated.done(), "gated server frame was released before the recorded client frame was sent"
+
+    await conn.send('{"type":"response.create"}')
+    released = await asyncio.wait_for(gated, timeout=1.0)
+    assert released == b'{"type":"response.done"}'
+
+
+async def test_replay_exhausted_server_frames_raise_connection_closed():
+    session = WsSession(frames=(_server("only", 0),))
+    _, on_error = _collect_errors()
+    conn = ReplayConnection(session, timeout=1.0, on_error=on_error)
+
+    await conn.recv(decode=False)
+    with pytest.raises(ConnectionClosedOK):
+        await conn.recv(decode=False)
+
+
+async def test_replay_timeout_raises_instead_of_hanging():
+    session = WsSession(
+        frames=(
+            _server('{"type":"session.created"}', 0),
+            _server('{"type":"response.done"}', 5),
+        )
+    )
+    errors, on_error = _collect_errors()
+    conn = ReplayConnection(session, timeout=0.15, on_error=on_error)
+
+    await conn.recv(decode=False)
+    with pytest.raises(WsVcrReplayTimeout):
+        await asyncio.wait_for(conn.recv(decode=False), timeout=2.0)
+    assert errors and isinstance(errors[0], WsVcrReplayTimeout)
+
+
+async def test_replay_accepts_client_frame_with_volatile_id_drift():
+    recorded_client = _client('{"type":"conversation.item.create","item":{"id":"item_ABC12345","role":"user"}}')
+    session = WsSession(frames=(_server("s", 0), recorded_client, _server("done", 1)))
+    errors, on_error = _collect_errors()
+    conn = ReplayConnection(session, timeout=1.0, on_error=on_error)
+
+    await conn.recv(decode=False)
+    await conn.send('{"type":"conversation.item.create","item":{"role":"user","id":"item_ZZ99887766"}}')
+
+    assert errors == []
+    assert await conn.recv(decode=False) == b"done"
+
+
+async def test_replay_rejects_structurally_different_client_frame():
+    session = WsSession(frames=(_server("s", 0), _client('{"type":"response.create"}'), _server("done", 1)))
+    errors, on_error = _collect_errors()
+    conn = ReplayConnection(session, timeout=1.0, on_error=on_error)
+
+    await conn.recv(decode=False)
+    with pytest.raises(WsVcrContractDrift):
+        await conn.send('{"type":"session.update","session":{"voice":"alloy"}}')
+    assert errors and isinstance(errors[0], WsVcrContractDrift)
+
+
+async def test_replay_rejects_extra_client_frame_beyond_recording():
+    session = WsSession(frames=(_server("s", 0), _client('{"type":"response.create"}')))
+    errors, on_error = _collect_errors()
+    conn = ReplayConnection(session, timeout=1.0, on_error=on_error)
+
+    await conn.send('{"type":"response.create"}')
+    with pytest.raises(WsVcrContractDrift):
+        await conn.send('{"type":"response.create"}')
+    assert errors
+
+
+def test_text_frames_match_normalizes_ids_and_timestamps_but_not_structure():
+    assert text_frames_match(
+        '{"type":"x","event_id":"evt_111","ts":"2026-05-25T03:40:37.262045Z"}',
+        '{"type":"x","event_id":"evt_999","ts":"2026-06-01T10:00:00Z"}',
+    )
+    assert not text_frames_match('{"type":"x","text":"hi"}', '{"type":"x","text":"bye"}')
+    assert not text_frames_match('{"type":"x"}', '{"type":"x","extra":1}')
+
+
+def test_scrub_secrets_removes_auth_material():
+    scrubbed = scrub_secrets("Authorization: Bearer sk-abcdef123456 and key xai-zzz99988877 raw sk-plainkey123")
+    assert "sk-abcdef123456" not in scrubbed
+    assert "xai-zzz99988877" not in scrubbed
+    assert "sk-plainkey123" not in scrubbed
+    assert "Bearer <redacted>" in scrubbed
+
+
+def test_recorder_scrubs_secrets_in_stored_frames():
+    recorder = WsSessionRecorder()
+    recorder.record_client_frame('{"authorization":"Bearer sk-supersecretvalue"}')
+    stored = recorder.to_session().frames[0].text
+    assert stored is not None
+    assert "sk-supersecretvalue" not in stored
+
+
+def _sample_cassette() -> WsCassette:
+    return WsCassette(sessions=(WsSession(frames=(_server('{"type":"session.created"}', 0),)),))
+
+
+def test_save_sets_24h_ttl_and_load_roundtrips():
+    fake = fakeredis.FakeStrictRedis()
+    key = ws_redis_key_for("tests/llm_translation/realtime/test_x.py::test_y")
+
+    assert save_ws_cassette(fake, key, _sample_cassette(), passed=True) is True
+
+    ttl = fake.ttl(key)
+    assert CASSETTE_TTL_SECONDS - 5 <= ttl <= CASSETTE_TTL_SECONDS
+    loaded = load_ws_cassette(fake, key)
+    assert loaded == _sample_cassette()
+
+
+def test_save_skipped_when_test_failed_leaves_no_key():
+    fake = fakeredis.FakeStrictRedis()
+    key = ws_redis_key_for("tests/llm_translation/realtime/test_x.py::test_fail")
+
+    assert save_ws_cassette(fake, key, _sample_cassette(), passed=False) is False
+    assert fake.get(key) is None
+
+
+def test_save_skipped_when_test_failed_preserves_prior_cassette():
+    fake = fakeredis.FakeStrictRedis()
+    key = ws_redis_key_for("tests/llm_translation/realtime/test_x.py::test_keep")
+
+    save_ws_cassette(fake, key, _sample_cassette(), passed=True)
+    newer = WsCassette(sessions=(WsSession(frames=(_server('{"type":"other"}', 0),)),))
+
+    assert save_ws_cassette(fake, key, newer, passed=False) is False
+    assert load_ws_cassette(fake, key) == _sample_cassette()
+
+
+def test_load_missing_key_returns_none():
+    fake = fakeredis.FakeStrictRedis()
+    assert load_ws_cassette(fake, ws_redis_key_for("never/recorded")) is None
+
+
+def test_ws_redis_key_uses_distinct_prefix():
+    key = ws_redis_key_for("tests/llm_translation/realtime/test_x.py::TestY::test_z")
+    assert key.startswith("litellm:vcr:wscassette:")
+    assert "::" not in key
+
+
+def test_build_ws_cassette_client_warns_and_counts_failure_instead_of_silently_disabling():
+    def _broken_builder() -> RedisLike:
+        raise ValueError("invalid CASSETTE_REDIS_URL")
+
+    failures_before = cassette_cache_health()["load_failures"]
+    with pytest.warns(VCRCassetteCacheWarning, match="fall back to live websocket traffic"):
+        assert build_ws_cassette_client(builder=_broken_builder) is None
+    assert cassette_cache_health()["load_failures"] == failures_before + 1
+
+
+def test_build_ws_cassette_client_returns_built_client_without_warning():
+    fake = fakeredis.FakeStrictRedis()
+    with warnings.catch_warnings():
+        warnings.simplefilter("error", VCRCassetteCacheWarning)
+        assert build_ws_cassette_client(builder=lambda: fake) is fake

From bfff5e8d868312fcec9fe7fd9aaa3df14aa31ea3 Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Wed, 8 Jul 2026 19:02:48 +0300
Subject: [PATCH 119/370] fix(mcp): log MCP tool calls returning isError=true
 as failures (#32238)

An MCP tool call that completes with CallToolResult.isError=true correctly
returns HTTP 200 per the MCP spec, but the shared post-call logging helper
always fired async_success_handler, so the standard logging payload carried
status=success and OTel (whose _parse_error only marks ERROR on
status=failure) showed green spans for failed tools.

The helper now checks the result after async_post_mcp_tool_call_hook runs
(guardrails may flip isError there) and routes error results to the failure
path: success gates are consumed so the @client wrapper cannot enqueue a
success log, failure_handler and async_failure_handler fire with a new
MCPToolResultError carrying the tool's first text content, and
post_call_failure_hook records the failure the same way raised exceptions
already do. Raised exceptions never reach the helper, so no double failure
logging. HTTP wire behavior is unchanged

Resolves LIT-4081
---
 .../_experimental/mcp_server/exceptions.py    |  15 +
 .../mcp_server/rest_endpoints.py              |  36 ++-
 .../proxy/_experimental/mcp_server/server.py  |  72 ++++-
 .../proxy/_experimental/mcp_server/utils.py   |  19 ++
 .../mcp_server/test_mcp_server.py             | 304 ++++++++++++++++++
 .../mcp_server/test_mcp_tool_search.py        |   2 +-
 .../mcp_server/test_rest_endpoints.py         |   6 +-
 7 files changed, 440 insertions(+), 14 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/exceptions.py b/litellm/proxy/_experimental/mcp_server/exceptions.py
index b3f7ca9bbe2..3e3e549008d 100644
--- a/litellm/proxy/_experimental/mcp_server/exceptions.py
+++ b/litellm/proxy/_experimental/mcp_server/exceptions.py
@@ -73,3 +73,18 @@ def to_http_exception(
             detail=detail,
             headers={"www-authenticate": challenge} if challenge else None,
         )
+
+
+class MCPToolResultError(Exception):
+    """An MCP tool call completed with ``isError=True`` in its result.
+
+    Never raised on the wire path: streamable HTTP MCP correctly returns tool
+    failures as HTTP 200 with ``result.isError: true`` per the MCP spec. This
+    exception only drives the standard failure logging (``status="failure"``
+    payload, OTel ERROR span) for such results.
+
+    Lives here rather than ``utils.py`` deliberately: tests reload ``utils``
+    to re-read its env-derived constants, and a reload would fork this class
+    into two identities, breaking ``isinstance`` checks against instances
+    created before the reload.
+    """
diff --git a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
index d482e537c5d..b917530dd52 100644
--- a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
@@ -8,6 +8,7 @@
     Dict,
     List,
     Literal,
+    Mapping,
     Optional,
     Set,
     Tuple,
@@ -78,7 +79,7 @@ def _connection_error_message(exc: BaseException) -> str:
         MCPInfo,
         MCPServer,
         _apply_toolset_scope,
-        _fire_mcp_success_logging,
+        _fire_mcp_tool_call_logging,
         _tool_name_matches,
         execute_mcp_tool,
         filter_tools_by_allowed_tools,
@@ -86,23 +87,32 @@ def _connection_error_message(exc: BaseException) -> str:
 
     ########################################################
     ############ MCP Server REST API Routes #################
-    async def _safe_fire_mcp_success_logging(
+    async def _safe_fire_mcp_tool_call_logging(
         logging_obj: Optional[Any],
         result: Any,
         start_time: datetime,
         end_time: datetime,
+        user_api_key_auth: Optional[UserAPIKeyAuth] = None,
+        request_data: Optional[Mapping[str, object]] = None,
     ) -> None:
         if logging_obj is None:
             return
         logging_results = await asyncio.gather(
-            _fire_mcp_success_logging(logging_obj, result, start_time, end_time),
+            _fire_mcp_tool_call_logging(
+                logging_obj,
+                result,
+                start_time,
+                end_time,
+                user_api_key_auth=user_api_key_auth,
+                request_data=request_data,
+            ),
             return_exceptions=True,
         )
         logging_error = logging_results[0]
         if isinstance(logging_error, asyncio.CancelledError):
             raise logging_error
         if isinstance(logging_error, BaseException):
-            verbose_logger.warning("MCP tool success logging failed (continuing): %s", logging_error)
+            verbose_logger.warning("MCP tool call logging failed (continuing): %s", logging_error)
 
     def _get_server_auth_header(
         server,
@@ -872,7 +882,14 @@ async def call_tool_rest_api(
                         raw_headers=virtual_raw_headers,
                         litellm_logging_obj=virtual_logging_obj,
                     )
-                    await _safe_fire_mcp_success_logging(virtual_logging_obj, result, _tool_start_time, datetime.now())
+                    await _safe_fire_mcp_tool_call_logging(
+                        virtual_logging_obj,
+                        result,
+                        _tool_start_time,
+                        datetime.now(),
+                        user_api_key_auth=user_api_key_dict,
+                        request_data=data,
+                    )
                     return result
 
             # Validate required parameters early
@@ -955,7 +972,14 @@ async def call_tool_rest_api(
                 litellm_logging_obj=data.get("litellm_logging_obj"),
                 requested_server_id=canonical_server_id,
             )
-            await _safe_fire_mcp_success_logging(logging_obj, result, _tool_start_time, datetime.now())
+            await _safe_fire_mcp_tool_call_logging(
+                logging_obj,
+                result,
+                _tool_start_time,
+                datetime.now(),
+                user_api_key_auth=user_api_key_dict,
+                request_data=data,
+            )
             return result
         except MCPMissingUserEnvVarsError as e:
             verbose_logger.info(
diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index fc847182a60..c03e49a1628 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -20,6 +20,7 @@
     Callable,
     Dict,
     List,
+    Mapping,
     Optional,
     Set,
     Tuple,
@@ -47,7 +48,10 @@
 from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
     get_request_base_url,
 )
-from litellm.proxy._experimental.mcp_server.exceptions import MCPUpstreamAuthError
+from litellm.proxy._experimental.mcp_server.exceptions import (
+    MCPToolResultError,
+    MCPUpstreamAuthError,
+)
 from litellm.proxy._experimental.mcp_server.mcp_context import (
     _mcp_active_toolset_id,
     _mcp_gateway_initialize_instructions,
@@ -60,6 +64,7 @@
     LITELLM_MCP_SERVER_VERSION,
     MCPMissingUserEnvVarsError,
     add_server_prefix_to_name,
+    extract_mcp_tool_result_error_message,
     get_server_prefix,
     iter_known_server_prefixes,
 )
@@ -2743,12 +2748,40 @@ async def execute_mcp_tool(
 
         return response
 
-    async def _fire_mcp_success_logging(
+    _MCP_CREDENTIAL_REQUEST_FIELDS = frozenset(
+        {
+            "raw_headers",
+            "mcp_auth_header",
+            "mcp_server_auth_headers",
+            "oauth2_headers",
+            "user_api_key_auth",
+        }
+    )
+
+    async def _fire_mcp_tool_call_logging(
         logging_obj: LiteLLMLoggingObj,
         result: Any,
         start_time: datetime,
         end_time: datetime,
+        user_api_key_auth: Optional[UserAPIKeyAuth] = None,
+        request_data: Optional[Mapping[str, object]] = None,
     ) -> None:
+        """Fire post-call logging for an executed MCP tool call.
+
+        A result with ``isError=True`` is logged as a failure (``status="failure"``
+        payload, so OTel marks the span ERROR) while the HTTP wire behavior stays
+        200 + ``isError: true`` per the MCP spec. The error check runs after
+        ``async_post_mcp_tool_call_hook`` because guardrails may flip the result
+        to ``isError=True`` in that hook. Raised exceptions never reach here (the
+        ``@client`` wrapper and ``call_mcp_tool``'s except path log those), so
+        this cannot double-log a failure.
+
+        ``request_data`` may carry credential-bearing fields (the REST path puts
+        ``raw_headers``, ``mcp_auth_header``, ``mcp_server_auth_headers``, and
+        ``oauth2_headers`` at the top level of its data dict), so those are
+        stripped before the dict is handed to ``post_call_failure_hook``
+        callbacks.
+        """
         logging_obj.post_call(original_response=result)
         await logging_obj.async_post_mcp_tool_call_hook(
             kwargs=logging_obj.model_call_details,
@@ -2757,7 +2790,31 @@ async def _fire_mcp_success_logging(
             end_time=end_time,
         )
         logging_obj.call_type = CallTypes.call_mcp_tool.value
-        await logging_obj.async_success_handler(result=result, start_time=start_time, end_time=end_time)
+        error_message = extract_mcp_tool_result_error_message(result)
+        if error_message is None:
+            await logging_obj.async_success_handler(result=result, start_time=start_time, end_time=end_time)
+            return
+
+        logging_obj.has_run_logging(event_type="sync_success")
+        logging_obj.has_run_logging(event_type="async_success")
+        tool_error = MCPToolResultError(error_message)
+        logging_obj.failure_handler(tool_error, "", start_time, end_time)
+        await logging_obj.async_failure_handler(tool_error, "", start_time, end_time)
+
+        if user_api_key_auth is None:
+            return
+        from litellm.proxy.proxy_server import proxy_logging_obj
+
+        if proxy_logging_obj:
+            sanitized_request_data = {
+                key: value for key, value in (request_data or {}).items() if key not in _MCP_CREDENTIAL_REQUEST_FIELDS
+            }
+            await proxy_logging_obj.post_call_failure_hook(
+                request_data=sanitized_request_data,
+                original_exception=tool_error,
+                user_api_key_dict=user_api_key_auth,
+                route="/mcp/call_tool",
+            )
 
     @client
     async def call_mcp_tool(
@@ -2833,7 +2890,14 @@ async def call_mcp_tool(
             raise
 
         if litellm_logging_obj:
-            await _fire_mcp_success_logging(litellm_logging_obj, response, start_time, datetime.now())
+            await _fire_mcp_tool_call_logging(
+                logging_obj=litellm_logging_obj,
+                result=response,
+                start_time=start_time,
+                end_time=datetime.now(),
+                user_api_key_auth=user_api_key_auth,
+                request_data=kwargs,
+            )
         return response
 
     async def mcp_get_prompt(
diff --git a/litellm/proxy/_experimental/mcp_server/utils.py b/litellm/proxy/_experimental/mcp_server/utils.py
index c9c60030dbc..80a469b8c1a 100644
--- a/litellm/proxy/_experimental/mcp_server/utils.py
+++ b/litellm/proxy/_experimental/mcp_server/utils.py
@@ -415,6 +415,25 @@ def validate_mcp_server_name(server_name: str, raise_http_exception: bool = Fals
             raise Exception(error_message)
 
 
+def extract_mcp_tool_result_error_message(result: object) -> Optional[str]:
+    """The first text content of an ``isError=True`` tool result, or ``None``
+    when the result is not an error.
+
+    Accepts both ``mcp.types.CallToolResult`` objects and their dict
+    equivalents, duck-typed so the ``mcp`` package is not required.
+    """
+    is_error: object = result.get("isError") if isinstance(result, Mapping) else getattr(result, "isError", None)
+    if is_error is not True:
+        return None
+    content: object = result.get("content") if isinstance(result, Mapping) else getattr(result, "content", None)
+    if isinstance(content, (list, tuple)):
+        for item in content:
+            text: object = item.get("text") if isinstance(item, Mapping) else getattr(item, "text", None)
+            if isinstance(text, str) and text:
+                return text
+    return "MCP tool call returned isError=true"
+
+
 TOOL_DISPLAY_NAME_PATTERN = re.compile(r"^[a-zA-Z0-9_-]+$")
 
 
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
index b24457deabd..83c19dfd7ca 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
@@ -8,8 +8,10 @@
 from mcp import ReadResourceResult, Resource
 from mcp.types import (
     BlobResourceContents,
+    CallToolResult,
     Prompt,
     ResourceTemplate,
+    TextContent,
     TextResourceContents,
 )
 
@@ -6598,6 +6600,308 @@ async def test_get_active_submitted_mcp_server_ids_for_user_empty_user_id_skips_
     prisma_client.db.litellm_mcpservertable.find_many.assert_not_awaited()
 
 
+# --------------------------------------------------------------------------- #
+#  MCP tool-call isError failure logging
+# --------------------------------------------------------------------------- #
+
+
+def _call_tool_result(is_error: bool, text: str) -> CallToolResult:
+    return CallToolResult(content=[TextContent(type="text", text=text)], isError=is_error)
+
+
+def _mock_mcp_logging_obj() -> MagicMock:
+    logging_obj = MagicMock()
+    logging_obj.model_call_details = {}
+    logging_obj.async_post_mcp_tool_call_hook = AsyncMock()
+    logging_obj.async_success_handler = AsyncMock()
+    logging_obj.async_failure_handler = AsyncMock()
+    return logging_obj
+
+
+def test_extract_mcp_tool_result_error_message():
+    from litellm.proxy._experimental.mcp_server.utils import (
+        extract_mcp_tool_result_error_message,
+    )
+
+    assert extract_mcp_tool_result_error_message(_call_tool_result(True, "boom")) == "boom"
+    assert extract_mcp_tool_result_error_message(_call_tool_result(False, "ok")) is None
+    assert (
+        extract_mcp_tool_result_error_message(CallToolResult(content=[], isError=True))
+        == "MCP tool call returned isError=true"
+    )
+    assert (
+        extract_mcp_tool_result_error_message({"isError": True, "content": [{"type": "text", "text": "denied"}]})
+        == "denied"
+    )
+    assert extract_mcp_tool_result_error_message({"isError": False, "content": []}) is None
+    assert extract_mcp_tool_result_error_message({}) is None
+
+
+@pytest.mark.asyncio
+async def test_fire_mcp_tool_call_logging_iserror_logs_failure():
+    """Regression test: a CallToolResult with isError=True must go
+    down the failure logging path (async_failure_handler + post_call_failure_hook),
+    never async_success_handler."""
+    from litellm.proxy._experimental.mcp_server.server import (
+        _fire_mcp_tool_call_logging,
+    )
+    from litellm.proxy._experimental.mcp_server.exceptions import MCPToolResultError
+
+    logging_obj = _mock_mcp_logging_obj()
+    proxy_logging_mock = MagicMock()
+    proxy_logging_mock.post_call_failure_hook = AsyncMock()
+    user_auth = UserAPIKeyAuth(api_key="test-key", user_id="test-user")
+
+    with patch("litellm.proxy.proxy_server.proxy_logging_obj", proxy_logging_mock):
+        await _fire_mcp_tool_call_logging(
+            logging_obj=logging_obj,
+            result=_call_tool_result(True, "upstream exploded"),
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+            user_api_key_auth=user_auth,
+            request_data={"litellm_call_id": "cid"},
+        )
+
+    logging_obj.async_success_handler.assert_not_awaited()
+    logging_obj.failure_handler.assert_called_once()
+    logging_obj.async_failure_handler.assert_awaited_once()
+    tool_error = logging_obj.async_failure_handler.await_args.args[0]
+    assert isinstance(tool_error, MCPToolResultError)
+    assert str(tool_error) == "upstream exploded"
+    logging_obj.has_run_logging.assert_any_call(event_type="sync_success")
+    logging_obj.has_run_logging.assert_any_call(event_type="async_success")
+    proxy_logging_mock.post_call_failure_hook.assert_awaited_once()
+    hook_kwargs = proxy_logging_mock.post_call_failure_hook.await_args.kwargs
+    assert hook_kwargs["route"] == "/mcp/call_tool"
+    assert hook_kwargs["original_exception"] is tool_error
+    assert hook_kwargs["user_api_key_dict"] is user_auth
+    logging_obj.async_post_mcp_tool_call_hook.assert_awaited_once()
+
+
+@pytest.mark.asyncio
+async def test_fire_mcp_tool_call_logging_success_path_unchanged():
+    """isError=False must keep today's behavior: success handler fires, no
+    failure logging, no post_call_failure_hook."""
+    from litellm.proxy._experimental.mcp_server.server import (
+        _fire_mcp_tool_call_logging,
+    )
+
+    logging_obj = _mock_mcp_logging_obj()
+    proxy_logging_mock = MagicMock()
+    proxy_logging_mock.post_call_failure_hook = AsyncMock()
+    result = _call_tool_result(False, "all good")
+
+    with patch("litellm.proxy.proxy_server.proxy_logging_obj", proxy_logging_mock):
+        await _fire_mcp_tool_call_logging(
+            logging_obj=logging_obj,
+            result=result,
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+            user_api_key_auth=UserAPIKeyAuth(api_key="test-key", user_id="test-user"),
+            request_data={},
+        )
+
+    logging_obj.async_success_handler.assert_awaited_once()
+    assert logging_obj.async_success_handler.await_args.kwargs["result"] is result
+    logging_obj.async_failure_handler.assert_not_awaited()
+    logging_obj.failure_handler.assert_not_called()
+    proxy_logging_mock.post_call_failure_hook.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_fire_mcp_tool_call_logging_iserror_without_auth_skips_failure_hook():
+    """Without a UserAPIKeyAuth the failure handlers still fire but the proxy
+    post_call_failure_hook (which requires one) is skipped."""
+    from litellm.proxy._experimental.mcp_server.server import (
+        _fire_mcp_tool_call_logging,
+    )
+
+    logging_obj = _mock_mcp_logging_obj()
+    proxy_logging_mock = MagicMock()
+    proxy_logging_mock.post_call_failure_hook = AsyncMock()
+
+    with patch("litellm.proxy.proxy_server.proxy_logging_obj", proxy_logging_mock):
+        await _fire_mcp_tool_call_logging(
+            logging_obj=logging_obj,
+            result={"isError": True, "content": [{"type": "text", "text": "denied"}]},
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+        )
+
+    logging_obj.async_success_handler.assert_not_awaited()
+    logging_obj.async_failure_handler.assert_awaited_once()
+    assert str(logging_obj.async_failure_handler.await_args.args[0]) == "denied"
+    proxy_logging_mock.post_call_failure_hook.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_fire_mcp_tool_call_logging_strips_credentials_from_failure_hook():
+    """Credential-bearing request_data fields (raw request headers, upstream MCP
+    auth headers, OAuth tokens) must never reach post_call_failure_hook
+    callbacks; non-credential fields must survive untouched."""
+    from litellm.proxy._experimental.mcp_server.server import (
+        _fire_mcp_tool_call_logging,
+    )
+
+    logging_obj = _mock_mcp_logging_obj()
+    proxy_logging_mock = MagicMock()
+    proxy_logging_mock.post_call_failure_hook = AsyncMock()
+    user_auth = UserAPIKeyAuth(api_key="test-key", user_id="test-user")
+    request_data = {
+        "name": "explode",
+        "litellm_call_id": "cid",
+        "raw_headers": {"authorization": "Bearer sk-caller-secret"},
+        "mcp_auth_header": "upstream-secret",
+        "mcp_server_auth_headers": {"srv": {"authorization": "Bearer srv-secret"}},
+        "oauth2_headers": {"authorization": "Bearer oauth-secret"},
+        "user_api_key_auth": user_auth,
+    }
+
+    with patch("litellm.proxy.proxy_server.proxy_logging_obj", proxy_logging_mock):
+        await _fire_mcp_tool_call_logging(
+            logging_obj=logging_obj,
+            result=_call_tool_result(True, "boom"),
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+            user_api_key_auth=user_auth,
+            request_data=request_data,
+        )
+
+    proxy_logging_mock.post_call_failure_hook.assert_awaited_once()
+    hook_request_data = proxy_logging_mock.post_call_failure_hook.await_args.kwargs["request_data"]
+    assert hook_request_data == {"name": "explode", "litellm_call_id": "cid"}
+    assert "secret" not in str(hook_request_data)
+
+
+def _real_mcp_logging_obj(call_id: str):
+    from litellm.litellm_core_utils.litellm_logging import Logging
+
+    start_time = datetime.now()
+    logging_obj = Logging(
+        model="MCP: weather/get_forecast",
+        messages=[{"role": "user", "content": "tool call"}],
+        stream=False,
+        call_type="call_mcp_tool",
+        start_time=start_time,
+        litellm_call_id=call_id,
+        function_id="test-fn",
+    )
+    logging_obj.update_environment_variables(
+        model="MCP: weather/get_forecast",
+        user="",
+        optional_params={},
+        litellm_params={"api_base": ""},
+    )
+    logging_obj.model_call_details["mcp_tool_call_metadata"] = {
+        "name": "get_forecast",
+        "arguments": {"city": "Paris"},
+        "mcp_server_name": "weather",
+    }
+    return logging_obj, start_time
+
+
+@pytest.mark.asyncio
+async def test_fire_mcp_tool_call_logging_iserror_builds_failure_payload(monkeypatch):
+    """The standard logging payload for an isError=True result must carry
+    status='failure' with the tool's error text, so OTel (whose _parse_error
+    keys off status) marks the MCP span ERROR."""
+    import litellm
+    from litellm.proxy._experimental.mcp_server.server import (
+        _fire_mcp_tool_call_logging,
+    )
+
+    monkeypatch.setattr(litellm, "failure_callback", [])
+    monkeypatch.setattr(litellm, "_async_failure_callback", [])
+    monkeypatch.setattr(litellm, "success_callback", [])
+    monkeypatch.setattr(litellm, "_async_success_callback", [])
+
+    logging_obj, start_time = _real_mcp_logging_obj("test-mcp-iserror-payload")
+
+    await _fire_mcp_tool_call_logging(
+        logging_obj=logging_obj,
+        result=_call_tool_result(True, "upstream exploded"),
+        start_time=start_time,
+        end_time=datetime.now(),
+    )
+
+    payload = logging_obj.model_call_details["standard_logging_object"]
+    assert payload["status"] == "failure"
+    assert payload["error_str"] == "upstream exploded"
+    assert payload["error_information"]["error_class"] == "MCPToolResultError"
+    assert payload["metadata"]["mcp_tool_call_metadata"]["name"] == "get_forecast"
+
+
+@pytest.mark.asyncio
+async def test_fire_mcp_tool_call_logging_success_builds_success_payload(monkeypatch):
+    """isError=False still produces a status='success' payload."""
+    import litellm
+    from litellm.proxy._experimental.mcp_server.server import (
+        _fire_mcp_tool_call_logging,
+    )
+
+    monkeypatch.setattr(litellm, "failure_callback", [])
+    monkeypatch.setattr(litellm, "_async_failure_callback", [])
+    monkeypatch.setattr(litellm, "success_callback", [])
+    monkeypatch.setattr(litellm, "_async_success_callback", [])
+
+    logging_obj, start_time = _real_mcp_logging_obj("test-mcp-success-payload")
+
+    await _fire_mcp_tool_call_logging(
+        logging_obj=logging_obj,
+        result=_call_tool_result(False, "all good"),
+        start_time=start_time,
+        end_time=datetime.now(),
+    )
+
+    payload = logging_obj.model_call_details["standard_logging_object"]
+    assert payload["status"] == "success"
+
+
+@pytest.mark.asyncio
+async def test_fire_mcp_tool_call_logging_iserror_emits_otel_error_span(monkeypatch):
+    """End-to-end regression for the OTel symptom: an isError=True tool
+    result must reach OTel as an MCP span with StatusCode.ERROR and the tool's
+    error message, while isError=False stays non-error."""
+    pytest.importorskip("opentelemetry")
+    from opentelemetry.sdk.trace.export.in_memory_span_exporter import (
+        InMemorySpanExporter,
+    )
+    from opentelemetry.trace.status import StatusCode
+
+    import litellm
+    from litellm.integrations.otel import OpenTelemetryV2Config
+    from litellm.integrations.otel.logger import OpenTelemetryV2
+    from litellm.integrations.otel.plumbing import providers
+    from litellm.proxy._experimental.mcp_server.server import (
+        _fire_mcp_tool_call_logging,
+    )
+
+    cfg = OpenTelemetryV2Config(exporter="in_memory", legacy_compat=False)
+    exporter = InMemorySpanExporter()
+    tracer_provider = providers.build_tracer_provider(cfg, exporter=exporter)
+    otel_logger = OpenTelemetryV2(config=cfg, tracer_provider=tracer_provider)
+
+    monkeypatch.setattr(litellm, "failure_callback", [])
+    monkeypatch.setattr(litellm, "_async_failure_callback", [otel_logger])
+    monkeypatch.setattr(litellm, "success_callback", [])
+    monkeypatch.setattr(litellm, "_async_success_callback", [otel_logger])
+
+    logging_obj, start_time = _real_mcp_logging_obj("test-mcp-iserror-otel")
+
+    await _fire_mcp_tool_call_logging(
+        logging_obj=logging_obj,
+        result=_call_tool_result(True, "upstream exploded"),
+        start_time=start_time,
+        end_time=datetime.now(),
+    )
+
+    (span,) = exporter.get_finished_spans()
+    assert span.name == "tools/call get_forecast"
+    assert span.status.status_code is StatusCode.ERROR
+    assert span.attributes["error.type"] == "MCPToolResultError"
+    assert "upstream exploded" in (span.status.description or "")
+
+
 @pytest.mark.asyncio
 async def test_call_tool_with_legacy_db_m2m_server_resolves_oauth2_flow():
     """
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_tool_search.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_tool_search.py
index 5c2a04456b0..b8f0b205831 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_tool_search.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_tool_search.py
@@ -433,7 +433,7 @@ async def test_mcp_tool_call_executes_discovered_tool(self) -> None:
                 return_value=fake_result,
             ) as mock_execute,
             patch(
-                "litellm.proxy._experimental.mcp_server.rest_endpoints._fire_mcp_success_logging",
+                "litellm.proxy._experimental.mcp_server.rest_endpoints._fire_mcp_tool_call_logging",
                 new_callable=AsyncMock,
                 side_effect=RuntimeError("logging failed"),
             ) as mock_fire_logging,
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py
index e114f46e866..3d9afd8f250 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py
@@ -1559,7 +1559,7 @@ async def fake_execute_mcp_tool(**kwargs):
         fire_logging = AsyncMock(side_effect=RuntimeError("logging failed"))
         monkeypatch.setattr(
             rest_endpoints,
-            "_fire_mcp_success_logging",
+            "_fire_mcp_tool_call_logging",
             fire_logging,
             raising=False,
         )
@@ -1590,13 +1590,13 @@ async def test_success_logging_cancellation_propagates(self, monkeypatch):
         fire_logging = AsyncMock(side_effect=asyncio.CancelledError())
         monkeypatch.setattr(
             rest_endpoints,
-            "_fire_mcp_success_logging",
+            "_fire_mcp_tool_call_logging",
             fire_logging,
             raising=False,
         )
 
         with pytest.raises(asyncio.CancelledError):
-            await rest_endpoints._safe_fire_mcp_success_logging(
+            await rest_endpoints._safe_fire_mcp_tool_call_logging(
                 object(), {"result": "ok"}, datetime.now(), datetime.now()
             )
 

From c2d8a17692cb4dbaacccf9ecb3d678a8e4788db8 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Wed, 8 Jul 2026 10:01:41 -0700
Subject: [PATCH 120/370] test(responses): replace perma-skip azure shell e2e
 with offline coverage (#32444)

---
 .../base_responses_api.py                     |   9 +-
 .../test_azure_responses_api.py               |   5 -
 .../azure_shell_tool.json                     |  14 ++
 .../test_responses_api_request_body.py        | 150 ++++++++++++++----
 4 files changed, 142 insertions(+), 36 deletions(-)
 create mode 100644 tests/test_litellm/expected_responses_api_request/azure_shell_tool.json

diff --git a/tests/llm_responses_api_testing/base_responses_api.py b/tests/llm_responses_api_testing/base_responses_api.py
index 7d2e30f8372..407091a65b3 100644
--- a/tests/llm_responses_api_testing/base_responses_api.py
+++ b/tests/llm_responses_api_testing/base_responses_api.py
@@ -746,7 +746,8 @@ async def test_responses_api_shell_tool(self):
         E2E test for Shell tool on OpenAI Responses API.
         Passes tools=[{"type": "shell", "environment": {"type": "container_auto"}}];
         validates that the request is accepted and returns a valid response.
-        Only runs for OpenAI/Azure (Responses API with shell support).
+        Only runs for OpenAI; offline coverage for the Azure route lives in
+        tests/test_litellm/responses/test_responses_api_request_body.py.
         """
         base_completion_call_args = self.get_base_completion_call_args()
         model = (
@@ -754,8 +755,10 @@ async def test_responses_api_shell_tool(self):
             or base_completion_call_args.get("model")
             or ""
         )
-        if "openai/" not in str(model) and "azure/" not in str(model):
-            pytest.skip("Shell tool e2e is only run for OpenAI/Azure Responses API")
+        if "openai/" not in str(model):
+            pytest.skip(
+                "Shell tool e2e is OpenAI-only; no Azure deployment supports the shell tool yet, re-enable once one exists"
+            )
         tools = [{"type": "shell", "environment": {"type": "container_auto"}}]
         input_msg = "List files in /mnt/data and show python --version."
         try:
diff --git a/tests/llm_responses_api_testing/test_azure_responses_api.py b/tests/llm_responses_api_testing/test_azure_responses_api.py
index fed9e9e11f0..ccef8cbf1e7 100644
--- a/tests/llm_responses_api_testing/test_azure_responses_api.py
+++ b/tests/llm_responses_api_testing/test_azure_responses_api.py
@@ -2,7 +2,6 @@
 import sys
 import pytest
 import asyncio
-from typing import Optional
 from unittest.mock import patch, AsyncMock
 
 sys.path.insert(0, os.path.abspath("../.."))
@@ -30,10 +29,6 @@ def get_base_completion_call_args(self):
             "api_version": "2025-03-01-preview",
         }
 
-    def get_advanced_model_for_shell_tool(self) -> Optional[str]:
-        """If specified, overrides the model used by test_responses_api_shell_tool_streaming_sees_shell_output (e.g. openai/gpt-5.2 for shell support)."""
-        return "azure/gpt-5-mini"
-
 
 @pytest.mark.asyncio
 async def test_azure_responses_api_preview_api_version():
diff --git a/tests/test_litellm/expected_responses_api_request/azure_shell_tool.json b/tests/test_litellm/expected_responses_api_request/azure_shell_tool.json
new file mode 100644
index 00000000000..b716c518106
--- /dev/null
+++ b/tests/test_litellm/expected_responses_api_request/azure_shell_tool.json
@@ -0,0 +1,14 @@
+{
+  "model": "gpt-5-mini",
+  "input": "List files in /mnt/data and run python --version.",
+  "tools": [
+    {
+      "type": "shell",
+      "environment": {
+        "type": "container_auto"
+      }
+    }
+  ],
+  "tool_choice": "auto",
+  "max_output_tokens": 256
+}
diff --git a/tests/test_litellm/responses/test_responses_api_request_body.py b/tests/test_litellm/responses/test_responses_api_request_body.py
index e312a11e893..c39ba75bd97 100644
--- a/tests/test_litellm/responses/test_responses_api_request_body.py
+++ b/tests/test_litellm/responses/test_responses_api_request_body.py
@@ -1,6 +1,7 @@
 """
 Test that litellm.responses() / litellm.aresponses() send the expected request body
-over the wire. Expected JSON bodies are stored in expected_responses_api_request/.
+over the wire and surface provider errors correctly. Expected JSON bodies are stored
+in expected_responses_api_request/.
 """
 
 import json
@@ -18,24 +19,20 @@ def _expected_dir() -> Path:
     return Path(__file__).resolve().parent.parent / "expected_responses_api_request"
 
 
-@pytest.mark.asyncio
-async def test_aresponses_context_management_and_shell_request_body_matches_expected():
-    """
-    Call litellm.aresponses() with context_management and shell tool;
-    assert the httpx POST request body matches the expected JSON.
-    """
-    expected_path = _expected_dir() / "context_management_and_shell.json"
+def _load_expected_body(filename: str) -> dict:
+    expected_path = _expected_dir() / filename
     assert expected_path.exists(), f"Expected file not found: {expected_path}"
     with open(expected_path) as f:
-        expected_body = json.load(f)
+        return json.load(f)
+
 
-    # Minimal Responses API response so parsing succeeds
-    mock_response = {
-        "id": "resp_ctx_shell_test",
+def _minimal_responses_api_payload(response_id: str, model: str) -> dict:
+    return {
+        "id": response_id,
         "object": "response",
         "created_at": 1734366691,
         "status": "completed",
-        "model": "gpt-4o",
+        "model": model,
         "output": [
             {
                 "type": "message",
@@ -69,21 +66,41 @@ async def test_aresponses_context_management_and_shell_request_body_matches_expe
         "user": None,
     }
 
-    class MockResponse:
-        def __init__(self, json_data, status_code=200):
-            self._json_data = json_data
-            self.status_code = status_code
-            self.text = json.dumps(json_data)
-            self.headers = httpx.Headers({})
 
-        def json(self):
-            return self._json_data
+class MockResponse:
+    def __init__(self, json_data, status_code=200):
+        self._json_data = json_data
+        self.status_code = status_code
+        self.text = json.dumps(json_data)
+        self.headers = httpx.Headers({})
+
+    def json(self):
+        return self._json_data
+
+
+def _assert_request_body_matches(request_body: dict, expected_body: dict) -> None:
+    for key, expected_value in expected_body.items():
+        assert key in request_body, f"Missing key in request body: {key}"
+        assert (
+            request_body[key] == expected_value
+        ), f"Mismatch for key {key}: got {request_body[key]!r}, expected {expected_value!r}"
+
+
+@pytest.mark.asyncio
+async def test_aresponses_context_management_and_shell_request_body_matches_expected():
+    """
+    Call litellm.aresponses() with context_management and shell tool;
+    assert the httpx POST request body matches the expected JSON.
+    """
+    expected_body = _load_expected_body("context_management_and_shell.json")
 
     with patch(
         "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
         new_callable=AsyncMock,
     ) as mock_post:
-        mock_post.return_value = MockResponse(mock_response, 200)
+        mock_post.return_value = MockResponse(
+            _minimal_responses_api_payload("resp_ctx_shell_test", "gpt-4o"), 200
+        )
 
         await litellm.aresponses(
             model="openai/gpt-4o",
@@ -95,10 +112,87 @@ def json(self):
         )
 
         mock_post.assert_called_once()
-        request_body = mock_post.call_args.kwargs["json"]
+        _assert_request_body_matches(mock_post.call_args.kwargs["json"], expected_body)
+
+
+@pytest.mark.asyncio
+async def test_aresponses_azure_shell_tool_request_body_matches_expected():
+    """
+    Call litellm.aresponses() on the Azure route with the shell tool;
+    assert the httpx POST request body carries the shell tool verbatim.
+    """
+    expected_body = _load_expected_body("azure_shell_tool.json")
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        new_callable=AsyncMock,
+    ) as mock_post:
+        mock_post.return_value = MockResponse(
+            _minimal_responses_api_payload("resp_azure_shell_test", "gpt-5-mini"), 200
+        )
+
+        await litellm.aresponses(
+            model="azure/gpt-5-mini",
+            api_base="https://fake-resource.openai.azure.com",
+            api_key="fake-api-key",
+            api_version="2025-03-01-preview",
+            input=expected_body["input"],
+            tools=expected_body["tools"],
+            tool_choice=expected_body["tool_choice"],
+            max_output_tokens=expected_body["max_output_tokens"],
+        )
+
+        mock_post.assert_called_once()
+        _assert_request_body_matches(mock_post.call_args.kwargs["json"], expected_body)
+
+
+@pytest.mark.asyncio
+async def test_aresponses_azure_shell_tool_400_maps_to_bad_request_error():
+    """
+    Azure rejects the shell tool for unsupported deployments with a 400;
+    litellm must surface that as litellm.BadRequestError carrying the provider message.
+    """
+    error_body = {
+        "error": {
+            "message": "Tool of type 'shell' is not supported with this model.",
+            "type": "invalid_request_error",
+            "param": "tools",
+            "code": None,
+        }
+    }
+
+    def _raise_azure_400(*args, **kwargs):
+        response = httpx.Response(
+            status_code=400,
+            json=error_body,
+            request=httpx.Request(
+                "POST",
+                kwargs.get(
+                    "url",
+                    "https://fake-resource.openai.azure.com/openai/responses",
+                ),
+            ),
+        )
+        response.raise_for_status()
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        new_callable=AsyncMock,
+    ) as mock_post:
+        mock_post.side_effect = _raise_azure_400
+
+        with pytest.raises(litellm.BadRequestError) as excinfo:
+            await litellm.aresponses(
+                model="azure/gpt-5-mini",
+                api_base="https://fake-resource.openai.azure.com",
+                api_key="fake-api-key",
+                api_version="2025-03-01-preview",
+                input="List files in /mnt/data and run python --version.",
+                tools=[{"type": "shell", "environment": {"type": "container_auto"}}],
+                tool_choice="auto",
+                max_output_tokens=256,
+            )
 
-        for key, expected_value in expected_body.items():
-            assert key in request_body, f"Missing key in request body: {key}"
-            assert (
-                request_body[key] == expected_value
-            ), f"Mismatch for key {key}: got {request_body[key]!r}, expected {expected_value!r}"
+    assert excinfo.value.status_code == 400
+    assert "shell" in str(excinfo.value).lower()
+    assert "not supported" in str(excinfo.value).lower()

From f982b67d78c65d335144d54b8c7c831fcab903f3 Mon Sep 17 00:00:00 2001
From: yucheng-berri <yucheng@berri.ai>
Date: Wed, 8 Jul 2026 10:36:00 -0700
Subject: [PATCH 121/370] fix(proxy): harden secret name validation for
 external secret manager integrations (LIT-4201) (#32092)

key_alias can become the secret name used by external secret manager
integrations (HashiCorp Vault, CyberArk Conjur) when store_virtual_keys is
enabled. Add raise_if_unsafe_secret_name, a shared validation check applied
unconditionally before a secret name reaches either integration or the
/key/generate, /key/update, and /key/regenerate API boundary, independent
of the existing enable_key_alias_format_validation opt-in flag.

Also hardens the Vault URL builder to percent-encode reserved characters
in secret_name (preserving "/" and "@"), and switches the Conjur policy
body to a real YAML serializer instead of raw string interpolation.
---
 .../key_management_endpoints.py               | 24 +++++-
 .../secret_managers/base_secret_manager.py    | 15 ++++
 .../cyberark_secret_manager.py                |  8 +-
 .../hashicorp_secret_manager.py               |  3 +-
 tests/litellm_utils_tests/test_cyberark.py    | 77 +++++++++++++++++++
 tests/litellm_utils_tests/test_hashicorp.py   | 27 +++++++
 .../test_key_management_endpoints.py          | 29 ++++++-
 .../test_base_secret_manager.py               | 59 ++++++++++++++
 8 files changed, 234 insertions(+), 8 deletions(-)
 create mode 100644 tests/test_litellm/secret_managers/test_base_secret_manager.py

diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py
index 63f4b731871..bf64f537c7f 100644
--- a/litellm/proxy/management_endpoints/key_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/key_management_endpoints.py
@@ -111,6 +111,7 @@
     VerificationTokenRepository,
 )
 from litellm.router import Router
+from litellm.secret_managers.base_secret_manager import raise_if_unsafe_secret_name
 from litellm.secret_managers.main import get_secret
 from litellm.types.proxy.management_endpoints.key_management_endpoints import (
     BulkUpdateKeyRequest,
@@ -6291,8 +6292,13 @@ def _validate_key_alias_format(key_alias: Optional[str]) -> None:
     """
     Validate the format of the key_alias.
 
-    Gated behind ``litellm.enable_key_alias_format_validation`` (default **False**).
-    When disabled, no validation is performed so existing workflows are not broken.
+    A baseline validation always runs, regardless of
+    ``litellm.enable_key_alias_format_validation``.
+
+    The remaining charset/length rules are gated behind
+    ``litellm.enable_key_alias_format_validation`` (default **False**). When disabled,
+    only the baseline validation above is performed, so existing workflows are not
+    broken.
 
     Rules (when enabled):
     - None is OK (no alias).
@@ -6300,10 +6306,20 @@ def _validate_key_alias_format(key_alias: Optional[str]) -> None:
     - start/end with alphanumeric
     - only allow a-zA-Z0-9_-/.@
     """
-    if not litellm.enable_key_alias_format_validation:
+    if key_alias is None:
         return
 
-    if key_alias is None:
+    try:
+        raise_if_unsafe_secret_name(key_alias)
+    except ValueError:
+        raise ProxyException(
+            message="Invalid key_alias",
+            type=ProxyErrorTypes.bad_request_error,
+            param="key_alias",
+            code=400,
+        )
+
+    if not litellm.enable_key_alias_format_validation:
         return
 
     if not _KEY_ALIAS_PATTERN.match(key_alias):
diff --git a/litellm/secret_managers/base_secret_manager.py b/litellm/secret_managers/base_secret_manager.py
index d33d76093c9..2bb8dc73138 100644
--- a/litellm/secret_managers/base_secret_manager.py
+++ b/litellm/secret_managers/base_secret_manager.py
@@ -1,3 +1,4 @@
+import re
 from abc import ABC, abstractmethod
 from typing import Any, Dict, Optional, Union
 
@@ -5,6 +6,20 @@
 
 from litellm import verbose_logger
 
+_UNSAFE_SECRET_NAME_PATTERN = re.compile(r"(^|/)\.\.(/|$)|[\x00-\x1f\x7f-\x9f…

]")
+
+
+def raise_if_unsafe_secret_name(secret_name: str) -> None:
+    """
+    Validate a secret name before it is used by a secret manager integration.
+
+    Rejects ".." only as a path segment (bounded by "/" or the start/end of the
+    string, e.g. "../x", "x/..", or exactly ".."), not as a plain substring, so
+    names like "release-1.0..2" are not rejected.
+    """
+    if _UNSAFE_SECRET_NAME_PATTERN.search(secret_name):
+        raise ValueError(f"Invalid secret_name {secret_name!r}")
+
 
 class BaseSecretManager(ABC):
     """
diff --git a/litellm/secret_managers/cyberark_secret_manager.py b/litellm/secret_managers/cyberark_secret_manager.py
index faf6224757f..2b888cb85f6 100644
--- a/litellm/secret_managers/cyberark_secret_manager.py
+++ b/litellm/secret_managers/cyberark_secret_manager.py
@@ -4,6 +4,7 @@
 from urllib.parse import quote
 
 import httpx
+import yaml
 
 import litellm
 from litellm._logging import verbose_logger
@@ -15,7 +16,7 @@
 )
 from litellm.proxy._types import KeyManagementSystem
 
-from .base_secret_manager import BaseSecretManager
+from .base_secret_manager import BaseSecretManager, raise_if_unsafe_secret_name
 from .main import str_to_bool
 
 
@@ -125,8 +126,11 @@ def _ensure_variable_exists(self, secret_name: str) -> None:
         """
         # In production, we'd check if the variable exists first
         # For now, we'll attempt to create it and ignore if it already exists
+        raise_if_unsafe_secret_name(secret_name)
         policy_url = f"{self.conjur_addr}/policies/{self.conjur_account}/policy/root"
-        policy_yaml = f"- !variable {secret_name}\n"
+        # Use a real YAML serializer to build the scalar safely.
+        quoted_name = yaml.safe_dump(secret_name, default_style='"').strip()
+        policy_yaml = f"- !variable {quoted_name}\n"
 
         try:
             client = _get_httpx_client(params={"ssl_verify": self.ssl_verify})
diff --git a/litellm/secret_managers/hashicorp_secret_manager.py b/litellm/secret_managers/hashicorp_secret_manager.py
index bd1b1097347..039aecb9e58 100644
--- a/litellm/secret_managers/hashicorp_secret_manager.py
+++ b/litellm/secret_managers/hashicorp_secret_manager.py
@@ -14,7 +14,7 @@
 )
 from litellm.proxy._types import KeyManagementSystem
 
-from .base_secret_manager import BaseSecretManager
+from .base_secret_manager import BaseSecretManager, raise_if_unsafe_secret_name
 
 
 class HashicorpSecretManager(BaseSecretManager):
@@ -220,6 +220,7 @@ def get_url(
         - With custom mount: http://127.0.0.1:8200/v1/kv/data/mykey
         - With path prefix: http://127.0.0.1:8200/v1/secret/data/myapp/mykey
         """
+        raise_if_unsafe_secret_name(secret_name)
         resolved_namespace = self._sanitize_path_component(namespace if namespace is not None else self.vault_namespace)
         resolved_mount = self._sanitize_path_component(mount_name if mount_name is not None else self.vault_mount_name)
         if resolved_mount is None:
diff --git a/tests/litellm_utils_tests/test_cyberark.py b/tests/litellm_utils_tests/test_cyberark.py
index 67575d3e781..71daf35a265 100644
--- a/tests/litellm_utils_tests/test_cyberark.py
+++ b/tests/litellm_utils_tests/test_cyberark.py
@@ -5,6 +5,7 @@
 import os
 import sys
 import pytest
+import yaml
 from dotenv import load_dotenv
 
 load_dotenv()
@@ -42,6 +43,82 @@ def create_mock_response(status_code: int, text: str = ""):
     return mock_response
 
 
+@pytest.mark.asyncio
+async def test_cyberark_write_secret_rejects_yaml_injection():
+    """
+    Regression test: async_write_secret must reject a secret_name that is not
+    safe to embed in the Conjur policy body, before any HTTP call is made.
+    """
+    with patch("litellm.proxy.proxy_server.premium_user", True):
+        malicious_secret_name = "foo\n- !grant\n  role: !!admin\n  member: attacker"
+
+        mock_sync_client = MagicMock()
+        mock_async_client = AsyncMock()
+
+        with (
+            patch(
+                "litellm.secret_managers.cyberark_secret_manager._get_httpx_client",
+                return_value=mock_sync_client,
+            ),
+            patch(
+                "litellm.secret_managers.cyberark_secret_manager.get_async_httpx_client",
+                return_value=mock_async_client,
+            ),
+        ):
+            cyberark_manager = CyberArkSecretManager()
+
+            response = await cyberark_manager.async_write_secret(
+                secret_name=malicious_secret_name,
+                secret_value="sk-1234",
+            )
+
+            assert response["status"] == "error"
+            assert "Invalid secret_name" in response["message"]
+            # The malicious policy YAML must never reach the wire.
+            mock_sync_client.client.post.assert_not_called()
+            mock_async_client.post.assert_not_called()
+
+
+@pytest.mark.parametrize(
+    "secret_name",
+    [
+        "foo: bar",
+        "foo # bar",
+        "plain-alias",
+        "team/user@example.com",
+    ],
+)
+def test_cyberark_ensure_variable_exists_escapes_yaml_metacharacters(secret_name):
+    """
+    Regression test: _ensure_variable_exists must escape secret_name (not just
+    denylist-check it) so the policy body always parses back to exactly one
+    '!variable' scalar node holding the untouched secret_name.
+    """
+    with patch("litellm.proxy.proxy_server.premium_user", True):
+        captured = {}
+
+        def _capture_post(url, headers=None, content=None):
+            captured["content"] = content
+            return create_mock_response(status_code=201, text="")
+
+        mock_sync_client = MagicMock()
+        mock_sync_client.client.post.side_effect = _capture_post
+
+        with patch(
+            "litellm.secret_managers.cyberark_secret_manager._get_httpx_client",
+            return_value=mock_sync_client,
+        ):
+            cyberark_manager = CyberArkSecretManager()
+            cyberark_manager._ensure_variable_exists(secret_name)
+
+        policy_yaml = captured["content"]
+        parsed = yaml.compose(policy_yaml)
+        assert len(parsed.value) == 1
+        node = parsed.value[0]
+        assert node.tag == "!variable"
+        assert node.value == secret_name
+
+
 @pytest.mark.asyncio
 async def test_cyberark_write_and_read_secret():
     """
diff --git a/tests/litellm_utils_tests/test_hashicorp.py b/tests/litellm_utils_tests/test_hashicorp.py
index 3bdf11ea565..9aff7ddc10e 100644
--- a/tests/litellm_utils_tests/test_hashicorp.py
+++ b/tests/litellm_utils_tests/test_hashicorp.py
@@ -409,6 +409,33 @@ def test_hashicorp_custom_mount_and_prefix(hashicorp_secret_manager):
         hashicorp_secret_manager.vault_namespace = original_namespace
 
 
+@pytest.mark.parametrize(
+    "malicious_secret_name",
+    [
+        "../../../other-app/creds",
+        "litellm/../../secret",
+        "foo\nbar",
+        "foo
bar",
+        "foo
bar",
+        "foo\x85bar",
+    ],
+)
+def test_hashicorp_get_url_rejects_path_traversal(monkeypatch, malicious_secret_name):
+    """
+    Regression test: get_url must reject an invalid secret_name instead of
+    building a URL from it.
+
+    Uses monkeypatch + a directly-constructed manager (not the shared
+    hashicorp_secret_manager fixture) so this runs in CI without real Vault
+    credentials configured; get_url performs no I/O.
+    """
+    monkeypatch.setenv("HCP_VAULT_TOKEN", "test-token-for-get-url-only")
+    manager = HashicorpSecretManager()
+
+    with pytest.raises(ValueError):
+        manager.get_url(malicious_secret_name)
+
+
 mock_old_vault_response = {
     "request_id": "80fafb6a-e96a-4c5b-29fa-ff505ac72201",
     "lease_id": "",
diff --git a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
index d707421aeb6..2fe7725fd12 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
@@ -9023,7 +9023,7 @@ def reset_key_alias_flag(self):
         litellm.enable_key_alias_format_validation = False
 
     def test_validation_skipped_when_flag_disabled(self):
-        """When enable_key_alias_format_validation is False (default), no validation occurs."""
+        """When enable_key_alias_format_validation is False (default), no charset/length validation occurs."""
         from litellm.proxy.management_endpoints.key_management_endpoints import (
             _validate_key_alias_format,
         )
@@ -9034,6 +9034,33 @@ def test_validation_skipped_when_flag_disabled(self):
         _validate_key_alias_format("!invalid!")
         _validate_key_alias_format("a" * 256)
 
+    @pytest.mark.parametrize(
+        "unsafe_alias",
+        [
+            "../../../other-app/creds",
+            "litellm/../../secret",
+            "foo\n- !grant\n  role: !!admin\n  member: attacker",
+            "foo\rbar",
+            "foo\x00bar",
+        ],
+    )
+    def test_validate_key_alias_format_rejects_traversal_and_control_chars_even_when_flag_disabled(
+        self, unsafe_alias
+    ):
+        """
+        Regression test: this check must reject an invalid key_alias unconditionally,
+        even when enable_key_alias_format_validation (the separate, opt-in charset
+        rule) is disabled.
+        """
+        from litellm.proxy.management_endpoints.key_management_endpoints import (
+            _validate_key_alias_format,
+        )
+
+        with pytest.raises(ProxyException) as exc:
+            _validate_key_alias_format(unsafe_alias)
+        assert str(exc.value.code) == "400"
+        assert "Invalid key_alias" in str(exc.value.message)
+
     def test_validate_key_alias_format_valid(self):
         from litellm.proxy.management_endpoints.key_management_endpoints import (
             _validate_key_alias_format,
diff --git a/tests/test_litellm/secret_managers/test_base_secret_manager.py b/tests/test_litellm/secret_managers/test_base_secret_manager.py
new file mode 100644
index 00000000000..cba6a99ab7f
--- /dev/null
+++ b/tests/test_litellm/secret_managers/test_base_secret_manager.py
@@ -0,0 +1,59 @@
+"""
+Test raise_if_unsafe_secret_name, the shared guard applied before secret_name
+reaches a secret manager backend.
+"""
+
+import os
+import sys
+
+import pytest
+
+sys.path.insert(0, os.path.abspath("../.."))  # Adds the parent directory to the system path
+
+from litellm.secret_managers.base_secret_manager import raise_if_unsafe_secret_name
+
+
+@pytest.mark.parametrize(
+    "secret_name",
+    [
+        "..",
+        "../../../other-app/creds",
+        "litellm/../../secret",
+        "foo/../bar",
+        "foo/..",
+        "../foo",
+        "foo\nbar",
+        "foo\rbar",
+        "foo\x00bar",
+        "foo\x7fbar",
+        "foo\x85bar",
+        "foo
bar",
+        "foo
bar",
+    ],
+)
+def test_raise_if_unsafe_secret_name_rejects_traversal_and_line_breaks(secret_name):
+    with pytest.raises(ValueError):
+        raise_if_unsafe_secret_name(secret_name)
+
+
+@pytest.mark.parametrize(
+    "secret_name",
+    [
+        "plain-alias",
+        "my-key-123",
+        "prod/my-service-key",
+        "team/user@example.com",
+        "foo: bar",
+        "foo # bar",
+        "foo?evil=1",
+        "foo#bar",
+        "a" * 500,
+        "release-1.0..2",
+        "my..key",
+        "..foo",
+        "foo..",
+        "v2.0..1-beta",
+    ],
+)
+def test_raise_if_unsafe_secret_name_allows_legitimate_aliases(secret_name):
+    raise_if_unsafe_secret_name(secret_name)

From c0327cded4f3631e09adf63ad8b488f1333a7ac1 Mon Sep 17 00:00:00 2001
From: David Katz <dkatz@withcherry.com>
Date: Wed, 8 Jul 2026 09:39:48 -0400
Subject: [PATCH 122/370] fix(mcp): pair token-endpoint client_secret with the
 same source as client_id

On re-auth against a server with a persisted DCR client, register_client_with_server
short-circuits and returns a placeholder client_secret ("dummy") that the browser
echoes back to /token. exchange_token_with_server overrode the caller's client_id
with the persisted one but still fell back to the caller's secret when the server
had none stored, so a persisted public PKCE client (which has no secret) was paired
with the literal string "dummy" and the IdP rejected the exchange with 401 on every
re-authorization; the proxy surfaced that as a 500. First connects and brand-new
servers worked because a real DCR registration ran and no placeholder existed.
Resolve the secret from the server whenever the server's client_id wins, so a
secretless public client sends no client_secret at all
---
 .../mcp_server/discoverable_endpoints.py      |  6 +-
 .../mcp_server/test_discoverable_endpoints.py | 59 +++++++++++++++++++
 2 files changed, 64 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
index fa1f73cea77..d4dbee37cdc 100644
--- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
@@ -581,8 +581,12 @@ async def exchange_token_with_server(
     if mcp_server.token_url is None:
         raise HTTPException(status_code=400, detail="MCP server token url is not set")
 
+    # The id and secret must come from the same source. When the server-side client_id wins,
+    # falling back to the caller's secret pairs the persisted client with a foreign secret; the
+    # register short-circuit hands clients a placeholder secret ("dummy"), so a re-auth against a
+    # persisted public PKCE client (no stored secret) would send that placeholder and the IdP 401s.
     resolved_client_id = mcp_server.client_id if mcp_server.client_id else client_id
-    resolved_client_secret = mcp_server.client_secret if mcp_server.client_secret else client_secret
+    resolved_client_secret = mcp_server.client_secret if mcp_server.client_id else client_secret
     try:
         client_auth = build_token_endpoint_client_auth(
             auth_method=mcp_server.token_endpoint_auth_method,
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
index c808b17678a..19d030f17c4 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
@@ -4156,3 +4156,62 @@ async def test_store_per_user_token_server_side_skips_invalidate_when_db_write_f
 
     invalidate_mock.assert_not_awaited()
     cache_set_mock.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_token_exchange_pairs_client_secret_with_server_client_id():
+    """Re-auth regression: the register short-circuit hands the browser a placeholder
+    ``client_secret: "dummy"``, which the browser echoes back to /token. The server-side
+    persisted client_id wins the resolution, so the secret must come from the same (server)
+    source; pairing the persisted public PKCE client (no stored secret) with the caller's
+    placeholder makes the IdP reject the exchange with 401 on every re-auth."""
+    from fastapi import Request
+
+    from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+        exchange_token_with_server,
+    )
+    from litellm.proxy._types import MCPTransport
+    from litellm.types.mcp import MCPAuth
+    from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+    server = MCPServer(
+        server_id="srv-1",
+        name="srv-1",
+        server_name="srv-1",
+        alias="srv-1",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2,
+        client_id="persisted-client",
+        client_secret=None,
+        authorization_url="https://provider.example/oauth/authorize",
+        token_url="https://provider.example/oauth/token",
+    )
+
+    mock_request = MagicMock(spec=Request)
+    mock_request.base_url = "https://litellm.example.com/"
+    mock_request.headers = {}
+
+    mock_response = MagicMock()
+    mock_response.raise_for_status = MagicMock()
+    mock_response.json.return_value = {"access_token": "at", "token_type": "Bearer"}
+    mock_async_client = MagicMock()
+    mock_async_client.post = AsyncMock(return_value=mock_response)
+
+    with patch(
+        "litellm.proxy._experimental.mcp_server.discoverable_endpoints.get_async_httpx_client",
+        return_value=mock_async_client,
+    ):
+        await exchange_token_with_server(
+            request=mock_request,
+            mcp_server=server,
+            grant_type="authorization_code",
+            code="auth-code",
+            redirect_uri="https://litellm.example.com/ui/mcp/oauth/callback",
+            client_id="srv-1",
+            client_secret="dummy",
+            code_verifier="verifier",
+        )
+
+    sent = mock_async_client.post.call_args.kwargs["data"]
+    assert sent["client_id"] == "persisted-client"
+    assert "client_secret" not in sent

From 33aaea363c13e8cc576f1732673308349945e7f9 Mon Sep 17 00:00:00 2001
From: Ishaan Jaff <ishaan@berri.ai>
Date: Wed, 8 Jul 2026 10:45:20 -0700
Subject: [PATCH 123/370] ci: add OSS daily branch workflow

---
 .github/workflows/create_daily_oss_branch.yml |  61 ++++++++++
 .github/workflows/oss_daily_guardrails.yml    | 109 ++++++++++++++++++
 2 files changed, 170 insertions(+)
 create mode 100644 .github/workflows/create_daily_oss_branch.yml
 create mode 100644 .github/workflows/oss_daily_guardrails.yml

diff --git a/.github/workflows/create_daily_oss_branch.yml b/.github/workflows/create_daily_oss_branch.yml
new file mode 100644
index 00000000000..43de4a0e75f
--- /dev/null
+++ b/.github/workflows/create_daily_oss_branch.yml
@@ -0,0 +1,61 @@
+name: Create Daily OSS Branch
+
+on:
+  schedule:
+    - cron: "0 16 * * 1-5" # 9am PT during daylight saving time, weekdays.
+  workflow_dispatch:
+    inputs:
+      date:
+        description: "Branch date in YYYY_MM_DD format. Defaults to today's UTC date."
+        required: false
+        type: string
+
+permissions:
+  contents: write
+
+jobs:
+  create-oss-branch:
+    if: github.repository == 'BerriAI/litellm'
+    runs-on: ubuntu-latest
+    timeout-minutes: 10
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
+        with:
+          fetch-depth: 0
+          persist-credentials: false
+
+      - name: Create dated OSS branch
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          REQUESTED_DATE: ${{ inputs.date }}
+        run: |
+          set -euo pipefail
+
+          if [ -n "${REQUESTED_DATE}" ]; then
+            if ! echo "${REQUESTED_DATE}" | grep -Eq '^[0-9]{4}_[0-9]{2}_[0-9]{2}$'; then
+              echo "::error::date must use YYYY_MM_DD format, got '${REQUESTED_DATE}'"
+              exit 1
+            fi
+            BRANCH_DATE="${REQUESTED_DATE}"
+          else
+            BRANCH_DATE="$(date -u +'%Y_%m_%d')"
+          fi
+
+          BRANCH_NAME="litellm_oss_daily_${BRANCH_DATE}"
+          echo "Creating branch: ${BRANCH_NAME}"
+
+          git config user.name "github-actions[bot]"
+          git config user.email "github-actions[bot]@users.noreply.github.com"
+
+          git fetch origin main "${BRANCH_NAME}" || true
+
+          if git show-ref --verify --quiet "refs/remotes/origin/${BRANCH_NAME}"; then
+            echo "Branch ${BRANCH_NAME} already exists. Skipping creation."
+            exit 0
+          fi
+
+          git checkout -b "${BRANCH_NAME}" origin/main
+          git push "https://x-access-token:${GITHUB_TOKEN}@github.com/${GITHUB_REPOSITORY}.git" "${BRANCH_NAME}"
+          echo "Successfully created and pushed branch: ${BRANCH_NAME}"
diff --git a/.github/workflows/oss_daily_guardrails.yml b/.github/workflows/oss_daily_guardrails.yml
new file mode 100644
index 00000000000..173b7cd4e41
--- /dev/null
+++ b/.github/workflows/oss_daily_guardrails.yml
@@ -0,0 +1,109 @@
+name: OSS Daily Guardrails
+
+on:
+  push:
+    branches:
+      - "litellm_oss_daily_20*"
+  pull_request:
+    branches:
+      - "litellm_oss_daily_20*"
+      - litellm_internal_staging
+
+permissions:
+  contents: read
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  sensitive-file-guard:
+    name: Block sensitive OSS daily changes
+    if: startsWith(github.ref_name, 'litellm_oss_daily_20') || startsWith(github.head_ref, 'litellm_oss_daily_20') || startsWith(github.base_ref, 'litellm_oss_daily_20')
+    runs-on: ubuntu-latest
+    timeout-minutes: 5
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
+        with:
+          fetch-depth: 0
+          ref: ${{ github.event.pull_request.head.sha || github.sha }}
+          persist-credentials: false
+
+      - name: Check for sensitive file changes
+        env:
+          EVENT_NAME: ${{ github.event_name }}
+          BASE_REF_NAME: ${{ github.base_ref }}
+          HEAD_REF_NAME: ${{ github.head_ref }}
+        run: |
+          set -euo pipefail
+
+          if [ "${EVENT_NAME}" = "pull_request" ] && echo "${HEAD_REF_NAME}" | grep -Eq '^litellm_oss_daily_20[0-9]{2}_[0-9]{2}_[0-9]{2}$'; then
+            # Final daily OSS branch PR into staging: review only the OSS delta
+            # accumulated on top of main, not unrelated main/staging drift.
+            BASE_REF="origin/main"
+            git fetch origin main
+          elif [ "${EVENT_NAME}" = "pull_request" ]; then
+            # PR targeting the daily OSS branch: review the incoming PR delta.
+            BASE_REF="origin/${BASE_REF_NAME}"
+            git fetch origin "${BASE_REF_NAME}"
+          else
+            # Push to the daily OSS branch: review the accumulated OSS delta.
+            BASE_REF="origin/main"
+            git fetch origin main
+          fi
+
+          CHANGED_FILES="$(git diff --name-only "${BASE_REF}...HEAD")"
+
+          if [ -z "${CHANGED_FILES}" ]; then
+            echo "No changed files detected."
+            exit 0
+          fi
+
+          echo "Changed files:"
+          echo "${CHANGED_FILES}"
+
+          BLOCKED_FILES="$(
+            echo "${CHANGED_FILES}" | grep -E '(^\.github/workflows/|^\.github/actions/|^\.circleci/|^\.cursor/|^Dockerfile$|(^|/)Dockerfile$|^Makefile$|(^|/)Makefile$|(^|/)pyproject\.toml$|(^|/)uv\.lock$|(^|/)poetry\.lock$|(^|/)requirements[^/]*\.txt$|(^|/)package\.json$|(^|/)package-lock\.json$|(^|/)pnpm-lock\.yaml$|(^|/)yarn\.lock$|(^|/)tsconfig[^/]*\.json$|(^|/)(ruff|mypy|pytest|eslint|prettier|vitest|next|vite|jest)\.config\.)' || true
+          )"
+
+          if [ -n "${BLOCKED_FILES}" ]; then
+            echo "::error::OSS daily branch contains sensitive workflow, config, dependency, or lockfile changes. Split these into a separate internal/security-reviewed PR."
+            echo "${BLOCKED_FILES}"
+            exit 1
+          fi
+
+          echo "No sensitive OSS daily file changes detected."
+
+  oss-safe-checks:
+    name: Run OSS daily safe checks
+    if: startsWith(github.ref_name, 'litellm_oss_daily_20') || startsWith(github.head_ref, 'litellm_oss_daily_20') || startsWith(github.base_ref, 'litellm_oss_daily_20')
+    runs-on: ubuntu-latest
+    timeout-minutes: 10
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
+        with:
+          persist-credentials: false
+
+      - name: Set up Python
+        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
+        with:
+          python-version: "3.12"
+
+      - name: Set up uv
+        uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7
+        with:
+          version: "0.10.9"
+
+      - name: Run secret scan test
+        run: |
+          uv run --frozen --with 'pytest==9.0.2' pytest tests/litellm/test_no_hardcoded_secrets.py -v
+
+      - name: Run Ruff
+        run: |
+          uv sync --frozen
+          cd litellm
+          uv run --no-sync ruff check .

From ad69d6f3f924a7619deab91d7d3d40f391a29854 Mon Sep 17 00:00:00 2001
From: ishaan-berri <155045088+ishaan-berri@users.noreply.github.com>
Date: Wed, 8 Jul 2026 11:06:56 -0700
Subject: [PATCH 124/370] test: emit e2e coverage lines for loki (#32513)

---
 tests/e2e/CLAUDE.md                           |  4 +--
 tests/e2e/coverage_registry/README.md         | 25 +++++++++++-----
 tests/e2e/coverage_registry/collector.py      | 29 +++++++++++++++----
 tests/e2e/coverage_registry/schema.py         | 15 ++++++++++
 tests/e2e/coverage_registry/test_collector.py | 26 +++++++++++++++++
 5 files changed, 83 insertions(+), 16 deletions(-)

diff --git a/tests/e2e/CLAUDE.md b/tests/e2e/CLAUDE.md
index a4c507ca5ea..502c881c764 100644
--- a/tests/e2e/CLAUDE.md
+++ b/tests/e2e/CLAUDE.md
@@ -63,7 +63,7 @@ The harness is fully typed and new code must not add `Any` or widen the basedpyr
 
 The set of tests we want is a registry checked into this repo, one row per behavior; that file is the definition of done and the denominator. Each e2e test declares what it covers with `@pytest.mark.covers("...")`, and a small collector diffs the registry against the tests and ships coverage to the existing Grafana. No Allure, no new dependencies
 
-Coverage is organized as module > feature > test. Dashboard modules are Core LLMs, Non-Core LLMs, MCPs, Management/UI, Reliability & Performance, Logging & Guardrails, and Other. A feature is either an endpoint (`/chat/completions`) or a behavior (fallbacks, rate limits; config-driven, with no route of its own). A cell reads like `llm.chat_completions.bedrock_converse.tool_use.stream.works`
+Coverage is organized as module > feature > test. Dashboard modules are `Core LLMs`, `Non-Core LLMs`, `MCPs`, `Management/UI`, `Reliability & Performance`, `Logging & Guardrails`, and `Other`. The Loki stdout formatter maps those display modules to log-safe labels (`core_llms`, `non_core_llms`, `mcp`, `management_ui`, `reliability_performance`, `logging_guardrails`, and `other`) without changing JSON or Prometheus labels. A feature is either an endpoint (`/chat/completions`) or a behavior (fallbacks, rate limits; config-driven, with no route of its own). A cell reads like `llm.chat_completions.bedrock_converse.tool_use.stream.works`
 
 The metric is coverage: the share of registry rows that have a passing covering test, reported to Grafana per module so a gap surfaces as an uncovered row rather than a silent absence
 
@@ -71,7 +71,7 @@ Tests do not declare a dashboard module directly. They only declare the registry
 
 ### Naming grammar per module
 
-LLMs - endpoint features (subject = the route), seeded from the Claude Code compat matrix. `chat_completions`, `messages`, and `responses` are Core LLMs. Other LLM endpoints, including `batches` and `realtime`, roll up as Non-Core LLMs.
+LLMs - endpoint features (subject = the route), seeded from the Claude Code compat matrix. `chat_completions`, `messages`, and `responses` roll up to `Core LLMs`. Other LLM endpoints, including `batches` and `realtime`, roll up to `Non-Core LLMs`.
 
 ```
 llm.<endpoint>.<route>.<capability>.<streaming>.<assertion>
diff --git a/tests/e2e/coverage_registry/README.md b/tests/e2e/coverage_registry/README.md
index 4177cba7766..863ce34694d 100644
--- a/tests/e2e/coverage_registry/README.md
+++ b/tests/e2e/coverage_registry/README.md
@@ -9,18 +9,18 @@ note; the naming grammar lives in `tests/e2e/CLAUDE.md`.
 
 A **cell** is one customer-noticeable behavior a single e2e test can assert pass/fail
 on, for example `llm.chat_completions.bedrock_converse.tool_use.stream.works`. Cells are
-grouped `module > feature > test`, with LLM cells split into Core LLMs and Non-Core
-LLMs for dashboarding. Each cell carries a tier (P0/P1/P2), a source, and a
+grouped `module > feature > test`, with LLM cells split into `Core LLMs` and
+`Non-Core LLMs` for dashboarding. Each cell carries a tier (P0/P1/P2), a source, and a
 `fail_before_fix` flag.
 
 The rows live in per-prefix YAML files (`llm_*.yaml`, `mgmt.yaml`, `mcp.yaml`,
 `reliability.yaml`, `logging.yaml`, `guardrail.yaml`, `other.yaml`) and validate against
 the discriminated union in `schema.py`, so an LLM row cannot carry a guardrail field and
 vice versa. `llm` rows with `subject_endpoint` of `chat_completions`, `messages`, or
-`responses` roll up to "Core LLMs"; all other LLM endpoints roll up to "Non-Core
-LLMs". LLM endpoint, route, and capability values are typed in `schema.py`, so new
-taxonomy values require an explicit schema change. `logging` and `guardrail` are two
-id-prefixes that roll up into the single "Logging & Guardrails" dashboard module.
+`responses` roll up to `Core LLMs`; all other LLM endpoints roll up to `Non-Core LLMs`.
+LLM endpoint, route, and capability values are typed in `schema.py`, so new taxonomy
+values require an explicit schema change. `logging` and `guardrail` are two id-prefixes
+that roll up into the single `Logging & Guardrails` dashboard module.
 
 A test declares what it covers with a marker:
 
@@ -40,8 +40,17 @@ proxy. Whether a covered cell currently passes or fails is a separate, live conc
 cd tests/e2e && PYTHONPATH=. python -m coverage_registry.collector
 ```
 
-Use `--format prometheus` or `--format json` for CI jobs that publish coverage to
-Grafana.
+Use `--format loki` after the e2e pytest run in the same Kubernetes job/pod to print
+structured stdout lines for Loki:
+
+```
+cd tests/e2e && PYTHONPATH=. python -m coverage_registry.collector --format loki --strict
+```
+
+This emits exactly one `COVERAGE_TOTAL` line and one `COVERAGE_MODULE` line per module
+in `MODULE_ORDER`, in that order. Loki uses log-safe `module=` labels from
+`LOKI_MODULE_LABELS` (`core_llms`, `management_ui`, etc.) so existing JSON and
+Prometheus consumers keep their human-readable module names unchanged.
 
 The headline is overall coverage. The collector also lists markers that point at ids
 not in the registry, so a typo or an unenumerated behavior surfaces instead of being
diff --git a/tests/e2e/coverage_registry/collector.py b/tests/e2e/coverage_registry/collector.py
index 3b577106605..f6e59ca4a88 100644
--- a/tests/e2e/coverage_registry/collector.py
+++ b/tests/e2e/coverage_registry/collector.py
@@ -21,7 +21,7 @@
 import pytest
 
 from .registry import load_registry
-from .schema import MODULE_ORDER, Cell, Tier, dashboard_module
+from .schema import MODULE_ORDER, Cell, Tier, dashboard_module, loki_module_label
 
 E2E_DIR = Path(__file__).resolve().parent.parent
 
@@ -239,13 +239,31 @@ def render_prometheus(report: CoverageReport) -> str:
     return "\n".join(lines)
 
 
+def render_loki(report: CoverageReport) -> str:
+    lines = [
+        (
+            f"COVERAGE_TOTAL percent={report.coverage_percent:.1f} "
+            f"covered={report.covered} total={report.total}"
+        )
+    ]
+    lines.extend(
+        (
+            f"COVERAGE_MODULE module={loki_module_label(module.module)} "
+            f"percent={module.coverage_percent:.1f} "
+            f"covered={module.covered} total={module.total}"
+        )
+        for module in report.modules
+    )
+    return "\n".join(lines)
+
+
 def main() -> int:
     parser = ArgumentParser()
     parser.add_argument(
         "--format",
-        choices=("text", "json", "prometheus"),
+        choices=("text", "json", "prometheus", "loki"),
         default="text",
-        help="Output format. Use prometheus or json for Grafana ingestion jobs.",
+        help="Output format. Use loki for structured stdout lines in the e2e job.",
     )
     parser.add_argument(
         "--strict",
@@ -265,9 +283,8 @@ def main() -> int:
         "text": render,
         "json": render_json,
         "prometheus": render_prometheus,
-    }[
-        args.format
-    ](report)
+        "loki": render_loki,
+    }[args.format](report)
     print(output)  # noqa: T201  # CLI entrypoint output
     if args.strict and report.orphan_markers:
         return 1
diff --git a/tests/e2e/coverage_registry/schema.py b/tests/e2e/coverage_registry/schema.py
index 2e2a00e78ba..bb27fbf0ea0 100644
--- a/tests/e2e/coverage_registry/schema.py
+++ b/tests/e2e/coverage_registry/schema.py
@@ -157,6 +157,16 @@ class OtherCell(_Base):
     "Other",
 )
 
+LOKI_MODULE_LABELS: dict[str, str] = {
+    "Core LLMs": "core_llms",
+    "Non-Core LLMs": "non_core_llms",
+    "MCPs": "mcp",
+    "Management/UI": "management_ui",
+    "Reliability & Performance": "reliability_performance",
+    "Logging & Guardrails": "logging_guardrails",
+    "Other": "other",
+}
+
 
 def dashboard_module(cell: Cell) -> str:
     """Return the Grafana/reporting module for a registry cell."""
@@ -165,3 +175,8 @@ def dashboard_module(cell: Cell) -> str:
             return "Core LLMs"
         return "Non-Core LLMs"
     return PREFIX_ROLLUP[cell.module]
+
+
+def loki_module_label(module: str) -> str:
+    """Return the log-safe Loki label for a dashboard module."""
+    return LOKI_MODULE_LABELS[module]
diff --git a/tests/e2e/coverage_registry/test_collector.py b/tests/e2e/coverage_registry/test_collector.py
index 355bc52730d..079ee215866 100644
--- a/tests/e2e/coverage_registry/test_collector.py
+++ b/tests/e2e/coverage_registry/test_collector.py
@@ -15,6 +15,7 @@
     compute_coverage,
     render,
     render_json,
+    render_loki,
     render_prometheus,
 )
 from coverage_registry.registry import load_registry
@@ -24,6 +25,7 @@
     LlmEndpoint,
     LoggingCell,
     Tier,
+    loki_module_label,
 )
 
 
@@ -149,6 +151,30 @@ def test_prometheus_render_exposes_module_coverage_timeseries() -> None:
     assert "litellm_e2e_coverage_orphan_markers 0" in metrics
 
 
+def test_loki_render_exposes_exact_stdout_lines_for_loki() -> None:
+    report = compute_coverage(
+        (_llm("llm.chat", Tier.P0), _llm("llm.batches", Tier.P0, "batches")),
+        frozenset({"llm.chat"}),
+    )
+
+    lines = render_loki(report).splitlines()
+
+    assert len(lines) == 1 + len(report.modules)
+    assert lines[0] == "COVERAGE_TOTAL percent=50.0 covered=1 total=2"
+    assert (
+        lines[1] == "COVERAGE_MODULE module=core_llms percent=100.0 covered=1 total=1"
+    )
+    assert (
+        lines[2] == "COVERAGE_MODULE module=non_core_llms percent=0.0 covered=0 total=1"
+    )
+    assert [line.split("module=", 1)[1].split(" ", 1)[0] for line in lines[1:]] == [
+        loki_module_label(module.module) for module in report.modules
+    ]
+    assert all(
+        " " not in line.split("module=", 1)[1].split(" ", 1)[0] for line in lines[1:]
+    )
+
+
 def test_real_registry_loads_and_ids_are_unique() -> None:
     cells = load_registry()
     ids = [c.id for c in cells]

From 93c047d52eaa665b30931aa4ca9bf7230c0ed74d Mon Sep 17 00:00:00 2001
From: "devin-ai-integration[bot]"
 <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Wed, 8 Jul 2026 11:07:58 -0700
Subject: [PATCH 125/370] feat(proxy): make Microsoft Graph endpoint
 configurable for GCC High (LIT-4282) (#32517)

Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: Ishaan Jaffer <155045088+ishaan-berri@users.noreply.github.com>
---
 litellm/proxy/management_endpoints/ui_sso.py  | 22 ++++--
 .../proxy/management_endpoints/test_ui_sso.py | 72 +++++++++++++++++++
 2 files changed, 89 insertions(+), 5 deletions(-)

diff --git a/litellm/proxy/management_endpoints/ui_sso.py b/litellm/proxy/management_endpoints/ui_sso.py
index dbf514d2298..43fdd3ed05a 100644
--- a/litellm/proxy/management_endpoints/ui_sso.py
+++ b/litellm/proxy/management_endpoints/ui_sso.py
@@ -113,7 +113,7 @@
 from litellm.repositories.table_repositories import SSOConfigRepository
 from litellm.repositories.team_repository import TeamRepository
 from litellm.repositories.user_repository import UserRepository
-from litellm.secret_managers.main import get_secret_bool, str_to_bool
+from litellm.secret_managers.main import get_secret_bool, get_secret_str, str_to_bool
 from litellm.types.proxy.management_endpoints.ui_sso import *  # noqa: F403
 from litellm.types.proxy.management_endpoints.ui_sso import (
     DefaultTeamSSOParams,
@@ -3737,8 +3737,7 @@ class MicrosoftSSOHandler:
     Handles Microsoft SSO callback response and returns a CustomOpenID object
     """
 
-    graph_api_base_url = "https://graph.microsoft.com/v1.0"
-    graph_api_user_groups_endpoint = f"{graph_api_base_url}/me/memberOf"
+    DEFAULT_GRAPH_API_BASE_URL = "https://graph.microsoft.com/v1.0"
 
     """
     Constants
@@ -3748,6 +3747,19 @@ class MicrosoftSSOHandler:
     # used for debugging to show the user groups litellm found from Graph API
     GRAPH_API_RESPONSE_KEY = "graph_api_user_groups"
 
+    @staticmethod
+    def get_graph_api_base_url() -> str:
+        """
+        Returns the Microsoft Graph API base URL, configurable via the
+        `MICROSOFT_GRAPH_ENDPOINT` env var so non-default clouds such as Azure
+        Government (GCC High) can point at `https://graph.microsoft.us/v1.0`
+        """
+        return get_secret_str("MICROSOFT_GRAPH_ENDPOINT") or MicrosoftSSOHandler.DEFAULT_GRAPH_API_BASE_URL
+
+    @staticmethod
+    def get_graph_api_user_groups_endpoint() -> str:
+        return f"{MicrosoftSSOHandler.get_graph_api_base_url()}/me/memberOf"
+
     @staticmethod
     async def get_microsoft_callback_response(
         request: Request,
@@ -3924,7 +3936,7 @@ async def get_user_groups_from_graph_api(
 
             # Fetch user membership from Microsoft Graph API
             all_group_ids = []
-            next_link: Optional[str] = MicrosoftSSOHandler.graph_api_user_groups_endpoint
+            next_link: Optional[str] = MicrosoftSSOHandler.get_graph_api_user_groups_endpoint()
             auth_headers = {"Authorization": f"Bearer {access_token}"}
             page_count = 0
 
@@ -4007,7 +4019,7 @@ async def get_group_ids_from_service_principal(
 
         Users use Enterprise Applications to manage Groups and Users on Microsoft Entra ID
         """
-        base_url = "https://graph.microsoft.com/v1.0"
+        base_url = MicrosoftSSOHandler.get_graph_api_base_url()
         # Endpoint to get app role assignments for the given service principal
         endpoint = f"/servicePrincipals/{service_principal_id}/appRoleAssignedTo"
         url = base_url + endpoint
diff --git a/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py b/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py
index 32229e3e64e..642f20906a0 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py
@@ -389,6 +389,78 @@ async def mock_get(*args, **kwargs):
         assert len(result) == 0
 
 
+@pytest.mark.asyncio
+async def test_get_user_groups_uses_default_graph_endpoint(monkeypatch):
+    monkeypatch.delenv("MICROSOFT_GRAPH_ENDPOINT", raising=False)
+
+    requested_urls: list[str] = []
+
+    async def mock_get(url, *args, **kwargs):
+        requested_urls.append(url)
+        mock = MagicMock()
+        mock.json.return_value = {"value": []}
+        return mock
+
+    with patch(
+        "litellm.proxy.management_endpoints.ui_sso.get_async_httpx_client"
+    ) as mock_client:
+        mock_client.return_value = MagicMock()
+        mock_client.return_value.get = mock_get
+
+        await MicrosoftSSOHandler.get_user_groups_from_graph_api(access_token="mock_token")
+
+    assert requested_urls == ["https://graph.microsoft.com/v1.0/me/memberOf"]
+
+
+@pytest.mark.asyncio
+async def test_get_user_groups_uses_configured_graph_endpoint(monkeypatch):
+    monkeypatch.setenv("MICROSOFT_GRAPH_ENDPOINT", "https://graph.microsoft.us/v1.0")
+
+    requested_urls: list[str] = []
+
+    async def mock_get(url, *args, **kwargs):
+        requested_urls.append(url)
+        mock = MagicMock()
+        mock.json.return_value = {"value": []}
+        return mock
+
+    with patch(
+        "litellm.proxy.management_endpoints.ui_sso.get_async_httpx_client"
+    ) as mock_client:
+        mock_client.return_value = MagicMock()
+        mock_client.return_value.get = mock_get
+
+        await MicrosoftSSOHandler.get_user_groups_from_graph_api(access_token="mock_token")
+
+    assert requested_urls == ["https://graph.microsoft.us/v1.0/me/memberOf"]
+
+
+@pytest.mark.asyncio
+async def test_get_group_ids_from_service_principal_uses_configured_graph_endpoint(monkeypatch):
+    monkeypatch.setenv("MICROSOFT_GRAPH_ENDPOINT", "https://graph.microsoft.us/v1.0")
+
+    requested_urls: list[str] = []
+
+    async def mock_get(url, *args, **kwargs):
+        requested_urls.append(url)
+        mock = MagicMock()
+        mock.json.return_value = {"value": []}
+        return mock
+
+    async_client = MagicMock()
+    async_client.get = mock_get
+
+    await MicrosoftSSOHandler.get_group_ids_from_service_principal(
+        service_principal_id="sp-123",
+        async_client=async_client,
+        access_token="mock_token",
+    )
+
+    assert requested_urls == [
+        "https://graph.microsoft.us/v1.0/servicePrincipals/sp-123/appRoleAssignedTo"
+    ]
+
+
 def test_get_group_ids_from_graph_api_response():
     # Arrange
     mock_response = MicrosoftGraphAPIUserGroupResponse(

From 82fd456b94b36cbfee126e0d30c549b284741a04 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Wed, 8 Jul 2026 11:55:59 -0700
Subject: [PATCH 126/370] Revert "ci: skip unit test workflows when only ui or
 markdown files change (#32422)"

This reverts commit 6df5e1b263a77a25a5bb483015fd13a79f3ef410.
---
 .github/workflows/test-unit-core-utils.yml              | 4 ----
 .github/workflows/test-unit-documentation.yml           | 4 ----
 .github/workflows/test-unit-enterprise-routing.yml      | 4 ----
 .github/workflows/test-unit-integrations.yml            | 4 ----
 .github/workflows/test-unit-llm-providers.yml           | 4 ----
 .github/workflows/test-unit-misc.yml                    | 4 ----
 .github/workflows/test-unit-proxy-auth.yml              | 4 ----
 .github/workflows/test-unit-proxy-db.yml                | 4 ----
 .github/workflows/test-unit-proxy-endpoints.yml         | 4 ----
 .github/workflows/test-unit-proxy-infra.yml             | 4 ----
 .github/workflows/test-unit-proxy-legacy.yml            | 4 ----
 .github/workflows/test-unit-responses-caching-types.yml | 4 ----
 12 files changed, 48 deletions(-)

diff --git a/.github/workflows/test-unit-core-utils.yml b/.github/workflows/test-unit-core-utils.yml
index e563679660b..d6d6353238f 100644
--- a/.github/workflows/test-unit-core-utils.yml
+++ b/.github/workflows/test-unit-core-utils.yml
@@ -7,10 +7,6 @@ on:
       - litellm_internal_staging
       - litellm_oss_staging
       - "litellm_**"
-    paths-ignore:
-      - "ui/**"
-      - "**.md"
-      - "**.mdx"
 
 permissions:
   contents: read
diff --git a/.github/workflows/test-unit-documentation.yml b/.github/workflows/test-unit-documentation.yml
index 2c3d6e46618..4cef791a9b3 100644
--- a/.github/workflows/test-unit-documentation.yml
+++ b/.github/workflows/test-unit-documentation.yml
@@ -7,10 +7,6 @@ on:
       - litellm_internal_staging
       - litellm_oss_staging
       - "litellm_**"
-    paths-ignore:
-      - "ui/**"
-      - "**.md"
-      - "**.mdx"
 
 permissions:
   contents: read
diff --git a/.github/workflows/test-unit-enterprise-routing.yml b/.github/workflows/test-unit-enterprise-routing.yml
index 7a9b8b00f26..13136c968d1 100644
--- a/.github/workflows/test-unit-enterprise-routing.yml
+++ b/.github/workflows/test-unit-enterprise-routing.yml
@@ -7,10 +7,6 @@ on:
       - litellm_internal_staging
       - litellm_oss_staging
       - "litellm_**"
-    paths-ignore:
-      - "ui/**"
-      - "**.md"
-      - "**.mdx"
 
 permissions:
   contents: read
diff --git a/.github/workflows/test-unit-integrations.yml b/.github/workflows/test-unit-integrations.yml
index b28ba3456ce..c95ed4e7c24 100644
--- a/.github/workflows/test-unit-integrations.yml
+++ b/.github/workflows/test-unit-integrations.yml
@@ -7,10 +7,6 @@ on:
       - litellm_internal_staging
       - litellm_oss_staging
       - "litellm_**"
-    paths-ignore:
-      - "ui/**"
-      - "**.md"
-      - "**.mdx"
 
 permissions:
   contents: read
diff --git a/.github/workflows/test-unit-llm-providers.yml b/.github/workflows/test-unit-llm-providers.yml
index fecdcbd3b95..df78564ab0c 100644
--- a/.github/workflows/test-unit-llm-providers.yml
+++ b/.github/workflows/test-unit-llm-providers.yml
@@ -7,10 +7,6 @@ on:
       - litellm_internal_staging
       - litellm_oss_staging
       - "litellm_**"
-    paths-ignore:
-      - "ui/**"
-      - "**.md"
-      - "**.mdx"
 
 permissions:
   contents: read
diff --git a/.github/workflows/test-unit-misc.yml b/.github/workflows/test-unit-misc.yml
index dbc3bfc8191..7c3b195f0ad 100644
--- a/.github/workflows/test-unit-misc.yml
+++ b/.github/workflows/test-unit-misc.yml
@@ -7,10 +7,6 @@ on:
       - litellm_internal_staging
       - litellm_oss_staging
       - "litellm_**"
-    paths-ignore:
-      - "ui/**"
-      - "**.md"
-      - "**.mdx"
 
 permissions:
   contents: read
diff --git a/.github/workflows/test-unit-proxy-auth.yml b/.github/workflows/test-unit-proxy-auth.yml
index ad534cc0098..97dfaed6e81 100644
--- a/.github/workflows/test-unit-proxy-auth.yml
+++ b/.github/workflows/test-unit-proxy-auth.yml
@@ -7,10 +7,6 @@ on:
       - litellm_internal_staging
       - litellm_oss_staging
       - "litellm_**"
-    paths-ignore:
-      - "ui/**"
-      - "**.md"
-      - "**.mdx"
 
 permissions:
   contents: read
diff --git a/.github/workflows/test-unit-proxy-db.yml b/.github/workflows/test-unit-proxy-db.yml
index 35a1a9c78a0..2ac9a3b7c1c 100644
--- a/.github/workflows/test-unit-proxy-db.yml
+++ b/.github/workflows/test-unit-proxy-db.yml
@@ -5,10 +5,6 @@ on:
     branches:
       - main
       - litellm_internal_staging
-    paths-ignore:
-      - "ui/**"
-      - "**.md"
-      - "**.mdx"
 
 permissions:
   contents: read
diff --git a/.github/workflows/test-unit-proxy-endpoints.yml b/.github/workflows/test-unit-proxy-endpoints.yml
index 7eb3d7719c0..cbb36eebdb9 100644
--- a/.github/workflows/test-unit-proxy-endpoints.yml
+++ b/.github/workflows/test-unit-proxy-endpoints.yml
@@ -7,10 +7,6 @@ on:
       - litellm_internal_staging
       - litellm_oss_staging
       - "litellm_**"
-    paths-ignore:
-      - "ui/**"
-      - "**.md"
-      - "**.mdx"
   workflow_dispatch:
 
 permissions:
diff --git a/.github/workflows/test-unit-proxy-infra.yml b/.github/workflows/test-unit-proxy-infra.yml
index cb944de5cf9..884d62289b9 100644
--- a/.github/workflows/test-unit-proxy-infra.yml
+++ b/.github/workflows/test-unit-proxy-infra.yml
@@ -7,10 +7,6 @@ on:
       - litellm_internal_staging
       - litellm_oss_staging
       - "litellm_**"
-    paths-ignore:
-      - "ui/**"
-      - "**.md"
-      - "**.mdx"
 
 permissions:
   contents: read
diff --git a/.github/workflows/test-unit-proxy-legacy.yml b/.github/workflows/test-unit-proxy-legacy.yml
index 9798a4e2277..8db218cd1fc 100644
--- a/.github/workflows/test-unit-proxy-legacy.yml
+++ b/.github/workflows/test-unit-proxy-legacy.yml
@@ -7,10 +7,6 @@ on:
       - litellm_internal_staging
       - litellm_oss_staging
       - "litellm_**"
-    paths-ignore:
-      - "ui/**"
-      - "**.md"
-      - "**.mdx"
 
 permissions:
   contents: read
diff --git a/.github/workflows/test-unit-responses-caching-types.yml b/.github/workflows/test-unit-responses-caching-types.yml
index 7331544de24..2f177587997 100644
--- a/.github/workflows/test-unit-responses-caching-types.yml
+++ b/.github/workflows/test-unit-responses-caching-types.yml
@@ -7,10 +7,6 @@ on:
       - litellm_internal_staging
       - litellm_oss_staging
       - "litellm_**"
-    paths-ignore:
-      - "ui/**"
-      - "**.md"
-      - "**.mdx"
 
 permissions:
   contents: read

From c3dccb54cfd0666393e8874cfd007c72de8b33cc Mon Sep 17 00:00:00 2001
From: yucheng-berri <yucheng@berri.ai>
Date: Wed, 8 Jul 2026 12:32:03 -0700
Subject: [PATCH 127/370] fix(health): bridge litellm_metadata into logging
 object in _batch_health_check (#32520)

* fix(health): bridge litellm_metadata into logging object in _batch_health_check

* Update litellm/litellm_core_utils/health_check_helpers.py

Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>

* fix(health): address review - share single metadata copy, conditional api_base, add tests

- Only set api_base in litellm_params when a value actually exists;
  providers like bedrock/vertex/gemini resolve it implicitly and an
  empty string overwrites their resolution.
- Use a single .copy() for both metadata and litellm_metadata to
  prevent downstream drift between the two references.
- Add 6 unit tests covering metadata bridging, api_base omission,
  guard conditions, and dispatch routing.

Signed-off-by: pramod <pramod.b@pfizer.com>

* refactor(health): use update_from_kwargs helper for metadata bridge

Collapses the manual metadata/litellm_metadata plumbing in
_batch_health_check into a single update_from_kwargs call, matching
how the sibling batch/image/rerank/ocr surfaces bridge metadata onto
the pre-injected logging object. Drops the bare Dict typing and the
inline comment, and switches the tests to assert against the helper.

---------

Signed-off-by: pramod <pramod.b@pfizer.com>
Co-authored-by: pramod <pramod.b@pfizer.com>
Co-authored-by: Pramod B <155433727+BPRMD18@users.noreply.github.com>
Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>
---
 .../health_check_helpers.py                   |  11 ++
 .../test_health_check_helpers.py              | 137 ++++++++++++++++++
 2 files changed, 148 insertions(+)

diff --git a/litellm/litellm_core_utils/health_check_helpers.py b/litellm/litellm_core_utils/health_check_helpers.py
index 405366382a1..42ac82abf8b 100644
--- a/litellm/litellm_core_utils/health_check_helpers.py
+++ b/litellm/litellm_core_utils/health_check_helpers.py
@@ -95,6 +95,17 @@ async def _batch_health_check(
         """
         import litellm
 
+        logging_obj = filtered_model_params.get("litellm_logging_obj")
+        if logging_obj is not None:
+            api_base = filtered_model_params.get("api_base")
+            logging_obj.update_from_kwargs(
+                kwargs=filtered_model_params,
+                model=filtered_model_params.get("model"),
+                user=None,
+                optional_params={},
+                litellm_params={"api_base": api_base} if api_base else None,
+            )
+
         if custom_llm_provider in LIST_BATCHES_SUPPORTED_PROVIDERS:
             return await litellm.alist_batches(**filtered_model_params)
         else:
diff --git a/tests/test_litellm/litellm_core_utils/test_health_check_helpers.py b/tests/test_litellm/litellm_core_utils/test_health_check_helpers.py
index 02d72c89e80..e8ef8f15142 100644
--- a/tests/test_litellm/litellm_core_utils/test_health_check_helpers.py
+++ b/tests/test_litellm/litellm_core_utils/test_health_check_helpers.py
@@ -14,6 +14,7 @@
 from litellm.litellm_core_utils.health_check_helpers import HealthCheckHelpers
 from litellm.main import ahealth_check
 from litellm.proxy._types import UserAPIKeyAuth
+from litellm.types.utils import LIST_BATCHES_SUPPORTED_PROVIDERS
 
 
 def test_update_model_params_with_health_check_tracking_information():
@@ -140,3 +141,139 @@ async def test_ahealth_check_failure_masks_raw_request_headers():
         assert headers["Content-Type"] == "application/json"
 
     print(f"Masked Authorization header: {headers.get('Authorization', 'NOT FOUND')}")
+
+
+@pytest.mark.asyncio
+async def test_batch_health_check_bridges_metadata_into_logging_obj():
+    """_batch_health_check must call update_from_kwargs on the pre-injected
+    logging object so callbacks receive identity/tracking fields in
+    model_call_details["litellm_params"]["metadata"]."""
+    mock_logging_obj = MagicMock()
+    mock_logging_obj.update_from_kwargs = MagicMock()
+
+    litellm_metadata = {
+        "tags": [LITTELM_INTERNAL_HEALTH_SERVICE_ACCOUNT_NAME],
+        "user_api_key_alias": "health-check-key",
+    }
+
+    filtered_model_params = {
+        "model": "openai/gpt-4",
+        "api_base": "https://api.openai.com",
+        "litellm_logging_obj": mock_logging_obj,
+        "litellm_metadata": litellm_metadata,
+    }
+
+    with patch("litellm.alist_batches", new_callable=AsyncMock, return_value={}):
+        await HealthCheckHelpers._batch_health_check(
+            custom_llm_provider="openai",
+            model_params={"model": "openai/gpt-4"},
+            filtered_model_params=filtered_model_params,
+        )
+
+    mock_logging_obj.update_from_kwargs.assert_called_once()
+    call_kwargs = mock_logging_obj.update_from_kwargs.call_args[1]
+    assert call_kwargs["model"] == "openai/gpt-4"
+    assert call_kwargs["kwargs"] is filtered_model_params
+    assert call_kwargs["litellm_params"] == {"api_base": "https://api.openai.com"}
+
+
+@pytest.mark.asyncio
+async def test_batch_health_check_omits_api_base_when_absent():
+    """api_base must not appear in litellm_params when the provider resolves
+    it implicitly (bedrock, vertex, gemini)."""
+    mock_logging_obj = MagicMock()
+    mock_logging_obj.update_from_kwargs = MagicMock()
+
+    litellm_metadata = {"tags": [LITTELM_INTERNAL_HEALTH_SERVICE_ACCOUNT_NAME]}
+
+    filtered_model_params = {
+        "model": "bedrock/anthropic.claude-v2",
+        "litellm_logging_obj": mock_logging_obj,
+        "litellm_metadata": litellm_metadata,
+    }
+
+    with patch("litellm.acompletion", new_callable=AsyncMock, return_value={}):
+        await HealthCheckHelpers._batch_health_check(
+            custom_llm_provider="bedrock",
+            model_params={"model": "bedrock/anthropic.claude-v2"},
+            filtered_model_params=filtered_model_params,
+        )
+
+    call_kwargs = mock_logging_obj.update_from_kwargs.call_args[1]
+    assert call_kwargs["litellm_params"] is None
+
+
+@pytest.mark.asyncio
+async def test_batch_health_check_skips_bridge_when_no_logging_obj():
+    """When litellm_logging_obj is absent, dispatch still proceeds."""
+    litellm_metadata = {"tags": [LITTELM_INTERNAL_HEALTH_SERVICE_ACCOUNT_NAME]}
+
+    filtered_model_params = {
+        "model": "openai/gpt-4",
+        "litellm_metadata": litellm_metadata,
+    }
+
+    with patch(
+        "litellm.alist_batches", new_callable=AsyncMock, return_value={}
+    ) as mock_alist:
+        await HealthCheckHelpers._batch_health_check(
+            custom_llm_provider="openai",
+            model_params={"model": "openai/gpt-4"},
+            filtered_model_params=filtered_model_params,
+        )
+        mock_alist.assert_called_once()
+
+
+@pytest.mark.asyncio
+async def test_batch_health_check_uses_alist_batches_for_supported_providers():
+    """Providers in LIST_BATCHES_SUPPORTED_PROVIDERS dispatch to alist_batches."""
+    mock_logging_obj = MagicMock()
+    mock_logging_obj.update_from_kwargs = MagicMock()
+
+    litellm_metadata = {"tags": [LITTELM_INTERNAL_HEALTH_SERVICE_ACCOUNT_NAME]}
+
+    for provider in LIST_BATCHES_SUPPORTED_PROVIDERS:
+        filtered_model_params = {
+            "model": f"{provider}/some-model",
+            "litellm_logging_obj": mock_logging_obj,
+            "litellm_metadata": litellm_metadata,
+        }
+
+        with patch(
+            "litellm.alist_batches", new_callable=AsyncMock, return_value={}
+        ) as mock_alist:
+            await HealthCheckHelpers._batch_health_check(
+                custom_llm_provider=provider,
+                model_params={"model": f"{provider}/some-model"},
+                filtered_model_params=filtered_model_params,
+            )
+            mock_alist.assert_called_once()
+
+
+@pytest.mark.asyncio
+async def test_batch_health_check_falls_back_to_acompletion_for_unsupported():
+    """Providers not in LIST_BATCHES_SUPPORTED_PROVIDERS fall back to acompletion."""
+    mock_logging_obj = MagicMock()
+    mock_logging_obj.update_from_kwargs = MagicMock()
+
+    litellm_metadata = {"tags": [LITTELM_INTERNAL_HEALTH_SERVICE_ACCOUNT_NAME]}
+
+    filtered_model_params = {
+        "model": "bedrock/anthropic.claude-v2",
+        "litellm_logging_obj": mock_logging_obj,
+        "litellm_metadata": litellm_metadata,
+    }
+
+    model_params = {"model": "bedrock/anthropic.claude-v2", "messages": []}
+
+    with (
+        patch("litellm.alist_batches", new_callable=AsyncMock) as mock_alist,
+        patch("litellm.acompletion", new_callable=AsyncMock, return_value={}) as mock_acompletion,
+    ):
+        await HealthCheckHelpers._batch_health_check(
+            custom_llm_provider="bedrock",
+            model_params=model_params,
+            filtered_model_params=filtered_model_params,
+        )
+        mock_alist.assert_not_called()
+        mock_acompletion.assert_called_once_with(**model_params)

From 12d1873b44286f1bb9c1e07970958b5e134354b1 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Wed, 8 Jul 2026 13:23:34 -0700
Subject: [PATCH 128/370] feat(ui): add enterprise license expiry banner to
 admin dashboard

Surfaces a persistent, tiered banner under the dashboard navbar when an airgapped enterprise license is close to expiring: an amber, session-dismissible warning within 30 days, a non-dismissible red alert within 7 days, and a non-dismissible red banner once the date has passed. It reads the existing /health/license endpoint, so no backend change is needed, and is driven strictly by expiration_date; community and remote-validated instances that report no date show nothing. Shared day-count math is extracted to licenseUtils so the banner and the existing UsageIndicator widget stay in sync
---
 .../hooks/license/useLicenseInfo.ts           | 15 +++
 .../src/app/(dashboard)/layout.tsx            |  2 +
 .../components/LicenseExpiryBanner.test.tsx   | 90 ++++++++++++++++++
 .../src/components/LicenseExpiryBanner.tsx    | 92 +++++++++++++++++++
 .../src/components/UsageIndicator.tsx         | 12 +--
 .../src/utils/licenseUtils.test.ts            | 61 ++++++++++++
 .../src/utils/licenseUtils.ts                 | 49 ++++++++++
 7 files changed, 310 insertions(+), 11 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/app/(dashboard)/hooks/license/useLicenseInfo.ts
 create mode 100644 ui/litellm-dashboard/src/components/LicenseExpiryBanner.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/LicenseExpiryBanner.tsx
 create mode 100644 ui/litellm-dashboard/src/utils/licenseUtils.test.ts
 create mode 100644 ui/litellm-dashboard/src/utils/licenseUtils.ts

diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/license/useLicenseInfo.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/license/useLicenseInfo.ts
new file mode 100644
index 00000000000..f4574c36ef6
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/license/useLicenseInfo.ts
@@ -0,0 +1,15 @@
+import { useQuery, UseQueryResult } from "@tanstack/react-query";
+import { getLicenseInfo, LicenseInfo } from "@/components/networking";
+import { createQueryKeys } from "../common/queryKeysFactory";
+
+const licenseInfoKeys = createQueryKeys("licenseInfo");
+
+export const useLicenseInfo = (accessToken: string | null | undefined): UseQueryResult<LicenseInfo | null> => {
+  return useQuery<LicenseInfo | null>({
+    queryKey: licenseInfoKeys.detail("license"),
+    queryFn: () => getLicenseInfo(accessToken!),
+    enabled: Boolean(accessToken),
+    staleTime: 5 * 60 * 1000,
+    retry: false,
+  });
+};
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx b/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx
index 09951dc1923..c84209b80cf 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx
@@ -8,6 +8,7 @@ import { useAuth } from "@/contexts/AuthContext";
 import SidebarProvider from "@/app/(dashboard)/components/SidebarProvider";
 import { useRouter, useSearchParams, usePathname } from "next/navigation";
 import { DebugWarningBanner } from "@/components/DebugWarningBanner";
+import { LicenseExpiryBanner } from "@/components/LicenseExpiryBanner";
 import { MIGRATED_PAGES, migratedHref, legacyPageHref, legacyKeyForPathname } from "@/utils/migratedPages";
 import { PluginModeProvider, usePluginMode } from "@/contexts/PluginModeContext";
 import { createApiClient } from "@/lib/http/client";
@@ -116,6 +117,7 @@ function DashboardShell({ children }: { children: React.ReactNode }) {
         onToggleSidebar={() => setSidebarCollapsed((v) => !v)}
       />
       <DebugWarningBanner accessToken={accessToken} />
+      <LicenseExpiryBanner accessToken={accessToken} />
       <div className="flex flex-1">
         {mode !== "ai-gateway" ? (
           <div className="flex-1 flex">
diff --git a/ui/litellm-dashboard/src/components/LicenseExpiryBanner.test.tsx b/ui/litellm-dashboard/src/components/LicenseExpiryBanner.test.tsx
new file mode 100644
index 00000000000..d6b419ace7c
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/LicenseExpiryBanner.test.tsx
@@ -0,0 +1,90 @@
+import React from "react";
+import { describe, it, expect, beforeEach, afterEach } from "vitest";
+import { render, screen, fireEvent } from "@testing-library/react";
+import { LicenseExpiryBannerView } from "./LicenseExpiryBanner";
+import { LicenseInfo } from "./networking";
+
+const daysFromNow = (n: number): string => {
+  const date = new Date();
+  date.setUTCDate(date.getUTCDate() + n);
+  return date.toISOString().slice(0, 10);
+};
+
+const licenseWith = (expiration_date: string | null): LicenseInfo => ({
+  has_license: expiration_date !== null,
+  license_type: expiration_date !== null ? "enterprise" : "community",
+  expiration_date,
+  allowed_features: [],
+  limits: { max_users: null, max_teams: null },
+});
+
+describe("LicenseExpiryBannerView", () => {
+  beforeEach(() => {
+    sessionStorage.clear();
+  });
+
+  afterEach(() => {
+    sessionStorage.clear();
+  });
+
+  it("renders nothing when there is no license info", () => {
+    const { container } = render(<LicenseExpiryBannerView licenseInfo={null} />);
+    expect(container).toBeEmptyDOMElement();
+  });
+
+  it("renders nothing when expiration_date is null (community or remote-validated)", () => {
+    const { container } = render(<LicenseExpiryBannerView licenseInfo={licenseWith(null)} />);
+    expect(container).toBeEmptyDOMElement();
+  });
+
+  it("renders nothing when expiry is more than 30 days out", () => {
+    const { container } = render(<LicenseExpiryBannerView licenseInfo={licenseWith(daysFromNow(40))} />);
+    expect(container).toBeEmptyDOMElement();
+  });
+
+  it("shows a dismissible amber warning within 30 days", () => {
+    const { container } = render(<LicenseExpiryBannerView licenseInfo={licenseWith(daysFromNow(20))} />);
+    expect(screen.getByText(/expires in 20 days/)).toBeInTheDocument();
+    expect(container.querySelector(".ant-alert-warning")).toBeInTheDocument();
+    expect(screen.queryByRole("button")).toBeInTheDocument();
+    expect(screen.getByRole("link", { name: "sales@berri.ai" })).toHaveAttribute("href", "mailto:sales@berri.ai");
+  });
+
+  it("shows a non-dismissible red critical alert within 7 days", () => {
+    const { container } = render(<LicenseExpiryBannerView licenseInfo={licenseWith(daysFromNow(5))} />);
+    expect(screen.getByText(/expires in 5 days/)).toBeInTheDocument();
+    expect(container.querySelector(".ant-alert-error")).toBeInTheDocument();
+    expect(screen.queryByRole("button")).not.toBeInTheDocument();
+  });
+
+  it("says 'expires today' on the expiration day", () => {
+    render(<LicenseExpiryBannerView licenseInfo={licenseWith(daysFromNow(0))} />);
+    expect(screen.getByText(/expires today/)).toBeInTheDocument();
+  });
+
+  it("shows a non-dismissible red expired alert stating features are disabled", () => {
+    const { container } = render(<LicenseExpiryBannerView licenseInfo={licenseWith(daysFromNow(-3))} />);
+    expect(screen.getByText(/expired on/)).toBeInTheDocument();
+    expect(screen.getByText(/features are now disabled/i)).toBeInTheDocument();
+    expect(container.querySelector(".ant-alert-error")).toBeInTheDocument();
+    expect(screen.queryByRole("button")).not.toBeInTheDocument();
+  });
+
+  it("hides the warning after dismissal and stays hidden within the session", () => {
+    const expiration = daysFromNow(20);
+    const { unmount } = render(<LicenseExpiryBannerView licenseInfo={licenseWith(expiration)} />);
+    fireEvent.click(screen.getByRole("button"));
+    expect(screen.queryByText(/expires in 20 days/)).not.toBeInTheDocument();
+
+    unmount();
+    render(<LicenseExpiryBannerView licenseInfo={licenseWith(expiration)} />);
+    expect(screen.queryByText(/expires in 20 days/)).not.toBeInTheDocument();
+  });
+
+  it("still shows a critical alert even when its date was previously dismissed", () => {
+    const expiration = daysFromNow(5);
+    sessionStorage.setItem(`litellm:licenseExpiryBannerDismissed:${expiration}`, "true");
+    render(<LicenseExpiryBannerView licenseInfo={licenseWith(expiration)} />);
+    expect(screen.getByText(/expires in 5 days/)).toBeInTheDocument();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/LicenseExpiryBanner.tsx b/ui/litellm-dashboard/src/components/LicenseExpiryBanner.tsx
new file mode 100644
index 00000000000..e5b8a65168a
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/LicenseExpiryBanner.tsx
@@ -0,0 +1,92 @@
+"use client";
+
+import React, { useState } from "react";
+import { Alert } from "antd";
+import { LicenseInfo } from "@/components/networking";
+import { useLicenseInfo } from "@/app/(dashboard)/hooks/license/useLicenseInfo";
+import { formatExpiryDate, getDaysUntilExpiration, getLicenseExpiryTier } from "@/utils/licenseUtils";
+
+const DISMISS_KEY_PREFIX = "litellm:licenseExpiryBannerDismissed:";
+const SALES_EMAIL = "sales@berri.ai";
+
+const salesLink = <a href={`mailto:${SALES_EMAIL}`}>{SALES_EMAIL}</a>;
+
+interface LicenseExpiryBannerProps {
+  accessToken: string | null;
+}
+
+interface LicenseExpiryBannerViewProps {
+  licenseInfo: LicenseInfo | null;
+}
+
+const describeCountdown = (days: number): string => {
+  if (days <= 0) {
+    return "expires today";
+  }
+  if (days === 1) {
+    return "expires in 1 day";
+  }
+  return `expires in ${days} days`;
+};
+
+export const LicenseExpiryBannerView: React.FC<LicenseExpiryBannerViewProps> = ({ licenseInfo }) => {
+  const [locallyDismissed, setLocallyDismissed] = useState(false);
+
+  const expirationDate = licenseInfo?.expiration_date ?? null;
+  const tier = getLicenseExpiryTier(expirationDate);
+  const days = getDaysUntilExpiration(expirationDate);
+
+  if (expirationDate === null || tier === "none" || days === null) {
+    return null;
+  }
+
+  const isDismissible = tier === "warning";
+  const dismissKey = `${DISMISS_KEY_PREFIX}${expirationDate}`;
+  const previouslyDismissed =
+    isDismissible && typeof window !== "undefined" ? sessionStorage.getItem(dismissKey) === "true" : false;
+
+  if (isDismissible && (locallyDismissed || previouslyDismissed)) {
+    return null;
+  }
+
+  const formattedDate = formatExpiryDate(expirationDate);
+
+  const message =
+    tier === "expired"
+      ? `Your LiteLLM Enterprise license expired on ${formattedDate}`
+      : `Your LiteLLM Enterprise license ${describeCountdown(days)} (${formattedDate})`;
+
+  const description =
+    tier === "expired" ? (
+      <>Enterprise features are now disabled. Reach out to {salesLink} to restore access</>
+    ) : tier === "critical" ? (
+      <>Renew now to avoid losing enterprise features. Reach out to {salesLink}</>
+    ) : (
+      <>Renew before it lapses to keep enterprise features. Reach out to {salesLink}</>
+    );
+
+  const handleClose = () => {
+    if (typeof window !== "undefined") {
+      sessionStorage.setItem(dismissKey, "true");
+    }
+    setLocallyDismissed(true);
+  };
+
+  return (
+    <Alert
+      message={message}
+      description={description}
+      type={tier === "warning" ? "warning" : "error"}
+      showIcon
+      banner
+      closable={isDismissible}
+      onClose={handleClose}
+      style={{ marginBottom: 0, borderRadius: 0 }}
+    />
+  );
+};
+
+export const LicenseExpiryBanner: React.FC<LicenseExpiryBannerProps> = ({ accessToken }) => {
+  const { data } = useLicenseInfo(accessToken);
+  return <LicenseExpiryBannerView licenseInfo={data ?? null} />;
+};
diff --git a/ui/litellm-dashboard/src/components/UsageIndicator.tsx b/ui/litellm-dashboard/src/components/UsageIndicator.tsx
index 030df228de0..8165f8eb6f6 100644
--- a/ui/litellm-dashboard/src/components/UsageIndicator.tsx
+++ b/ui/litellm-dashboard/src/components/UsageIndicator.tsx
@@ -15,6 +15,7 @@ import { useEffect, useState } from "react";
 import { getRemainingUsers, getLicenseInfo, LicenseInfo } from "./networking";
 
 import { cn } from "@/lib/cva.config";
+import { getDaysUntilExpiration } from "@/utils/licenseUtils";
 
 interface UsageIndicatorProps {
   accessToken: string | null;
@@ -30,17 +31,6 @@ interface UsageData {
   total_teams_remaining: number | null;
 }
 
-// Calculate days until expiration
-const getDaysUntilExpiration = (expirationDate: string | null): number | null => {
-  if (!expirationDate) return null;
-  const expDate = new Date(expirationDate + "T00:00:00Z"); // Force UTC midnight
-  const now = new Date();
-  now.setHours(0, 0, 0, 0); // Normalize to local midnight
-  const diffTime = expDate.getTime() - now.getTime();
-  const diffDays = Math.ceil(diffTime / (1000 * 60 * 60 * 24));
-  return diffDays;
-};
-
 // Format expiration for display
 const formatExpirationDisplay = (daysRemaining: number | null): string => {
   if (daysRemaining === null) return "No expiration";
diff --git a/ui/litellm-dashboard/src/utils/licenseUtils.test.ts b/ui/litellm-dashboard/src/utils/licenseUtils.test.ts
new file mode 100644
index 00000000000..717b8f0d90d
--- /dev/null
+++ b/ui/litellm-dashboard/src/utils/licenseUtils.test.ts
@@ -0,0 +1,61 @@
+import { describe, it, expect } from "vitest";
+import { type LicenseExpiryTier, formatExpiryDate, getDaysUntilExpiration, getLicenseExpiryTier } from "./licenseUtils";
+
+const NOW = new Date("2026-07-08T00:00:00Z");
+
+describe("getDaysUntilExpiration", () => {
+  it("returns null for a null expiration", () => {
+    expect(getDaysUntilExpiration(null, NOW)).toBeNull();
+  });
+
+  it("returns null for an unparseable date", () => {
+    expect(getDaysUntilExpiration("not-a-date", NOW)).toBeNull();
+  });
+
+  it("returns 0 for an expiration on the current UTC day", () => {
+    expect(getDaysUntilExpiration("2026-07-08", NOW)).toBe(0);
+  });
+
+  it("returns a positive count for future dates", () => {
+    expect(getDaysUntilExpiration("2026-07-15", NOW)).toBe(7);
+    expect(getDaysUntilExpiration("2026-08-07", NOW)).toBe(30);
+  });
+
+  it("returns a negative count for a past date", () => {
+    expect(getDaysUntilExpiration("2026-07-07", NOW)).toBe(-1);
+  });
+
+  it("is timezone-independent within a UTC day", () => {
+    expect(getDaysUntilExpiration("2026-08-07", new Date("2026-07-08T00:00:01Z"))).toBe(30);
+    expect(getDaysUntilExpiration("2026-08-07", new Date("2026-07-08T23:59:59Z"))).toBe(30);
+  });
+});
+
+describe("getLicenseExpiryTier", () => {
+  const cases: Array<[string | null, LicenseExpiryTier]> = [
+    [null, "none"],
+    ["not-a-date", "none"],
+    ["2026-08-08", "none"],
+    ["2026-08-07", "warning"],
+    ["2026-07-16", "warning"],
+    ["2026-07-15", "critical"],
+    ["2026-07-09", "critical"],
+    ["2026-07-08", "critical"],
+    ["2026-07-07", "expired"],
+    ["2026-01-01", "expired"],
+  ];
+
+  it.each(cases)("classifies %s as %s", (date, expected) => {
+    expect(getLicenseExpiryTier(date, NOW)).toBe(expected);
+  });
+});
+
+describe("formatExpiryDate", () => {
+  it("formats an ISO date as a human-readable UTC date", () => {
+    expect(formatExpiryDate("2026-07-31")).toBe("Jul 31, 2026");
+  });
+
+  it("returns the input unchanged when unparseable", () => {
+    expect(formatExpiryDate("bogus")).toBe("bogus");
+  });
+});
diff --git a/ui/litellm-dashboard/src/utils/licenseUtils.ts b/ui/litellm-dashboard/src/utils/licenseUtils.ts
new file mode 100644
index 00000000000..b2681664c56
--- /dev/null
+++ b/ui/litellm-dashboard/src/utils/licenseUtils.ts
@@ -0,0 +1,49 @@
+export type LicenseExpiryTier = "none" | "warning" | "critical" | "expired";
+
+export const LICENSE_EXPIRY_WARNING_DAYS = 30;
+export const LICENSE_EXPIRY_CRITICAL_DAYS = 7;
+
+export const getDaysUntilExpiration = (expirationDate: string | null, now: Date = new Date()): number | null => {
+  if (!expirationDate) {
+    return null;
+  }
+
+  const expiration = new Date(`${expirationDate}T00:00:00Z`);
+  if (Number.isNaN(expiration.getTime())) {
+    return null;
+  }
+
+  const nowUtcMidnight = Date.UTC(now.getUTCFullYear(), now.getUTCMonth(), now.getUTCDate());
+  const diffMs = expiration.getTime() - nowUtcMidnight;
+  return Math.ceil(diffMs / (1000 * 60 * 60 * 24));
+};
+
+export const getLicenseExpiryTier = (expirationDate: string | null, now: Date = new Date()): LicenseExpiryTier => {
+  const days = getDaysUntilExpiration(expirationDate, now);
+  if (days === null) {
+    return "none";
+  }
+  if (days < 0) {
+    return "expired";
+  }
+  if (days <= LICENSE_EXPIRY_CRITICAL_DAYS) {
+    return "critical";
+  }
+  if (days <= LICENSE_EXPIRY_WARNING_DAYS) {
+    return "warning";
+  }
+  return "none";
+};
+
+export const formatExpiryDate = (expirationDate: string): string => {
+  const date = new Date(`${expirationDate}T00:00:00Z`);
+  if (Number.isNaN(date.getTime())) {
+    return expirationDate;
+  }
+  return date.toLocaleDateString("en-US", {
+    year: "numeric",
+    month: "short",
+    day: "numeric",
+    timeZone: "UTC",
+  });
+};

From 85d1fe6e2a535e9edfc1ae0b0854eb204573c7ba Mon Sep 17 00:00:00 2001
From: yucheng-berri <yucheng@berri.ai>
Date: Wed, 8 Jul 2026 13:44:48 -0700
Subject: [PATCH 129/370] fix(otel): restore error.* span attributes on v2
 error spans (LIT-4179) (#32524)

The v2 emitter has never stamped error.message / error.code /
error.stack_trace / error.llm_provider as span attributes; only error.type
reached the wire. Backends that flatten span attributes into label
indexes (Elastic APM labels.error_*, Datadog span tags) lost these
four fields when v2 became the active integration on v1.90+ for
otel_v2-flagged deployments. The pre-existing exception span event
carrying the full message (LIT-3758) is unchanged; the message now
rides both places at once, matching v1s shape.

SpanError grows three optional detail fields; _parse_error threads
them from StandardLoggingPayloadErrorInformation; the emitters error
branch stamps them via a new module-level helper, guarded per field so
guardrail-shape errors are not polluted with empty attributes. New
semconv constants mirror open_inference.ErrorAttributes byte-for-byte,
so v1 and v2 consumers read the same keys.

Regression tests extend the mapped test files under
tests/test_litellm/integrations/otel/. pytest reports 243 passed.
---
 litellm/integrations/otel/__init__.py         |   2 +
 litellm/integrations/otel/emitter.py          |  35 +++++-
 litellm/integrations/otel/model/payloads.py   |   6 +
 litellm/integrations/otel/model/semconv.py    |  20 ++++
 .../otel/test_otel_v2_components.py           | 110 ++++++++++++++++--
 .../otel/test_otel_v2_sources_of_truth.py     |  47 +++++++-
 6 files changed, 203 insertions(+), 17 deletions(-)

diff --git a/litellm/integrations/otel/__init__.py b/litellm/integrations/otel/__init__.py
index 7f78f7156b4..5e167e006ff 100644
--- a/litellm/integrations/otel/__init__.py
+++ b/litellm/integrations/otel/__init__.py
@@ -52,6 +52,7 @@ class (from :mod:`logger`).
     GenAIProvider,
     JsonRpc,
     LiteLLM,
+    LiteLLMError,
     MCPMethod,
     Metric,
     Network,
@@ -87,6 +88,7 @@ class (from :mod:`logger`).
     "HTTP",
     "JsonRpc",
     "LiteLLM",
+    "LiteLLMError",
     "MCP",
     "MCPMethod",
     "Metric",
diff --git a/litellm/integrations/otel/emitter.py b/litellm/integrations/otel/emitter.py
index 8441cbae834..46aa166a8bb 100644
--- a/litellm/integrations/otel/emitter.py
+++ b/litellm/integrations/otel/emitter.py
@@ -16,9 +16,10 @@
     MCPListToolsSpanData,
     MCPToolCallSpanData,
     ServiceSpanData,
+    SpanError,
 )
 from litellm.integrations.otel.plumbing.providers import to_otel_span_kind
-from litellm.integrations.otel.model.semconv import Error, ExceptionEvent
+from litellm.integrations.otel.model.semconv import Error, ExceptionEvent, LiteLLMError
 from litellm.integrations.otel.model.spans import (
     SPAN_REGISTRY,
     SpanRole,
@@ -49,6 +50,27 @@
 _DEDUP_CACHE_MAX = 10_000
 
 
+def _stamp_otel_error_attributes(span: Span, error_type: str, resolved_message: str) -> None:
+    """Stamp the OTel-semconv error attributes (``error.type`` + ``error.message``).
+    ``error_type`` and ``resolved_message`` are ``finish_span``'s already-computed
+    fallback chains, so the pair on the status, event, and attributes stays in
+    lockstep."""
+    span.set_attribute(Error.TYPE, error_type)
+    span.set_attribute(Error.MESSAGE, resolved_message)
+
+
+def _stamp_litellm_error_attributes(span: Span, error: SpanError) -> None:
+    """Stamp litellm-specific error detail attributes. Emitted only when the
+    corresponding field is populated so guardrail-shape errors carrying only a
+    message aren't polluted with empty detail keys."""
+    if error.code:
+        span.set_attribute(LiteLLMError.CODE, error.code)
+    if error.stack_trace:
+        span.set_attribute(LiteLLMError.STACK_TRACE, error.stack_trace)
+    if error.llm_provider:
+        span.set_attribute(LiteLLMError.LLM_PROVIDER, error.llm_provider)
+
+
 class SpanEmitter:
     def __init__(
         self,
@@ -190,12 +212,13 @@ def finish_span(
         if error and (error.error_type or error.message):
             error_type = error.error_type or "error"
             message = error.message or error.error_type or "error"
-            span.set_attribute(Error.TYPE, error_type)
+            _stamp_otel_error_attributes(span, error_type, message)
+            _stamp_litellm_error_attributes(span, error)
             span.set_status(Status(StatusCode.ERROR, message))
-            # Carry the full message on the standard ``exception`` event so backends
-            # map it as full text under ``exception.message``. Setting it as a bare
-            # string attribute instead lets backends like Elasticsearch dynamic-map
-            # it to a ``keyword`` capped at 1024 chars, truncating the message.
+            # Also emit the semconv ``exception`` event so backends that
+            # dynamic-map unknown string span attrs to ``keyword`` (e.g.
+            # Elasticsearch with a 1024-char ``ignore_above``) still see the
+            # full untruncated message on the recognized event field.
             span.add_event(
                 ExceptionEvent.NAME,
                 {ExceptionEvent.TYPE: error_type, ExceptionEvent.MESSAGE: message},
diff --git a/litellm/integrations/otel/model/payloads.py b/litellm/integrations/otel/model/payloads.py
index fcd710492f0..4a8f01858b5 100644
--- a/litellm/integrations/otel/model/payloads.py
+++ b/litellm/integrations/otel/model/payloads.py
@@ -141,6 +141,9 @@ def from_breakdown(cls, breakdown: Mapping[str, object] | None) -> "LLMCost":
 class SpanError:
     error_type: str | None = None
     message: str | None = None
+    code: str | None = None
+    stack_trace: str | None = None
+    llm_provider: str | None = None
 
 
 @dataclass(frozen=True)
@@ -571,6 +574,9 @@ def _parse_error(payload: "StandardLoggingPayload") -> SpanError | None:
     return SpanError(
         error_type=as_str(info.get("error_class")) or as_str(info.get("error_code")),
         message=as_str(info.get("error_message")) or as_str(payload.get("error_str")),
+        code=as_str(info.get("error_code")),
+        stack_trace=as_str(info.get("traceback")),
+        llm_provider=as_str(info.get("llm_provider")),
     )
 
 
diff --git a/litellm/integrations/otel/model/semconv.py b/litellm/integrations/otel/model/semconv.py
index 4e725ae0a29..69d1e454655 100644
--- a/litellm/integrations/otel/model/semconv.py
+++ b/litellm/integrations/otel/model/semconv.py
@@ -144,7 +144,27 @@ class Client:
 
 
 class Error:
+    """OTel-defined error attribute keys, from the semconv ``error.*`` registry.
+    ``MESSAGE`` is marked *Deprecated* upstream in favor of domain-specific
+    error message keys plus ``exception.message`` on the exception event, but
+    is still defined and stamped by litellm's v1 integration; keeping it here
+    for byte-for-byte parity."""
+
     TYPE: Final = "error.type"
+    MESSAGE: Final = "error.message"
+
+
+class LiteLLMError:
+    """LiteLLM-specific error attribute keys. Emitted under the ``error.*``
+    namespace (not ``litellm.*``) for byte-for-byte compat with the v1
+    integration in ``opentelemetry.py``; consumers reading these keys on v1
+    spans read the same keys on v2 spans. OTel semconv does not define any of
+    these three, and per its extension rules a namespace may carry additional
+    vendor keys as long as they don't collide with defined names."""
+
+    CODE: Final = "error.code"
+    STACK_TRACE: Final = "error.stack_trace"
+    LLM_PROVIDER: Final = "error.llm_provider"
 
 
 class ExceptionEvent:
diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_components.py b/tests/test_litellm/integrations/otel/test_otel_v2_components.py
index 19eef284b91..298047ec18b 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_components.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_components.py
@@ -579,13 +579,10 @@ def _exception_event(span):
 
 
 def test_error_message_recorded_as_full_exception_event_untruncated():
-    """Regression for the Elasticsearch keyword/ignore_above:1024 truncation.
-
-    A long error message must survive intact on the standard ``exception``
-    event under ``exception.message`` — not get dropped onto a bare string
-    attribute that backends dynamic-map to a 1024-char ``keyword``. The SDK
-    must not truncate it either, so a 5000-char message stays 5000 chars.
-    """
+    """The ``exception`` event carries the full untruncated message under
+    ``exception.message`` so backends that dynamic-map unknown string span
+    attrs to ``keyword`` (e.g. Elasticsearch with a 1024-char ``ignore_above``)
+    still see it in full via the semconv-recognized event field."""
     from litellm.integrations.otel.model.semconv import Error, ExceptionEvent
 
     long_message = "boom: " + "x" * 5000
@@ -596,13 +593,108 @@ def test_error_message_recorded_as_full_exception_event_untruncated():
     assert len(event.attributes[ExceptionEvent.MESSAGE]) == len(long_message) > 1024
     assert event.attributes[ExceptionEvent.TYPE] == "litellm.APIError"
 
-    # error.type stays a low-cardinality attribute; the message does NOT become a
-    # bare string attribute (which is what got truncated).
+    # error.type stays a low-cardinality attribute; the exception EVENT field
+    # ``exception.message`` never becomes a bare string attribute.
     assert span.attributes[Error.TYPE] == "litellm.APIError"
     assert ExceptionEvent.MESSAGE not in span.attributes
     assert span.status.description == long_message
 
 
+def test_error_details_stamped_as_span_attributes_for_labels_ingest():
+    """OTel-defined keys and litellm-specific detail keys both ride span
+    attributes so backends that flatten attrs into label indexes (Elastic APM
+    ``labels.*``, Datadog span tags) render them. The exception event with the
+    full untruncated message stays alongside — both places, matching v1's
+    shape."""
+    from litellm.integrations.otel.model.semconv import Error, ExceptionEvent, LiteLLMError
+    from litellm.integrations.otel.emitter import SpanEmitter
+
+    cfg = OpenTelemetryV2Config(exporter="in_memory")
+    provider, exporter = providers.in_memory_provider(cfg)
+    engine = SpanEmitter(providers.get_tracer(provider, "t"), cfg)
+    data = LLMCallSpanData(
+        operation=GenAIOperation.CHAT,
+        provider="openai",
+        request_model="gpt-4o",
+        response_model=None,
+        response_id=None,
+        request_params=LLMRequestParams(),
+        usage=LLMUsage(),
+        finish_reasons=(),
+        error=SpanError(
+            error_type="litellm.BadRequestError",
+            message="400: violated moderation policy",
+            code="400",
+            stack_trace="File proxy_server.py line 8570 ...",
+            llm_provider="openai",
+        ),
+        response_cost=None,
+        server=None,
+        identity=RequestIdentity(call_id=None),
+    )
+    engine.emit(SpanRole.LLM_CALL, data)
+    (span,) = exporter.get_finished_spans()
+
+    # OTel-defined keys (from the ``error.*`` semconv registry).
+    assert span.attributes[Error.TYPE] == "litellm.BadRequestError"
+    assert span.attributes[Error.MESSAGE] == "400: violated moderation policy"
+    # LiteLLM-specific detail keys — vendor-namespaced under ``error.*``
+    # for v1-parity, not defined by OTel semconv.
+    assert span.attributes[LiteLLMError.CODE] == "400"
+    assert span.attributes[LiteLLMError.STACK_TRACE] == "File proxy_server.py line 8570 ..."
+    assert span.attributes[LiteLLMError.LLM_PROVIDER] == "openai"
+
+    # The exception event carries the same message on the span too.
+    event = _exception_event(span)
+    assert event.attributes[ExceptionEvent.MESSAGE] == "400: violated moderation policy"
+
+
+def test_error_details_omitted_when_span_error_carries_only_message():
+    """A guardrail-shape error (message only, no code/traceback/provider) must
+    not pollute the span with empty-string detail attributes. Only the keys
+    that carry real data land."""
+    from litellm.integrations.otel.model.semconv import Error, LiteLLMError
+
+    span = _emit_error_span("guardrail rejected", error_type="ContentFilter")
+
+    assert span.attributes[Error.TYPE] == "ContentFilter"
+    assert span.attributes[Error.MESSAGE] == "guardrail rejected"
+    # LiteLLM-specific detail keys aren't stamped when the SpanError doesn't
+    # carry them.
+    assert LiteLLMError.CODE not in span.attributes
+    assert LiteLLMError.STACK_TRACE not in span.attributes
+    assert LiteLLMError.LLM_PROVIDER not in span.attributes
+
+
+def test_v2_error_attribute_keys_match_v1_error_attributes_byte_for_byte():
+    """v1 (``opentelemetry.py``) and v2 (``otel/`` package) stamp identical
+    span-attribute keys so consumers reading ``labels.error_message`` don't
+    care which integration produced the span. Renaming either side is a
+    breaking change for downstream dashboards; this test locks the vocabulary."""
+    from litellm.integrations._types.open_inference import ErrorAttributes
+    from litellm.integrations.otel.model.semconv import Error, LiteLLMError
+
+    assert Error.TYPE == ErrorAttributes.ERROR_TYPE
+    assert Error.MESSAGE == ErrorAttributes.ERROR_MESSAGE
+    assert LiteLLMError.CODE == ErrorAttributes.ERROR_CODE
+    assert LiteLLMError.STACK_TRACE == ErrorAttributes.ERROR_STACK_TRACE
+    assert LiteLLMError.LLM_PROVIDER == ErrorAttributes.ERROR_LLM_PROVIDER
+
+
+def test_error_message_falls_back_to_error_type_when_message_absent():
+    """A ``SpanError(error_type=..., message=None)`` still renders on the span:
+    the resolved message is the error_type, and it lands on ``error.message``,
+    the exception event, and the span-status description in lockstep so a
+    single-source-of-truth view isn't inconsistent."""
+    from litellm.integrations.otel.model.semconv import Error, ExceptionEvent
+
+    span = _emit_error_span(message=None, error_type="RateLimitError")
+
+    assert span.attributes[Error.MESSAGE] == "RateLimitError"
+    assert _exception_event(span).attributes[ExceptionEvent.MESSAGE] == "RateLimitError"
+    assert span.status.description == "RateLimitError"
+
+
 def test_success_span_records_no_exception_event():
     from litellm.integrations.otel.emitter import SpanEmitter
     from litellm.integrations.otel.model.semconv import ExceptionEvent
diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py b/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py
index 834a484090f..89aa73a6066 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py
@@ -144,11 +144,13 @@ def _all_constants(cls):
 
 
 def test_attribute_keys_are_unique_across_namespaces():
-    from litellm.integrations.otel import MCP, Client, JsonRpc, Network
+    from litellm.integrations.otel import MCP, Client, JsonRpc, LiteLLMError, Network
 
     # prefixes are allowed to be substrings; exact keys must not collide.
+    # ``LiteLLMError`` shares the ``error.*`` prefix with ``Error`` by design
+    # (v1-parity); the assert below is the guarantee they never overlap.
     exact = set()
-    for cls in (GenAI, Error, Server, HTTP, DB, MCP, JsonRpc, Network, Client):
+    for cls in (GenAI, Error, LiteLLMError, Server, HTTP, DB, MCP, JsonRpc, Network, Client):
         for key in _all_constants(cls):
             assert key not in exact, f"duplicate attribute key {key}"
             exact.add(key)
@@ -342,6 +344,47 @@ def test_llm_call_adapter_failure_path():
     assert data.error.message == "429 slow down"
 
 
+def test_llm_call_adapter_carries_error_detail_fields():
+    """``_parse_error`` threads the full detail set from ``error_information``
+    (``error_code``, ``traceback``, ``llm_provider``) onto ``SpanError`` so the
+    emitter can stamp them as span attributes."""
+    payload = _sample_payload(
+        status="failure",
+        error_information={
+            "error_class": "BadRequestError",
+            "error_message": "400 violated moderation policy",
+            "error_code": "400",
+            "traceback": "File proxy_server.py line 8570 ...",
+            "llm_provider": "openai",
+        },
+    )
+    data = LLMCallSpanData.from_standard_logging_payload(payload)
+    assert data.error is not None
+    assert data.error.error_type == "BadRequestError"
+    assert data.error.message == "400 violated moderation policy"
+    assert data.error.code == "400"
+    assert data.error.stack_trace == "File proxy_server.py line 8570 ..."
+    assert data.error.llm_provider == "openai"
+
+
+def test_llm_call_adapter_error_details_default_to_none_when_absent():
+    """Guardrail-shape payloads carry only ``error_class`` + ``error_message``.
+    The detail fields must stay ``None`` so the emitter's ``if error.code:``
+    guards skip stamping empty attributes."""
+    payload = _sample_payload(
+        status="failure",
+        error_information={
+            "error_class": "ContentFilter",
+            "error_message": "guardrail rejected",
+        },
+    )
+    data = LLMCallSpanData.from_standard_logging_payload(payload)
+    assert data.error is not None
+    assert data.error.code is None
+    assert data.error.stack_trace is None
+    assert data.error.llm_provider is None
+
+
 def test_adapter_is_resilient_to_minimal_payload():
     data = LLMCallSpanData.from_standard_logging_payload({})
     assert data.request_model == ""

From e9e30dffb68264e497d846763853e4f1c96939e7 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Wed, 8 Jul 2026 13:47:53 -0700
Subject: [PATCH 130/370] refactor(ui): reskin shared DataTable from tremor
 onto shadcn table primitives (#32209)

* test(ui): characterize DataTable behavior before shadcn reskin

Pins the shared view_logs DataTable contract with library-agnostic
queries ahead of the tremor-to-shadcn table migration: loading and
empty states, TanStack column defs with custom cell renderers,
onRowClick payload, both expansion render paths (colspan sub-component
and sibling child rows), the getRowCanExpand gate, and client-side
sorting on and off. These must pass unchanged after the reskin.

* refactor(ui): reskin shared DataTable from tremor onto shadcn table primitives

Swaps the view_logs DataTable's presentational layer from @tremor/react
to the in-repo components/ui/table primitives and hardens the seam that
every later table migration copies:

- getRowId is injected instead of hardcoded to request_id through an
  any cast; identity defaults to the row index and the logs page now
  passes request_id explicitly, keeping expansion state attached to the
  right row across refetch reorders
- one expansion render path: renderChildRows had zero consumers and is
  removed; renderSubComponent (colspan cell) is the single path
- the four consumers passing dead no-op renderSubComponent and
  getRowCanExpand boilerplate drop it
- loading and empty defaults become generic (Loading... / No results)
  instead of log-specific

The characterization tests from the previous commit pass unchanged
except the dead child-rows path test, replaced by a reorder-stability
test for injected getRowId plus coverage of the new generic defaults.

First tremor removal of the tables track; view_logs/table.tsx no longer
imports @tremor/react.

* test(ui): assert child rows hidden before expansion in DataTable test

* fix(ui): suppress row hover on DataTable placeholder rows

* feat(ui): polish DataTable with skeleton loading, header band, and numeric column alignment

* feat(ui): shape DataTable skeletons per column and keep stale rows during refetch

* revert(ui): drop DataTable skeleton loading, restore text loading row

* fix(ui): clip DataTable to its rounded wrapper and right-align Duration/TTFT values
---
 ui/litellm-dashboard/eslint-metrics.json      |  2 +-
 ui/litellm-dashboard/eslint-suppressions.json |  5 --
 .../components/EntityUsage/TopKeyView.tsx     |  9 +--
 .../components/EntityUsage/TopModelView.tsx   | 12 ++-
 .../components/mcp_tools/MCPToolsetsTab.tsx   |  2 -
 .../src/components/pass_through_settings.tsx  |  2 -
 .../src/components/view_logs/columns.tsx      | 10 ++-
 .../src/components/view_logs/index.tsx        |  1 +
 .../src/components/view_logs/table.test.tsx   | 81 ++++++++++++++++---
 .../src/components/view_logs/table.tsx        | 78 +++++++++---------
 10 files changed, 124 insertions(+), 78 deletions(-)

diff --git a/ui/litellm-dashboard/eslint-metrics.json b/ui/litellm-dashboard/eslint-metrics.json
index 219cb0580e7..51cef1169f9 100644
--- a/ui/litellm-dashboard/eslint-metrics.json
+++ b/ui/litellm-dashboard/eslint-metrics.json
@@ -1,5 +1,5 @@
 {
-  "@typescript-eslint/no-explicit-any": 1990,
+  "@typescript-eslint/no-explicit-any": 1988,
   "complexity": 128,
   "max-depth": 59,
   "no-console": 15
diff --git a/ui/litellm-dashboard/eslint-suppressions.json b/ui/litellm-dashboard/eslint-suppressions.json
index 1c8f92b720f..67b19471aaf 100644
--- a/ui/litellm-dashboard/eslint-suppressions.json
+++ b/ui/litellm-dashboard/eslint-suppressions.json
@@ -2077,11 +2077,6 @@
       "count": 1
     }
   },
-  "src/components/view_logs/table.tsx": {
-    "no-restricted-imports": {
-      "count": 1
-    }
-  },
   "src/components/view_user_spend.tsx": {
     "react-hooks/set-state-in-effect": {
       "count": 2
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.tsx
index d0748583c30..40bc41b3e8c 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.tsx
@@ -164,6 +164,7 @@ const TopKeyView: React.FC<TopKeyViewProps> = ({ topKeys, teams, showTags = fals
   const spendColumn = {
     header: "Spend (USD)",
     accessorKey: "spend",
+    meta: { numeric: true },
     cell: (info: any) => {
       const value = info.getValue();
       return value > 0 && value < 0.01 ? "<$0.01" : `$${formatNumberWithCommas(value, 2)}`;
@@ -247,13 +248,7 @@ const TopKeyView: React.FC<TopKeyViewProps> = ({ topKeys, teams, showTags = fals
         </div>
       ) : (
         <div className="border rounded-lg overflow-hidden max-h-[600px] overflow-y-auto">
-          <DataTable
-            columns={columns}
-            data={topKeys}
-            renderSubComponent={() => <></>}
-            getRowCanExpand={() => false}
-            isLoading={false}
-          />
+          <DataTable columns={columns} data={topKeys} isLoading={false} />
         </div>
       )}
 
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.tsx
index c69ba42f182..7562ef06a03 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.tsx
@@ -30,6 +30,7 @@ export default function TopModelView({ topModels, topModelsLimit, setTopModelsLi
     {
       header: "Spend (USD)",
       accessorKey: "spend",
+      meta: { numeric: true },
       cell: (info: any) => {
         const value = info.getValue();
         return `$${formatNumberWithCommas(value, 2)}`;
@@ -38,16 +39,19 @@ export default function TopModelView({ topModels, topModelsLimit, setTopModelsLi
     {
       header: "Successful",
       accessorKey: "successful_requests",
+      meta: { numeric: true },
       cell: (info: any) => <span className="text-green-600">{info.getValue()?.toLocaleString() || 0}</span>,
     },
     {
       header: "Failed",
       accessorKey: "failed_requests",
+      meta: { numeric: true },
       cell: (info: any) => <span className="text-red-600">{info.getValue()?.toLocaleString() || 0}</span>,
     },
     {
       header: "Tokens",
       accessorKey: "tokens",
+      meta: { numeric: true },
       cell: (info: any) => info.getValue()?.toLocaleString() || 0,
     },
   ];
@@ -99,13 +103,7 @@ export default function TopModelView({ topModels, topModelsLimit, setTopModelsLi
         </div>
       ) : (
         <div className="border rounded-lg overflow-hidden max-h-[600px] overflow-y-auto">
-          <DataTable
-            columns={columns}
-            data={processedTopModels}
-            renderSubComponent={() => <></>}
-            getRowCanExpand={() => false}
-            isLoading={false}
-          />
+          <DataTable columns={columns} data={processedTopModels} isLoading={false} />
         </div>
       )}
     </>
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/MCPToolsetsTab.tsx b/ui/litellm-dashboard/src/components/mcp_tools/MCPToolsetsTab.tsx
index 0198b830229..546df9ebc4b 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/MCPToolsetsTab.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/MCPToolsetsTab.tsx
@@ -509,8 +509,6 @@ export function MCPToolsetsTab({ accessToken, userRole }: MCPToolsetsTabProps) {
       <DataTable
         data={toolsets}
         columns={columns}
-        renderSubComponent={() => <div />}
-        getRowCanExpand={() => false}
         isLoading={isLoading}
         noDataMessage="No toolsets yet. Click 'New Toolset' to create one."
         loadingMessage="Loading toolsets..."
diff --git a/ui/litellm-dashboard/src/components/pass_through_settings.tsx b/ui/litellm-dashboard/src/components/pass_through_settings.tsx
index 0fdd9c632bf..63fe0f92961 100644
--- a/ui/litellm-dashboard/src/components/pass_through_settings.tsx
+++ b/ui/litellm-dashboard/src/components/pass_through_settings.tsx
@@ -263,8 +263,6 @@ const PassThroughSettings: React.FC<GeneralSettingsPageProps> = ({
       <DataTable
         data={generalSettings}
         columns={columns}
-        renderSubComponent={() => <div></div>}
-        getRowCanExpand={() => false}
         isLoading={false}
         noDataMessage="No pass-through endpoints configured"
       />
diff --git a/ui/litellm-dashboard/src/components/view_logs/columns.tsx b/ui/litellm-dashboard/src/components/view_logs/columns.tsx
index 0508c562df8..7452992ed59 100644
--- a/ui/litellm-dashboard/src/components/view_logs/columns.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/columns.tsx
@@ -231,13 +231,14 @@ export const createColumns = (sortProps?: LogsSortProps): ColumnDef<LogEntry>[]
       : "Cost",
     accessorKey: "spend",
     size: 110,
+    meta: { numeric: true },
     cell: (info: any) => {
       const row = info.row.original;
       const mcpCount = row.mcp_tool_call_count || 0;
       const mcpSpend = row.mcp_tool_call_spend || 0;
 
       return (
-        <div className="flex flex-col">
+        <div className="flex flex-col items-end">
           <Tooltip title={`$${String(info.getValue() || 0)}`}>
             <span>{getSpendString(info.getValue() || 0)}</span>
           </Tooltip>
@@ -263,13 +264,14 @@ export const createColumns = (sortProps?: LogsSortProps): ColumnDef<LogEntry>[]
         )
       : "Duration (s)",
     accessorKey: "request_duration_ms",
+    meta: { numeric: true },
     cell: (info: any) => {
       const ms = info.getValue();
       if (ms == null) return <span>-</span>;
       const seconds = (ms / 1000).toFixed(2);
       return (
         <Tooltip title={`${ms}ms`}>
-          <span className="max-w-[15ch] truncate block">{seconds}</span>
+          <span className="max-w-[15ch] truncate inline-block">{seconds}</span>
         </Tooltip>
       );
     },
@@ -287,6 +289,7 @@ export const createColumns = (sortProps?: LogsSortProps): ColumnDef<LogEntry>[]
         )
       : "TTFT (s)",
     accessorKey: "completionStartTime",
+    meta: { numeric: true },
     cell: (info: any) => {
       const row = info.row.original;
       const completionStartTime = info.getValue();
@@ -298,7 +301,7 @@ export const createColumns = (sortProps?: LogsSortProps): ColumnDef<LogEntry>[]
       const ttftSeconds = (ttftMs / 1000).toFixed(2);
       return (
         <Tooltip title={`${ttftMs}ms`}>
-          <span className="max-w-[15ch] truncate block">{ttftSeconds}</span>
+          <span className="max-w-[15ch] truncate inline-block">{ttftSeconds}</span>
         </Tooltip>
       );
     },
@@ -395,6 +398,7 @@ export const createColumns = (sortProps?: LogsSortProps): ColumnDef<LogEntry>[]
       : "Tokens",
     accessorKey: "total_tokens",
     size: 140,
+    meta: { numeric: true },
     cell: (info: any) => {
       const row = info.row.original;
       return (
diff --git a/ui/litellm-dashboard/src/components/view_logs/index.tsx b/ui/litellm-dashboard/src/components/view_logs/index.tsx
index 265e331e6a9..ee08712e56b 100644
--- a/ui/litellm-dashboard/src/components/view_logs/index.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/index.tsx
@@ -287,6 +287,7 @@ export default function SpendLogsTable({ accessToken, token, userRole, userID, p
                   <DataTable
                     columns={columns}
                     data={deferredData}
+                    getRowId={(row) => row.request_id}
                     onRowClick={handleRowClick}
                     isLoading={isLogsLoading}
                   />
diff --git a/ui/litellm-dashboard/src/components/view_logs/table.test.tsx b/ui/litellm-dashboard/src/components/view_logs/table.test.tsx
index 7299d280769..9a8469cfeba 100644
--- a/ui/litellm-dashboard/src/components/view_logs/table.test.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/table.test.tsx
@@ -74,6 +74,35 @@ describe("DataTable states", () => {
     expect(screen.getByText("Nothing here")).toBeInTheDocument();
   });
 
+  it("falls back to generic loading and empty defaults", () => {
+    const { rerender } = render(<DataTable data={data} columns={unsizedColumns} isLoading />);
+    expect(screen.getByText("Loading...")).toBeInTheDocument();
+
+    rerender(<DataTable data={[]} columns={unsizedColumns} />);
+    expect(screen.getByText("No results")).toBeInTheDocument();
+  });
+
+  it("suppresses the primitive's row hover on loading, empty, and expansion placeholder rows", async () => {
+    const user = userEvent.setup();
+    const { rerender } = render(<DataTable data={data} columns={unsizedColumns} isLoading />);
+    expect(screen.getByText("Loading...").closest("tr")).toHaveClass("hover:bg-transparent");
+
+    rerender(<DataTable data={[]} columns={unsizedColumns} />);
+    expect(screen.getByText("No results").closest("tr")).toHaveClass("hover:bg-transparent");
+
+    rerender(
+      <DataTable
+        data={data}
+        columns={[expanderColumn, ...unsizedColumns]}
+        getRowCanExpand={() => true}
+        renderSubComponent={({ row }) => <div>details for {row.original.request_id}</div>}
+      />,
+    );
+    await user.click(screen.getByRole("button", { name: "expand r1" }));
+    expect(screen.getByText("details for r1").closest("tr")).toHaveClass("hover:bg-transparent");
+    expect(screen.getByText("alpha").closest("tr")).not.toHaveClass("hover:bg-transparent");
+  });
+
   it("renders row data through plain TanStack column defs, including custom cell renderers", () => {
     const columns: ColumnDef<Row>[] = [
       { header: "A", accessorKey: "a" },
@@ -84,6 +113,29 @@ describe("DataTable states", () => {
     expect(screen.getByText("alpha")).toBeInTheDocument();
     expect(screen.getByText("custom:beta")).toBeInTheDocument();
   });
+
+  it("clips the table to the rounded wrapper so the header band cannot bleed past the corners", () => {
+    const { container } = render(<DataTable data={data} columns={unsizedColumns} />);
+
+    const wrapper = container.firstElementChild;
+    expect(wrapper).toHaveClass("rounded-lg", "overflow-hidden");
+  });
+
+  it("right-aligns headers and cells with tabular figures for numeric meta columns", () => {
+    const columns: ColumnDef<Row>[] = [
+      { header: "A", accessorKey: "a" },
+      { header: "B", accessorKey: "b", meta: { numeric: true } },
+    ];
+    render(<DataTable data={data} columns={columns} />);
+
+    const headers = screen.getAllByRole("columnheader");
+    expect(headers[1].querySelector("div")).toHaveClass("justify-end");
+    expect(headers[0].querySelector("div")).not.toHaveClass("justify-end");
+
+    const cells = screen.getAllByRole("cell");
+    expect(cells[1]).toHaveClass("text-right", "tabular-nums");
+    expect(cells[0]).not.toHaveClass("text-right");
+  });
 });
 
 describe("DataTable row interaction", () => {
@@ -129,28 +181,33 @@ describe("DataTable expansion", () => {
     expect(screen.queryByText("details for r1")).not.toBeInTheDocument();
   });
 
-  it("renders child rows as sibling table rows (child-rows path)", async () => {
+  it("keeps expansion attached to the same row through data reorders when getRowId is injected", async () => {
     const user = userEvent.setup();
-    render(
+    const { rerender } = render(
       <DataTable
         data={rows}
         columns={[expanderColumn, ...unsizedColumns]}
+        getRowId={(row) => row.request_id}
         getRowCanExpand={() => true}
-        renderChildRows={({ row }) => (
-          <tr>
-            <td colSpan={3}>child of {row.original.request_id}</td>
-          </tr>
-        )}
+        renderSubComponent={({ row }) => <div>details for {row.original.request_id}</div>}
       />,
     );
 
-    expect(screen.queryByText("child of r2")).not.toBeInTheDocument();
+    await user.click(screen.getByRole("button", { name: "expand r1" }));
+    expect(screen.getByText("details for r1")).toBeInTheDocument();
 
-    await user.click(screen.getByRole("button", { name: "expand r2" }));
+    rerender(
+      <DataTable
+        data={[...rows].reverse()}
+        columns={[expanderColumn, ...unsizedColumns]}
+        getRowId={(row) => row.request_id}
+        getRowCanExpand={() => true}
+        renderSubComponent={({ row }) => <div>details for {row.original.request_id}</div>}
+      />,
+    );
 
-    const childCell = screen.getByText("child of r2");
-    expect(childCell.closest("tr")).not.toBeNull();
-    expect(within(screen.getByRole("table")).getByText("child of r2")).toBeInTheDocument();
+    expect(screen.getByText("details for r1")).toBeInTheDocument();
+    expect(screen.queryByText("details for r2")).not.toBeInTheDocument();
   });
 
   it("does not expand rows when getRowCanExpand is missing even if a renderer is provided", () => {
diff --git a/ui/litellm-dashboard/src/components/view_logs/table.tsx b/ui/litellm-dashboard/src/components/view_logs/table.tsx
index 4510cc9a1f0..c96f34f9b93 100644
--- a/ui/litellm-dashboard/src/components/view_logs/table.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/table.tsx
@@ -1,6 +1,7 @@
 import { Fragment, useState } from "react";
 import {
   ColumnDef,
+  RowData,
   flexRender,
   getCoreRowModel,
   getExpandedRowModel,
@@ -10,16 +11,21 @@ import {
   SortingState,
 } from "@tanstack/react-table";
 
-import { Table, TableHead, TableHeaderCell, TableBody, TableRow, TableCell } from "@tremor/react";
+import { Table, TableHeader, TableHead, TableBody, TableRow, TableCell } from "@/components/ui/table";
+
+declare module "@tanstack/react-table" {
+  interface ColumnMeta<TData extends RowData, TValue> {
+    numeric?: boolean;
+  }
+}
 
 interface DataTableProps<TData, TValue> {
   data: TData[];
   columns: ColumnDef<TData, TValue>[];
+  getRowId?: (row: TData, index: number) => string;
   onRowClick?: (row: TData) => void;
-  /** Renders inside a single colspan cell (used by audit logs) */
+  /** Renders inside a single colspan cell */
   renderSubComponent?: (props: { row: Row<TData> }) => React.ReactElement;
-  /** Renders directly in tbody as sibling table rows (used by MCP children) */
-  renderChildRows?: (props: { row: Row<TData> }) => React.ReactNode;
   getRowCanExpand?: (row: Row<TData>) => boolean;
   isLoading?: boolean;
   loadingMessage?: string;
@@ -31,16 +37,16 @@ interface DataTableProps<TData, TValue> {
 export function DataTable<TData, TValue>({
   data = [],
   columns,
+  getRowId,
   onRowClick,
   renderSubComponent,
-  renderChildRows,
   getRowCanExpand,
   isLoading = false,
-  loadingMessage = "🚅 Loading logs...",
-  noDataMessage = "No logs found",
+  loadingMessage = "Loading...",
+  noDataMessage = "No results",
   enableSorting = false,
 }: DataTableProps<TData, TValue>) {
-  const supportsExpansion = !!(renderSubComponent || renderChildRows) && !!getRowCanExpand;
+  const supportsExpansion = !!renderSubComponent && !!getRowCanExpand;
   const hasExplicitColumnSizes = columns.some((column) => column.size !== undefined);
   const [sorting, setSorting] = useState<SortingState>([]);
 
@@ -55,58 +61,56 @@ export function DataTable<TData, TValue>({
       enableSortingRemoval: false,
     }),
     ...(supportsExpansion && { getRowCanExpand }),
-    getRowId: (row: TData, index: number) => {
-      const _row: any = row as any;
-      return _row?.request_id ?? String(index);
-    },
+    ...(getRowId && { getRowId }),
     getCoreRowModel: getCoreRowModel(),
     ...(enableSorting && { getSortedRowModel: getSortedRowModel() }),
     ...(supportsExpansion && { getExpandedRowModel: getExpandedRowModel() }),
   });
 
-  const tableClassName = hasExplicitColumnSizes
-    ? "[&_td]:py-0.5 [&_th]:py-1 [&_table]:table-fixed"
-    : "[&_td]:py-0.5 [&_th]:py-1 table-fixed w-full box-border";
+  const tableClassName = hasExplicitColumnSizes ? "table-fixed" : "table-fixed w-full box-border";
   const tableStyle = hasExplicitColumnSizes ? { minWidth: table.getCenterTotalSize() } : { minWidth: "400px" };
 
   return (
-    <div className="rounded-lg custom-border overflow-x-auto w-full max-w-full box-border">
+    <div className="rounded-lg custom-border overflow-hidden w-full max-w-full box-border">
       <Table className={tableClassName} style={tableStyle}>
-        <TableHead>
+        <TableHeader>
           {table.getHeaderGroups().map((headerGroup) => (
-            <TableRow key={headerGroup.id}>
+            <TableRow key={headerGroup.id} className="bg-muted/50 hover:bg-muted/50">
               {headerGroup.headers.map((header) => {
                 const canSort = enableSorting && header.column.getCanSort();
                 const isSorted = header.column.getIsSorted();
+                const numeric = header.column.columnDef.meta?.numeric;
 
                 return (
-                  <TableHeaderCell
+                  <TableHead
                     key={header.id}
-                    className={`py-1 h-8 ${canSort ? "cursor-pointer select-none hover:bg-gray-50" : ""}`}
+                    className={`py-1 h-8 text-xs font-medium text-muted-foreground first:pl-4 last:pr-4 ${
+                      canSort ? "cursor-pointer select-none hover:bg-muted" : ""
+                    }`}
                     style={hasExplicitColumnSizes ? { width: header.getSize() } : undefined}
                     onClick={canSort ? header.column.getToggleSortingHandler() : undefined}
                   >
                     {header.isPlaceholder ? null : (
-                      <div className="flex items-center gap-1">
+                      <div className={`flex items-center gap-1 ${numeric ? "justify-end" : ""}`}>
                         {flexRender(header.column.columnDef.header, header.getContext())}
                         {canSort && (
-                          <span className="text-gray-400">
+                          <span className="text-muted-foreground">
                             {isSorted === "asc" ? "↑" : isSorted === "desc" ? "↓" : "⇅"}
                           </span>
                         )}
                       </div>
                     )}
-                  </TableHeaderCell>
+                  </TableHead>
                 );
               })}
             </TableRow>
           ))}
-        </TableHead>
+        </TableHeader>
         <TableBody>
           {isLoading ? (
-            <TableRow>
+            <TableRow className="hover:bg-transparent">
               <TableCell colSpan={columns.length} className="h-8 text-center">
-                <div className="text-center text-gray-500">
+                <div className="text-center text-muted-foreground">
                   <p>{loadingMessage}</p>
                 </div>
               </TableCell>
@@ -115,13 +119,15 @@ export function DataTable<TData, TValue>({
             table.getRowModel().rows.map((row) => (
               <Fragment key={row.id}>
                 <TableRow
-                  className={`h-8 ${onRowClick ? "cursor-pointer hover:bg-gray-50" : ""}`}
+                  className={`h-8 ${onRowClick ? "cursor-pointer" : ""}`}
                   onClick={() => onRowClick?.(row.original)}
                 >
                   {row.getVisibleCells().map((cell) => (
                     <TableCell
                       key={cell.id}
-                      className="py-0.5 max-h-8 overflow-hidden text-ellipsis whitespace-nowrap"
+                      className={`py-0.5 max-h-8 overflow-hidden text-ellipsis whitespace-nowrap first:pl-4 last:pr-4 ${
+                        cell.column.columnDef.meta?.numeric ? "text-right tabular-nums" : ""
+                      }`}
                       style={hasExplicitColumnSizes ? { width: cell.column.getSize() } : undefined}
                     >
                       {flexRender(cell.column.columnDef.cell, cell.getContext())}
@@ -129,12 +135,8 @@ export function DataTable<TData, TValue>({
                   ))}
                 </TableRow>
 
-                {/* Child rows rendered as real table rows (MCP children) */}
-                {supportsExpansion && row.getIsExpanded() && renderChildRows && renderChildRows({ row })}
-
-                {/* Legacy sub-component in colspan cell (audit logs) */}
-                {supportsExpansion && row.getIsExpanded() && renderSubComponent && !renderChildRows && (
-                  <TableRow>
+                {supportsExpansion && row.getIsExpanded() && renderSubComponent && (
+                  <TableRow className="hover:bg-transparent">
                     <TableCell colSpan={row.getVisibleCells().length} className="p-0">
                       <div className="w-full max-w-full overflow-hidden box-border">{renderSubComponent({ row })}</div>
                     </TableCell>
@@ -143,11 +145,9 @@ export function DataTable<TData, TValue>({
               </Fragment>
             ))
           ) : (
-            <TableRow>
-              <TableCell colSpan={columns.length} className="h-8 text-center">
-                <div className="text-center text-gray-500">
-                  <p>{noDataMessage}</p>
-                </div>
+            <TableRow className="hover:bg-transparent">
+              <TableCell colSpan={columns.length} className="h-24 text-center align-middle">
+                <p className="text-sm text-muted-foreground">{noDataMessage}</p>
               </TableCell>
             </TableRow>
           )}

From 0f1e29b33486ba6e1600fb93de7214e57e54047d Mon Sep 17 00:00:00 2001
From: "devin-ai-integration[bot]"
 <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Wed, 8 Jul 2026 14:00:24 -0700
Subject: [PATCH 131/370] fix(bedrock): preserve cache_control ttl on
 message-level cache points (#32538)

Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: Ishaan Jaffer <155045088+ishaan-berri@users.noreply.github.com>
---
 .../prompt_templates/factory.py               | 12 ++-
 ...llm_core_utils_prompt_templates_factory.py | 81 +++++++++++++++++++
 2 files changed, 89 insertions(+), 4 deletions(-)

diff --git a/litellm/litellm_core_utils/prompt_templates/factory.py b/litellm/litellm_core_utils/prompt_templates/factory.py
index c1635158d3b..06abb591717 100644
--- a/litellm/litellm_core_utils/prompt_templates/factory.py
+++ b/litellm/litellm_core_utils/prompt_templates/factory.py
@@ -4377,6 +4377,7 @@ async def _bedrock_converse_messages_pt_async(
                             _cache_point_block = litellm.AmazonConverseConfig()._get_cache_point_block(
                                 message_block=cast(OpenAIMessageContentListBlock, element),
                                 block_type="content_block",
+                                model=model,
                             )
                             if _cache_point_block is not None:
                                 _parts.append(_cache_point_block)
@@ -4384,7 +4385,7 @@ async def _bedrock_converse_messages_pt_async(
                 elif message_block["content"] and isinstance(message_block["content"], str):
                     _part = BedrockContentBlock(text=messages[msg_i]["content"])
                     _cache_point_block = litellm.AmazonConverseConfig()._get_cache_point_block(
-                        message_block, block_type="content_block"
+                        message_block, block_type="content_block", model=model
                     )
                     user_content.append(_part)
                     if _cache_point_block is not None:
@@ -4509,6 +4510,7 @@ async def _bedrock_converse_messages_pt_async(
                         _cache_point_block = litellm.AmazonConverseConfig()._get_cache_point_block(
                             message_block=cast(OpenAIMessageContentListBlock, element),
                             block_type="content_block",
+                            model=model,
                         )
                         if _cache_point_block is not None:
                             assistants_parts.append(_cache_point_block)
@@ -4520,7 +4522,7 @@ async def _bedrock_converse_messages_pt_async(
                     # If content is empty/whitespace, skip it (don't add a placeholder)
                     # Add cache point block for assistant string content
                     _cache_point_block = litellm.AmazonConverseConfig()._get_cache_point_block(
-                        assistant_message_block, block_type="content_block"
+                        assistant_message_block, block_type="content_block", model=model
                     )
                     if _cache_point_block is not None:
                         assistant_content.append(_cache_point_block)
@@ -4745,6 +4747,7 @@ def _bedrock_converse_messages_pt(
                         _cache_point_block = litellm.AmazonConverseConfig()._get_cache_point_block(
                             message_block=cast(OpenAIMessageContentListBlock, element),
                             block_type="content_block",
+                            model=model,
                         )
                         if _cache_point_block is not None:
                             _parts.append(_cache_point_block)
@@ -4752,7 +4755,7 @@ def _bedrock_converse_messages_pt(
             elif message_block["content"] and isinstance(message_block["content"], str):
                 _part = BedrockContentBlock(text=messages[msg_i]["content"])
                 _cache_point_block = litellm.AmazonConverseConfig()._get_cache_point_block(
-                    message_block, block_type="content_block"
+                    message_block, block_type="content_block", model=model
                 )
                 user_content.append(_part)
                 if _cache_point_block is not None:
@@ -4882,6 +4885,7 @@ def _bedrock_converse_messages_pt(
                         _cache_point_block = litellm.AmazonConverseConfig()._get_cache_point_block(
                             message_block=cast(OpenAIMessageContentListBlock, element),
                             block_type="content_block",
+                            model=model,
                         )
                         if _cache_point_block is not None:
                             assistants_parts.append(_cache_point_block)
@@ -4892,7 +4896,7 @@ def _bedrock_converse_messages_pt(
                     assistant_content.append(BedrockContentBlock(text=_assistant_content))
                 # Add cache point block for assistant string content
                 _cache_point_block = litellm.AmazonConverseConfig()._get_cache_point_block(
-                    assistant_message_block, block_type="content_block"
+                    assistant_message_block, block_type="content_block", model=model
                 )
                 if _cache_point_block is not None:
                     assistant_content.append(_cache_point_block)
diff --git a/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py b/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py
index 1d5289737f1..bcda88ea609 100644
--- a/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py
+++ b/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py
@@ -3085,3 +3085,84 @@ def test_bedrock_converse_messages_pt_document_rejects_url_source():
         _bedrock_converse_messages_pt(
             messages, "anthropic.claude-sonnet-4-6", "bedrock"
         )
+
+
+def _collect_cache_points(blocks):
+    return [
+        block["cachePoint"]
+        for message in blocks
+        for block in message["content"]
+        if "cachePoint" in block
+    ]
+
+
+@pytest.mark.parametrize(
+    "messages",
+    [
+        [
+            {
+                "role": "user",
+                "content": [
+                    {
+                        "type": "text",
+                        "text": "conversation history",
+                        "cache_control": {"type": "ephemeral", "ttl": "1h"},
+                    }
+                ],
+            },
+        ],
+        [
+            {"role": "user", "content": "hello"},
+            {
+                "role": "assistant",
+                "content": [
+                    {
+                        "type": "text",
+                        "text": "assistant reply",
+                        "cache_control": {"type": "ephemeral", "ttl": "1h"},
+                    }
+                ],
+            },
+        ],
+    ],
+)
+def test_bedrock_converse_message_level_cache_point_preserves_ttl(messages):
+    """
+    Regression for https://github.com/BerriAI/litellm/issues/32154: message-level
+    cache_control ttl was silently dropped because the message-level
+    _get_cache_point_block call sites never passed model=, so multi-turn prefixes
+    fell back to the 5m default while the system prompt kept 1h, churning the
+    cache every turn on models like Opus 4.8.
+    """
+    result = _bedrock_converse_messages_pt(
+        messages=messages,
+        model="eu.anthropic.claude-opus-4-8",
+        llm_provider="bedrock",
+    )
+
+    cache_points = _collect_cache_points(result)
+    assert cache_points == [{"type": "default", "ttl": "1h"}]
+
+
+@pytest.mark.asyncio
+async def test_bedrock_converse_message_level_cache_point_preserves_ttl_async():
+    messages = [
+        {
+            "role": "user",
+            "content": [
+                {
+                    "type": "text",
+                    "text": "conversation history",
+                    "cache_control": {"type": "ephemeral", "ttl": "1h"},
+                }
+            ],
+        },
+    ]
+
+    result = await BedrockConverseMessagesProcessor._bedrock_converse_messages_pt_async(
+        messages=messages,
+        model="eu.anthropic.claude-opus-4-8",
+        llm_provider="bedrock",
+    )
+
+    assert _collect_cache_points(result) == [{"type": "default", "ttl": "1h"}]

From 7b2742777d31d2c7af6eeb5e1d3a3770d3570c81 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Wed, 8 Jul 2026 14:07:29 -0700
Subject: [PATCH 132/370] refactor(ui): dedupe /health/license fetch via shared
 useLicenseInfo hook

UsageIndicator was fetching /health/license through its own useEffect while
the new expiry banner fetches the same endpoint via useLicenseInfo, so an admin
with the usage widget open made two identical calls per page load. Point
UsageIndicator at useLicenseInfo too; both callers now share one React Query
cache entry, collapsing it back to a single request. The null/error semantics
are preserved (data ?? null matches the previous catch-to-null), and license
errors never fed the widget's error state before either
---
 .../src/components/UsageIndicator.test.tsx    | 30 +++++++++++--------
 .../src/components/UsageIndicator.tsx         | 12 ++++----
 2 files changed, 23 insertions(+), 19 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/UsageIndicator.test.tsx b/ui/litellm-dashboard/src/components/UsageIndicator.test.tsx
index 8c7c15bc5a5..ad27fbcd74f 100644
--- a/ui/litellm-dashboard/src/components/UsageIndicator.test.tsx
+++ b/ui/litellm-dashboard/src/components/UsageIndicator.test.tsx
@@ -2,6 +2,7 @@ import React from "react";
 import { describe, it, expect, vi, beforeEach } from "vitest";
 import { render, screen, waitFor } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
+import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
 import UsageIndicator from "./UsageIndicator";
 
 vi.mock("./networking", () => ({
@@ -17,6 +18,11 @@ import { getRemainingUsers } from "./networking";
 
 const mockGetRemainingUsers = vi.mocked(getRemainingUsers);
 
+const renderWithClient = (ui: React.ReactElement) => {
+  const queryClient = new QueryClient({ defaultOptions: { queries: { retry: false } } });
+  return render(<QueryClientProvider client={queryClient}>{ui}</QueryClientProvider>);
+};
+
 const DEFAULT_USAGE_DATA = {
   total_users: 100,
   total_users_used: 1,
@@ -33,7 +39,7 @@ describe("UsageIndicator", () => {
   });
 
   it("should render when given access token and usage data loads", async () => {
-    render(<UsageIndicator accessToken="token" width={220} />);
+    renderWithClient(<UsageIndicator accessToken="token" width={220} />);
 
     await screen.findByText("Usage");
 
@@ -41,7 +47,7 @@ describe("UsageIndicator", () => {
   });
 
   it("should not show Near limit when users usage is below 80% (1/100 -> 1%)", async () => {
-    render(<UsageIndicator accessToken="token" width={220} />);
+    renderWithClient(<UsageIndicator accessToken="token" width={220} />);
 
     await screen.findByText("Usage");
 
@@ -58,7 +64,7 @@ describe("UsageIndicator", () => {
       total_users_remaining: null,
     });
 
-    render(<UsageIndicator accessToken="token" width={220} />);
+    renderWithClient(<UsageIndicator accessToken="token" width={220} />);
 
     await waitFor(() => {
       expect(screen.queryByText("Usage")).not.toBeInTheDocument();
@@ -76,7 +82,7 @@ describe("UsageIndicator", () => {
       total_teams_remaining: 1,
     });
 
-    render(<UsageIndicator accessToken="token" width={220} />);
+    renderWithClient(<UsageIndicator accessToken="token" width={220} />);
 
     await screen.findByText("Usage");
 
@@ -94,7 +100,7 @@ describe("UsageIndicator", () => {
       total_teams_remaining: null,
     });
 
-    render(<UsageIndicator accessToken="token" width={220} />);
+    renderWithClient(<UsageIndicator accessToken="token" width={220} />);
 
     await screen.findByText("Usage");
 
@@ -112,7 +118,7 @@ describe("UsageIndicator", () => {
       total_teams_remaining: -2,
     });
 
-    render(<UsageIndicator accessToken="token" width={220} />);
+    renderWithClient(<UsageIndicator accessToken="token" width={220} />);
 
     await screen.findByText("Usage");
 
@@ -121,7 +127,7 @@ describe("UsageIndicator", () => {
   });
 
   it("should render nothing when accessToken is null", () => {
-    render(<UsageIndicator accessToken={null} width={220} />);
+    renderWithClient(<UsageIndicator accessToken={null} width={220} />);
 
     expect(mockGetRemainingUsers).not.toHaveBeenCalled();
     expect(screen.queryByText("Usage")).not.toBeInTheDocument();
@@ -131,7 +137,7 @@ describe("UsageIndicator", () => {
     const { useDisableUsageIndicator } = await import("@/app/(dashboard)/hooks/useDisableUsageIndicator");
     (useDisableUsageIndicator as ReturnType<typeof vi.fn>).mockReturnValue(true);
 
-    render(<UsageIndicator accessToken="token" width={220} />);
+    renderWithClient(<UsageIndicator accessToken="token" width={220} />);
 
     await waitFor(() => {
       expect(screen.queryByText("Usage")).not.toBeInTheDocument();
@@ -143,7 +149,7 @@ describe("UsageIndicator", () => {
   it("should show Loading while fetching", () => {
     mockGetRemainingUsers.mockImplementation(() => new Promise(() => {}));
 
-    render(<UsageIndicator accessToken="token" width={220} />);
+    renderWithClient(<UsageIndicator accessToken="token" width={220} />);
 
     expect(screen.getByText("Loading...")).toBeInTheDocument();
   });
@@ -152,7 +158,7 @@ describe("UsageIndicator", () => {
     const consoleSpy = vi.spyOn(console, "error").mockImplementation(() => {});
     mockGetRemainingUsers.mockRejectedValue(new Error("Network error"));
 
-    render(<UsageIndicator accessToken="token" width={220} />);
+    renderWithClient(<UsageIndicator accessToken="token" width={220} />);
 
     expect(await screen.findByText("Failed to load usage data")).toBeInTheDocument();
 
@@ -161,7 +167,7 @@ describe("UsageIndicator", () => {
 
   it("should minimize when user clicks minimize button", async () => {
     const user = userEvent.setup();
-    render(<UsageIndicator accessToken="token" width={220} />);
+    renderWithClient(<UsageIndicator accessToken="token" width={220} />);
 
     await screen.findByText("Usage");
 
@@ -174,7 +180,7 @@ describe("UsageIndicator", () => {
 
   it("should restore from minimized when user clicks restore button", async () => {
     const user = userEvent.setup();
-    render(<UsageIndicator accessToken="token" width={220} />);
+    renderWithClient(<UsageIndicator accessToken="token" width={220} />);
 
     await screen.findByText("Usage");
 
diff --git a/ui/litellm-dashboard/src/components/UsageIndicator.tsx b/ui/litellm-dashboard/src/components/UsageIndicator.tsx
index 8165f8eb6f6..6e7b5e9ec60 100644
--- a/ui/litellm-dashboard/src/components/UsageIndicator.tsx
+++ b/ui/litellm-dashboard/src/components/UsageIndicator.tsx
@@ -12,10 +12,11 @@ import {
   Users,
 } from "lucide-react";
 import { useEffect, useState } from "react";
-import { getRemainingUsers, getLicenseInfo, LicenseInfo } from "./networking";
+import { getRemainingUsers } from "./networking";
 
 import { cn } from "@/lib/cva.config";
 import { getDaysUntilExpiration } from "@/utils/licenseUtils";
+import { useLicenseInfo } from "@/app/(dashboard)/hooks/license/useLicenseInfo";
 
 interface UsageIndicatorProps {
   accessToken: string | null;
@@ -48,10 +49,11 @@ export default function UsageIndicator({ accessToken, width = 220 }: UsageIndica
   const [isExpanded, setIsExpanded] = useState(false);
   const [isMinimized, setIsMinimized] = useState(false);
   const [data, setData] = useState<UsageData | null>(null);
-  const [licenseInfo, setLicenseInfo] = useState<LicenseInfo | null>(null);
   const [isLoading, setIsLoading] = useState(false);
   const [error, setError] = useState<string | null>(null);
 
+  const licenseInfo = useLicenseInfo(accessToken).data ?? null;
+
   useEffect(() => {
     const fetchData = async () => {
       if (!accessToken) return;
@@ -60,12 +62,8 @@ export default function UsageIndicator({ accessToken, width = 220 }: UsageIndica
       setError(null);
 
       try {
-        const [usageResult, licenseResult] = await Promise.all([
-          getRemainingUsers(accessToken),
-          getLicenseInfo(accessToken).catch(() => null), // Don't fail if license endpoint unavailable
-        ]);
+        const usageResult = await getRemainingUsers(accessToken);
         setData(usageResult);
-        setLicenseInfo(licenseResult);
       } catch (err) {
         console.error("Failed to fetch usage data:", err);
         setError("Failed to load usage data");

From 5973d9fd2b0d074f963e95fdae2b9c1aef3d88bc Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Wed, 8 Jul 2026 14:32:16 -0700
Subject: [PATCH 133/370] feat(ui): add eslint rules for nested ternaries,
 large inline object args, and long condition chains (#32415)

* feat(ui): add eslint rules for nested ternaries, large inline object args, and long condition chains

Adds three dashboard lint rules to keep new code readable. Nested ternaries
are banned outright via the built-in no-nested-ternary, with the 265 existing
occurrences grandfathered in eslint-suppressions.json so only new ones fail.

Two custom rules ship as a small local plugin under scripts/eslint-rules:
no-large-inline-object-arg flags object literals with 4+ properties passed
straight into a call, nudging toward a named variable, and no-long-condition-chain
flags boolean expressions that combine 4+ conditions, nudging toward a named
boolean. Both are warnings tracked on the existing budget ratchet
(eslint-budgets.json + eslint-metrics.json) with headroom above the current
counts, so they ratchet down over time rather than freezing a baseline. Both
thresholds are configurable rule options and covered by RuleTester unit tests.

* fix(ui): scope no-long-condition-chain to boolean operators, not nullish

Greptile flagged that the rule counted nullish-coalescing chains the same as
&&/|| chains, so a 4-part `a ?? b ?? c ?? d` fallback surfaced "Boolean
expression combines 4 conditions", which is inaccurate since a `??` fallback
is value defaulting, not a condition. Restrict the visitor to && / || nodes so
`??` chains are treated as leaves, while a boolean chain nested inside a `??`
is still caught. Drops 6 miscounted occurrences (240 -> 234).

* chore(ui): sync lint metrics and suppressions with staging

Merge advanced the base branch, adding one no-large-inline-object-arg
occurrence (508 -> 509) and making one grandfathered react-hooks suppression
stale. Regenerate eslint-metrics.json and prune the suppression so the
budget/drift gate passes.

* chore(ui): sync lint metrics with staging

Merge advanced the base, adding four no-large-inline-object-arg occurrences
(509 -> 513). Regenerate eslint-metrics.json so the drift gate passes.
---
 ui/litellm-dashboard/eslint-budgets.json      |   4 +-
 ui/litellm-dashboard/eslint-metrics.json      |   2 +
 ui/litellm-dashboard/eslint-suppressions.json | 442 +++++++++++++++++-
 ui/litellm-dashboard/eslint.config.mjs        |   6 +-
 .../scripts/eslint-rules/index.mjs            |  11 +
 .../no-large-inline-object-arg.mjs            |  41 ++
 .../eslint-rules/no-long-condition-chain.mjs  |  41 ++
 .../no-large-inline-object-arg.test.ts        |  46 ++
 .../no-long-condition-chain.test.ts           |  51 ++
 9 files changed, 641 insertions(+), 3 deletions(-)
 create mode 100644 ui/litellm-dashboard/scripts/eslint-rules/index.mjs
 create mode 100644 ui/litellm-dashboard/scripts/eslint-rules/no-large-inline-object-arg.mjs
 create mode 100644 ui/litellm-dashboard/scripts/eslint-rules/no-long-condition-chain.mjs
 create mode 100644 ui/litellm-dashboard/tests/eslint-rules/no-large-inline-object-arg.test.ts
 create mode 100644 ui/litellm-dashboard/tests/eslint-rules/no-long-condition-chain.test.ts

diff --git a/ui/litellm-dashboard/eslint-budgets.json b/ui/litellm-dashboard/eslint-budgets.json
index 8dedb9ac9ca..f08e1bb6160 100644
--- a/ui/litellm-dashboard/eslint-budgets.json
+++ b/ui/litellm-dashboard/eslint-budgets.json
@@ -2,5 +2,7 @@
   "@typescript-eslint/no-explicit-any": { "max": 2040, "target": 1500 },
   "no-console": { "max": 484, "target": 0 },
   "complexity": { "max": 140, "target": 80 },
-  "max-depth": { "max": 70, "target": 30 }
+  "max-depth": { "max": 70, "target": 30 },
+  "local/no-large-inline-object-arg": { "max": 560, "target": 300 },
+  "local/no-long-condition-chain": { "max": 265, "target": 120 }
 }
diff --git a/ui/litellm-dashboard/eslint-metrics.json b/ui/litellm-dashboard/eslint-metrics.json
index 51cef1169f9..f4dc89c5b80 100644
--- a/ui/litellm-dashboard/eslint-metrics.json
+++ b/ui/litellm-dashboard/eslint-metrics.json
@@ -1,6 +1,8 @@
 {
   "@typescript-eslint/no-explicit-any": 1988,
   "complexity": 128,
+  "local/no-large-inline-object-arg": 513,
+  "local/no-long-condition-chain": 233,
   "max-depth": 59,
   "no-console": 15
 }
diff --git a/ui/litellm-dashboard/eslint-suppressions.json b/ui/litellm-dashboard/eslint-suppressions.json
index 67b19471aaf..b077338c75b 100644
--- a/ui/litellm-dashboard/eslint-suppressions.json
+++ b/ui/litellm-dashboard/eslint-suppressions.json
@@ -1,4 +1,9 @@
 {
+  "scripts/check-lint-budgets.mjs": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
   "src/app/(dashboard)/api-reference/APIReferenceView.tsx": {
     "no-restricted-imports": {
       "count": 1
@@ -64,6 +69,9 @@
     }
   },
   "src/app/(dashboard)/cost-tracking/components/cost_tracking_settings.tsx": {
+    "no-nested-ternary": {
+      "count": 2
+    },
     "no-restricted-imports": {
       "count": 1
     }
@@ -133,11 +141,21 @@
       "count": 1
     }
   },
+  "src/app/(dashboard)/guardrails-monitor/components/GuardrailDetail.tsx": {
+    "no-nested-ternary": {
+      "count": 3
+    }
+  },
   "src/app/(dashboard)/guardrails-monitor/components/GuardrailsMonitorView.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
+  "src/app/(dashboard)/guardrails-monitor/components/GuardrailsOverview.tsx": {
+    "no-nested-ternary": {
+      "count": 8
+    }
+  },
   "src/app/(dashboard)/guardrails-monitor/components/ScoreChart.test.tsx": {
     "react/display-name": {
       "count": 1
@@ -343,6 +361,9 @@
     }
   },
   "src/app/(dashboard)/models-and-endpoints/components/ModelRetrySettingsTab.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     }
@@ -361,6 +382,9 @@
     }
   },
   "src/app/(dashboard)/playground/components/chat_ui/AgentBuilderView.tsx": {
+    "no-nested-ternary": {
+      "count": 2
+    },
     "react-hooks/set-state-in-effect": {
       "count": 5
     }
@@ -370,7 +394,15 @@
       "count": 1
     }
   },
+  "src/app/(dashboard)/playground/components/chat_ui/ChatMessageBubble.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
   "src/app/(dashboard)/playground/components/chat_ui/ChatUI.tsx": {
+    "no-nested-ternary": {
+      "count": 7
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -382,6 +414,9 @@
     }
   },
   "src/app/(dashboard)/playground/components/chat_ui/CodeInterpreterOutput.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-syntax": {
       "count": 2
     }
@@ -392,6 +427,9 @@
     }
   },
   "src/app/(dashboard)/playground/components/chat_ui/RealtimePlayground.tsx": {
+    "no-nested-ternary": {
+      "count": 2
+    },
     "react-hooks/immutability": {
       "count": 2
     },
@@ -400,16 +438,27 @@
     }
   },
   "src/app/(dashboard)/playground/components/compareUI/CompareUI.tsx": {
+    "no-nested-ternary": {
+      "count": 4
+    },
     "react-hooks/set-state-in-effect": {
       "count": 1
     }
   },
+  "src/app/(dashboard)/playground/components/compareUI/components/MessageDisplay.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
   "src/app/(dashboard)/playground/components/compareUI/components/ModelSelector.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
   "src/app/(dashboard)/playground/components/complianceUI/ComplianceUI.tsx": {
+    "no-nested-ternary": {
+      "count": 8
+    },
     "react-hooks/preserve-manual-memoization": {
       "count": 3
     }
@@ -474,6 +523,9 @@
     }
   },
   "src/app/(dashboard)/projects/components/ProjectDetailsPage.tsx": {
+    "no-nested-ternary": {
+      "count": 3
+    },
     "no-restricted-imports": {
       "count": 1
     }
@@ -499,6 +551,9 @@
     }
   },
   "src/app/(dashboard)/prompts/components/index.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -517,6 +572,9 @@
     }
   },
   "src/app/(dashboard)/prompts/components/prompt_editor_view/PromptCodeSnippets.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -550,6 +608,9 @@
     }
   },
   "src/app/(dashboard)/prompts/components/prompt_editor_view/VersionHistorySidePanel.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "react-hooks/immutability": {
       "count": 1
     }
@@ -570,6 +631,9 @@
     }
   },
   "src/app/(dashboard)/prompts/components/prompt_info.tsx": {
+    "no-nested-ternary": {
+      "count": 3
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -578,6 +642,9 @@
     }
   },
   "src/app/(dashboard)/prompts/components/prompt_table.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     }
@@ -635,6 +702,9 @@
     }
   },
   "src/app/(dashboard)/users/_components/user_edit_view.test.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "react/display-name": {
       "count": 1
     }
@@ -648,6 +718,9 @@
     }
   },
   "src/app/(dashboard)/users/_components/view_users.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -664,6 +737,9 @@
     }
   },
   "src/app/(dashboard)/users/_components/view_users/table.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     }
@@ -677,6 +753,9 @@
     }
   },
   "src/app/(dashboard)/workflows/WorkflowRuns.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-syntax": {
       "count": 3
     },
@@ -684,6 +763,11 @@
       "count": 1
     }
   },
+  "src/app/chat/page.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
   "src/app/login/LoginPage.tsx": {
     "react-hooks/set-state-in-effect": {
       "count": 2
@@ -715,6 +799,9 @@
     }
   },
   "src/components/AIHub/ModelHubTable.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     }
@@ -746,6 +833,9 @@
     }
   },
   "src/components/AIHub/forms/MakeMCPPublicForm.tsx": {
+    "no-nested-ternary": {
+      "count": 2
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -778,11 +868,17 @@
     }
   },
   "src/components/DeletedKeysPage/DeletedKeysTable/DeletedKeysTable.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     }
   },
   "src/components/DeletedTeamsPage/DeletedTeamsTable/DeletedTeamsTable.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     }
@@ -815,11 +911,26 @@
       "count": 1
     }
   },
+  "src/components/GuardrailSettingsView.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
+  "src/components/GuardrailsMonitor/LogViewer.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
   "src/components/HelpLink.test.tsx": {
     "unused-imports/no-unused-imports": {
       "count": 1
     }
   },
+  "src/components/ModelSelect/PaginatedModelSelect/PaginatedModelSelect.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
   "src/components/Navbar/BlogDropdown/BlogDropdown.test.tsx": {
     "max-nested-callbacks": {
       "count": 12
@@ -836,6 +947,9 @@
     }
   },
   "src/components/OldTeams.tsx": {
+    "no-nested-ternary": {
+      "count": 4
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -856,7 +970,15 @@
       "count": 1
     }
   },
+  "src/components/Settings/AdminSettings/HashicorpVault/HashicorpVault.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
   "src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterSettings.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "react-hooks/set-state-in-effect": {
       "count": 1
     }
@@ -871,6 +993,11 @@
       "count": 1
     }
   },
+  "src/components/Settings/AdminSettings/SSOSettings/RedactableField.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
   "src/components/Settings/AdminSettings/SSOSettings/SSOSettingsLoadingSkeleton.test.tsx": {
     "max-nested-callbacks": {
       "count": 4
@@ -881,7 +1008,15 @@
       "count": 2
     }
   },
+  "src/components/Settings/AdminSettings/UISettings/UISettings.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
   "src/components/Settings/LoggingAndAlerts/LoggingCallbacks/LoggingCallbacksTable.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     }
@@ -907,12 +1042,20 @@
       "count": 1
     }
   },
+  "src/components/TeamSSOSettings.test.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
   "src/components/ToolDetail.tsx": {
     "unused-imports/no-unused-imports": {
       "count": 2
     }
   },
   "src/components/ToolPolicies.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -932,6 +1075,9 @@
     }
   },
   "src/components/UsageIndicator.tsx": {
+    "no-nested-ternary": {
+      "count": 4
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -949,6 +1095,11 @@
       "count": 1
     }
   },
+  "src/components/UsagePage/components/EndpointUsage/components/EndpointUsageTable.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
   "src/components/UsagePage/components/EntityUsage/EntityUsage.tsx": {
     "no-restricted-imports": {
       "count": 1
@@ -975,11 +1126,17 @@
     }
   },
   "src/components/UsagePage/components/UsageAIChatPanel.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "react-hooks/immutability": {
       "count": 1
     }
   },
   "src/components/UsagePage/components/UsagePageView.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -999,16 +1156,25 @@
     }
   },
   "src/components/VirtualKeysPage/VirtualKeysTable.tsx": {
+    "no-nested-ternary": {
+      "count": 2
+    },
     "no-restricted-imports": {
       "count": 1
     }
   },
   "src/components/activity_metrics.tsx": {
+    "no-nested-ternary": {
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+    },
     "no-restricted-imports": {
       "count": 1
     }
   },
   "src/components/add_model/AddModelForm.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     }
@@ -1045,11 +1211,22 @@
     }
   },
   "src/components/add_model/litellm_model_name.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     }
   },
+  "src/components/add_model/model_connection_test.tsx": {
+    "no-nested-ternary": {
+      "count": 2
+    }
+  },
   "src/components/add_model/provider_specific_fields.tsx": {
+    "no-nested-ternary": {
+      "count": 5
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -1079,6 +1256,9 @@
     }
   },
   "src/components/agents/add_agent_form.tsx": {
+    "no-nested-ternary": {
+      "count": 3
+    },
     "no-restricted-imports": {
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     },
@@ -1102,7 +1282,15 @@
       "count": 1
     }
   },
+  "src/components/agents/agent_form_fields.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
   "src/components/agents/agent_info.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
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     },
@@ -1110,7 +1298,20 @@
       "count": 1
     }
   },
+  "src/components/agents/agent_virtual_keys.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
+  "src/components/agents/dynamic_agent_form_fields.tsx": {
+    "no-nested-ternary": {
+      "count": 2
+    }
+  },
   "src/components/alerting/dynamic_form.tsx": {
+    "no-nested-ternary": {
+      "count": 4
+    },
     "no-restricted-imports": {
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     }
@@ -1123,6 +1324,31 @@
       "count": 1
     }
   },
+  "src/components/chat/KeysPanel.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
+  "src/components/chat/MCPAppsPanel.tsx": {
+    "no-nested-ternary": {
+      "count": 7
+    }
+  },
+  "src/components/chat/MCPConnectPicker.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
+  "src/components/chat/MCPCredentialsTab.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
+  "src/components/chat/UsagePanel.tsx": {
+    "no-nested-ternary": {
+      "count": 2
+    }
+  },
   "src/components/claude_code_plugins.tsx": {
     "no-restricted-imports": {
       "count": 1
@@ -1145,6 +1371,9 @@
     }
   },
   "src/components/claude_code_plugins/plugin_table.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
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@@ -1235,6 +1464,9 @@
     }
   },
   "src/components/common_components/chartUtils.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
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     }
@@ -1250,6 +1482,9 @@
     }
   },
   "src/components/common_components/simple_table.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     }
@@ -1286,6 +1521,9 @@
     }
   },
   "src/components/general_settings.tsx": {
+    "no-nested-ternary": {
+      "count": 3
+    },
     "no-restricted-imports": {
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     }
@@ -1300,17 +1538,28 @@
       "count": 1
     }
   },
+  "src/components/guardrails/GuardrailTestPlayground.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
   "src/components/guardrails/GuardrailTestResults.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
   "src/components/guardrails/TeamGuardrailsTab.tsx": {
+    "no-nested-ternary": {
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+    },
     "react-hooks/set-state-in-effect": {
       "count": 1
     }
   },
   "src/components/guardrails/add_guardrail_form.tsx": {
+    "no-nested-ternary": {
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+    },
     "react-hooks/set-state-in-effect": {
       "count": 1
     },
@@ -1319,11 +1568,17 @@
     }
   },
   "src/components/guardrails/content_filter/CompetitorIntentConfiguration.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "react-hooks/set-state-in-effect": {
       "count": 1
     }
   },
   "src/components/guardrails/content_filter/ContentCategoryConfiguration.tsx": {
+    "no-nested-ternary": {
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+    },
     "react-hooks/set-state-in-effect": {
       "count": 1
     }
@@ -1342,6 +1597,9 @@
     }
   },
   "src/components/guardrails/custom_code/CustomCodeModal.tsx": {
+    "no-nested-ternary": {
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+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -1372,16 +1630,25 @@
     }
   },
   "src/components/guardrails/guardrail_optional_params.tsx": {
+    "no-nested-ternary": {
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+    },
     "react-hooks/set-state-in-effect": {
       "count": 1
     }
   },
   "src/components/guardrails/guardrail_provider_fields.tsx": {
+    "no-nested-ternary": {
+      "count": 5
+    },
     "react-hooks/set-state-in-effect": {
       "count": 1
     }
   },
   "src/components/guardrails/guardrail_table.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
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     }
@@ -1407,6 +1674,9 @@
   "src/components/llm_calls/chat_completion.tsx": {
     "max-params": {
       "count": 1
+    },
+    "no-nested-ternary": {
+      "count": 1
     }
   },
   "src/components/llm_calls/responses_api.tsx": {
@@ -1444,7 +1714,15 @@
       "count": 1
     }
   },
+  "src/components/mcp_tools/MCPToolArgumentsForm.tsx": {
+    "no-nested-ternary": {
+      "count": 5
+    }
+  },
   "src/components/mcp_tools/MCPToolsetsTab.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -1456,11 +1734,17 @@
     }
   },
   "src/components/mcp_tools/McpCrudPermissionPanel.tsx": {
+    "no-nested-ternary": {
+      "count": 3
+    },
     "no-restricted-imports": {
       "count": 1
     }
   },
   "src/components/mcp_tools/OAuthFormFields.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     }
@@ -1471,6 +1755,9 @@
     }
   },
   "src/components/mcp_tools/ToolTestPanel.tsx": {
+    "no-nested-ternary": {
+      "count": 3
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -1478,12 +1765,20 @@
       "count": 1
     }
   },
+  "src/components/mcp_tools/UserEnvVarsModal.tsx": {
+    "no-nested-ternary": {
+      "count": 2
+    }
+  },
   "src/components/mcp_tools/create_mcp_server.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     },
     "react-hooks/set-state-in-effect": {
-      "count": 5
+      "count": 4
     }
   },
   "src/components/mcp_tools/mcp_connect.tsx": {
@@ -1495,6 +1790,9 @@
     }
   },
   "src/components/mcp_tools/mcp_connection_status.tsx": {
+    "no-nested-ternary": {
+      "count": 3
+    },
     "no-restricted-imports": {
       "count": 1
     }
@@ -1515,6 +1813,9 @@
     }
   },
   "src/components/mcp_tools/mcp_server_edit.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -1531,6 +1832,9 @@
     }
   },
   "src/components/mcp_tools/mcp_servers.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -1544,6 +1848,9 @@
     }
   },
   "src/components/mcp_tools/mcp_tools.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -1575,6 +1882,9 @@
     }
   },
   "src/components/model_dashboard/HealthCheckComponent.tsx": {
+    "no-nested-ternary": {
+      "count": 3
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -1583,6 +1893,9 @@
     }
   },
   "src/components/model_dashboard/all_models_table.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
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@@ -1591,11 +1904,17 @@
     "max-params": {
       "count": 1
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+    "no-nested-ternary": {
+      "count": 2
+    },
     "no-restricted-imports": {
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   },
   "src/components/model_dashboard/table.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     }
@@ -1619,6 +1938,9 @@
     }
   },
   "src/components/model_info_view.tsx": {
+    "no-nested-ternary": {
+      "count": 14
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -1627,6 +1949,9 @@
     }
   },
   "src/components/molecules/filter.tsx": {
+    "no-nested-ternary": {
+      "count": 2
+    },
     "react-hooks/use-memo": {
       "count": 1
     }
@@ -1643,6 +1968,9 @@
     "max-params": {
       "count": 1
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+    "no-nested-ternary": {
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+    },
     "no-restricted-imports": {
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@@ -1656,6 +1984,9 @@
     "max-params": {
       "count": 23
     },
+    "no-nested-ternary": {
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+    },
     "no-restricted-syntax": {
       "count": 154
     }
@@ -1731,6 +2062,9 @@
     }
   },
   "src/components/permissions/MCPServerPermissions.tsx": {
+    "no-nested-ternary": {
+      "count": 3
+    },
     "no-restricted-imports": {
       "count": 1
     }
@@ -1740,6 +2074,11 @@
       "count": 1
     }
   },
+  "src/components/policies/PolicySelector.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
   "src/components/policies/add_attachment_form.tsx": {
     "no-restricted-imports": {
       "count": 1
@@ -1760,6 +2099,9 @@
     }
   },
   "src/components/policies/ai_suggestion_modal.tsx": {
+    "no-nested-ternary": {
+      "count": 10
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -1773,11 +2115,17 @@
     }
   },
   "src/components/policies/attachment_table.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     }
   },
   "src/components/policies/guardrail_selection_modal.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "react-hooks/set-state-in-effect": {
       "count": 1
     }
@@ -1788,6 +2136,9 @@
     }
   },
   "src/components/policies/impact_popover.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     }
@@ -1806,6 +2157,9 @@
     }
   },
   "src/components/policies/pipeline_flow_builder.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -1827,6 +2181,9 @@
     }
   },
   "src/components/policies/policy_table.tsx": {
+    "no-nested-ternary": {
+      "count": 2
+    },
     "no-restricted-imports": {
       "count": 1
     }
@@ -1856,6 +2213,9 @@
     }
   },
   "src/components/public_model_hub.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     }
@@ -1865,12 +2225,25 @@
       "count": 1
     }
   },
+  "src/components/router_settings/ReliabilityRetriesSection.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
   "src/components/routing_groups/index.tsx": {
     "react-hooks/preserve-manual-memoization": {
       "count": 1
     }
   },
+  "src/components/search_tools/SearchToolSelector.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
   "src/components/settings.tsx": {
+    "no-nested-ternary": {
+      "count": 2
+    },
     "no-restricted-imports": {
       "count": 1
     }
@@ -1925,6 +2298,9 @@
     }
   },
   "src/components/team/EditMembership.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     }
@@ -1935,6 +2311,9 @@
     }
   },
   "src/components/team/TeamInfo.tsx": {
+    "no-nested-ternary": {
+      "count": 3
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -1943,6 +2322,9 @@
     }
   },
   "src/components/team/TeamVirtualKeysTable.tsx": {
+    "no-nested-ternary": {
+      "count": 2
+    },
     "no-restricted-imports": {
       "count": 1
     }
@@ -1966,6 +2348,9 @@
     }
   },
   "src/components/templates/key_edit_view.tsx": {
+    "no-nested-ternary": {
+      "count": 2
+    },
     "no-restricted-imports": {
       "count": 1
     }
@@ -1976,6 +2361,9 @@
     }
   },
   "src/components/templates/key_info_view.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -2016,6 +2404,9 @@
     }
   },
   "src/components/vector_store_management/VectorStoreForm.tsx": {
+    "no-nested-ternary": {
+      "count": 2
+    },
     "no-restricted-imports": {
       "count": 1
     },
@@ -2044,12 +2435,38 @@
       "count": 1
     }
   },
+  "src/components/view_logs/EvalViewer/EvalViewer.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
   "src/components/view_logs/GuardrailViewer/CompliancePanel.tsx": {
+    "no-nested-ternary": {
+      "count": 2
+    },
     "react-hooks/set-state-in-effect": {
       "count": 1
     }
   },
+  "src/components/view_logs/GuardrailViewer/ContentFilterDetails.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
+  "src/components/view_logs/GuardrailViewer/GuardrailViewer.tsx": {
+    "no-nested-ternary": {
+      "count": 4
+    }
+  },
+  "src/components/view_logs/LogDetailsDrawer/LogDetailContent.tsx": {
+    "no-nested-ternary": {
+      "count": 4
+    }
+  },
   "src/components/view_logs/LogDetailsDrawer/LogDetailsDrawer.tsx": {
+    "no-nested-ternary": {
+      "count": 3
+    },
     "react-hooks/set-state-in-effect": {
       "count": 2
     }
@@ -2059,11 +2476,21 @@
       "count": 2
     }
   },
+  "src/components/view_logs/LogDetailsDrawer/prettyMessagesUtils.ts": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
   "src/components/view_logs/LogDetailsDrawer/useKeyboardNavigation.ts": {
     "react-hooks/immutability": {
       "count": 2
     }
   },
+  "src/components/view_logs/LogsTableToolbar.tsx": {
+    "no-nested-ternary": {
+      "count": 4
+    }
+  },
   "src/components/view_logs/columns.tsx": {
     "no-restricted-imports": {
       "count": 1
@@ -2077,6 +2504,11 @@
       "count": 1
     }
   },
+  "src/components/view_logs/table.tsx": {
+    "no-nested-ternary": {
+      "count": 2
+    }
+  },
   "src/components/view_user_spend.tsx": {
     "react-hooks/set-state-in-effect": {
       "count": 2
@@ -2113,6 +2545,9 @@
     }
   },
   "src/hooks/useTestMCPConnection.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
     "react-hooks/set-state-in-effect": {
       "count": 1
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@@ -2130,6 +2565,11 @@
       "count": 1
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   },
+  "src/lib/http/client.ts": {
+    "no-nested-ternary": {
+      "count": 1
+    }
+  },
   "src/utils/dataUtils.test.ts": {
     "max-nested-callbacks": {
       "count": 1
diff --git a/ui/litellm-dashboard/eslint.config.mjs b/ui/litellm-dashboard/eslint.config.mjs
index acdd0c91309..0cf5b4ff655 100644
--- a/ui/litellm-dashboard/eslint.config.mjs
+++ b/ui/litellm-dashboard/eslint.config.mjs
@@ -3,6 +3,7 @@ import tseslint from "typescript-eslint";
 import nextCoreWebVitals from "eslint-config-next/core-web-vitals";
 import prettier from "eslint-config-prettier/flat";
 import unusedImports from "eslint-plugin-unused-imports";
+import local from "./scripts/eslint-rules/index.mjs";
 
 const eslintConfig = [
   {
@@ -13,9 +14,11 @@ const eslintConfig = [
   ...nextCoreWebVitals,
   prettier,
   {
-    plugins: { "unused-imports": unusedImports },
+    plugins: { "unused-imports": unusedImports, local },
     rules: {
       "unused-imports/no-unused-imports": "error",
+      "local/no-large-inline-object-arg": "warn",
+      "local/no-long-condition-chain": "warn",
       "@typescript-eslint/no-explicit-any": "warn",
       "no-console": ["warn", { allow: ["warn", "error"] }],
       "@typescript-eslint/no-unused-vars": "off",
@@ -28,6 +31,7 @@ const eslintConfig = [
       "no-useless-escape": "off",
       "no-self-assign": "error",
       "no-var": "error",
+      "no-nested-ternary": "error",
       "react/no-danger": "error",
       complexity: ["warn", 20],
       "max-depth": ["warn", 4],
diff --git a/ui/litellm-dashboard/scripts/eslint-rules/index.mjs b/ui/litellm-dashboard/scripts/eslint-rules/index.mjs
new file mode 100644
index 00000000000..150ba1d02e9
--- /dev/null
+++ b/ui/litellm-dashboard/scripts/eslint-rules/index.mjs
@@ -0,0 +1,11 @@
+import noLargeInlineObjectArg from "./no-large-inline-object-arg.mjs";
+import noLongConditionChain from "./no-long-condition-chain.mjs";
+
+const plugin = {
+  rules: {
+    "no-large-inline-object-arg": noLargeInlineObjectArg,
+    "no-long-condition-chain": noLongConditionChain,
+  },
+};
+
+export default plugin;
diff --git a/ui/litellm-dashboard/scripts/eslint-rules/no-large-inline-object-arg.mjs b/ui/litellm-dashboard/scripts/eslint-rules/no-large-inline-object-arg.mjs
new file mode 100644
index 00000000000..5c5ae170e23
--- /dev/null
+++ b/ui/litellm-dashboard/scripts/eslint-rules/no-large-inline-object-arg.mjs
@@ -0,0 +1,41 @@
+const DEFAULT_MIN_PROPERTIES = 4;
+
+const isArgumentOf = (node) => {
+  const parent = node.parent;
+  if (parent == null) return false;
+  if (parent.type !== "CallExpression" && parent.type !== "NewExpression") return false;
+  return parent.arguments.includes(node);
+};
+
+const rule = {
+  meta: {
+    type: "suggestion",
+    docs: {
+      description:
+        "Disallow passing a large object literal inline as a call argument; assign it to a named variable first.",
+    },
+    schema: [
+      {
+        type: "object",
+        properties: { minProperties: { type: "integer", minimum: 1 } },
+        additionalProperties: false,
+      },
+    ],
+    messages: {
+      tooLarge:
+        "Object literal with {{count}} properties passed inline as an argument; assign it to a named variable first.",
+    },
+  },
+  create(context) {
+    const minProperties = context.options[0]?.minProperties ?? DEFAULT_MIN_PROPERTIES;
+    return {
+      ObjectExpression(node) {
+        if (!isArgumentOf(node)) return;
+        if (node.properties.length < minProperties) return;
+        context.report({ node, messageId: "tooLarge", data: { count: node.properties.length } });
+      },
+    };
+  },
+};
+
+export default rule;
diff --git a/ui/litellm-dashboard/scripts/eslint-rules/no-long-condition-chain.mjs b/ui/litellm-dashboard/scripts/eslint-rules/no-long-condition-chain.mjs
new file mode 100644
index 00000000000..638e57442e2
--- /dev/null
+++ b/ui/litellm-dashboard/scripts/eslint-rules/no-long-condition-chain.mjs
@@ -0,0 +1,41 @@
+const DEFAULT_MIN_CONDITIONS = 4;
+
+const isBooleanLogical = (node) =>
+  node?.type === "LogicalExpression" && (node.operator === "&&" || node.operator === "||");
+
+const countConditions = (node) =>
+  isBooleanLogical(node) ? countConditions(node.left) + countConditions(node.right) : 1;
+
+const rule = {
+  meta: {
+    type: "suggestion",
+    docs: {
+      description:
+        "Disallow logical expressions that combine many conditions; extract the condition into a named boolean.",
+    },
+    schema: [
+      {
+        type: "object",
+        properties: { minConditions: { type: "integer", minimum: 2 } },
+        additionalProperties: false,
+      },
+    ],
+    messages: {
+      tooMany: "Boolean expression combines {{count}} conditions; extract it into a named variable.",
+    },
+  },
+  create(context) {
+    const minConditions = context.options[0]?.minConditions ?? DEFAULT_MIN_CONDITIONS;
+    return {
+      LogicalExpression(node) {
+        if (!isBooleanLogical(node)) return;
+        if (isBooleanLogical(node.parent)) return;
+        const count = countConditions(node);
+        if (count < minConditions) return;
+        context.report({ node, messageId: "tooMany", data: { count } });
+      },
+    };
+  },
+};
+
+export default rule;
diff --git a/ui/litellm-dashboard/tests/eslint-rules/no-large-inline-object-arg.test.ts b/ui/litellm-dashboard/tests/eslint-rules/no-large-inline-object-arg.test.ts
new file mode 100644
index 00000000000..dfe22ea8266
--- /dev/null
+++ b/ui/litellm-dashboard/tests/eslint-rules/no-large-inline-object-arg.test.ts
@@ -0,0 +1,46 @@
+import { RuleTester } from "eslint";
+import rule from "../../scripts/eslint-rules/no-large-inline-object-arg.mjs";
+
+const ruleTester = new RuleTester({
+  languageOptions: { ecmaVersion: "latest", sourceType: "module" },
+});
+
+ruleTester.run("no-large-inline-object-arg", rule as never, {
+  valid: [
+    "foo({ a: 1, b: 2, c: 3 });",
+    "foo({});",
+    "const opts = { a: 1, b: 2, c: 3, d: 4 }; foo(opts);",
+    "const x = { a: 1, b: 2, c: 3, d: 4 };",
+    "function f() { return { a: 1, b: 2, c: 3, d: 4 }; }",
+    "const arr = [{ a: 1, b: 2, c: 3, d: 4 }];",
+    "foo(1, 2, { a: 1, b: 2 });",
+    { code: "foo({ a: 1, b: 2, c: 3, d: 4 });", options: [{ minProperties: 5 }] },
+  ],
+  invalid: [
+    {
+      code: "foo({ a: 1, b: 2, c: 3, d: 4 });",
+      errors: [{ messageId: "tooLarge", data: { count: 4 } }],
+    },
+    {
+      code: "new Widget({ a: 1, b: 2, c: 3, d: 4, e: 5 });",
+      errors: [{ messageId: "tooLarge", data: { count: 5 } }],
+    },
+    {
+      code: "foo(1, { a: 1, b: 2, c: 3, d: 4 });",
+      errors: [{ messageId: "tooLarge" }],
+    },
+    {
+      code: "foo({ a: 1, ...rest, c: 3, d: 4 });",
+      errors: [{ messageId: "tooLarge", data: { count: 4 } }],
+    },
+    {
+      code: "foo({ a: 1, b: 2, c: 3 });",
+      options: [{ minProperties: 3 }],
+      errors: [{ messageId: "tooLarge", data: { count: 3 } }],
+    },
+    {
+      code: "outer({ a: 1, b: 2, c: 3, d: 4 }, inner({ e: 5, f: 6, g: 7, h: 8 }));",
+      errors: [{ messageId: "tooLarge" }, { messageId: "tooLarge" }],
+    },
+  ],
+});
diff --git a/ui/litellm-dashboard/tests/eslint-rules/no-long-condition-chain.test.ts b/ui/litellm-dashboard/tests/eslint-rules/no-long-condition-chain.test.ts
new file mode 100644
index 00000000000..4a7fb677190
--- /dev/null
+++ b/ui/litellm-dashboard/tests/eslint-rules/no-long-condition-chain.test.ts
@@ -0,0 +1,51 @@
+import { RuleTester } from "eslint";
+import rule from "../../scripts/eslint-rules/no-long-condition-chain.mjs";
+
+const ruleTester = new RuleTester({
+  languageOptions: { ecmaVersion: "latest", sourceType: "module" },
+});
+
+ruleTester.run("no-long-condition-chain", rule as never, {
+  valid: [
+    "const x = a && b && c;",
+    "const x = a || b || c;",
+    "const x = a && (b || c);",
+    "const x = a && b;",
+    "if (a || b || c) {}",
+    "const x = a ?? b ?? c;",
+    "const url = a ?? b ?? c ?? d;",
+    "const x = (a && b) ?? c ?? d;",
+    { code: "const x = a && b && c && d;", options: [{ minConditions: 5 }] },
+  ],
+  invalid: [
+    {
+      code: "const x = a && b && c && d;",
+      errors: [{ messageId: "tooMany", data: { count: 4 } }],
+    },
+    {
+      code: "const x = a || b || c || d || e;",
+      errors: [{ messageId: "tooMany", data: { count: 5 } }],
+    },
+    {
+      code: "const x = a && b || c && d;",
+      errors: [{ messageId: "tooMany", data: { count: 4 } }],
+    },
+    {
+      code: "if (!a && !b && !c && !d) {}",
+      errors: [{ messageId: "tooMany", data: { count: 4 } }],
+    },
+    {
+      code: "const x = a && (b || c);",
+      options: [{ minConditions: 3 }],
+      errors: [{ messageId: "tooMany", data: { count: 3 } }],
+    },
+    {
+      code: "const x = (a && b && c && d) || (e && f && g && h);",
+      errors: [{ messageId: "tooMany", data: { count: 8 } }],
+    },
+    {
+      code: "const x = (a && b && c && d) ?? fallback;",
+      errors: [{ messageId: "tooMany", data: { count: 4 } }],
+    },
+  ],
+});

From 34aedc40c6467e8a81dbd18e8df71d20cb6bcd96 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Wed, 8 Jul 2026 14:50:27 -0700
Subject: [PATCH 134/370] test(ui): mock LicenseExpiryBanner in the dashboard
 layout test

The layout test renders DashboardShell without a QueryClientProvider and mocks
DebugWarningBanner to null for exactly that reason. The new LicenseExpiryBanner
also uses a React Query hook, so it needs the same treatment; without it the
test threw "No QueryClient set". Runtime is unaffected: the app mounts a
QueryClientProvider above the layout (DebugWarningBanner already relies on it)
---
 ui/litellm-dashboard/src/app/(dashboard)/layout.test.tsx | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/ui/litellm-dashboard/src/app/(dashboard)/layout.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/layout.test.tsx
index af68d9f87e9..7573ddb5a0f 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/layout.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/layout.test.tsx
@@ -21,6 +21,10 @@ vi.mock("@/components/DebugWarningBanner", () => ({
   DebugWarningBanner: () => null,
 }));
 
+vi.mock("@/components/LicenseExpiryBanner", () => ({
+  LicenseExpiryBanner: () => null,
+}));
+
 vi.mock("@/contexts/ThemeContext", () => ({
   ThemeProvider: ({ children }: { children: React.ReactNode }) => <>{children}</>,
 }));

From 528fa380f5a271865af9f85228148131063bdf2b Mon Sep 17 00:00:00 2001
From: yucheng-berri <yucheng@berri.ai>
Date: Wed, 8 Jul 2026 15:05:27 -0700
Subject: [PATCH 135/370] fix(guardrails): forward grayswan scan id header
 (#32544)

* fix(guardrails): forward grayswan scan id header

* test(guardrails): cover grayswan scan id forwarding

* fix(guardrails): prevent overwriting existing metadata headers when extracting scan id

* test(guardrails): cover header merging logic

* chore(guardrails): fix formatting

* test(guardrails): enforce case preservation

* chore(guardrails): corrected grayswan type annotations

* fix(guardrails): sanitized grayswan header metadata

* test(guardrails): covered grayswan logging headers

* fix(guardrails): guard grayswan header lookup against None and drop dead comment

- Fall back to {} when proxy_server_request is explicitly None so
  request_data.get(...).get('headers') never raises AttributeError.
- Remove the commented-out user_api_key_auth pop; it was inert and
  greptile called it out as ambiguous.

---------

Co-authored-by: Theodore Drzewinski <93957989+tediferJones@users.noreply.github.com>
---
 .../guardrail_hooks/grayswan/grayswan.py      |  48 +++++-
 .../guardrail_hooks/test_grayswan.py          | 147 ++++++++++++++----
 2 files changed, 159 insertions(+), 36 deletions(-)

diff --git a/litellm/proxy/guardrails/guardrail_hooks/grayswan/grayswan.py b/litellm/proxy/guardrails/guardrail_hooks/grayswan/grayswan.py
index a14d2fc8608..9805b1a9117 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/grayswan/grayswan.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/grayswan/grayswan.py
@@ -213,7 +213,7 @@ async def apply_guardrail(
             verbose_proxy_logger.debug("Gray Swan Guardrail: dynamic extra_body=%s", safe_dumps(dynamic_body))
 
         # Prepare and send payload
-        payload = self._prepare_payload(messages, dynamic_body, request_data)
+        payload = self._prepare_payload(messages, dynamic_body, request_data, logging_obj)
         if payload is None:
             return inputs
 
@@ -502,10 +502,38 @@ def _prepare_headers(self) -> Dict[str, str]:
             "grayswan-api-key": self.api_key,
         }
 
+    def _extract_inbound_headers(
+        self,
+        request_data: dict,
+        logging_obj: Optional["LiteLLMLoggingObj"] = None,
+    ) -> Optional[dict[str, str]]:
+        headers = (request_data.get("proxy_server_request") or {}).get("headers")
+        if not headers:
+            headers = request_data.get("headers")
+        if not headers:
+            headers = (request_data.get("metadata") or {}).get("headers")
+        if not headers and logging_obj and getattr(logging_obj, "model_call_details", None):
+            headers = (
+                (logging_obj.model_call_details or {}).get("litellm_params", {}).get("metadata", {}).get("headers")
+            )
+        if not isinstance(headers, dict):
+            return None
+
+        forwarded_header_names = ("shade_scan_id",)
+        forwarded_headers = {}
+        for key, value in headers.items():
+            if str(key).lower() in forwarded_header_names:
+                forwarded_headers[str(key)] = str(value)
+        return forwarded_headers or None
+
     def _prepare_payload(
-        self, messages: List[Dict[str, str]], dynamic_body: dict, request_data: dict
-    ) -> Optional[Dict[str, Any]]:
-        payload: Dict[str, Any] = {"messages": messages}
+        self,
+        messages: list[dict[str, str]],
+        dynamic_body: dict,
+        request_data: dict,
+        logging_obj: Optional["LiteLLMLoggingObj"] = None,
+    ) -> Optional[dict[str, Any]]:
+        payload: dict[str, Any] = {"messages": messages}
 
         categories = dynamic_body.get("categories") or self.categories
         if categories:
@@ -523,10 +551,16 @@ def _prepare_payload(
         if "metadata" in dynamic_body:
             payload["metadata"] = dynamic_body["metadata"]
 
+        inbound_headers = self._extract_inbound_headers(request_data, logging_obj)
+
         litellm_metadata = request_data.get("litellm_metadata")
-        if isinstance(litellm_metadata, dict) and litellm_metadata:
-            cleaned_litellm_metadata = dict(litellm_metadata)
-            # cleaned_litellm_metadata.pop("user_api_key_auth", None)
+        cleaned_litellm_metadata = dict(litellm_metadata) if isinstance(litellm_metadata, dict) else {}
+        if inbound_headers:
+            existing_headers = cleaned_litellm_metadata.get("headers")
+            cleaned_litellm_metadata["headers"] = (
+                {**existing_headers, **inbound_headers} if isinstance(existing_headers, dict) else inbound_headers
+            )
+        if cleaned_litellm_metadata:
             sanitized = safe_json_loads(safe_dumps(cleaned_litellm_metadata), default={})
             if isinstance(sanitized, dict) and sanitized:
                 payload["litellm_metadata"] = sanitized
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_grayswan.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_grayswan.py
index f2e7447239f..53af7f36a5f 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_grayswan.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_grayswan.py
@@ -5,6 +5,7 @@
 
 from litellm.integrations.custom_guardrail import ModifyResponseException
 from litellm.proxy._types import UserAPIKeyAuth
+from litellm.proxy.guardrails.guardrail_hooks.grayswan import grayswan as grayswan_module
 from litellm.proxy.guardrails.guardrail_hooks.grayswan.grayswan import (
     GraySwanGuardrail,
     GraySwanGuardrailAPIError,
@@ -70,12 +71,118 @@ def test_prepare_payload_includes_dynamic_metadata(
     assert payload["metadata"] == dynamic_body["metadata"]
 
 
+def test_prepare_payload_forwards_only_scan_id_header(
+    grayswan_guardrail: GraySwanGuardrail,
+) -> None:
+    messages = [{"role": "user", "content": "hello"}]
+    request_data = {
+        "proxy_server_request": {
+            "headers": {
+                "SHADE_SCAN_ID": "scan-123",
+                "authorization": "Bearer secret",
+            }
+        },
+        "litellm_metadata": {"request_id": "request-123"},
+    }
+
+    payload = grayswan_guardrail._prepare_payload(messages, {}, request_data)
+
+    assert payload["litellm_metadata"] == {
+        "request_id": "request-123",
+        "headers": {"SHADE_SCAN_ID": "scan-123"},
+    }
+
+
+def test_prepare_payload_merges_scan_id_with_existing_metadata_headers(
+    grayswan_guardrail: GraySwanGuardrail,
+) -> None:
+    messages = [{"role": "user", "content": "hello"}]
+    request_data = {
+        "proxy_server_request": {
+            "headers": {
+                "shade_scan_id": "scan-123",
+            }
+        },
+        "litellm_metadata": {
+            "request_id": "request-123",
+            "headers": {"x-existing": "keep-me"},
+        },
+    }
+
+    payload = grayswan_guardrail._prepare_payload(messages, {}, request_data)
+
+    assert payload["litellm_metadata"] == {
+        "request_id": "request-123",
+        "headers": {
+            "x-existing": "keep-me",
+            "shade_scan_id": "scan-123",
+        },
+    }
+
+
+def test_prepare_payload_sanitizes_headers_when_litellm_metadata_absent(
+    monkeypatch: pytest.MonkeyPatch,
+    grayswan_guardrail: GraySwanGuardrail,
+) -> None:
+    messages = [{"role": "user", "content": "hello"}]
+    request_data = {
+        "proxy_server_request": {
+            "headers": {
+                "shade_scan_id": "scan-123",
+            }
+        }
+    }
+
+    monkeypatch.setattr(grayswan_module, "safe_dumps", lambda _data: "{}")
+
+    payload = grayswan_guardrail._prepare_payload(messages, {}, request_data)
+
+    assert "litellm_metadata" not in payload
+
+
+def test_prepare_payload_extracts_headers_from_logging_obj(
+    grayswan_guardrail: GraySwanGuardrail,
+) -> None:
+    messages = [{"role": "user", "content": "hello"}]
+    request_data = {}
+    logging_obj = type(
+        "LoggingObj",
+        (),
+        {
+            "model_call_details": {
+                "litellm_params": {
+                    "metadata": {
+                        "headers": {
+                            "shade_scan_id": "scan-from-logging",
+                            "authorization": "Bearer secret",
+                        }
+                    }
+                }
+            }
+        },
+    )()
+
+    payload = grayswan_guardrail._prepare_payload(messages, {}, request_data, logging_obj)
+
+    assert payload["litellm_metadata"] == {
+        "headers": {"shade_scan_id": "scan-from-logging"},
+    }
+
+
+def test_prepare_payload_ignores_logging_obj_without_model_call_details(
+    grayswan_guardrail: GraySwanGuardrail,
+) -> None:
+    messages = [{"role": "user", "content": "hello"}]
+
+    payload = grayswan_guardrail._prepare_payload(messages, {}, {}, object())
+
+    assert "litellm_metadata" not in payload
+
+
 def test_process_response_does_not_block_under_threshold(
     grayswan_guardrail: GraySwanGuardrail,
 ) -> None:
-    grayswan_guardrail._process_grayswan_response(
-        {"violation": 0.3, "violated_rules": []}
-    )
+    grayswan_guardrail._process_grayswan_response({"violation": 0.3, "violated_rules": []})
 
 
 def test_process_response_blocks_when_threshold_exceeded() -> None:
@@ -127,16 +234,12 @@ def __init__(self, payload: dict):
         self.calls: list[dict] = []
 
     async def post(self, *, url: str, headers: dict, json: dict, timeout: float):
-        self.calls.append(
-            {"url": url, "headers": headers, "json": json, "timeout": timeout}
-        )
+        self.calls.append({"url": url, "headers": headers, "json": json, "timeout": timeout})
         return _DummyResponse(self.payload)
 
 
 @pytest.mark.asyncio
-async def test_run_guardrail_posts_payload(
-    monkeypatch, grayswan_guardrail: GraySwanGuardrail
-) -> None:
+async def test_run_guardrail_posts_payload(monkeypatch, grayswan_guardrail: GraySwanGuardrail) -> None:
     dummy_client = _DummyClient({"violation": 0.1})
     grayswan_guardrail.async_handler = dummy_client
 
@@ -308,9 +411,7 @@ def test_process_response_passthrough_raises_exception_in_pre_call() -> None:
 
     # Should raise ModifyResponseException
     with pytest.raises(ModifyResponseException) as exc:
-        guardrail._process_grayswan_response(
-            response_json, data, GuardrailEventHooks.pre_call
-        )
+        guardrail._process_grayswan_response(response_json, data, GuardrailEventHooks.pre_call)
 
     assert "Gray Swan Cygnal Guardrail" in exc.value.message
     assert exc.value.model == "gpt-4"
@@ -338,9 +439,7 @@ def test_process_response_passthrough_raises_exception_in_during_call() -> None:
 
     # Should raise ModifyResponseException
     with pytest.raises(ModifyResponseException) as exc:
-        guardrail._process_grayswan_response(
-            response_json, data, GuardrailEventHooks.during_call
-        )
+        guardrail._process_grayswan_response(response_json, data, GuardrailEventHooks.during_call)
 
     assert "Gray Swan Cygnal Guardrail" in exc.value.message
     assert exc.value.model == "gpt-4"
@@ -365,9 +464,7 @@ def test_process_response_passthrough_stores_detection_info_in_post_call() -> No
     }
 
     # Should NOT raise an exception in post_call
-    guardrail._process_grayswan_response(
-        response_json, data, GuardrailEventHooks.post_call
-    )
+    guardrail._process_grayswan_response(response_json, data, GuardrailEventHooks.post_call)
 
     # Verify detection info was stored in metadata
     assert "metadata" in data
@@ -400,9 +497,7 @@ def test_process_response_passthrough_does_not_raise_if_under_threshold() -> Non
     }
 
     # Should not raise an exception since under threshold
-    guardrail._process_grayswan_response(
-        response_json, data, GuardrailEventHooks.pre_call
-    )
+    guardrail._process_grayswan_response(response_json, data, GuardrailEventHooks.pre_call)
 
     # Should not have any detection info since it didn't exceed threshold
     assert "guardrail_detections" not in data.get("metadata", {})
@@ -436,10 +531,7 @@ def test_format_violation_message() -> None:
     assert "Gray Swan Cygnal Guardrail" in message
     assert "the input query has a violation score of 0.85" in message
     assert "violating the rule(s): 1, 3, 5" in message
-    assert (
-        "Mutation effort to make the harmful intention disguised was DETECTED"
-        in message
-    )
+    assert "Mutation effort to make the harmful intention disguised was DETECTED" in message
     # IPI should not be in message since it's False
     assert "Indirect Prompt Injection was DETECTED" not in message
 
@@ -450,10 +542,7 @@ def test_format_violation_message() -> None:
     assert "Gray Swan Cygnal Guardrail" in message
     assert "the model response has a violation score of 0.85" in message
     assert "violating the rule(s): 1, 3, 5" in message
-    assert (
-        "Mutation effort to make the harmful intention disguised was DETECTED"
-        in message
-    )
+    assert "Mutation effort to make the harmful intention disguised was DETECTED" in message
 
 
 def test_prepare_payload_includes_litellm_metadata(

From 641396762ac8e363325ae1e177e8079e4edec9e4 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Wed, 8 Jul 2026 15:17:13 -0700
Subject: [PATCH 136/370] refactor(ui): conform license banner to new eslint
 rules

Staging recently added the local eslint rules no-large-inline-object-arg and
no-long-condition-chain and tightened no-nested-ternary to an error. After
merging staging, the license-banner code tripped them: the banner's tiered
description was a nested ternary (now an error), and two option objects were
passed inline (adding budget debt). Extract the description into an
early-return helper, and hoist the useQuery options and the date-format options
into named constants. No behavior change; keeps the inline-object-arg count at
the committed baseline rather than bumping it
---
 .../hooks/license/useLicenseInfo.ts           |  5 +++--
 .../src/components/LicenseExpiryBanner.tsx    | 19 +++++++++++--------
 .../src/utils/licenseUtils.ts                 | 14 ++++++++------
 3 files changed, 22 insertions(+), 16 deletions(-)

diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/license/useLicenseInfo.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/license/useLicenseInfo.ts
index f4574c36ef6..3ea0bd20e40 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/hooks/license/useLicenseInfo.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/license/useLicenseInfo.ts
@@ -5,11 +5,12 @@ import { createQueryKeys } from "../common/queryKeysFactory";
 const licenseInfoKeys = createQueryKeys("licenseInfo");
 
 export const useLicenseInfo = (accessToken: string | null | undefined): UseQueryResult<LicenseInfo | null> => {
-  return useQuery<LicenseInfo | null>({
+  const options = {
     queryKey: licenseInfoKeys.detail("license"),
     queryFn: () => getLicenseInfo(accessToken!),
     enabled: Boolean(accessToken),
     staleTime: 5 * 60 * 1000,
     retry: false,
-  });
+  };
+  return useQuery<LicenseInfo | null>(options);
 };
diff --git a/ui/litellm-dashboard/src/components/LicenseExpiryBanner.tsx b/ui/litellm-dashboard/src/components/LicenseExpiryBanner.tsx
index e5b8a65168a..c3b20b5fac0 100644
--- a/ui/litellm-dashboard/src/components/LicenseExpiryBanner.tsx
+++ b/ui/litellm-dashboard/src/components/LicenseExpiryBanner.tsx
@@ -29,6 +29,16 @@ const describeCountdown = (days: number): string => {
   return `expires in ${days} days`;
 };
 
+const expiryDescription = (tier: "warning" | "critical" | "expired"): React.ReactNode => {
+  if (tier === "expired") {
+    return <>Enterprise features are now disabled. Reach out to {salesLink} to restore access</>;
+  }
+  if (tier === "critical") {
+    return <>Renew now to avoid losing enterprise features. Reach out to {salesLink}</>;
+  }
+  return <>Renew before it lapses to keep enterprise features. Reach out to {salesLink}</>;
+};
+
 export const LicenseExpiryBannerView: React.FC<LicenseExpiryBannerViewProps> = ({ licenseInfo }) => {
   const [locallyDismissed, setLocallyDismissed] = useState(false);
 
@@ -56,14 +66,7 @@ export const LicenseExpiryBannerView: React.FC<LicenseExpiryBannerViewProps> = (
       ? `Your LiteLLM Enterprise license expired on ${formattedDate}`
       : `Your LiteLLM Enterprise license ${describeCountdown(days)} (${formattedDate})`;
 
-  const description =
-    tier === "expired" ? (
-      <>Enterprise features are now disabled. Reach out to {salesLink} to restore access</>
-    ) : tier === "critical" ? (
-      <>Renew now to avoid losing enterprise features. Reach out to {salesLink}</>
-    ) : (
-      <>Renew before it lapses to keep enterprise features. Reach out to {salesLink}</>
-    );
+  const description = expiryDescription(tier);
 
   const handleClose = () => {
     if (typeof window !== "undefined") {
diff --git a/ui/litellm-dashboard/src/utils/licenseUtils.ts b/ui/litellm-dashboard/src/utils/licenseUtils.ts
index b2681664c56..57acad85508 100644
--- a/ui/litellm-dashboard/src/utils/licenseUtils.ts
+++ b/ui/litellm-dashboard/src/utils/licenseUtils.ts
@@ -35,15 +35,17 @@ export const getLicenseExpiryTier = (expirationDate: string | null, now: Date =
   return "none";
 };
 
+const EXPIRY_DATE_FORMAT: Intl.DateTimeFormatOptions = {
+  year: "numeric",
+  month: "short",
+  day: "numeric",
+  timeZone: "UTC",
+};
+
 export const formatExpiryDate = (expirationDate: string): string => {
   const date = new Date(`${expirationDate}T00:00:00Z`);
   if (Number.isNaN(date.getTime())) {
     return expirationDate;
   }
-  return date.toLocaleDateString("en-US", {
-    year: "numeric",
-    month: "short",
-    day: "numeric",
-    timeZone: "UTC",
-  });
+  return date.toLocaleDateString("en-US", EXPIRY_DATE_FORMAT);
 };

From bd23c44cb197e71143c4bae838b8af0da1869971 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Wed, 8 Jul 2026 15:28:28 -0700
Subject: [PATCH 137/370] refactor(ui): consolidate table cells onto a shared
 table_cells kit (#32393)

* feat(ui): add shared table_cells kit and convert logs columns

DateCell, MoneyCell, IdCell and StatusBadge consolidate the duplicated
per-table cell implementations behind one component each. The logs page
columns are the reference conversion; the dead auditLogColumns export
(superseded by audit_logs.tsx) is removed with it

* refactor(ui): consolidate table cells onto the shared table_cells kit

106 cell sites across 44 table files converge onto DateCell, MoneyCell,
IdCell and StatusBadge, replacing 8 date formats, 6 spend formats, 7 id
truncation strategies and 6 status badge styles with one implementation
each. Badge now forwards refs so Base UI tooltip triggers composed over
it can attach (they previously never opened under React 18). TimeCell
is deleted; its two consumers now render DateCell

* fix(ui): suppress cost tooltip for zero spend and drop dead getStatusBadge param

The logs Cost tooltip showed the raw $0 over a "-" cell for zero or
null spend (pre-existing, surfaced by review); the tooltip now only
renders when there is a real amount. healthCheckColumns no longer takes
the unused getStatusBadge callback and its dead definition is removed

* fix(ui): restyle StatusBadge as tinted pill matching the prior antd Tag look

* fix(ui): keep StatusBadge fully rounded like the other kit pills
---
 ui/litellm-dashboard/eslint-metrics.json      |   4 +-
 ui/litellm-dashboard/eslint-suppressions.json |   7 +-
 .../components/AccessGroupsPage.tsx           |  21 +-
 .../budgets/components/budget_panel.tsx       |   5 +-
 .../memory/components/MemoryView.tsx          |  32 +--
 .../projects/components/ProjectKeysTable.tsx  |   5 +-
 .../projects/components/ProjectsPage.tsx      |  18 +-
 .../prompts/components/prompt_table.tsx       |  59 +----
 .../_components/SearchToolColumn.tsx          |  14 +-
 .../users/_components/BulkEditUsers.test.tsx  |   2 +-
 .../users/_components/BulkEditUsers.tsx       |   3 +-
 .../users/_components/view_users.test.tsx     |   3 +-
 .../users/_components/view_users/columns.tsx  |  42 +---
 .../components/AIHub/AgentHubTableColumns.tsx |  13 +-
 .../DeletedKeysTable/DeletedKeysTable.tsx     |  49 +----
 .../DeletedTeamsTable/DeletedTeamsTable.tsx   |  50 +----
 .../src/components/OldTeams.tsx               |  23 +-
 .../LoggingCallbacksTable.tsx                 |  14 +-
 .../src/components/ToolPolicies.tsx           |  14 +-
 .../components/EndpointUsageTable.test.tsx    |   6 -
 .../components/EndpointUsageTable.tsx         |   4 +-
 .../components/EntityUsage/EntityUsage.tsx    |   9 +-
 .../EntityUsage/SpendByProvider.test.tsx      |  10 +-
 .../EntityUsage/SpendByProvider.tsx           |   5 +-
 .../EntityUsage/TopKeyView.test.tsx           |  27 +--
 .../components/EntityUsage/TopKeyView.tsx     |  23 +-
 .../EntityUsage/TopModelView.test.tsx         |   2 +-
 .../components/EntityUsage/TopModelView.tsx   |   6 +-
 .../components/KeyModelUsageView.test.tsx     |   2 +-
 .../components/KeyModelUsageView.tsx          |   3 +-
 .../VirtualKeysPage/VirtualKeysTable.test.tsx |  10 +-
 .../VirtualKeysPage/VirtualKeysTable.tsx      |  79 ++-----
 .../src/components/agents.tsx                 |  21 +-
 .../claude_code_plugins/plugin_table.tsx      |  34 +--
 .../src/components/general_settings.tsx       |  12 +-
 .../components/guardrails/guardrail_table.tsx |  52 +----
 .../src/components/mcp_hub_table_columns.tsx  |  21 +-
 .../components/mcp_tools/MCPToolsetsTab.tsx   |  13 +-
 .../model_dashboard/HealthCheckComponent.tsx  |  18 +-
 .../model_dashboard/health_check_columns.tsx  |  25 ++-
 .../components/model_hub_table_columns.tsx    |   9 +-
 .../molecules/models/columns.test.tsx         |  58 +++++
 .../components/molecules/models/columns.tsx   |  54 ++---
 .../organization/organization_view.tsx        |   3 +-
 .../src/components/organizations.tsx          |  32 ++-
 .../src/components/pass_through_settings.tsx  |  16 +-
 .../policies/attachment_table.test.tsx        |   7 +-
 .../components/policies/attachment_table.tsx  |  25 +--
 .../src/components/policies/policy_table.tsx  |  16 +-
 .../shared/table_cells/cell_tooltip.tsx       |  21 ++
 .../shared/table_cells/date_cell.test.tsx     |  57 +++++
 .../shared/table_cells/date_cell.tsx          |  41 ++++
 .../shared/table_cells/id_cell.test.tsx       |  78 +++++++
 .../components/shared/table_cells/id_cell.tsx |  94 ++++++++
 .../components/shared/table_cells/index.ts    |   5 +
 .../shared/table_cells/money_cell.test.tsx    |  44 ++++
 .../shared/table_cells/money_cell.tsx         |  23 ++
 .../shared/table_cells/status_badge.test.tsx  |  42 ++++
 .../shared/table_cells/status_badge.tsx       |  38 ++++
 .../components/skill_hub_table_columns.tsx    |   8 +-
 .../tag_management/TagTable.test.tsx          |  18 +-
 .../components/tag_management/TagTable.tsx    |  39 +---
 .../components/team/TeamMemberTab.test.tsx    |  27 ++-
 .../src/components/team/TeamMemberTab.tsx     |  36 +---
 .../components/team/TeamVirtualKeysTable.tsx  |  76 ++-----
 .../src/components/ui/badge.tsx               |  22 +-
 ui/litellm-dashboard/src/components/usage.tsx |   9 +-
 .../DocumentsTable.tsx                        |  17 +-
 .../VectorStoreTable.test.tsx                 |   9 +-
 .../VectorStoreTable.tsx                      |  25 +--
 .../src/components/view_logs/audit_logs.tsx   |  12 +-
 .../src/components/view_logs/columns.test.tsx |  56 +++++
 .../src/components/view_logs/columns.tsx      | 202 ++----------------
 .../components/view_logs/time_cell.test.tsx   |  36 ----
 .../src/components/view_logs/time_cell.tsx    |  42 ----
 75 files changed, 918 insertions(+), 1139 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/shared/table_cells/cell_tooltip.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/table_cells/date_cell.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/table_cells/date_cell.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/table_cells/id_cell.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/table_cells/id_cell.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/table_cells/index.ts
 create mode 100644 ui/litellm-dashboard/src/components/shared/table_cells/money_cell.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/table_cells/money_cell.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/table_cells/status_badge.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/table_cells/status_badge.tsx
 create mode 100644 ui/litellm-dashboard/src/components/view_logs/columns.test.tsx
 delete mode 100644 ui/litellm-dashboard/src/components/view_logs/time_cell.test.tsx
 delete mode 100644 ui/litellm-dashboard/src/components/view_logs/time_cell.tsx

diff --git a/ui/litellm-dashboard/eslint-metrics.json b/ui/litellm-dashboard/eslint-metrics.json
index f4dc89c5b80..ded6ab97e1e 100644
--- a/ui/litellm-dashboard/eslint-metrics.json
+++ b/ui/litellm-dashboard/eslint-metrics.json
@@ -1,7 +1,7 @@
 {
-  "@typescript-eslint/no-explicit-any": 1988,
+  "@typescript-eslint/no-explicit-any": 1982,
   "complexity": 128,
-  "local/no-large-inline-object-arg": 513,
+  "local/no-large-inline-object-arg": 512,
   "local/no-long-condition-chain": 233,
   "max-depth": 59,
   "no-console": 15
diff --git a/ui/litellm-dashboard/eslint-suppressions.json b/ui/litellm-dashboard/eslint-suppressions.json
index b077338c75b..fe8f182c106 100644
--- a/ui/litellm-dashboard/eslint-suppressions.json
+++ b/ui/litellm-dashboard/eslint-suppressions.json
@@ -1650,7 +1650,7 @@
       "count": 1
     },
     "no-restricted-imports": {
-      "count": 2
+      "count": 1
     }
   },
   "src/components/guardrails/tool_permission/ToolPermissionRulesEditor.tsx": {
@@ -2491,11 +2491,6 @@
       "count": 4
     }
   },
-  "src/components/view_logs/columns.tsx": {
-    "no-restricted-imports": {
-      "count": 1
-    }
-  },
   "src/components/view_logs/index.tsx": {
     "no-restricted-imports": {
       "count": 1
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/access-groups/components/AccessGroupsPage.tsx b/ui/litellm-dashboard/src/app/(dashboard)/access-groups/components/AccessGroupsPage.tsx
index c3dd1d54b32..dbbf4e35900 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/access-groups/components/AccessGroupsPage.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/access-groups/components/AccessGroupsPage.tsx
@@ -19,6 +19,7 @@ import {
   SortState,
   TableHeaderSortDropdown,
 } from "@/components/common_components/TableHeaderSortDropdown/TableHeaderSortDropdown";
+import { DateCell, IdCell } from "@/components/shared/table_cells";
 import { AccessGroupDetail } from "./AccessGroupsDetailsPage";
 import { AccessGroupCreateModal } from "./AccessGroupsModal/AccessGroupCreateModal";
 import { AccessGroup } from "./types";
@@ -143,21 +144,7 @@ export function AccessGroupsPage() {
         header: () => <span>ID</span>,
         enableSorting: false,
         size: 170,
-        cell: ({ row }) => {
-          const record = row.original;
-          return (
-            <Tooltip title={record.id}>
-              <Text
-                ellipsis
-                className="text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs cursor-pointer"
-                style={{ fontSize: 14, padding: "1px 8px" }}
-                onClick={() => setSelectedGroupId(record.id)}
-              >
-                {record.id}
-              </Text>
-            </Tooltip>
-          );
-        },
+        cell: ({ row }) => <IdCell value={row.original.id} onClick={setSelectedGroupId} />,
       },
       {
         id: "name",
@@ -211,7 +198,7 @@ export function AccessGroupsPage() {
         header: () => <span>Created</span>,
         enableSorting: true,
         sortingFn: "datetime",
-        cell: ({ getValue }) => new Date(getValue() as string).toLocaleDateString(),
+        cell: ({ getValue }) => <DateCell value={getValue() as string} precision="date" />,
         meta: { responsive: ["lg"] },
       },
       {
@@ -219,7 +206,7 @@ export function AccessGroupsPage() {
         accessorKey: "updatedAt",
         header: () => <span>Updated</span>,
         enableSorting: false,
-        cell: ({ getValue }) => new Date(getValue() as string).toLocaleDateString(),
+        cell: ({ getValue }) => <DateCell value={getValue() as string} precision="date" />,
         meta: { responsive: ["xl"] },
       },
       ...(canModify
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/budgets/components/budget_panel.tsx b/ui/litellm-dashboard/src/app/(dashboard)/budgets/components/budget_panel.tsx
index 0e601645c20..af15a99f0b4 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/budgets/components/budget_panel.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/budgets/components/budget_panel.tsx
@@ -25,6 +25,7 @@ import DeleteResourceModal from "@/components/common_components/DeleteResourceMo
 import TableIconActionButton from "@/components/common_components/IconActionButton/TableIconActionButtons/TableIconActionButton";
 import NotificationsManager from "@/components/molecules/notifications_manager";
 import { useBudgets, useDeleteBudget, budgetItem } from "@/app/(dashboard)/hooks/budgets/useBudgets";
+import { MoneyCell } from "@/components/shared/table_cells";
 import BudgetModal from "./budget_modal";
 import EditBudgetModal from "./edit_budget_modal";
 import { CREATE_END_USER_CURL_COMMAND, CHAT_COMPLETIONS_CURL_COMMAND, OPENAI_SDK_PYTHON_CODE } from "./constants";
@@ -127,7 +128,9 @@ const BudgetPanel: React.FC<BudgetSettingsPageProps> = ({ accessToken }) => {
                       .map((value: budgetItem) => (
                         <TableRow key={value.budget_id}>
                           <TableCell>{value.budget_id}</TableCell>
-                          <TableCell>{value.max_budget ? value.max_budget : "n/a"}</TableCell>
+                          <TableCell>
+                            <MoneyCell value={value.max_budget} decimals={2} showZero emptyText="Unlimited" />
+                          </TableCell>
                           <TableCell>{value.tpm_limit ? value.tpm_limit : "n/a"}</TableCell>
                           <TableCell>{value.rpm_limit ? value.rpm_limit : "n/a"}</TableCell>
                           {canModify && (
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/memory/components/MemoryView.tsx b/ui/litellm-dashboard/src/app/(dashboard)/memory/components/MemoryView.tsx
index 402de29e0c5..4ee784f4664 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/memory/components/MemoryView.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/memory/components/MemoryView.tsx
@@ -2,7 +2,7 @@
 
 import React, { useMemo, useState } from "react";
 import { useMutation, useQuery, useQueryClient } from "@tanstack/react-query";
-import { Button, Card, Drawer, Empty, Input, Space, Table, Tooltip, Typography, message } from "antd";
+import { Button, Card, Drawer, Empty, Input, Space, Table, Typography, message } from "antd";
 import type { ColumnsType } from "antd/es/table";
 import {
   DeleteOutlined,
@@ -13,6 +13,7 @@ import {
   SearchOutlined,
 } from "@ant-design/icons";
 import { MemoryRow, createMemory, deleteMemory, fetchMemoryList, updateMemory } from "@/components/networking";
+import { DateCell, IdCell } from "@/components/shared/table_cells";
 import { MemoryEditModal } from "./MemoryEditModal";
 import DeleteResourceModal from "@/components/common_components/DeleteResourceModal";
 
@@ -191,34 +192,13 @@ export const MemoryView: React.FC<MemoryViewProps> = ({ accessToken }) => {
     }
   };
 
-  const renderIdPill = (id: string | null | undefined, onClick?: () => void) => {
-    if (!id) return <Text type="secondary">-</Text>;
-    const short = id.length > 10 ? `${id.slice(0, 7)}...` : id;
-    const pillClass =
-      "font-mono text-blue-600 bg-blue-50 text-xs font-medium px-2 py-0.5 rounded-md border border-blue-200 inline-block max-w-[15ch] truncate whitespace-nowrap";
-    return (
-      <Tooltip title={id}>
-        {onClick ? (
-          <button
-            onClick={onClick}
-            className={`${pillClass} hover:bg-blue-100 cursor-pointer transition-colors text-left`}
-          >
-            {short}
-          </button>
-        ) : (
-          <span className={pillClass}>{short}</span>
-        )}
-      </Tooltip>
-    );
-  };
-
   const columns: ColumnsType<MemoryRow> = [
     {
       title: "ID",
       dataIndex: "memory_id",
       key: "memory_id",
       width: 140,
-      render: (_: unknown, r: MemoryRow) => renderIdPill(r.memory_id, () => setDetailRow(r)),
+      render: (_: unknown, r: MemoryRow) => <IdCell value={r.memory_id} onClick={() => setDetailRow(r)} />,
     },
     {
       title: "Name",
@@ -246,21 +226,21 @@ export const MemoryView: React.FC<MemoryViewProps> = ({ accessToken }) => {
       dataIndex: "user_id",
       key: "user_id",
       width: 160,
-      render: (uid?: string | null) => renderIdPill(uid),
+      render: (uid?: string | null) => <IdCell value={uid} />,
     },
     {
       title: "Team ID",
       dataIndex: "team_id",
       key: "team_id",
       width: 160,
-      render: (tid?: string | null) => renderIdPill(tid),
+      render: (tid?: string | null) => <IdCell value={tid} />,
     },
     {
       title: "Updated",
       dataIndex: "updated_at",
       key: "updated_at",
       width: 180,
-      render: (ts?: string) => <Text type="secondary">{formatTimestamp(ts)}</Text>,
+      render: (ts?: string) => <DateCell value={ts} />,
       // No sorter — backend already returns rows in `updated_at DESC` order,
       // and a client-side sorter on a paginated view would only affect the
       // current page.
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectKeysTable.tsx b/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectKeysTable.tsx
index 7b891078d36..8269c843b98 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectKeysTable.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectKeysTable.tsx
@@ -3,6 +3,7 @@ import { Empty, Table, Tooltip } from "antd";
 import type { ColumnsType } from "antd/es/table";
 import type { SpinProps } from "antd";
 import DefaultProxyAdminTag from "@/components/common_components/DefaultProxyAdminTag";
+import { DateCell } from "@/components/shared/table_cells";
 
 interface ProjectKeysTableProps {
   keys: KeyResponse[];
@@ -33,13 +34,13 @@ const columns: ColumnsType<KeyResponse> = [
     title: "Created",
     dataIndex: "created_at",
     key: "created_at",
-    render: (date: string) => (date ? new Date(date).toLocaleDateString() : "—"),
+    render: (date: string) => <DateCell value={date} precision="date" />,
   },
   {
     title: "Last Active",
     dataIndex: "last_active",
     key: "last_active",
-    render: (date: string | null) => (date ? new Date(date).toLocaleDateString() : "Never"),
+    render: (date: string | null) => <DateCell value={date} precision="date" fallback="Never" />,
   },
 ];
 
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectsPage.tsx b/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectsPage.tsx
index 8a3fc178914..be989229022 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectsPage.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectsPage.tsx
@@ -1,5 +1,6 @@
 import { useProjects, ProjectResponse } from "@/app/(dashboard)/hooks/projects/useProjects";
 import { useTeams } from "@/app/(dashboard)/hooks/teams/useTeams";
+import { DateCell, IdCell } from "@/components/shared/table_cells";
 import { LoadingOutlined, PlusOutlined } from "@ant-design/icons";
 import {
   Button,
@@ -72,18 +73,7 @@ export function ProjectsPage() {
       dataIndex: "project_id",
       key: "project_id",
       width: 170,
-      render: (id: string) => (
-        <Tooltip title={id}>
-          <Text
-            ellipsis
-            className="text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs cursor-pointer"
-            style={{ fontSize: 14, padding: "1px 8px" }}
-            onClick={() => setSelectedProjectId(id)}
-          >
-            {id}
-          </Text>
-        </Tooltip>
-      ),
+      render: (id: string) => <IdCell value={id} onClick={setSelectedProjectId} />,
     },
     {
       title: "Name",
@@ -137,14 +127,14 @@ export function ProjectsPage() {
       key: "created_at",
       sorter: (a, b) => new Date(a.created_at).getTime() - new Date(b.created_at).getTime(),
       responsive: ["lg"],
-      render: (date: string) => new Date(date).toLocaleDateString(),
+      render: (date: string) => <DateCell value={date} precision="date" />,
     },
     {
       title: "Updated",
       dataIndex: "updated_at",
       key: "updated_at",
       responsive: ["xl"],
-      render: (date: string) => new Date(date).toLocaleDateString(),
+      render: (date: string) => <DateCell value={date} precision="date" />,
     },
   ];
 
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_table.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_table.tsx
index 94b242ca4ea..51a03d19e83 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_table.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_table.tsx
@@ -2,8 +2,8 @@ import React, { useState, useEffect } from "react";
 import { Table, TableBody, TableCell, TableHead, TableHeaderCell, TableRow, Button } from "@tremor/react";
 import { SwitchVerticalIcon, ChevronUpIcon, ChevronDownIcon, TrashIcon } from "@heroicons/react/outline";
 import { Tooltip } from "antd";
-import { CopyOutlined } from "@ant-design/icons";
 import { PromptSpec, modelHubCall } from "@/components/networking";
+import { DateCell, IdCell } from "@/components/shared/table_cells";
 import {
   ColumnDef,
   flexRender,
@@ -62,48 +62,11 @@ const PromptTable: React.FC<PromptTableProps> = ({
     fetchModelHubData();
   }, [accessToken]);
 
-  // Format date helper function
-  const formatDate = (dateString?: string) => {
-    if (!dateString) return "-";
-    const date = new Date(dateString);
-    return date.toLocaleString();
-  };
-
-  const copyToClipboard = (text: string) => {
-    navigator.clipboard.writeText(text);
-  };
-
   const columns: ColumnDef<PromptSpec>[] = [
     {
       header: "Prompt ID",
       accessorKey: "prompt_id",
-      cell: (info: any) => {
-        const fullId = String(info.getValue() || "");
-        const displayId = fullId.length > 25 ? `${fullId.slice(0, 25)}...` : fullId;
-        return (
-          <div className="flex items-center gap-2">
-            <Tooltip title={fullId}>
-              <Button
-                size="xs"
-                variant="light"
-                className="font-mono text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs font-normal px-2 py-0.5 text-left overflow-hidden truncate min-w-[220px] justify-start"
-                onClick={() => info.getValue() && onPromptClick?.(info.getValue())}
-              >
-                {displayId}
-              </Button>
-            </Tooltip>
-            <Tooltip title="Copy prompt ID">
-              <CopyOutlined
-                onClick={(e) => {
-                  e.stopPropagation();
-                  copyToClipboard(fullId);
-                }}
-                className="cursor-pointer text-gray-500 hover:text-blue-500 text-xs"
-              />
-            </Tooltip>
-          </div>
-        );
-      },
+      cell: (info: any) => <IdCell value={info.getValue()} onClick={onPromptClick} copyable />,
     },
     {
       header: "Model",
@@ -162,26 +125,12 @@ const PromptTable: React.FC<PromptTableProps> = ({
     {
       header: "Created At",
       accessorKey: "created_at",
-      cell: ({ row }) => {
-        const prompt = row.original;
-        return (
-          <Tooltip title={prompt.created_at}>
-            <span className="text-xs">{formatDate(prompt.created_at)}</span>
-          </Tooltip>
-        );
-      },
+      cell: ({ row }) => <DateCell value={row.original.created_at} />,
     },
     {
       header: "Updated At",
       accessorKey: "updated_at",
-      cell: ({ row }) => {
-        const prompt = row.original;
-        return (
-          <Tooltip title={prompt.updated_at}>
-            <span className="text-xs">{formatDate(prompt.updated_at)}</span>
-          </Tooltip>
-        );
-      },
+      cell: ({ row }) => <DateCell value={row.original.updated_at} />,
     },
     {
       header: "Environment",
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/search-tools/_components/SearchToolColumn.tsx b/ui/litellm-dashboard/src/app/(dashboard)/search-tools/_components/SearchToolColumn.tsx
index 198b3ea095f..3d9fdb2866e 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/search-tools/_components/SearchToolColumn.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/search-tools/_components/SearchToolColumn.tsx
@@ -1,6 +1,7 @@
 import { Tag } from "antd";
 import { ColumnsType } from "antd/es/table";
 import TableIconActionButton from "@/components/common_components/IconActionButton/TableIconActionButtons/TableIconActionButton";
+import { DateCell, IdCell } from "@/components/shared/table_cells";
 import { SearchTool } from "./types";
 
 export const searchToolColumns = (
@@ -20,14 +21,7 @@ export const searchToolColumns = (
         return <span className="text-xs">-</span>;
       }
 
-      return (
-        <button
-          onClick={() => onView(tool.search_tool_id!)}
-          className="font-mono text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs font-normal px-2 py-0.5 text-left cursor-pointer max-w-40"
-        >
-          <span className="truncate block">{tool.search_tool_id}</span>
-        </button>
-      );
+      return <IdCell value={tool.search_tool_id} onClick={onView} />;
     },
   },
   {
@@ -52,7 +46,7 @@ export const searchToolColumns = (
     dataIndex: "created_at",
     key: "created_at",
     render: (_, tool) => {
-      return <span className="text-xs">{tool.created_at ? new Date(tool.created_at).toLocaleDateString() : "-"}</span>;
+      return <DateCell value={tool.created_at} precision="date" />;
     },
   },
   {
@@ -60,7 +54,7 @@ export const searchToolColumns = (
     dataIndex: "updated_at",
     key: "updated_at",
     render: (_, tool) => {
-      return <span className="text-xs">{tool.updated_at ? new Date(tool.updated_at).toLocaleDateString() : "-"}</span>;
+      return <DateCell value={tool.updated_at} precision="date" />;
     },
   },
   {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/BulkEditUsers.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/BulkEditUsers.test.tsx
index f16f5325952..e49ac854e6d 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/BulkEditUsers.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/BulkEditUsers.test.tsx
@@ -91,7 +91,7 @@ describe("BulkEditUserModal", () => {
   it("should display budget information in table", () => {
     renderWithProviders(<BulkEditUserModal {...defaultProps} />);
 
-    expect(screen.getByText("$50")).toBeInTheDocument();
+    expect(screen.getByText("$50.00")).toBeInTheDocument();
     expect(screen.getByText("Unlimited")).toBeInTheDocument();
   });
 
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/BulkEditUsers.tsx b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/BulkEditUsers.tsx
index 9bef2f3a937..7ea53352807 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/BulkEditUsers.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/BulkEditUsers.tsx
@@ -4,6 +4,7 @@ import { userBulkUpdateUserCall, teamBulkMemberAddCall, Member } from "@/compone
 import { UserEditView } from "./user_edit_view";
 import NotificationsManager from "@/components/molecules/notifications_manager";
 import MessageManager from "@/components/molecules/message_manager";
+import { MoneyCell } from "@/components/shared/table_cells";
 
 const { Text, Title } = Typography;
 
@@ -270,7 +271,7 @@ const BulkEditUserModal: React.FC<BulkEditUserModalProps> = ({
                 key: "max_budget",
                 width: "20%",
                 render: (budget: number | null) => (
-                  <Text style={{ fontSize: "12px" }}>{budget !== null ? `$${budget}` : "Unlimited"}</Text>
+                  <MoneyCell value={budget} decimals={2} emptyText="Unlimited" showZero />
                 ),
               },
             ]}
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users.test.tsx
index 241cda3464e..996fd58efc1 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users.test.tsx
@@ -158,7 +158,8 @@ describe("ViewUserDashboard", () => {
     expect(
       screen.getByText("Are you sure you want to delete this user? This action cannot be undone."),
     ).toBeInTheDocument();
-    expect(screen.getByText("user-1")).toBeInTheDocument();
+    const userIdInstances = screen.getAllByText("user-1");
+    expect(userIdInstances.length).toBeGreaterThan(0);
     const emailInstances = screen.getAllByText("test@example.com");
     expect(emailInstances.length).toBeGreaterThan(0);
   });
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users/columns.tsx b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users/columns.tsx
index deeaeeb25f4..fc680cb5b1b 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users/columns.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users/columns.tsx
@@ -3,8 +3,7 @@ import { Badge, Grid, Icon } from "@tremor/react";
 import { Tooltip, Checkbox, Tag } from "antd";
 import { UserInfo } from "@/components/networking";
 import { PencilAltIcon, TrashIcon, InformationCircleIcon, RefreshIcon } from "@heroicons/react/outline";
-import { CopyOutlined } from "@ant-design/icons";
-import { formatNumberWithCommas, copyToClipboard } from "@/utils/dataUtils";
+import { DateCell, IdCell, MoneyCell } from "@/components/shared/table_cells";
 
 interface SelectionOptions {
   selectedUsers: UserInfo[];
@@ -29,24 +28,7 @@ export const columns = (
       header: "User ID",
       accessorKey: "user_id",
       enableSorting: true,
-      cell: ({ row }) => (
-        <div className="flex items-center space-x-2">
-          <Tooltip title={row.original.user_id}>
-            <span className="text-xs">{row.original.user_id ? `${row.original.user_id.slice(0, 7)}...` : "-"}</span>
-          </Tooltip>
-          {row.original.user_id && (
-            <Tooltip title="Copy User ID">
-              <CopyOutlined
-                onClick={(e) => {
-                  e.stopPropagation();
-                  copyToClipboard(row.original.user_id, "User ID copied to clipboard");
-                }}
-                className="cursor-pointer text-gray-500 hover:text-blue-500 text-xs"
-              />
-            </Tooltip>
-          )}
-        </div>
-      ),
+      cell: ({ row }) => <IdCell value={row.original.user_id} variant="plain" copyable />,
     },
     {
       header: "Email",
@@ -93,17 +75,13 @@ export const columns = (
       header: "Spend (USD)",
       accessorKey: "spend",
       enableSorting: true,
-      cell: ({ row }) => (
-        <span className="text-xs">{row.original.spend ? formatNumberWithCommas(row.original.spend, 4) : "-"}</span>
-      ),
+      cell: ({ row }) => <MoneyCell value={row.original.spend} decimals={4} />,
     },
     {
       header: "Budget (USD)",
       accessorKey: "max_budget",
       enableSorting: false,
-      cell: ({ row }) => (
-        <span className="text-xs">{row.original.max_budget !== null ? row.original.max_budget : "Unlimited"}</span>
-      ),
+      cell: ({ row }) => <MoneyCell value={row.original.max_budget} decimals={2} emptyText="Unlimited" showZero />,
     },
     {
       header: () => (
@@ -142,21 +120,13 @@ export const columns = (
       header: "Created At",
       accessorKey: "created_at",
       enableSorting: true,
-      cell: ({ row }) => (
-        <span className="text-xs">
-          {row.original.created_at ? new Date(row.original.created_at).toLocaleDateString() : "-"}
-        </span>
-      ),
+      cell: ({ row }) => <DateCell value={row.original.created_at} precision="date" />,
     },
     {
       header: "Updated At",
       accessorKey: "updated_at",
       enableSorting: false,
-      cell: ({ row }) => (
-        <span className="text-xs">
-          {row.original.updated_at ? new Date(row.original.updated_at).toLocaleDateString() : "-"}
-        </span>
-      ),
+      cell: ({ row }) => <DateCell value={row.original.updated_at} precision="date" />,
     },
     {
       id: "actions",
diff --git a/ui/litellm-dashboard/src/components/AIHub/AgentHubTableColumns.tsx b/ui/litellm-dashboard/src/components/AIHub/AgentHubTableColumns.tsx
index 09b1c147615..ae1a19ff95d 100644
--- a/ui/litellm-dashboard/src/components/AIHub/AgentHubTableColumns.tsx
+++ b/ui/litellm-dashboard/src/components/AIHub/AgentHubTableColumns.tsx
@@ -2,6 +2,7 @@ import { ColumnDef } from "@tanstack/react-table";
 import { Button, Badge, Text } from "@tremor/react";
 import { Tooltip, Tag } from "antd";
 import { CopyOutlined, InfoCircleOutlined } from "@ant-design/icons";
+import { StatusBadge } from "@/components/shared/table_cells";
 
 export interface AgentHubData {
   agent_id?: string;
@@ -194,17 +195,9 @@ export const getAgentHubTableColumns = (
         return publicA - publicB;
       },
       cell: ({ row }) => {
-        const agent = row.original;
+        const isPublic = row.original.is_public === true;
 
-        return agent.is_public === true ? (
-          <Badge color="green" size="xs">
-            Yes
-          </Badge>
-        ) : (
-          <Badge color="gray" size="xs">
-            No
-          </Badge>
-        );
+        return <StatusBadge tone={isPublic ? "success" : "neutral"} label={isPublic ? "Yes" : "No"} />;
       },
       meta: {
         className: "hidden md:table-cell",
diff --git a/ui/litellm-dashboard/src/components/DeletedKeysPage/DeletedKeysTable/DeletedKeysTable.tsx b/ui/litellm-dashboard/src/components/DeletedKeysPage/DeletedKeysTable/DeletedKeysTable.tsx
index bc52bbbe062..d4a120d0589 100644
--- a/ui/litellm-dashboard/src/components/DeletedKeysPage/DeletedKeysTable/DeletedKeysTable.tsx
+++ b/ui/litellm-dashboard/src/components/DeletedKeysPage/DeletedKeysTable/DeletedKeysTable.tsx
@@ -1,5 +1,5 @@
 "use client";
-import { formatNumberWithCommas } from "@/utils/dataUtils";
+import { DateCell, IdCell, MoneyCell } from "@/components/shared/table_cells";
 import { ChevronDownIcon, ChevronUpIcon, SwitchVerticalIcon } from "@heroicons/react/outline";
 import {
   ColumnDef,
@@ -59,14 +59,7 @@ export function DeletedKeysTable({
       header: "Key ID",
       size: 150,
       maxSize: 250,
-      cell: (info) => {
-        const value = info.getValue() as string;
-        return (
-          <Tooltip title={value}>
-            <span className="font-mono text-blue-500 text-xs truncate block max-w-[250px]">{value || "-"}</span>
-          </Tooltip>
-        );
-      },
+      cell: (info) => <IdCell value={info.getValue() as string} variant="plain" />,
     },
     {
       id: "key_alias",
@@ -100,9 +93,7 @@ export function DeletedKeysTable({
       header: "Spend (USD)",
       size: 100,
       maxSize: 140,
-      cell: (info) => (
-        <span className="block max-w-[140px]">{formatNumberWithCommas(info.getValue() as number, 4)}</span>
-      ),
+      cell: (info) => <MoneyCell value={info.getValue() as number} decimals={4} />,
     },
     {
       id: "max_budget",
@@ -110,14 +101,9 @@ export function DeletedKeysTable({
       header: "Budget (USD)",
       size: 110,
       maxSize: 150,
-      cell: (info) => {
-        const maxBudget = info.getValue() as number | null;
-        return (
-          <span className="block max-w-[150px]">
-            {maxBudget === null ? "Unlimited" : `$${formatNumberWithCommas(maxBudget)}`}
-          </span>
-        );
-      },
+      cell: (info) => (
+        <MoneyCell value={info.getValue() as number | null} decimals={0} emptyText="Unlimited" showZero />
+      ),
     },
     {
       id: "user_email",
@@ -140,14 +126,7 @@ export function DeletedKeysTable({
       header: "User ID",
       size: 120,
       maxSize: 200,
-      cell: (info) => {
-        const userId = info.getValue() as string | null;
-        return (
-          <Tooltip title={userId || undefined}>
-            <span className="truncate block max-w-[200px]">{userId || "-"}</span>
-          </Tooltip>
-        );
-      },
+      cell: (info) => <IdCell value={info.getValue() as string | null} variant="plain" />,
     },
     {
       id: "created_at",
@@ -155,12 +134,7 @@ export function DeletedKeysTable({
       header: "Created At",
       size: 120,
       maxSize: 140,
-      cell: (info) => {
-        const value = info.getValue();
-        return (
-          <span className="block max-w-[140px]">{value ? new Date(value as string).toLocaleDateString() : "-"}</span>
-        );
-      },
+      cell: (info) => <DateCell value={info.getValue() as string | null | undefined} precision="date" />,
     },
     {
       id: "created_by",
@@ -183,10 +157,9 @@ export function DeletedKeysTable({
       header: "Deleted At",
       size: 120,
       maxSize: 140,
-      cell: (info) => {
-        const value = (info.row.original as any).deleted_at as string | null | undefined;
-        return <span className="block max-w-[140px]">{value ? new Date(value).toLocaleDateString() : "-"}</span>;
-      },
+      cell: (info) => (
+        <DateCell value={(info.row.original as any).deleted_at as string | null | undefined} precision="date" />
+      ),
     },
     {
       id: "deleted_by",
diff --git a/ui/litellm-dashboard/src/components/DeletedTeamsPage/DeletedTeamsTable/DeletedTeamsTable.tsx b/ui/litellm-dashboard/src/components/DeletedTeamsPage/DeletedTeamsTable/DeletedTeamsTable.tsx
index 57260f6bb2d..ddfd5cf73b6 100644
--- a/ui/litellm-dashboard/src/components/DeletedTeamsPage/DeletedTeamsTable/DeletedTeamsTable.tsx
+++ b/ui/litellm-dashboard/src/components/DeletedTeamsPage/DeletedTeamsTable/DeletedTeamsTable.tsx
@@ -1,5 +1,5 @@
 "use client";
-import { formatNumberWithCommas } from "@/utils/dataUtils";
+import { DateCell, IdCell, MoneyCell } from "@/components/shared/table_cells";
 import { ChevronDownIcon, ChevronUpIcon, SwitchVerticalIcon } from "@heroicons/react/outline";
 import {
   ColumnDef,
@@ -51,14 +51,7 @@ export function DeletedTeamsTable({ teams, isLoading, isFetching }: DeletedTeams
       header: "Team ID",
       size: 150,
       maxSize: 250,
-      cell: (info) => {
-        const value = info.getValue() as string;
-        return (
-          <Tooltip title={value}>
-            <span className="font-mono text-blue-500 text-xs truncate block max-w-[250px]">{value || "-"}</span>
-          </Tooltip>
-        );
-      },
+      cell: (info) => <IdCell value={info.getValue() as string} />,
     },
     {
       id: "created_at",
@@ -66,12 +59,7 @@ export function DeletedTeamsTable({ teams, isLoading, isFetching }: DeletedTeams
       header: "Created",
       size: 120,
       maxSize: 140,
-      cell: (info) => {
-        const value = info.getValue();
-        return (
-          <span className="block max-w-[140px]">{value ? new Date(value as string).toLocaleDateString() : "-"}</span>
-        );
-      },
+      cell: (info) => <DateCell value={info.getValue() as string | null | undefined} precision="date" />,
     },
     {
       id: "spend",
@@ -79,12 +67,7 @@ export function DeletedTeamsTable({ teams, isLoading, isFetching }: DeletedTeams
       header: "Spend (USD)",
       size: 100,
       maxSize: 140,
-      cell: (info) => {
-        const spend = (info.row.original as any).spend as number | undefined;
-        return (
-          <span className="block max-w-[140px]">{spend !== undefined ? formatNumberWithCommas(spend, 4) : "-"}</span>
-        );
-      },
+      cell: (info) => <MoneyCell value={info.getValue() as number | undefined} decimals={4} />,
     },
     {
       id: "max_budget",
@@ -92,14 +75,9 @@ export function DeletedTeamsTable({ teams, isLoading, isFetching }: DeletedTeams
       header: "Budget (USD)",
       size: 110,
       maxSize: 150,
-      cell: (info) => {
-        const maxBudget = info.getValue() as number | null;
-        return (
-          <span className="block max-w-[150px]">
-            {maxBudget === null || maxBudget === undefined ? "No limit" : `$${formatNumberWithCommas(maxBudget)}`}
-          </span>
-        );
-      },
+      cell: (info) => (
+        <MoneyCell value={info.getValue() as number | null} decimals={0} emptyText="Unlimited" showZero />
+      ),
     },
     {
       id: "models",
@@ -148,14 +126,7 @@ export function DeletedTeamsTable({ teams, isLoading, isFetching }: DeletedTeams
       header: "Organization",
       size: 150,
       maxSize: 200,
-      cell: (info) => {
-        const value = info.getValue() as string;
-        return (
-          <Tooltip title={value || undefined}>
-            <span className="truncate block max-w-[200px]">{value || "-"}</span>
-          </Tooltip>
-        );
-      },
+      cell: (info) => <IdCell value={info.getValue() as string} variant="plain" />,
     },
     {
       id: "deleted_at",
@@ -163,10 +134,7 @@ export function DeletedTeamsTable({ teams, isLoading, isFetching }: DeletedTeams
       header: "Deleted At",
       size: 120,
       maxSize: 140,
-      cell: (info) => {
-        const value = (info.row.original as any).deleted_at as string | null | undefined;
-        return <span className="block max-w-[140px]">{value ? new Date(value).toLocaleDateString() : "-"}</span>;
-      },
+      cell: (info) => <DateCell value={info.getValue() as string | null | undefined} precision="date" />,
     },
     {
       id: "deleted_by",
diff --git a/ui/litellm-dashboard/src/components/OldTeams.tsx b/ui/litellm-dashboard/src/components/OldTeams.tsx
index c2cb3d4948e..e83d1acf4e5 100644
--- a/ui/litellm-dashboard/src/components/OldTeams.tsx
+++ b/ui/litellm-dashboard/src/components/OldTeams.tsx
@@ -31,6 +31,7 @@ import type { SorterResult } from "antd/es/table/interface";
 import { KeyIcon, LayersIcon, SearchIcon, UsersIcon } from "lucide-react";
 import React, { useEffect, useMemo, useRef, useState } from "react";
 import { AntDLoadingSpinner } from "@/components/ui/AntDLoadingSpinner";
+import { DateCell, IdCell } from "@/components/shared/table_cells";
 import OrganizationDropdown from "./common_components/OrganizationDropdown";
 import TableIconActionButton from "./common_components/IconActionButton/TableIconActionButtons/TableIconActionButton";
 import { teamListCall as v2TeamListCall, type TeamsResponse } from "@/app/(dashboard)/hooks/teams/useTeams";
@@ -670,18 +671,8 @@ const Teams: React.FC<TeamProps> = ({ accessToken, userID, userRole, premiumUser
         key: "team_id",
         width: 170,
         ellipsis: true,
-        render: (id: string, record: Team) => (
-          <Tooltip title={id}>
-            <Text
-              ellipsis
-              className="text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs cursor-pointer"
-              style={{ fontSize: 14, padding: "1px 8px" }}
-              onClick={() => setSelectedTeamId(record.team_id)}
-              data-testid="team-id-cell"
-            >
-              {id}
-            </Text>
-          </Tooltip>
+        render: (id: string) => (
+          <IdCell value={id} onClick={(teamId) => setSelectedTeamId(teamId)} dataTestId="team-id-cell" />
         ),
       },
       {
@@ -797,13 +788,7 @@ const Teams: React.FC<TeamProps> = ({ accessToken, userID, userRole, premiumUser
         width: 130,
         ellipsis: true,
         sorter: true,
-        render: (date: string | undefined) => (
-          <Text type="secondary" style={{ fontSize: 13 }}>
-            {date
-              ? new Date(date).toLocaleDateString(undefined, { year: "numeric", month: "short", day: "numeric" })
-              : "—"}
-          </Text>
-        ),
+        render: (date: string | undefined) => <DateCell value={date} precision="date" />,
       },
       {
         title: "Actions",
diff --git a/ui/litellm-dashboard/src/components/Settings/LoggingAndAlerts/LoggingCallbacks/LoggingCallbacksTable.tsx b/ui/litellm-dashboard/src/components/Settings/LoggingAndAlerts/LoggingCallbacks/LoggingCallbacksTable.tsx
index 70ec6599ca2..4f1889cbc99 100644
--- a/ui/litellm-dashboard/src/components/Settings/LoggingAndAlerts/LoggingCallbacks/LoggingCallbacksTable.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/LoggingAndAlerts/LoggingCallbacks/LoggingCallbacksTable.tsx
@@ -3,6 +3,7 @@ import type { TableProps } from "antd";
 import { Table } from "antd";
 import Title from "antd/es/typography/Title";
 import React from "react";
+import { StatusBadge, type StatusTone } from "@/components/shared/table_cells";
 import TableIconActionButton from "../../../common_components/IconActionButton/TableIconActionButtons/TableIconActionButton";
 import { AlertingObject } from "./types";
 
@@ -61,17 +62,8 @@ export const LoggingCallbacksTable: React.FC<LoggingCallbacksProps> = ({
         // and server-fetched rows both render correctly.
         const mode = record.type || record.mode || "success";
         const label = CALLBACK_MODES.find((m) => m.value === mode)?.label || mode;
-        const badgeClass =
-          mode === "success"
-            ? "bg-green-100 text-green-800"
-            : mode === "failure"
-              ? "bg-red-100 text-red-800"
-              : "bg-blue-100 text-blue-800";
-        return (
-          <span className={`inline-flex items-center px-2.5 py-0.5 rounded-full text-xs font-medium ${badgeClass}`}>
-            {label}
-          </span>
-        );
+        const tone: StatusTone = mode === "success" ? "success" : mode === "failure" ? "error" : "info";
+        return <StatusBadge tone={tone} label={label} />;
       },
       width: 240,
     },
diff --git a/ui/litellm-dashboard/src/components/ToolPolicies.tsx b/ui/litellm-dashboard/src/components/ToolPolicies.tsx
index 4bd028f0c8f..4468334f813 100644
--- a/ui/litellm-dashboard/src/components/ToolPolicies.tsx
+++ b/ui/litellm-dashboard/src/components/ToolPolicies.tsx
@@ -3,7 +3,7 @@
 import React, { useCallback, useDeferredValue, useEffect, useMemo, useState } from "react";
 import { Button, Switch, Tooltip } from "antd";
 import { Table, TableHead, TableHeaderCell, TableBody, TableRow, TableCell } from "@tremor/react";
-import { TimeCell } from "./view_logs/time_cell";
+import { DateCell, IdCell } from "@/components/shared/table_cells";
 import type { SortState } from "./common_components/TableHeaderSortDropdown/TableHeaderSortDropdown";
 import { TableHeaderSortDropdown } from "./common_components/TableHeaderSortDropdown/TableHeaderSortDropdown";
 import FilterComponent, { FilterOption } from "./molecules/filter";
@@ -461,7 +461,7 @@ export const ToolPolicies: React.FC<ToolPoliciesProps> = ({ accessToken, onSelec
               paginated.map((tool) => (
                 <TableRow key={tool.tool_id} id={`tool-row-${tool.tool_id}`} className="h-8 hover:bg-gray-50">
                   <TableCell className="py-0.5 max-h-8 overflow-hidden whitespace-nowrap">
-                    <TimeCell utcTime={tool.created_at ?? ""} />
+                    <DateCell value={tool.created_at} />
                   </TableCell>
                   <TableCell className="py-0.5 max-h-8 overflow-hidden">
                     <button
@@ -498,16 +498,10 @@ export const ToolPolicies: React.FC<ToolPoliciesProps> = ({ accessToken, onSelec
                     </div>
                   </TableCell>
                   <TableCell className="py-0.5 max-h-8 overflow-hidden whitespace-nowrap">
-                    <Tooltip title={tool.team_id ?? "-"}>
-                      <span className="max-w-[15ch] truncate block">{tool.team_id ?? "-"}</span>
-                    </Tooltip>
+                    <IdCell value={tool.team_id} variant="plain" />
                   </TableCell>
                   <TableCell className="py-0.5 max-h-8 overflow-hidden whitespace-nowrap">
-                    <Tooltip title={tool.key_hash ?? "-"}>
-                      <span className="font-mono max-w-[15ch] truncate block text-blue-600">
-                        {tool.key_hash ?? "-"}
-                      </span>
-                    </Tooltip>
+                    <IdCell value={tool.key_hash} />
                   </TableCell>
                   <TableCell className="py-0.5 max-h-8 overflow-hidden whitespace-nowrap">
                     <Tooltip title={tool.key_alias ?? "-"}>
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageTable.test.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageTable.test.tsx
index 793e4c6e3cf..63c606eb00e 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageTable.test.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageTable.test.tsx
@@ -31,12 +31,6 @@ vi.mock("antd", async () => {
   return { Table, Progress };
 });
 
-vi.mock("@/utils/dataUtils", () => ({
-  formatNumberWithCommas: (value: number, decimals?: number) => {
-    return value.toFixed(decimals || 0);
-  },
-}));
-
 describe("EndpointUsageTable", () => {
   it("should render", () => {
     const mockEndpointData = {
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageTable.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageTable.tsx
index f5cfb553370..88f92360ab5 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageTable.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageTable.tsx
@@ -1,7 +1,7 @@
 import React from "react";
 import { Table, Progress } from "antd";
 import type { ColumnsType } from "antd/es/table";
-import { formatNumberWithCommas } from "@/utils/dataUtils";
+import { MoneyCell } from "@/components/shared/table_cells";
 import { MetricWithMetadata } from "../../../types";
 
 interface EndpointUsageTableProps {
@@ -112,7 +112,7 @@ const EndpointUsageTable: React.FC<EndpointUsageTableProps> = ({ endpointData })
       title: "Spend",
       dataIndex: "spend",
       key: "spend",
-      render: (value: number) => `$${formatNumberWithCommas(value, 2)}`,
+      render: (value: number) => <MoneyCell value={value} decimals={2} />,
     },
   ];
 
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx
index df5b14a57d6..9dd72f44f67 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx
@@ -1,4 +1,5 @@
 import useTeams from "@/app/(dashboard)/hooks/useTeams";
+import { MoneyCell } from "@/components/shared/table_cells";
 import { formatNumberWithCommas } from "@/utils/dataUtils";
 import {
   BarChart,
@@ -665,7 +666,9 @@ const EntityUsage: React.FC<EntityUsageProps> = ({ accessToken, entityType, enti
                                 .map((entity) => (
                                   <TableRow key={entity.metadata.id}>
                                     <TableCell>{entity.metadata.alias}</TableCell>
-                                    <TableCell>${formatNumberWithCommas(entity.metrics.spend, 4)}</TableCell>
+                                    <TableCell>
+                                      <MoneyCell value={entity.metrics.spend} decimals={4} />
+                                    </TableCell>
                                     <TableCell className="text-green-600">
                                       {entity.metrics.successful_requests.toLocaleString()}
                                     </TableCell>
@@ -777,7 +780,9 @@ const EntityUsage: React.FC<EntityUsageProps> = ({ accessToken, entityType, enti
                                     <span>{provider.provider}</span>
                                   </div>
                                 </TableCell>
-                                <TableCell>${formatNumberWithCommas(provider.spend, 2)}</TableCell>
+                                <TableCell>
+                                  <MoneyCell value={provider.spend} decimals={2} />
+                                </TableCell>
                                 <TableCell className="text-green-600">
                                   {provider.successful_requests.toLocaleString()}
                                 </TableCell>
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/SpendByProvider.test.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/SpendByProvider.test.tsx
index 0541a9c6925..7eea7653ef1 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/SpendByProvider.test.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/SpendByProvider.test.tsx
@@ -1,4 +1,4 @@
-import { render, screen } from "@testing-library/react";
+import { fireEvent, render, screen } from "@testing-library/react";
 import { describe, expect, it, vi, beforeEach } from "vitest";
 import SpendByProvider from "./SpendByProvider";
 
@@ -200,6 +200,14 @@ describe("SpendByProvider", () => {
     expect(screen.getByText("1,234,567")).toBeInTheDocument();
   });
 
+  it("should render zero spend as a dash when Show Zero Spend is on", () => {
+    render(<SpendByProvider loading={false} isDateChanging={false} providerSpend={mockProviderSpend} />);
+    fireEvent.click(screen.getAllByRole("switch")[0]);
+    expect(screen.getAllByText("google").length).toBeGreaterThan(0);
+    expect(screen.getByText("-")).toBeInTheDocument();
+    expect(screen.queryByText("$0.00")).not.toBeInTheDocument();
+  });
+
   it("should filter data correctly when both toggles are off", () => {
     render(<SpendByProvider loading={false} isDateChanging={false} providerSpend={mockProviderSpend} />);
     expect(screen.getAllByText("openai").length).toBeGreaterThan(0);
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/SpendByProvider.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/SpendByProvider.tsx
index 58d673bb7ad..5cea84affb9 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/SpendByProvider.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/SpendByProvider.tsx
@@ -1,3 +1,4 @@
+import { MoneyCell } from "@/components/shared/table_cells";
 import { formatNumberWithCommas } from "@/utils/dataUtils";
 import { InfoCircleOutlined } from "@ant-design/icons";
 import {
@@ -109,7 +110,9 @@ const SpendByProvider: React.FC<SpendByProviderProps> = ({ loading, isDateChangi
                         <span>{provider.provider}</span>
                       </div>
                     </TableCell>
-                    <TableCell>${formatNumberWithCommas(provider.spend, 2)}</TableCell>
+                    <TableCell>
+                      <MoneyCell value={provider.spend} decimals={2} />
+                    </TableCell>
                     <TableCell className="text-green-600">{provider.successful_requests.toLocaleString()}</TableCell>
                     <TableCell className="text-red-600">{provider.failed_requests.toLocaleString()}</TableCell>
                     <TableCell>{provider.tokens.toLocaleString()}</TableCell>
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.test.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.test.tsx
index 126bf51bd36..766f027434f 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.test.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.test.tsx
@@ -171,7 +171,9 @@ describe("TopKeyView", () => {
         ]}
       />,
     );
-    expect(screen.getByText(/sk-1234\.\.\./)).toBeInTheDocument();
+    const keyId = screen.getByText("sk-1234567890abcdef");
+    expect(keyId).toBeInTheDocument();
+    expect(keyId).toHaveClass("truncate");
   });
 
   it("should display dash for missing key alias", () => {
@@ -206,7 +208,7 @@ describe("TopKeyView", () => {
     expect(screen.getByText("$123.46")).toBeInTheDocument();
   });
 
-  it("should display less than 0.01 spend as <$0.01", () => {
+  it("should display sub-cent spend as < $0.01", () => {
     render(
       <TopKeyView
         {...baseProps}
@@ -214,15 +216,15 @@ describe("TopKeyView", () => {
           {
             api_key: "key-123",
             key_alias: "Test Key",
-            spend: 0.005,
+            spend: 0.004,
           },
         ]}
       />,
     );
-    expect(screen.getByText("<$0.01")).toBeInTheDocument();
+    expect(screen.getByText("< $0.01")).toBeInTheDocument();
   });
 
-  it("should display zero spend correctly", () => {
+  it("should display zero spend as a dash", () => {
     render(
       <TopKeyView
         {...baseProps}
@@ -235,7 +237,8 @@ describe("TopKeyView", () => {
         ]}
       />,
     );
-    expect(screen.getByText("$0.00")).toBeInTheDocument();
+    expect(screen.getByText("-")).toBeInTheDocument();
+    expect(screen.queryByText("$0.00")).not.toBeInTheDocument();
   });
 
   it("should display dash for empty tags", () => {
@@ -376,7 +379,7 @@ describe("TopKeyView", () => {
       />,
     );
 
-    const keyIdButton = screen.getByText(/key-123\.\.\./).closest("button");
+    const keyIdButton = screen.getByText("key-123").closest("button");
     if (keyIdButton) {
       await user.click(keyIdButton);
     }
@@ -410,7 +413,7 @@ describe("TopKeyView", () => {
       />,
     );
 
-    const keyIdButton = screen.getByText(/key-123\.\.\./).closest("button");
+    const keyIdButton = screen.getByText("key-123").closest("button");
     if (keyIdButton) {
       await user.click(keyIdButton);
     }
@@ -447,7 +450,7 @@ describe("TopKeyView", () => {
       />,
     );
 
-    const keyIdButton = screen.getByText(/key-123\.\.\./).closest("button");
+    const keyIdButton = screen.getByText("key-123").closest("button");
     if (keyIdButton) {
       await user.click(keyIdButton);
     }
@@ -483,7 +486,7 @@ describe("TopKeyView", () => {
       />,
     );
 
-    const keyIdButton = screen.getByText(/key-123\.\.\./).closest("button");
+    const keyIdButton = screen.getByText("key-123").closest("button");
     if (keyIdButton) {
       await user.click(keyIdButton);
     }
@@ -522,7 +525,7 @@ describe("TopKeyView", () => {
       />,
     );
 
-    const keyIdButton = screen.getByText(/key-123\.\.\./).closest("button");
+    const keyIdButton = screen.getByText("key-123").closest("button");
     if (keyIdButton) {
       await user.click(keyIdButton);
     }
@@ -552,7 +555,7 @@ describe("TopKeyView", () => {
       />,
     );
 
-    const keyIdButton = screen.getByText(/key-123\.\.\./).closest("button");
+    const keyIdButton = screen.getByText("key-123").closest("button");
     if (keyIdButton) {
       await user.click(keyIdButton);
     }
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.tsx
index 40bc41b3e8c..2dcf98a1e5c 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.tsx
@@ -1,6 +1,7 @@
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import { IdCell, MoneyCell } from "@/components/shared/table_cells";
 import { ChevronDownIcon, ChevronUpIcon } from "@heroicons/react/outline";
-import { BarChart, Button } from "@tremor/react";
+import { BarChart } from "@tremor/react";
 import { Segmented, Tooltip } from "antd";
 import React, { useState } from "react";
 import { formatNumberWithCommas } from "../../../../utils/dataUtils";
@@ -83,20 +84,7 @@ const TopKeyView: React.FC<TopKeyViewProps> = ({ topKeys, teams, showTags = fals
     {
       header: "Key ID",
       accessorKey: "api_key",
-      cell: (info: any) => (
-        <div className="overflow-hidden">
-          <Tooltip title={info.getValue() as string}>
-            <Button
-              size="xs"
-              variant="light"
-              className="font-mono text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs font-normal px-2 py-0.5 text-left overflow-hidden truncate max-w-[200px]"
-              onClick={() => handleKeyClick(info.row.original)}
-            >
-              {info.getValue() ? `${(info.getValue() as string).slice(0, 7)}...` : "-"}
-            </Button>
-          </Tooltip>
-        </div>
-      ),
+      cell: (info: any) => <IdCell value={info.getValue()} onClick={() => handleKeyClick(info.row.original)} />,
     },
     {
       header: "Key Alias",
@@ -165,10 +153,7 @@ const TopKeyView: React.FC<TopKeyViewProps> = ({ topKeys, teams, showTags = fals
     header: "Spend (USD)",
     accessorKey: "spend",
     meta: { numeric: true },
-    cell: (info: any) => {
-      const value = info.getValue();
-      return value > 0 && value < 0.01 ? "<$0.01" : `$${formatNumberWithCommas(value, 2)}`;
-    },
+    cell: (info: any) => <MoneyCell value={info.getValue()} decimals={2} />,
   };
 
   const columns = showTags ? [...baseColumns, tagsColumn, spendColumn] : [...baseColumns, spendColumn];
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.test.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.test.tsx
index f6014d025ae..bbf9379f5e1 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.test.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.test.tsx
@@ -175,7 +175,7 @@ describe("TopModelView", () => {
         setTopModelsLimit={mockSetTopModelsLimit}
       />,
     );
-    expect(screen.getByText("$0.00")).toBeInTheDocument();
+    expect(screen.getByText("-")).toBeInTheDocument();
     expect(screen.getAllByText("0").length).toBeGreaterThan(0);
   });
 
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.tsx
index 7562ef06a03..8938767c02c 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.tsx
@@ -1,6 +1,7 @@
 import { BarChart } from "@tremor/react";
 import { Segmented } from "antd";
 import { useState } from "react";
+import { MoneyCell } from "@/components/shared/table_cells";
 import { formatNumberWithCommas } from "../../../../utils/dataUtils";
 import { DataTable } from "../../../view_logs/table";
 
@@ -31,10 +32,7 @@ export default function TopModelView({ topModels, topModelsLimit, setTopModelsLi
       header: "Spend (USD)",
       accessorKey: "spend",
       meta: { numeric: true },
-      cell: (info: any) => {
-        const value = info.getValue();
-        return `$${formatNumberWithCommas(value, 2)}`;
-      },
+      cell: (info: any) => <MoneyCell value={info.getValue()} decimals={2} />,
     },
     {
       header: "Successful",
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.test.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.test.tsx
index 61968294e18..322f00a501a 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.test.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.test.tsx
@@ -158,7 +158,7 @@ describe("KeyModelUsageView", () => {
       },
     ];
     render(<KeyModelUsageView topModels={modelsWithZeros} />);
-    expect(screen.getByText("$0.00")).toBeInTheDocument();
+    expect(screen.getByText("-")).toBeInTheDocument();
     expect(screen.getAllByText("0").length).toBeGreaterThan(0);
   });
 
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.tsx
index ee1a49051da..ceb00e8a19f 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.tsx
@@ -1,3 +1,4 @@
+import { MoneyCell } from "@/components/shared/table_cells";
 import { formatNumberWithCommas } from "@/utils/dataUtils";
 import { BarChart, Card, Title } from "@tremor/react";
 import { Table } from "antd";
@@ -24,7 +25,7 @@ const columns: ColumnsType<TopModelData> = [
     title: "Spend (USD)",
     dataIndex: "spend",
     key: "spend",
-    render: (value) => `$${formatNumberWithCommas(value, 2)}`,
+    render: (value) => <MoneyCell value={value} decimals={2} />,
   },
   {
     title: "Successful",
diff --git a/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.test.tsx b/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.test.tsx
index ba616a03fd9..02f5d588149 100644
--- a/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.test.tsx
+++ b/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.test.tsx
@@ -1,4 +1,5 @@
-import { act, screen, waitFor, within, fireEvent } from "@testing-library/react";
+import { screen, waitFor, within, fireEvent } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
 import { vi, it, expect, beforeEach, describe, MockedFunction } from "vitest";
 import { renderWithProviders } from "../../../tests/test-utils";
 import { VirtualKeysTable } from "./VirtualKeysTable";
@@ -175,7 +176,7 @@ it("should display key information correctly", async () => {
   await waitFor(() => {
     expect(screen.getByText("Test Key Alias")).toBeInTheDocument();
     expect(screen.getByText("Test Team")).toBeInTheDocument();
-    expect(screen.getByText("5.5000")).toBeInTheDocument();
+    expect(screen.getByText("$5.5000")).toBeInTheDocument();
   });
 });
 
@@ -477,9 +478,8 @@ describe("Status column reflects key.blocked / scim_blocked metadata", () => {
     const tag = await screen.findByTestId(`key-status-${mockKey.token_id}`);
     expect(tag).toHaveTextContent("Blocked");
 
-    act(() => {
-      fireEvent.mouseEnter(tag);
-    });
+    const user = userEvent.setup();
+    await user.hover(tag);
     await waitFor(() => {
       expect(screen.getByText(/Blocked by SCIM/i)).toBeInTheDocument();
     });
diff --git a/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.tsx b/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.tsx
index a803d78ed57..00f4304c8a9 100644
--- a/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.tsx
+++ b/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.tsx
@@ -13,20 +13,10 @@ import {
   SortingState,
   useReactTable,
 } from "@tanstack/react-table";
-import {
-  Badge,
-  Button,
-  Icon,
-  Table,
-  TableBody,
-  TableCell,
-  TableHead,
-  TableHeaderCell,
-  TableRow,
-  Text,
-} from "@tremor/react";
+import { Badge, Icon, Table, TableBody, TableCell, TableHead, TableHeaderCell, TableRow, Text } from "@tremor/react";
 import { InfoCircleOutlined, SyncOutlined } from "@ant-design/icons";
-import { Button as AntButton, Popover, Skeleton, Tag, Tooltip, Typography } from "antd";
+import { Button as AntButton, Popover, Skeleton, Typography } from "antd";
+import { DateCell, IdCell, MoneyCell, StatusBadge } from "@/components/shared/table_cells";
 import React, { useDeferredValue, useMemo, useState } from "react";
 import { getModelDisplayName } from "../key_team_helpers/fetch_available_models_team_key";
 import { PaginatedKeyAliasSelect } from "../KeyAliasSelect/PaginatedKeyAliasSelect/PaginatedKeyAliasSelect";
@@ -145,23 +135,7 @@ export function VirtualKeysTable() {
         header: "Key ID",
         size: 100,
         enableSorting: true,
-        cell: (info) => {
-          const value = info.getValue() as string;
-          const width = info.cell.column.getSize();
-          return (
-            <Tooltip title={value}>
-              <Button
-                size="xs"
-                variant="light"
-                className="font-mono text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs font-normal px-2 py-0.5 text-left overflow-hidden truncate block"
-                style={{ maxWidth: width, overflow: "hidden" }}
-                onClick={() => setSelectedKey(info.row.original)}
-              >
-                {value ?? "-"}
-              </Button>
-            </Tooltip>
-          );
-        },
+        cell: (info) => <IdCell value={info.getValue() as string} onClick={() => setSelectedKey(info.row.original)} />,
       },
       {
         id: "key_alias",
@@ -187,22 +161,14 @@ export function VirtualKeysTable() {
         cell: ({ row }) => {
           const key = row.original;
           if (key.blocked !== true) {
-            return (
-              <Tag color="green" data-testid={`key-status-${key.token_id}`}>
-                Active
-              </Tag>
-            );
+            return <StatusBadge tone="success" label="Active" dataTestId={`key-status-${key.token_id}`} />;
           }
           const isScimBlocked = (key.metadata as Record<string, unknown> | null | undefined)?.scim_blocked === true;
           const reason = isScimBlocked
             ? "Blocked by SCIM (external identity provider deactivated or deleted the owning user)."
             : "Blocked. Requests using this key will be rejected with 401.";
           return (
-            <Tooltip title={reason}>
-              <Tag color="red" data-testid={`key-status-${key.token_id}`}>
-                Blocked
-              </Tag>
-            </Tooltip>
+            <StatusBadge tone="error" label="Blocked" tooltip={reason} dataTestId={`key-status-${key.token_id}`} />
           );
         },
       },
@@ -323,10 +289,7 @@ export function VirtualKeysTable() {
         header: "Created At",
         size: 120,
         enableSorting: true,
-        cell: (info) => {
-          const value = info.getValue();
-          return value ? new Date(value as string).toLocaleDateString() : "-";
-        },
+        cell: (info) => <DateCell value={info.getValue() as string | null} precision="date" />,
       },
       {
         id: "created_by",
@@ -394,10 +357,7 @@ export function VirtualKeysTable() {
         header: "Updated At",
         size: 120,
         enableSorting: true,
-        cell: (info) => {
-          const value = info.getValue();
-          return value ? new Date(value as string).toLocaleDateString() : "Never";
-        },
+        cell: (info) => <DateCell value={info.getValue() as string | null} precision="date" fallback="Never" />,
       },
       {
         id: "last_active",
@@ -415,16 +375,7 @@ export function VirtualKeysTable() {
         ),
         size: 130,
         enableSorting: false,
-        cell: (info) => {
-          const value = info.getValue();
-          if (!value) return "Unknown";
-          const date = new Date(value as string);
-          return (
-            <Tooltip title={date.toLocaleString(undefined, { dateStyle: "medium", timeStyle: "long" })}>
-              <span>{date.toLocaleDateString()}</span>
-            </Tooltip>
-          );
-        },
+        cell: (info) => <DateCell value={info.getValue() as string | null} precision="date" fallback="Unknown" />,
       },
       {
         id: "expires",
@@ -432,10 +383,7 @@ export function VirtualKeysTable() {
         header: "Expires",
         size: 120,
         enableSorting: false,
-        cell: (info) => {
-          const value = info.getValue();
-          return value ? new Date(value as string).toLocaleDateString() : "Never";
-        },
+        cell: (info) => <DateCell value={info.getValue() as string | null} precision="date" fallback="Never" />,
       },
       {
         id: "spend",
@@ -443,7 +391,7 @@ export function VirtualKeysTable() {
         header: "Spend (USD)",
         size: 100,
         enableSorting: true,
-        cell: (info) => formatNumberWithCommas(info.getValue() as number, 4),
+        cell: (info) => <MoneyCell value={info.getValue() as number} decimals={4} />,
       },
       {
         id: "max_budget",
@@ -470,10 +418,7 @@ export function VirtualKeysTable() {
         header: "Budget Reset",
         size: 130,
         enableSorting: false,
-        cell: (info) => {
-          const value = info.getValue();
-          return value ? new Date(value as string).toLocaleString() : "Never";
-        },
+        cell: (info) => <DateCell value={info.getValue() as string | null} fallback="Never" />,
       },
       {
         id: "models",
diff --git a/ui/litellm-dashboard/src/components/agents.tsx b/ui/litellm-dashboard/src/components/agents.tsx
index 0d8916942da..e3703f6c588 100644
--- a/ui/litellm-dashboard/src/components/agents.tsx
+++ b/ui/litellm-dashboard/src/components/agents.tsx
@@ -20,7 +20,7 @@ import AgentInfoView from "./agents/agent_info";
 import NotificationsManager from "./molecules/notifications_manager";
 import { Agent } from "./agents/types";
 import { Team } from "./key_team_helpers/key_list";
-import { formatNumberWithCommas } from "@/utils/dataUtils";
+import { DateCell, IdCell, MoneyCell, StatusBadge } from "@/components/shared/table_cells";
 import TableIconActionButton from "./common_components/IconActionButton/TableIconActionButtons/TableIconActionButton";
 
 interface AgentsPanelProps {
@@ -193,19 +193,10 @@ const AgentsPanel: React.FC<AgentsPanelProps> = ({ accessToken, userRole, teams
                         <Text>{agent.agent_name}</Text>
                       </TableCell>
                       <TableCell>
-                        <Tooltip title={agent.agent_id}>
-                          <Button
-                            size="xs"
-                            variant="light"
-                            className="font-mono text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs font-normal px-2 py-0.5 text-left overflow-hidden truncate max-w-[200px]"
-                            onClick={() => setSelectedAgentId(agent.agent_id)}
-                          >
-                            {agent.agent_id.slice(0, 7)}...
-                          </Button>
-                        </Tooltip>
+                        <IdCell value={agent.agent_id} onClick={(id) => setSelectedAgentId(id)} />
                       </TableCell>
                       <TableCell>
-                        <Text>{formatNumberWithCommas(agent.spend, 4)}</Text>
+                        <MoneyCell value={agent.spend} decimals={4} />
                       </TableCell>
                       <TableCell>
                         <Badge size="xs" color="blue">
@@ -213,13 +204,13 @@ const AgentsPanel: React.FC<AgentsPanelProps> = ({ accessToken, userRole, teams
                         </Badge>
                       </TableCell>
                       <TableCell>
-                        <Text>{agent.created_at ? new Date(agent.created_at).toLocaleDateString() : "N/A"}</Text>
+                        <DateCell value={agent.created_at} precision="date" />
                       </TableCell>
                       <TableCell>
                         {(agent.keys?.length ?? 0) > 0 ? (
-                          <Badge color="green">Active</Badge>
+                          <StatusBadge tone="success" label="Active" />
                         ) : (
-                          <Badge color="yellow">Needs Setup</Badge>
+                          <StatusBadge tone="warning" label="Needs Setup" />
                         )}
                       </TableCell>
                       {isAdmin && (
diff --git a/ui/litellm-dashboard/src/components/claude_code_plugins/plugin_table.tsx b/ui/litellm-dashboard/src/components/claude_code_plugins/plugin_table.tsx
index 1646161891f..0932e658899 100644
--- a/ui/litellm-dashboard/src/components/claude_code_plugins/plugin_table.tsx
+++ b/ui/litellm-dashboard/src/components/claude_code_plugins/plugin_table.tsx
@@ -11,6 +11,7 @@ import {
 import { Badge, Button, Table, TableBody, TableCell, TableHead, TableHeaderCell, TableRow } from "@tremor/react";
 import { Tooltip } from "antd";
 import React, { useState } from "react";
+import { DateCell, IdCell, StatusBadge } from "@/components/shared/table_cells";
 import NotificationsManager from "../molecules/notifications_manager";
 import { getCategoryBadgeColor } from "./helpers";
 import { Plugin } from "./types";
@@ -34,12 +35,6 @@ const PluginTable: React.FC<PluginTableProps> = ({
 }) => {
   const [sorting, setSorting] = useState<SortingState>([{ id: "created_at", desc: true }]);
 
-  const formatDate = (dateString?: string) => {
-    if (!dateString) return "-";
-    const date = new Date(dateString);
-    return date.toLocaleString();
-  };
-
   const copyToClipboard = (text: string) => {
     navigator.clipboard.writeText(text);
     NotificationsManager.success("Copied to clipboard!");
@@ -51,19 +46,9 @@ const PluginTable: React.FC<PluginTableProps> = ({
       accessorKey: "name",
       cell: ({ row }) => {
         const plugin = row.original;
-        const name = plugin.name || "";
         return (
           <div className="flex items-center gap-2">
-            <Tooltip title={name}>
-              <Button
-                size="xs"
-                variant="light"
-                className="font-mono text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs font-normal px-2 py-0.5 text-left overflow-hidden truncate min-w-[150px] justify-start"
-                onClick={() => onPluginClick(plugin.id)}
-              >
-                {name}
-              </Button>
-            </Tooltip>
+            <IdCell value={plugin.name} onClick={() => onPluginClick(plugin.id)} />
             <Tooltip title="Copy Plugin ID">
               <CopyOutlined
                 onClick={(e) => {
@@ -122,24 +107,13 @@ const PluginTable: React.FC<PluginTableProps> = ({
       accessorKey: "enabled",
       cell: ({ row }) => {
         const plugin = row.original;
-        return (
-          <Badge color={plugin.enabled ? "green" : "gray"} className="text-xs font-normal" size="xs">
-            {plugin.enabled ? "Yes" : "No"}
-          </Badge>
-        );
+        return <StatusBadge tone={plugin.enabled ? "success" : "neutral"} label={plugin.enabled ? "Yes" : "No"} />;
       },
     },
     {
       header: "Created At",
       accessorKey: "created_at",
-      cell: ({ row }) => {
-        const plugin = row.original;
-        return (
-          <Tooltip title={plugin.created_at}>
-            <span className="text-xs">{formatDate(plugin.created_at)}</span>
-          </Tooltip>
-        );
-      },
+      cell: ({ row }) => <DateCell value={row.original.created_at} />,
     },
     ...(isAdmin
       ? [
diff --git a/ui/litellm-dashboard/src/components/general_settings.tsx b/ui/litellm-dashboard/src/components/general_settings.tsx
index 5b8dec39505..038547c6e0e 100644
--- a/ui/litellm-dashboard/src/components/general_settings.tsx
+++ b/ui/litellm-dashboard/src/components/general_settings.tsx
@@ -4,7 +4,6 @@ import {
   Table,
   TableHead,
   TableRow,
-  Badge,
   TableHeaderCell,
   TableCell,
   TableBody,
@@ -16,7 +15,8 @@ import {
 import { TabPanel, TabPanels, TabGroup, TabList, Tab } from "@tremor/react";
 import { getGeneralSettingsCall, updateConfigFieldSetting, deleteConfigFieldSetting } from "./networking";
 import { InputNumber } from "antd";
-import { TrashIcon, CheckCircleIcon } from "@heroicons/react/outline";
+import { TrashIcon } from "@heroicons/react/outline";
+import { StatusBadge } from "@/components/shared/table_cells";
 
 import RouterSettings from "./router_settings";
 import Fallbacks from "./Settings/RouterSettings/Fallbacks/Fallbacks";
@@ -173,13 +173,11 @@ const GeneralSettings: React.FC<GeneralSettingsPageProps> = ({ accessToken, user
                         </TableCell>
                         <TableCell>
                           {value.stored_in_db == true ? (
-                            <Badge icon={CheckCircleIcon} className="text-white">
-                              In DB
-                            </Badge>
+                            <StatusBadge tone="success" label="In DB" />
                           ) : value.stored_in_db == false ? (
-                            <Badge className="text-gray bg-white outline-solid">In Config</Badge>
+                            <StatusBadge tone="neutral" label="In Config" />
                           ) : (
-                            <Badge className="text-gray bg-white outline-solid">Not Set</Badge>
+                            <StatusBadge tone="neutral" label="Not Set" />
                           )}
                         </TableCell>
                         <TableCell>
diff --git a/ui/litellm-dashboard/src/components/guardrails/guardrail_table.tsx b/ui/litellm-dashboard/src/components/guardrails/guardrail_table.tsx
index ecf6ce48fde..99f6b2793fd 100644
--- a/ui/litellm-dashboard/src/components/guardrails/guardrail_table.tsx
+++ b/ui/litellm-dashboard/src/components/guardrails/guardrail_table.tsx
@@ -1,8 +1,8 @@
 import React, { useState } from "react";
-import { Table, TableBody, TableCell, TableHead, TableHeaderCell, TableRow, Icon, Button } from "@tremor/react";
+import { Table, TableBody, TableCell, TableHead, TableHeaderCell, TableRow, Icon } from "@tremor/react";
 import { TrashIcon, SwitchVerticalIcon, ChevronUpIcon, ChevronDownIcon } from "@heroicons/react/outline";
 import { Tooltip } from "antd";
-import { Badge } from "@tremor/react";
+import { DateCell, IdCell, StatusBadge } from "@/components/shared/table_cells";
 import {
   ColumnDef,
   flexRender,
@@ -43,13 +43,6 @@ const GuardrailTable: React.FC<GuardrailTableProps> = ({
   const [editModalVisible, setEditModalVisible] = useState(false);
   const [selectedGuardrail, setSelectedGuardrail] = useState<Guardrail | null>(null);
 
-  // Format date helper function
-  const formatDate = (dateString?: string) => {
-    if (!dateString) return "-";
-    const date = new Date(dateString);
-    return date.toLocaleString();
-  };
-
   const handleEditClick = (guardrail: Guardrail) => {
     setSelectedGuardrail(guardrail);
     setEditModalVisible(true);
@@ -65,18 +58,7 @@ const GuardrailTable: React.FC<GuardrailTableProps> = ({
     {
       header: "Guardrail ID",
       accessorKey: "guardrail_id",
-      cell: (info: any) => (
-        <Tooltip title={String(info.getValue() || "")}>
-          <Button
-            size="xs"
-            variant="light"
-            className="font-mono text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs font-normal px-2 py-0.5 text-left overflow-hidden truncate max-w-[200px]"
-            onClick={() => info.getValue() && onGuardrailClick(info.getValue())}
-          >
-            {info.getValue() ? `${String(info.getValue()).slice(0, 7)}...` : ""}
-          </Button>
-        </Tooltip>
-      ),
+      cell: (info: any) => <IdCell value={info.getValue()} onClick={onGuardrailClick} />,
     },
     {
       header: "Name",
@@ -126,41 +108,21 @@ const GuardrailTable: React.FC<GuardrailTableProps> = ({
       header: "Default On",
       accessorKey: "litellm_params.default_on",
       cell: ({ row }) => {
-        const guardrail = row.original;
+        const isDefaultOn = !!row.original.litellm_params?.default_on;
         return (
-          <Badge
-            color={guardrail.litellm_params?.default_on ? "green" : "gray"}
-            className="text-xs font-normal"
-            size="xs"
-          >
-            {guardrail.litellm_params?.default_on ? "Default On" : "Default Off"}
-          </Badge>
+          <StatusBadge tone={isDefaultOn ? "success" : "neutral"} label={isDefaultOn ? "Default On" : "Default Off"} />
         );
       },
     },
     {
       header: "Created At",
       accessorKey: "created_at",
-      cell: ({ row }) => {
-        const guardrail = row.original;
-        return (
-          <Tooltip title={guardrail.created_at}>
-            <span className="text-xs">{formatDate(guardrail.created_at)}</span>
-          </Tooltip>
-        );
-      },
+      cell: ({ row }) => <DateCell value={row.original.created_at} />,
     },
     {
       header: "Updated At",
       accessorKey: "updated_at",
-      cell: ({ row }) => {
-        const guardrail = row.original;
-        return (
-          <Tooltip title={guardrail.updated_at}>
-            <span className="text-xs">{formatDate(guardrail.updated_at)}</span>
-          </Tooltip>
-        );
-      },
+      cell: ({ row }) => <DateCell value={row.original.updated_at} />,
     },
     {
       id: "actions",
diff --git a/ui/litellm-dashboard/src/components/mcp_hub_table_columns.tsx b/ui/litellm-dashboard/src/components/mcp_hub_table_columns.tsx
index 7cf0d48a49f..1e25f87d262 100644
--- a/ui/litellm-dashboard/src/components/mcp_hub_table_columns.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_hub_table_columns.tsx
@@ -2,6 +2,7 @@ import { ColumnDef } from "@tanstack/react-table";
 import { Button, Badge, Text } from "@tremor/react";
 import { Tooltip, Tag } from "antd";
 import { CopyOutlined, InfoCircleOutlined } from "@ant-design/icons";
+import { StatusBadge, type StatusTone } from "@/components/shared/table_cells";
 
 export interface MCPServerData {
   server_id: string;
@@ -124,21 +125,17 @@ export const mcpHubColumns = (
       cell: ({ row }) => {
         const server = row.original;
 
-        const statusColors: Record<string, string> = {
-          active: "green",
-          inactive: "red",
-          unknown: "gray",
-          healthy: "green",
-          unhealthy: "red",
+        const statusTones: Record<string, StatusTone> = {
+          active: "success",
+          inactive: "error",
+          unknown: "neutral",
+          healthy: "success",
+          unhealthy: "error",
         };
 
-        const color = statusColors[server.status] || "gray";
+        const tone = statusTones[server.status] || "neutral";
 
-        return (
-          <Badge color={color} size="sm">
-            {server.status || "unknown"}
-          </Badge>
-        );
+        return <StatusBadge tone={tone} label={server.status || "unknown"} />;
       },
     },
     {
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/MCPToolsetsTab.tsx b/ui/litellm-dashboard/src/components/mcp_tools/MCPToolsetsTab.tsx
index 546df9ebc4b..5e7e99ee8ec 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/MCPToolsetsTab.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/MCPToolsetsTab.tsx
@@ -6,6 +6,7 @@ import { ColumnDef } from "@tanstack/react-table";
 import { useMCPToolsets } from "@/app/(dashboard)/hooks/mcpServers/useMCPToolsets";
 import { useMCPServers } from "@/app/(dashboard)/hooks/mcpServers/useMCPServers";
 import { useQueryClient } from "@tanstack/react-query";
+import { DateCell, IdCell } from "@/components/shared/table_cells";
 import { DataTable } from "../view_logs/table";
 import { createMCPToolset, updateMCPToolset, deleteMCPToolset, listMCPTools, getProxyBaseUrl } from "../networking";
 import { MCPToolset, MCPToolsetTool } from "./types";
@@ -302,11 +303,7 @@ function toolsetColumns(
     {
       header: "Toolset ID",
       accessorKey: "toolset_id",
-      cell: ({ row }) => (
-        <span className="font-mono text-xs bg-gray-100 px-2 py-0.5 rounded-sm text-gray-600">
-          {row.original.toolset_id.slice(0, 8)}…
-        </span>
-      ),
+      cell: ({ row }) => <IdCell value={row.original.toolset_id} />,
     },
     {
       header: "Name",
@@ -359,11 +356,7 @@ function toolsetColumns(
     {
       header: "Created",
       accessorKey: "created_at",
-      cell: ({ row }) => (
-        <span className="text-xs text-gray-500">
-          {row.original.created_at ? new Date(row.original.created_at).toLocaleDateString() : "—"}
-        </span>
-      ),
+      cell: ({ row }) => <DateCell value={row.original.created_at} precision="date" />,
     },
     ...(isAdmin
       ? [
diff --git a/ui/litellm-dashboard/src/components/model_dashboard/HealthCheckComponent.tsx b/ui/litellm-dashboard/src/components/model_dashboard/HealthCheckComponent.tsx
index a2194e23b6e..6497f2686cb 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard/HealthCheckComponent.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard/HealthCheckComponent.tsx
@@ -1,5 +1,5 @@
 import React, { useState, useEffect, useRef } from "react";
-import { Title, Text, Button, Badge } from "@tremor/react";
+import { Title, Text, Button } from "@tremor/react";
 import { Modal } from "antd";
 import { Button as AntdButton } from "antd";
 import { ModelDataTable } from "./table";
@@ -468,21 +468,6 @@ const HealthCheckComponent: React.FC<HealthCheckComponentProps> = ({
     onPageChange?.(page);
   };
 
-  const getStatusBadge = (status: string) => {
-    switch (status) {
-      case "healthy":
-        return <Badge color="emerald">healthy</Badge>;
-      case "unhealthy":
-        return <Badge color="red">unhealthy</Badge>;
-      case "checking":
-        return <Badge color="blue">checking</Badge>;
-      case "none":
-        return <Badge color="gray">none</Badge>;
-      default:
-        return <Badge color="gray">unknown</Badge>;
-    }
-  };
-
   const showErrorModal = (modelName: string, cleanedError: string, fullError: string) => {
     setSelectedErrorDetails({
       modelName,
@@ -612,7 +597,6 @@ const HealthCheckComponent: React.FC<HealthCheckComponentProps> = ({
             handleModelSelection,
             handleSelectAll,
             runIndividualHealthCheck,
-            getStatusBadge,
             getDisplayModelName,
             showErrorModal,
             showSuccessModal,
diff --git a/ui/litellm-dashboard/src/components/model_dashboard/health_check_columns.tsx b/ui/litellm-dashboard/src/components/model_dashboard/health_check_columns.tsx
index 12cc984ef91..33c97236f97 100644
--- a/ui/litellm-dashboard/src/components/model_dashboard/health_check_columns.tsx
+++ b/ui/litellm-dashboard/src/components/model_dashboard/health_check_columns.tsx
@@ -3,6 +3,7 @@ import { Tooltip, Checkbox } from "antd";
 import { Text } from "@tremor/react";
 import { InformationCircleIcon, PlayIcon, RefreshIcon } from "@heroicons/react/outline";
 import { Team } from "@/components/key_team_helpers/key_list";
+import { IdCell, StatusBadge, type StatusTone } from "@/components/shared/table_cells";
 
 interface HealthCheckData {
   model_name: string;
@@ -21,6 +22,18 @@ interface HealthCheckData {
   health_full_error?: string;
 }
 
+const HEALTH_STATUS_TONES: Record<string, StatusTone> = {
+  healthy: "success",
+  unhealthy: "error",
+  checking: "info",
+  none: "neutral",
+};
+
+const healthStatusBadge = (status: string): JSX.Element => {
+  const tone = HEALTH_STATUS_TONES[status];
+  return tone ? <StatusBadge tone={tone} label={status} /> : <StatusBadge tone="neutral" label="unknown" />;
+};
+
 interface HealthStatus {
   status: string;
   lastCheck: string;
@@ -38,7 +51,6 @@ export const healthCheckColumns = (
   handleModelSelection: (modelId: string, checked: boolean) => void,
   handleSelectAll: (checked: boolean) => void,
   runIndividualHealthCheck: (modelId: string) => void,
-  getStatusBadge: (status: string) => JSX.Element,
   getDisplayModelName: (model: any) => string,
   showErrorModal?: (modelName: string, cleanedError: string, fullError: string) => void,
   showSuccessModal?: (modelName: string, response: any) => void,
@@ -72,14 +84,7 @@ export const healthCheckColumns = (
             onChange={(e) => handleModelSelection(modelId, e.target.checked)}
             onClick={(e) => e.stopPropagation()}
           />
-          <Tooltip title={model.model_info.id}>
-            <div
-              className="font-mono text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs font-normal px-2 py-0.5 text-left w-full truncate whitespace-nowrap cursor-pointer max-w-[15ch]"
-              onClick={() => setSelectedModelId && setSelectedModelId(model.model_info.id)}
-            >
-              {model.model_info.id}
-            </div>
-          </Tooltip>
+          <IdCell value={model.model_info.id} onClick={setSelectedModelId} />
         </div>
       );
     },
@@ -175,7 +180,7 @@ export const healthCheckColumns = (
 
       return (
         <div className="flex items-center space-x-2">
-          {getStatusBadge(healthStatus.status)}
+          {healthStatusBadge(healthStatus.status)}
           {hasSuccessResponse && showSuccessModal && (
             <Tooltip title="View response details" placement="top">
               <button
diff --git a/ui/litellm-dashboard/src/components/model_hub_table_columns.tsx b/ui/litellm-dashboard/src/components/model_hub_table_columns.tsx
index 64de1dd98e8..4ea77cb8a5f 100644
--- a/ui/litellm-dashboard/src/components/model_hub_table_columns.tsx
+++ b/ui/litellm-dashboard/src/components/model_hub_table_columns.tsx
@@ -2,6 +2,7 @@ import { ColumnDef } from "@tanstack/react-table";
 import { Button, Badge, Text } from "@tremor/react";
 import { Tooltip, Tag } from "antd";
 import { CopyOutlined, InfoCircleOutlined } from "@ant-design/icons";
+import { StatusBadge } from "@/components/shared/table_cells";
 
 interface ModelHubData {
   model_group: string;
@@ -212,13 +213,9 @@ export const modelHubColumns = (
         const model = row.original;
 
         return model.is_public_model_group === true ? (
-          <Badge color="green" size="xs">
-            Yes
-          </Badge>
+          <StatusBadge tone="success" label="Yes" />
         ) : (
-          <Badge color="gray" size="xs">
-            No
-          </Badge>
+          <StatusBadge tone="neutral" label="No" />
         );
       },
       meta: {
diff --git a/ui/litellm-dashboard/src/components/molecules/models/columns.test.tsx b/ui/litellm-dashboard/src/components/molecules/models/columns.test.tsx
index f8ffbde0d8b..9628c706c83 100644
--- a/ui/litellm-dashboard/src/components/molecules/models/columns.test.tsx
+++ b/ui/litellm-dashboard/src/components/molecules/models/columns.test.tsx
@@ -451,6 +451,64 @@ describe("columns", () => {
     expect(costCells.length).toBeGreaterThan(0);
   });
 
+  it("should call setSelectedModelId without triggering the row click when the model ID pill is clicked", async () => {
+    const user = userEvent.setup();
+    const setSelectedModelId = vi.fn();
+    const cols = columns(
+      defaultProps.userRole,
+      defaultProps.userID,
+      defaultProps.premiumUser,
+      setSelectedModelId,
+      defaultProps.setSelectedTeamId,
+      defaultProps.getDisplayModelName,
+      defaultProps.handleEditClick,
+      defaultProps.handleRefreshClick,
+      defaultProps.expandedRows,
+      defaultProps.setExpandedRows,
+    );
+
+    const model = createMockModel();
+    const rowClick = vi.fn();
+    render(
+      <div onClick={rowClick}>
+        <TestTable data={[model]} columns={cols} />
+      </div>,
+    );
+
+    await user.click(screen.getByText("test-model-id"));
+    expect(setSelectedModelId).toHaveBeenCalledWith("test-model-id");
+    expect(rowClick).not.toHaveBeenCalled();
+  });
+
+  it("should call setSelectedTeamId without triggering the row click when the team ID pill is clicked", async () => {
+    const user = userEvent.setup();
+    const setSelectedTeamId = vi.fn();
+    const cols = columns(
+      defaultProps.userRole,
+      defaultProps.userID,
+      defaultProps.premiumUser,
+      defaultProps.setSelectedModelId,
+      setSelectedTeamId,
+      defaultProps.getDisplayModelName,
+      defaultProps.handleEditClick,
+      defaultProps.handleRefreshClick,
+      defaultProps.expandedRows,
+      defaultProps.setExpandedRows,
+    );
+
+    const model = createMockModel();
+    const rowClick = vi.fn();
+    render(
+      <div onClick={rowClick}>
+        <TestTable data={[model]} columns={cols} />
+      </div>,
+    );
+
+    await user.click(screen.getByText("test-team-id"));
+    expect(setSelectedTeamId).toHaveBeenCalledWith("test-team-id");
+    expect(rowClick).not.toHaveBeenCalled();
+  });
+
   it("should display '-' when team ID is missing", () => {
     const cols = columns(
       defaultProps.userRole,
diff --git a/ui/litellm-dashboard/src/components/molecules/models/columns.tsx b/ui/litellm-dashboard/src/components/molecules/models/columns.tsx
index bbacaff92d2..d043d0820f8 100644
--- a/ui/litellm-dashboard/src/components/molecules/models/columns.tsx
+++ b/ui/litellm-dashboard/src/components/molecules/models/columns.tsx
@@ -1,8 +1,9 @@
 import { EditOutlined, InfoCircleOutlined, SyncOutlined } from "@ant-design/icons";
 import { TrashIcon } from "@heroicons/react/outline";
 import { ColumnDef } from "@tanstack/react-table";
-import { Badge, Button, Icon } from "@tremor/react";
+import { Badge, Icon } from "@tremor/react";
 import { Divider, Flex, Popover, Space, Switch, Tooltip, Typography } from "antd";
+import { DateCell, IdCell, StatusBadge } from "@/components/shared/table_cells";
 import { ModelData } from "../../model_dashboard/types";
 import { ProviderLogo } from "./ProviderLogo";
 
@@ -65,19 +66,9 @@ export const columns = (
     cell: ({ row }) => {
       const model = row.original;
       return (
-        <Tooltip title={model.model_info.id}>
-          <Text
-            ellipsis
-            className="text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs cursor-pointer w-full block"
-            style={{ fontSize: 14, padding: "1px 8px" }}
-            onClick={(e) => {
-              e.stopPropagation();
-              setSelectedModelId(model.model_info.id);
-            }}
-          >
-            {model.model_info.id}
-          </Text>
-        </Tooltip>
+        <div onClick={(e) => e.stopPropagation()}>
+          <IdCell value={model.model_info.id} onClick={setSelectedModelId} />
+        </div>
       );
     },
   },
@@ -235,11 +226,7 @@ export const columns = (
     minSize: 80,
     cell: ({ row }) => {
       const model = row.original;
-      return (
-        <span className="text-xs">
-          {model.model_info.updated_at ? new Date(model.model_info.updated_at).toLocaleDateString() : "-"}
-        </span>
-      );
+      return <DateCell value={model.model_info.updated_at} precision="date" />;
     },
   },
   {
@@ -282,20 +269,8 @@ export const columns = (
     cell: ({ row }) => {
       const model = row.original;
       return model.model_info.team_id ? (
-        <div className="overflow-hidden w-full">
-          <Tooltip title={model.model_info.team_id}>
-            <Button
-              size="xs"
-              variant="light"
-              className="font-mono text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs font-normal px-2 py-0.5 text-left overflow-hidden truncate w-full"
-              onClick={(e: React.MouseEvent) => {
-                e.stopPropagation();
-                setSelectedTeamId(model.model_info.team_id);
-              }}
-            >
-              {model.model_info.team_id.slice(0, 7)}...
-            </Button>
-          </Tooltip>
+        <div onClick={(e) => e.stopPropagation()}>
+          <IdCell value={model.model_info.team_id} onClick={setSelectedTeamId} />
         </div>
       ) : (
         "-"
@@ -370,15 +345,10 @@ export const columns = (
     minSize: 80,
     cell: ({ row }) => {
       const model = row.original;
-      return (
-        <div
-          className={`
-          inline-flex items-center px-2 py-0.5 rounded-full text-xs font-medium
-          ${model.model_info.db_model ? "bg-blue-50 text-blue-600" : "bg-gray-100 text-gray-600"}
-        `}
-        >
-          {model.model_info.db_model ? "DB Model" : "Config Model"}
-        </div>
+      return model.model_info.db_model ? (
+        <StatusBadge tone="info" label="DB Model" />
+      ) : (
+        <StatusBadge tone="neutral" label="Config Model" />
       );
     },
   },
diff --git a/ui/litellm-dashboard/src/components/organization/organization_view.tsx b/ui/litellm-dashboard/src/components/organization/organization_view.tsx
index e1b8c6d5044..402cc33902f 100644
--- a/ui/litellm-dashboard/src/components/organization/organization_view.tsx
+++ b/ui/litellm-dashboard/src/components/organization/organization_view.tsx
@@ -1,6 +1,7 @@
 import { useTeams } from "@/app/(dashboard)/hooks/teams/useTeams";
 import { organizationKeys, useOrganization } from "@/app/(dashboard)/hooks/organizations/useOrganizations";
 import { useQueryClient } from "@tanstack/react-query";
+import { MoneyCell } from "@/components/shared/table_cells";
 import { formatNumberWithCommas, copyToClipboard as utilCopyToClipboard } from "@/utils/dataUtils";
 import { createTeamAliasMap } from "@/utils/teamUtils";
 import { ArrowLeftIcon } from "@heroicons/react/outline";
@@ -196,7 +197,7 @@ const OrganizationInfoView: React.FC<OrganizationInfoProps> = ({
       render: (_: unknown, record: Member) => {
         const orgMember =
           record.user_id != null ? (orgData.members || []).find((m) => m.user_id === record.user_id) : undefined;
-        return <Typography.Text>${formatNumberWithCommas(orgMember?.spend ?? 0, 4)}</Typography.Text>;
+        return <MoneyCell value={orgMember?.spend} decimals={4} />;
       },
     },
     {
diff --git a/ui/litellm-dashboard/src/components/organizations.tsx b/ui/litellm-dashboard/src/components/organizations.tsx
index 857a0a0c64c..edebc17087a 100644
--- a/ui/litellm-dashboard/src/components/organizations.tsx
+++ b/ui/litellm-dashboard/src/components/organizations.tsx
@@ -27,7 +27,7 @@ import {
 import { Form, Input, Modal, Select as Select2, Tooltip } from "antd";
 import { useQueryClient } from "@tanstack/react-query";
 import React, { useState } from "react";
-import { formatNumberWithCommas } from "../utils/dataUtils";
+import { DateCell, IdCell, MoneyCell } from "@/components/shared/table_cells";
 import DeleteResourceModal from "./common_components/DeleteResourceModal";
 import TableIconActionButton from "./common_components/IconActionButton/TableIconActionButtons/TableIconActionButton";
 import { getModelDisplayName } from "./key_team_helpers/fetch_available_models_team_key";
@@ -263,30 +263,22 @@ const OrganizationsTable: React.FC<OrganizationsTableProps> = ({
                                   .map((org: Organization) => (
                                     <TableRow key={org.organization_id}>
                                       <TableCell>
-                                        <div className="overflow-hidden">
-                                          <Tooltip title={org.organization_id}>
-                                            <Button
-                                              size="xs"
-                                              variant="light"
-                                              className="font-mono text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs font-normal px-2 py-0.5 text-left overflow-hidden truncate max-w-[200px]"
-                                              onClick={() => setSelectedOrgId(org.organization_id)}
-                                            >
-                                              {org.organization_id?.slice(0, 7)}
-                                              ...
-                                            </Button>
-                                          </Tooltip>
-                                        </div>
+                                        <IdCell value={org.organization_id} onClick={setSelectedOrgId} />
                                       </TableCell>
                                       <TableCell>{org.organization_alias}</TableCell>
                                       <TableCell>
-                                        {org.created_at ? new Date(org.created_at).toLocaleDateString() : "N/A"}
+                                        <DateCell value={org.created_at} precision="date" />
+                                      </TableCell>
+                                      <TableCell>
+                                        <MoneyCell value={org.spend} decimals={4} />
                                       </TableCell>
-                                      <TableCell>{formatNumberWithCommas(org.spend, 4)}</TableCell>
                                       <TableCell>
-                                        {org.litellm_budget_table?.max_budget !== null &&
-                                        org.litellm_budget_table?.max_budget !== undefined
-                                          ? org.litellm_budget_table?.max_budget
-                                          : "No limit"}
+                                        <MoneyCell
+                                          value={org.litellm_budget_table?.max_budget}
+                                          decimals={2}
+                                          emptyText="Unlimited"
+                                          showZero
+                                        />
                                       </TableCell>
                                       <TableCell
                                         style={{
diff --git a/ui/litellm-dashboard/src/components/pass_through_settings.tsx b/ui/litellm-dashboard/src/components/pass_through_settings.tsx
index 63fe0f92961..6c72b8a62ab 100644
--- a/ui/litellm-dashboard/src/components/pass_through_settings.tsx
+++ b/ui/litellm-dashboard/src/components/pass_through_settings.tsx
@@ -7,6 +7,7 @@ import AddPassThroughEndpoint from "./add_pass_through";
 import PassThroughInfoView from "./pass_through_info";
 import { DataTable } from "./view_logs/table";
 import { ColumnDef } from "@tanstack/react-table";
+import { IdCell, StatusBadge } from "@/components/shared/table_cells";
 import { Eye, EyeOff } from "lucide-react";
 import NotificationsManager from "./molecules/notifications_manager";
 
@@ -136,16 +137,7 @@ const PassThroughSettings: React.FC<GeneralSettingsPageProps> = ({
     {
       header: "ID",
       accessorKey: "id",
-      cell: (info: any) => (
-        <Tooltip title={info.row.original.id}>
-          <div
-            className="font-mono text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs font-normal px-2 py-0.5 text-left w-full truncate whitespace-nowrap cursor-pointer max-w-[15ch]"
-            onClick={() => info.row.original.id && setSelectedEndpointId(info.row.original.id)}
-          >
-            {info.row.original.id}
-          </div>
-        </Tooltip>
-      ),
+      cell: (info: any) => <IdCell value={info.row.original.id} onClick={setSelectedEndpointId} />,
     },
     {
       header: "Path",
@@ -192,7 +184,9 @@ const PassThroughSettings: React.FC<GeneralSettingsPageProps> = ({
         </div>
       ),
       accessorKey: "auth",
-      cell: (info: any) => <Badge color={info.getValue() ? "green" : "gray"}>{info.getValue() ? "Yes" : "No"}</Badge>,
+      cell: (info: any) => (
+        <StatusBadge tone={info.getValue() ? "success" : "neutral"} label={info.getValue() ? "Yes" : "No"} />
+      ),
     },
     {
       header: "Headers",
diff --git a/ui/litellm-dashboard/src/components/policies/attachment_table.test.tsx b/ui/litellm-dashboard/src/components/policies/attachment_table.test.tsx
index 099aa97a433..0cfd4e41e0a 100644
--- a/ui/litellm-dashboard/src/components/policies/attachment_table.test.tsx
+++ b/ui/litellm-dashboard/src/components/policies/attachment_table.test.tsx
@@ -140,10 +140,13 @@ describe("AttachmentTable", () => {
     expect(screen.queryByRole("button", { name: /TrashIcon/i })).not.toBeInTheDocument();
   });
 
-  it("should show a truncated attachment ID in the table", () => {
+  it("should show the attachment ID as truncated plain mono text", () => {
     const attachment = makeAttachment({ attachment_id: "att-abcdef1234567" });
     renderWithProviders(<AttachmentTable {...defaultProps} attachments={[attachment]} />);
-    expect(screen.getByText("att-abc...")).toBeInTheDocument();
+    const idElement = screen.getByText("att-abcdef1234567");
+    expect(idElement.className).toContain("font-mono");
+    expect(idElement.className).toContain("truncate");
+    expect(idElement.className).not.toContain("bg-blue-50");
   });
 
   it("should render model tags when the attachment has models", () => {
diff --git a/ui/litellm-dashboard/src/components/policies/attachment_table.tsx b/ui/litellm-dashboard/src/components/policies/attachment_table.tsx
index d9de8378a8a..fa482552fd5 100644
--- a/ui/litellm-dashboard/src/components/policies/attachment_table.tsx
+++ b/ui/litellm-dashboard/src/components/policies/attachment_table.tsx
@@ -10,6 +10,7 @@ import {
   SortingState,
   useReactTable,
 } from "@tanstack/react-table";
+import { DateCell, IdCell } from "@/components/shared/table_cells";
 import { PolicyAttachment } from "./types";
 import ImpactPopover from "./impact_popover";
 
@@ -30,24 +31,11 @@ const AttachmentTable: React.FC<AttachmentTableProps> = ({
 }) => {
   const [sorting, setSorting] = useState<SortingState>([{ id: "created_at", desc: true }]);
 
-  // Format date helper function
-  const formatDate = (dateString?: string) => {
-    if (!dateString) return "-";
-    const date = new Date(dateString);
-    return date.toLocaleString();
-  };
-
   const columns: ColumnDef<PolicyAttachment>[] = [
     {
       header: "Attachment ID",
       accessorKey: "attachment_id",
-      cell: (info: any) => (
-        <Tooltip title={String(info.getValue() || "")}>
-          <span className="font-mono text-xs text-gray-600">
-            {info.getValue() ? `${String(info.getValue()).slice(0, 7)}...` : ""}
-          </span>
-        </Tooltip>
-      ),
+      cell: (info: any) => <IdCell value={info.getValue()} variant="plain" />,
     },
     {
       header: "Policy",
@@ -183,14 +171,7 @@ const AttachmentTable: React.FC<AttachmentTableProps> = ({
     {
       header: "Created At",
       accessorKey: "created_at",
-      cell: ({ row }) => {
-        const attachment = row.original;
-        return (
-          <Tooltip title={attachment.created_at}>
-            <span className="text-xs">{formatDate(attachment.created_at)}</span>
-          </Tooltip>
-        );
-      },
+      cell: ({ row }) => <DateCell value={row.original.created_at} />,
     },
     {
       id: "actions",
diff --git a/ui/litellm-dashboard/src/components/policies/policy_table.tsx b/ui/litellm-dashboard/src/components/policies/policy_table.tsx
index eafec442474..1716f5aea84 100644
--- a/ui/litellm-dashboard/src/components/policies/policy_table.tsx
+++ b/ui/litellm-dashboard/src/components/policies/policy_table.tsx
@@ -10,6 +10,7 @@ import {
   SortingState,
   useReactTable,
 } from "@tanstack/react-table";
+import { DateCell } from "@/components/shared/table_cells";
 import { Policy } from "./types";
 
 /** One row per policy name; primaryPolicy is used for display and for Edit (FlowBuilder loads all versions) */
@@ -59,12 +60,6 @@ const PolicyTable: React.FC<PolicyTableProps> = ({
 
   const rows = useMemo(() => groupPoliciesByName(policies), [policies]);
 
-  const formatDate = (dateString?: string) => {
-    if (!dateString) return "-";
-    const date = new Date(dateString);
-    return date.toLocaleString();
-  };
-
   const columns: ColumnDef<PolicyRow>[] = [
     {
       header: "Name",
@@ -199,14 +194,7 @@ const PolicyTable: React.FC<PolicyTableProps> = ({
       header: "Created At",
       id: "created_at",
       accessorFn: (row) => row.primaryPolicy.created_at ?? "",
-      cell: ({ row }) => {
-        const policy = row.original.primaryPolicy;
-        return (
-          <Tooltip title={policy.created_at}>
-            <span className="text-xs">{formatDate(policy.created_at)}</span>
-          </Tooltip>
-        );
-      },
+      cell: ({ row }) => <DateCell value={row.original.primaryPolicy.created_at} />,
     },
     {
       id: "actions",
diff --git a/ui/litellm-dashboard/src/components/shared/table_cells/cell_tooltip.tsx b/ui/litellm-dashboard/src/components/shared/table_cells/cell_tooltip.tsx
new file mode 100644
index 00000000000..c6e10590e8f
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/table_cells/cell_tooltip.tsx
@@ -0,0 +1,21 @@
+"use client";
+
+import * as React from "react";
+
+import { Tooltip, TooltipContent, TooltipProvider, TooltipTrigger } from "@/components/ui/tooltip";
+
+interface CellTooltipProps {
+  content: React.ReactNode;
+  trigger: React.ReactElement;
+}
+
+export function CellTooltip({ content, trigger }: CellTooltipProps) {
+  return (
+    <TooltipProvider delay={300}>
+      <Tooltip>
+        <TooltipTrigger render={trigger} />
+        <TooltipContent>{content}</TooltipContent>
+      </Tooltip>
+    </TooltipProvider>
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/shared/table_cells/date_cell.test.tsx b/ui/litellm-dashboard/src/components/shared/table_cells/date_cell.test.tsx
new file mode 100644
index 00000000000..719047e0cfe
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/table_cells/date_cell.test.tsx
@@ -0,0 +1,57 @@
+import { render, screen } from "@testing-library/react";
+import { describe, expect, it } from "vitest";
+
+import { DateCell, formatCellDate, formatFullTimestamp } from "./date_cell";
+
+const localIso = new Date(2026, 6, 7, 9, 50, 13).toISOString();
+
+describe("formatCellDate", () => {
+  it("formats datetime precision as 'MMM D, HH:mm:ss' without a year", () => {
+    expect(formatCellDate(new Date(2026, 6, 7, 9, 50, 13), "datetime")).toBe("Jul 7, 09:50:13");
+  });
+
+  it("zero-pads hours, minutes and seconds", () => {
+    expect(formatCellDate(new Date(2026, 0, 2, 1, 2, 3), "datetime")).toBe("Jan 2, 01:02:03");
+  });
+
+  it("formats date precision as 'MMM D, YYYY' with no time", () => {
+    expect(formatCellDate(new Date(2026, 11, 31, 23, 59, 59), "date")).toBe("Dec 31, 2026");
+  });
+});
+
+describe("formatFullTimestamp", () => {
+  it("includes year, 24h time and the IANA timezone", () => {
+    const timeZone = Intl.DateTimeFormat().resolvedOptions().timeZone;
+    expect(formatFullTimestamp(new Date(2026, 6, 7, 9, 50, 13))).toBe(`Jul 7, 2026, 09:50:13 (${timeZone})`);
+  });
+});
+
+describe("DateCell", () => {
+  it("renders the datetime format by default", () => {
+    render(<DateCell value={localIso} />);
+    expect(screen.getByText("Jul 7, 09:50:13")).toBeInTheDocument();
+  });
+
+  it("renders date-only when precision is 'date'", () => {
+    render(<DateCell value={localIso} precision="date" />);
+    expect(screen.getByText("Jul 7, 2026")).toBeInTheDocument();
+  });
+
+  it("renders '-' for null and undefined", () => {
+    const { rerender } = render(<DateCell value={null} />);
+    expect(screen.getByText("-")).toBeInTheDocument();
+    rerender(<DateCell value={undefined} />);
+    expect(screen.getByText("-")).toBeInTheDocument();
+  });
+
+  it("renders the custom fallback for empty values", () => {
+    render(<DateCell value="" fallback="Never" />);
+    expect(screen.getByText("Never")).toBeInTheDocument();
+  });
+
+  it("renders the fallback instead of 'Invalid Date' for unparseable input", () => {
+    render(<DateCell value="not-a-date" fallback="Unknown" />);
+    expect(screen.getByText("Unknown")).toBeInTheDocument();
+    expect(screen.queryByText(/Invalid/)).not.toBeInTheDocument();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/shared/table_cells/date_cell.tsx b/ui/litellm-dashboard/src/components/shared/table_cells/date_cell.tsx
new file mode 100644
index 00000000000..ee4c01bb237
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/table_cells/date_cell.tsx
@@ -0,0 +1,41 @@
+"use client";
+
+import { CellTooltip } from "./cell_tooltip";
+
+const MONTHS = ["Jan", "Feb", "Mar", "Apr", "May", "Jun", "Jul", "Aug", "Sep", "Oct", "Nov", "Dec"] as const;
+
+export type DatePrecision = "datetime" | "date";
+
+interface DateCellProps {
+  value: string | null | undefined;
+  precision?: DatePrecision;
+  fallback?: string;
+}
+
+const pad = (n: number): string => String(n).padStart(2, "0");
+
+export const formatCellDate = (date: Date, precision: DatePrecision): string =>
+  precision === "date"
+    ? `${MONTHS[date.getMonth()]} ${date.getDate()}, ${date.getFullYear()}`
+    : `${MONTHS[date.getMonth()]} ${date.getDate()}, ${pad(date.getHours())}:${pad(date.getMinutes())}:${pad(date.getSeconds())}`;
+
+export const formatFullTimestamp = (date: Date): string => {
+  const timeZone = Intl.DateTimeFormat().resolvedOptions().timeZone;
+  const day = `${MONTHS[date.getMonth()]} ${date.getDate()}, ${date.getFullYear()}`;
+  const time = `${pad(date.getHours())}:${pad(date.getMinutes())}:${pad(date.getSeconds())}`;
+  return `${day}, ${time} (${timeZone})`;
+};
+
+export function DateCell({ value, precision = "datetime", fallback = "-" }: DateCellProps) {
+  const date = value ? new Date(value) : null;
+  if (!date || Number.isNaN(date.getTime())) {
+    return <span className="text-muted-foreground">{fallback}</span>;
+  }
+
+  return (
+    <CellTooltip
+      content={formatFullTimestamp(date)}
+      trigger={<span className="whitespace-nowrap">{formatCellDate(date, precision)}</span>}
+    />
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/shared/table_cells/id_cell.test.tsx b/ui/litellm-dashboard/src/components/shared/table_cells/id_cell.test.tsx
new file mode 100644
index 00000000000..1a87f17d50b
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/table_cells/id_cell.test.tsx
@@ -0,0 +1,78 @@
+import { render, screen } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import { describe, expect, it, vi } from "vitest";
+
+import { IdCell } from "./id_cell";
+
+const { copyToClipboardMock } = vi.hoisted(() => ({ copyToClipboardMock: vi.fn() }));
+
+vi.mock("@/utils/dataUtils", async (importOriginal) => ({
+  ...(await importOriginal<typeof import("@/utils/dataUtils")>()),
+  copyToClipboard: copyToClipboardMock,
+}));
+
+describe("IdCell", () => {
+  it("renders '-' for empty values", () => {
+    render(<IdCell value={null} />);
+    expect(screen.getByText("-")).toBeInTheDocument();
+  });
+
+  it("renders the custom fallback for empty values", () => {
+    render(<IdCell value="" fallback="—" />);
+    expect(screen.getByText("—")).toBeInTheDocument();
+  });
+
+  it("renders the full id as a non-interactive pill by default", () => {
+    render(<IdCell value="sk-1234567890abcdef" />);
+    const el = screen.getByText("sk-1234567890abcdef");
+    expect(el.tagName).toBe("SPAN");
+    expect(el.className).toContain("bg-blue-50");
+    expect(el.className).toContain("font-mono");
+    expect(el.className).toContain("max-w-[15ch]");
+    expect(el.className).toContain("truncate");
+  });
+
+  it("renders plain mono text without pill styling for the plain variant", () => {
+    render(<IdCell value="req-123" variant="plain" />);
+    const el = screen.getByText("req-123");
+    expect(el.className).toContain("font-mono");
+    expect(el.className).not.toContain("bg-blue-50");
+  });
+
+  it("does not truncate when truncate is false", () => {
+    render(<IdCell value="audit-object-id" truncate={false} />);
+    expect(screen.getByText("audit-object-id").className).not.toContain("truncate");
+  });
+
+  it("becomes a button that fires onClick with the id value", async () => {
+    const user = userEvent.setup();
+    const onClick = vi.fn();
+    render(<IdCell value="team-42" onClick={onClick} />);
+    await user.click(screen.getByRole("button", { name: "team-42" }));
+    expect(onClick).toHaveBeenCalledWith("team-42");
+  });
+
+  it("stays non-interactive when disabled, even with onClick", () => {
+    const onClick = vi.fn();
+    render(<IdCell value="tag-1" onClick={onClick} disabled />);
+    expect(screen.queryByRole("button", { name: "tag-1" })).not.toBeInTheDocument();
+  });
+
+  it("copies the id via the trailing copy button without triggering row clicks", async () => {
+    const user = userEvent.setup();
+    const rowClick = vi.fn();
+    render(
+      <div onClick={rowClick}>
+        <IdCell value="key-hash-9" copyable />
+      </div>,
+    );
+    await user.click(screen.getByRole("button", { name: "Copy ID" }));
+    expect(copyToClipboardMock).toHaveBeenCalledWith("key-hash-9");
+    expect(rowClick).not.toHaveBeenCalled();
+  });
+
+  it("passes dataTestId through to the id element", () => {
+    render(<IdCell value="k-1" dataTestId="key-id-cell" />);
+    expect(screen.getByTestId("key-id-cell")).toHaveTextContent("k-1");
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/shared/table_cells/id_cell.tsx b/ui/litellm-dashboard/src/components/shared/table_cells/id_cell.tsx
new file mode 100644
index 00000000000..6fbd2e2f9ed
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/table_cells/id_cell.tsx
@@ -0,0 +1,94 @@
+"use client";
+
+import { Copy } from "lucide-react";
+import * as React from "react";
+
+import { cn } from "@/lib/cva.config";
+import { copyToClipboard } from "@/utils/dataUtils";
+
+import { CellTooltip } from "./cell_tooltip";
+
+export type IdCellVariant = "pill" | "plain";
+
+interface IdCellProps {
+  value: string | null | undefined;
+  variant?: IdCellVariant;
+  onClick?: (value: string) => void;
+  copyable?: boolean;
+  truncate?: boolean;
+  fallback?: string;
+  tooltip?: React.ReactNode;
+  disabled?: boolean;
+  dataTestId?: string;
+  className?: string;
+}
+
+const VARIANT_CLASS: Record<IdCellVariant, { base: string; clickable: string }> = {
+  pill: {
+    base: "font-mono text-xs font-normal px-2 py-0.5 rounded-md text-left bg-blue-50 text-blue-500",
+    clickable: "hover:bg-blue-100 cursor-pointer",
+  },
+  plain: {
+    base: "font-mono text-xs text-left",
+    clickable: "hover:text-blue-600 cursor-pointer",
+  },
+};
+
+export function IdCell({
+  value,
+  variant = "pill",
+  onClick,
+  copyable = false,
+  truncate = true,
+  fallback = "-",
+  tooltip,
+  disabled = false,
+  dataTestId,
+  className,
+}: IdCellProps) {
+  if (!value) {
+    return <span className="text-muted-foreground">{fallback}</span>;
+  }
+
+  const clickable = !!onClick && !disabled;
+  const classes = cn(
+    VARIANT_CLASS[variant].base,
+    clickable && VARIANT_CLASS[variant].clickable,
+    truncate && "block max-w-[15ch] truncate",
+    disabled && "opacity-50",
+    className,
+  );
+
+  const idElement = clickable ? (
+    <button type="button" className={classes} data-testid={dataTestId} onClick={() => onClick(value)}>
+      {value}
+    </button>
+  ) : (
+    <span className={classes} data-testid={dataTestId}>
+      {value}
+    </span>
+  );
+
+  const withTooltip = <CellTooltip content={tooltip ?? value} trigger={idElement} />;
+
+  if (!copyable) {
+    return withTooltip;
+  }
+
+  return (
+    <span className="inline-flex max-w-full items-center gap-1">
+      {withTooltip}
+      <button
+        type="button"
+        aria-label="Copy ID"
+        className="shrink-0 cursor-pointer text-muted-foreground hover:text-foreground"
+        onClick={(event) => {
+          event.stopPropagation();
+          void copyToClipboard(value);
+        }}
+      >
+        <Copy className="size-3" />
+      </button>
+    </span>
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/shared/table_cells/index.ts b/ui/litellm-dashboard/src/components/shared/table_cells/index.ts
new file mode 100644
index 00000000000..e189413d43d
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/table_cells/index.ts
@@ -0,0 +1,5 @@
+export { CellTooltip } from "./cell_tooltip";
+export { DateCell, formatCellDate, formatFullTimestamp, type DatePrecision } from "./date_cell";
+export { IdCell, type IdCellVariant } from "./id_cell";
+export { MoneyCell } from "./money_cell";
+export { StatusBadge, type StatusTone } from "./status_badge";
diff --git a/ui/litellm-dashboard/src/components/shared/table_cells/money_cell.test.tsx b/ui/litellm-dashboard/src/components/shared/table_cells/money_cell.test.tsx
new file mode 100644
index 00000000000..473785e31c4
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/table_cells/money_cell.test.tsx
@@ -0,0 +1,44 @@
+import { render, screen } from "@testing-library/react";
+import { describe, expect, it } from "vitest";
+
+import { MoneyCell } from "./money_cell";
+
+describe("MoneyCell", () => {
+  it("renders '-' for null and undefined", () => {
+    const { rerender } = render(<MoneyCell value={null} />);
+    expect(screen.getByText("-")).toBeInTheDocument();
+    rerender(<MoneyCell value={undefined} />);
+    expect(screen.getByText("-")).toBeInTheDocument();
+  });
+
+  it("renders the custom emptyText for null budgets", () => {
+    render(<MoneyCell value={null} emptyText="Unlimited" />);
+    expect(screen.getByText("Unlimited")).toBeInTheDocument();
+  });
+
+  it("renders '-' for zero by default", () => {
+    render(<MoneyCell value={0} />);
+    expect(screen.getByText("-")).toBeInTheDocument();
+  });
+
+  it("renders a formatted zero when showZero is set, never the emptyText", () => {
+    render(<MoneyCell value={0} showZero emptyText="Unlimited" decimals={2} />);
+    expect(screen.getByText("$0.00")).toBeInTheDocument();
+    expect(screen.queryByText("Unlimited")).not.toBeInTheDocument();
+  });
+
+  it("formats amounts with commas, a dollar sign and the given decimals", () => {
+    render(<MoneyCell value={1234.5678} decimals={2} />);
+    expect(screen.getByText("$1,234.57")).toBeInTheDocument();
+  });
+
+  it("defaults to 4 decimals", () => {
+    render(<MoneyCell value={42} />);
+    expect(screen.getByText("$42.0000")).toBeInTheDocument();
+  });
+
+  it("renders the sub-threshold form for amounts that round to zero", () => {
+    render(<MoneyCell value={0.0000001} decimals={6} />);
+    expect(screen.getByText("< $0.000001")).toBeInTheDocument();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/shared/table_cells/money_cell.tsx b/ui/litellm-dashboard/src/components/shared/table_cells/money_cell.tsx
new file mode 100644
index 00000000000..9d3c747b20e
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/table_cells/money_cell.tsx
@@ -0,0 +1,23 @@
+"use client";
+
+import { formatNumberWithCommas, getSpendString } from "@/utils/dataUtils";
+
+interface MoneyCellProps {
+  value: number | null | undefined;
+  decimals?: number;
+  emptyText?: string;
+  showZero?: boolean;
+}
+
+export function MoneyCell({ value, decimals = 4, emptyText = "-", showZero = false }: MoneyCellProps) {
+  if (value === null || value === undefined || Number.isNaN(value)) {
+    return <span className="text-muted-foreground">{emptyText}</span>;
+  }
+  if (value === 0) {
+    if (!showZero) {
+      return <span className="text-muted-foreground">-</span>;
+    }
+    return <span className="whitespace-nowrap">{`$${formatNumberWithCommas(0, decimals, false, true)}`}</span>;
+  }
+  return <span className="whitespace-nowrap">{getSpendString(value, decimals)}</span>;
+}
diff --git a/ui/litellm-dashboard/src/components/shared/table_cells/status_badge.test.tsx b/ui/litellm-dashboard/src/components/shared/table_cells/status_badge.test.tsx
new file mode 100644
index 00000000000..724a362c21f
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/table_cells/status_badge.test.tsx
@@ -0,0 +1,42 @@
+import { render, screen } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import { describe, expect, it } from "vitest";
+
+import { StatusBadge, type StatusTone } from "./status_badge";
+
+describe("StatusBadge", () => {
+  const toneClasses: Record<StatusTone, string[]> = {
+    success: ["border-green-200", "bg-green-50", "text-green-600"],
+    error: ["border-red-200", "bg-red-50", "text-red-600"],
+    warning: ["border-amber-200", "bg-amber-50", "text-amber-600"],
+    neutral: ["border-gray-200", "bg-gray-50", "text-gray-600"],
+    info: ["border-blue-200", "bg-blue-50", "text-blue-600"],
+  };
+
+  (Object.entries(toneClasses) as [StatusTone, string[]][]).forEach(([tone, classes]) => {
+    it(`renders a tinted pill (${classes.join(" ")}) for the ${tone} tone`, () => {
+      render(<StatusBadge tone={tone} label={tone} />);
+      const badge = screen.getByText(tone);
+      classes.forEach((cls) => expect(badge.className).toContain(cls));
+    });
+  });
+
+  it("renders the label text inside an outline badge with no status dot", () => {
+    render(<StatusBadge tone="success" label="Active" />);
+    const badge = screen.getByText("Active");
+    expect(badge.dataset.variant).toBe("outline");
+    expect(badge.querySelector("[aria-hidden]")).toBeNull();
+  });
+
+  it("passes dataTestId through", () => {
+    render(<StatusBadge tone="error" label="Blocked" dataTestId="key-status" />);
+    expect(screen.getByTestId("key-status")).toHaveTextContent("Blocked");
+  });
+
+  it("opens the tooltip on hover, which requires Badge to forward its ref to the trigger", async () => {
+    const user = userEvent.setup();
+    render(<StatusBadge tone="error" label="Blocked" tooltip="This key was blocked by SCIM" />);
+    await user.hover(screen.getByText("Blocked"));
+    expect(await screen.findByText("This key was blocked by SCIM")).toBeInTheDocument();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/shared/table_cells/status_badge.tsx b/ui/litellm-dashboard/src/components/shared/table_cells/status_badge.tsx
new file mode 100644
index 00000000000..f10f817650a
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/table_cells/status_badge.tsx
@@ -0,0 +1,38 @@
+"use client";
+
+import * as React from "react";
+
+import { Badge } from "@/components/ui/badge";
+import { cn } from "@/lib/cva.config";
+
+import { CellTooltip } from "./cell_tooltip";
+
+export type StatusTone = "success" | "error" | "warning" | "neutral" | "info";
+
+const TONE_CLASS: Record<StatusTone, string> = {
+  success: "border-green-200 bg-green-50 text-green-600",
+  error: "border-red-200 bg-red-50 text-red-600",
+  warning: "border-amber-200 bg-amber-50 text-amber-600",
+  neutral: "border-gray-200 bg-gray-50 text-gray-600",
+  info: "border-blue-200 bg-blue-50 text-blue-600",
+};
+
+interface StatusBadgeProps {
+  tone: StatusTone;
+  label: string;
+  tooltip?: React.ReactNode;
+  dataTestId?: string;
+}
+
+export function StatusBadge({ tone, label, tooltip, dataTestId }: StatusBadgeProps) {
+  const badge = (
+    <Badge variant="outline" data-testid={dataTestId} className={cn("whitespace-nowrap font-normal", TONE_CLASS[tone])}>
+      {label}
+    </Badge>
+  );
+
+  if (!tooltip) {
+    return badge;
+  }
+  return <CellTooltip content={tooltip} trigger={badge} />;
+}
diff --git a/ui/litellm-dashboard/src/components/skill_hub_table_columns.tsx b/ui/litellm-dashboard/src/components/skill_hub_table_columns.tsx
index 8a8d7ae7042..8fc9adc75a2 100644
--- a/ui/litellm-dashboard/src/components/skill_hub_table_columns.tsx
+++ b/ui/litellm-dashboard/src/components/skill_hub_table_columns.tsx
@@ -3,6 +3,7 @@ import { Badge, Text } from "@tremor/react";
 import { Tooltip } from "antd";
 import { CopyOutlined, LinkOutlined } from "@ant-design/icons";
 import { Plugin } from "./claude_code_plugins/types";
+import { StatusBadge } from "@/components/shared/table_cells";
 
 export const skillHubColumns = (
   showModal: (skill: Plugin) => void,
@@ -104,9 +105,10 @@ export const skillHubColumns = (
     accessorKey: "enabled",
     enableSorting: true,
     cell: ({ row }) => (
-      <Badge color={row.original.enabled ? "green" : "gray"} size="xs">
-        {row.original.enabled ? "Public" : "Draft"}
-      </Badge>
+      <StatusBadge
+        tone={row.original.enabled ? "success" : "neutral"}
+        label={row.original.enabled ? "Public" : "Draft"}
+      />
     ),
   },
 ];
diff --git a/ui/litellm-dashboard/src/components/tag_management/TagTable.test.tsx b/ui/litellm-dashboard/src/components/tag_management/TagTable.test.tsx
index a56721787d5..057f30ccee5 100644
--- a/ui/litellm-dashboard/src/components/tag_management/TagTable.test.tsx
+++ b/ui/litellm-dashboard/src/components/tag_management/TagTable.test.tsx
@@ -1,5 +1,6 @@
-import { render, screen } from "@testing-library/react";
+import { fireEvent, render, screen } from "@testing-library/react";
 import { beforeEach, describe, expect, it, vi } from "vitest";
+import { formatCellDate } from "@/components/shared/table_cells";
 import TagTable from "./TagTable";
 import { Tag } from "./types";
 
@@ -75,14 +76,21 @@ describe("TagTable", () => {
 
   it("should display formatted created date", () => {
     render(<TagTable {...defaultProps} data={[mockTag]} />);
-    const formattedDate = new Date(mockTag.created_at).toLocaleDateString();
+    const formattedDate = formatCellDate(new Date(mockTag.created_at), "date");
     expect(screen.getByText(formattedDate)).toBeInTheDocument();
   });
 
-  it("should disable tag name button for dynamic spend tags", () => {
+  it("should call onSelectTag when tag name is clicked", () => {
+    render(<TagTable {...defaultProps} data={[mockTag]} />);
+    fireEvent.click(screen.getByRole("button", { name: "test-tag" }));
+    expect(mockOnSelectTag).toHaveBeenCalledWith("test-tag");
+  });
+
+  it("should render tag name as non-clickable for dynamic spend tags", () => {
     render(<TagTable {...defaultProps} data={[mockDynamicSpendTag]} />);
-    const tagButton = screen.getByRole("button", { name: "dynamic-spend-tag" });
-    expect(tagButton).toBeDisabled();
+    expect(screen.queryByRole("button", { name: "dynamic-spend-tag" })).not.toBeInTheDocument();
+    fireEvent.click(screen.getByText("dynamic-spend-tag"));
+    expect(mockOnSelectTag).not.toHaveBeenCalled();
   });
 
   it("should disable edit icon for dynamic spend tags", () => {
diff --git a/ui/litellm-dashboard/src/components/tag_management/TagTable.tsx b/ui/litellm-dashboard/src/components/tag_management/TagTable.tsx
index ce28ac6e6f2..e34653cc702 100644
--- a/ui/litellm-dashboard/src/components/tag_management/TagTable.tsx
+++ b/ui/litellm-dashboard/src/components/tag_management/TagTable.tsx
@@ -7,20 +7,10 @@ import {
   SortingState,
   useReactTable,
 } from "@tanstack/react-table";
-import {
-  Badge,
-  Button,
-  Icon,
-  Table,
-  TableBody,
-  TableCell,
-  TableHead,
-  TableHeaderCell,
-  TableRow,
-  Text,
-} from "@tremor/react";
+import { Badge, Icon, Table, TableBody, TableCell, TableHead, TableHeaderCell, TableRow, Text } from "@tremor/react";
 import { Tooltip } from "antd";
 import React from "react";
+import { DateCell, IdCell } from "@/components/shared/table_cells";
 import { Tag } from "./types";
 
 interface TagTableProps {
@@ -45,21 +35,15 @@ const TagTable: React.FC<TagTableProps> = ({ data, onEdit, onDelete, onSelectTag
         const isDynamicSpendTag = tag.description === DYNAMIC_SPEND_TAG_DESCRIPTION;
         return (
           <div className="overflow-hidden">
-            <Tooltip
-              title={
+            <IdCell
+              value={tag.name}
+              truncate={false}
+              onClick={onSelectTag}
+              disabled={isDynamicSpendTag}
+              tooltip={
                 isDynamicSpendTag ? "You cannot view the information of a dynamically generated spend tag" : tag.name
               }
-            >
-              <Button
-                size="xs"
-                variant="light"
-                className="font-mono text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs font-normal px-2 py-0.5"
-                onClick={() => onSelectTag(tag.name)}
-                disabled={isDynamicSpendTag}
-              >
-                {tag.name}
-              </Button>
-            </Tooltip>
+            />
           </div>
         );
       },
@@ -104,10 +88,7 @@ const TagTable: React.FC<TagTableProps> = ({ data, onEdit, onDelete, onSelectTag
       header: "Created",
       accessorKey: "created_at",
       sortingFn: "datetime",
-      cell: ({ row }) => {
-        const tag = row.original;
-        return <span className="text-xs">{new Date(tag.created_at).toLocaleDateString()}</span>;
-      },
+      cell: ({ row }) => <DateCell value={row.original.created_at} precision="date" />,
     },
     {
       id: "actions",
diff --git a/ui/litellm-dashboard/src/components/team/TeamMemberTab.test.tsx b/ui/litellm-dashboard/src/components/team/TeamMemberTab.test.tsx
index ac0ae16a44f..a07c57eaa30 100644
--- a/ui/litellm-dashboard/src/components/team/TeamMemberTab.test.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamMemberTab.test.tsx
@@ -27,6 +27,8 @@ const mockSetSelectedEditMember = vi.fn();
 const mockSetIsEditMemberModalVisible = vi.fn();
 const mockSetIsAddMemberModalVisible = vi.fn();
 
+const budgetResetIso = new Date(2026, 6, 15, 12, 0, 0).toISOString();
+
 const createMockTeamData = (overrides: Partial<TeamData> = {}): TeamData => ({
   team_id: "team-123",
   team_info: {
@@ -78,6 +80,7 @@ const createMockTeamData = (overrides: Partial<TeamData> = {}): TeamData => ({
         rpm_limit: 100,
         model_max_budget: null,
         budget_duration: null,
+        budget_reset_at: budgetResetIso,
       },
     },
   ],
@@ -202,7 +205,7 @@ describe("TeamMembersComponent", () => {
       />,
     );
 
-    expect(screen.getByText("-")).toBeInTheDocument();
+    expect(screen.getAllByText("-").length).toBeGreaterThanOrEqual(1);
   });
 
   it("should display Default Proxy Admin tag for default_user_id", () => {
@@ -243,12 +246,27 @@ describe("TeamMembersComponent", () => {
       />,
     );
 
-    expect(screen.getByText(/\$100\.5/)).toBeInTheDocument();
+    expect(screen.getByText("$100.5000")).toBeInTheDocument();
     expect(screen.getByText(/100 RPM/)).toBeInTheDocument();
     expect(screen.getByText(/10000 TPM/)).toBeInTheDocument();
   });
 
-  it("should display No Limit for budget when member has no budget", () => {
+  it("should display the budget reset date for member with a budget reset", () => {
+    renderWithProviders(
+      <TeamMembersComponent
+        teamData={createMockTeamData()}
+        canEditTeam={false}
+        handleMemberDelete={mockHandleMemberDelete}
+        setSelectedEditMember={mockSetSelectedEditMember}
+        setIsEditMemberModalVisible={mockSetIsEditMemberModalVisible}
+        setIsAddMemberModalVisible={mockSetIsAddMemberModalVisible}
+      />,
+    );
+
+    expect(screen.getByText("Jul 15, 2026")).toBeInTheDocument();
+  });
+
+  it("should display formatted budget and Unlimited for member with no budget", () => {
     renderWithProviders(
       <TeamMembersComponent
         teamData={createMockTeamData()}
@@ -260,7 +278,8 @@ describe("TeamMembersComponent", () => {
       />,
     );
 
-    expect(screen.getByText("No Limit")).toBeInTheDocument();
+    expect(screen.getByText("$1,000.0000")).toBeInTheDocument();
+    expect(screen.getByText("Unlimited")).toBeInTheDocument();
   });
 
   it("should display No Limits for rate limits when member has no limits", () => {
diff --git a/ui/litellm-dashboard/src/components/team/TeamMemberTab.tsx b/ui/litellm-dashboard/src/components/team/TeamMemberTab.tsx
index e2f108dcbf5..b884490efc0 100644
--- a/ui/litellm-dashboard/src/components/team/TeamMemberTab.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamMemberTab.tsx
@@ -1,7 +1,7 @@
 import { useUISettings } from "@/app/(dashboard)/hooks/uiSettings/useUISettings";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 import { Member } from "@/components/networking";
-import { formatBudgetReset } from "@/utils/budgetUtils";
+import { DateCell, MoneyCell } from "@/components/shared/table_cells";
 import { formatNumberWithCommas } from "@/utils/dataUtils";
 import { isProxyAdminRole, isUserTeamAdminForSingleTeam } from "@/utils/roles";
 import { InfoCircleOutlined } from "@ant-design/icons";
@@ -58,14 +58,10 @@ export default function TeamMemberTab({
     return membership?.total_spend ?? 0;
   };
 
-  const getUserBudget = (userId: string | null): string | null => {
+  const getUserBudget = (userId: string | null): number | null => {
     if (!userId) return null;
     const membership = teamData.team_memberships.find((tm) => tm.user_id === userId);
-    const maxBudget = membership?.litellm_budget_table?.max_budget;
-    if (maxBudget === null || maxBudget === undefined) {
-      return null;
-    }
-    return formatNumber(maxBudget);
+    return membership?.litellm_budget_table?.max_budget ?? null;
   };
 
   // Helper function to get rate limits for a user
@@ -98,7 +94,7 @@ export default function TeamMemberTab({
   const getUserBudgetReset = (userId: string | null): string | null => {
     if (!userId) return null;
     const membership = teamData.team_memberships.find((tm) => tm.user_id === userId);
-    return formatBudgetReset(membership?.litellm_budget_table?.budget_reset_at);
+    return membership?.litellm_budget_table?.budget_reset_at ?? null;
   };
 
   const extraColumns: ColumnsType<Member> = [
@@ -146,7 +142,7 @@ export default function TeamMemberTab({
       ),
       key: "spend",
       render: (_: unknown, record: Member) => (
-        <Typography.Text>${formatNumberWithCommas(getUserCurrentCycleSpend(record.user_id), 4)}</Typography.Text>
+        <MoneyCell value={getUserCurrentCycleSpend(record.user_id)} decimals={4} />
       ),
     },
     {
@@ -159,31 +155,19 @@ export default function TeamMemberTab({
         </Space>
       ),
       key: "total_spend",
-      render: (_: unknown, record: Member) => (
-        <Typography.Text>${formatNumberWithCommas(getUserTotalSpend(record.user_id), 4)}</Typography.Text>
-      ),
+      render: (_: unknown, record: Member) => <MoneyCell value={getUserTotalSpend(record.user_id)} decimals={4} />,
     },
     {
       title: "Team Member Budget (USD)",
       key: "budget",
-      render: (_: unknown, record: Member) => {
-        const budget = getUserBudget(record.user_id);
-        return (
-          <Typography.Text>{budget ? `$${formatNumberWithCommas(Number(budget), 4)}` : "No Limit"}</Typography.Text>
-        );
-      },
+      render: (_: unknown, record: Member) => (
+        <MoneyCell value={getUserBudget(record.user_id)} decimals={4} emptyText="Unlimited" showZero />
+      ),
     },
     {
       title: "Budget Reset",
       key: "budget_reset",
-      render: (_: unknown, record: Member) => {
-        const reset = getUserBudgetReset(record.user_id);
-        return reset ? (
-          <Typography.Text>{reset}</Typography.Text>
-        ) : (
-          <Typography.Text type="secondary">—</Typography.Text>
-        );
-      },
+      render: (_: unknown, record: Member) => <DateCell value={getUserBudgetReset(record.user_id)} precision="date" />,
     },
     {
       title: (
diff --git a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx
index e51c124d618..b7128e642a5 100644
--- a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx
@@ -2,7 +2,7 @@
 
 "use client";
 import { useKeys } from "@/app/(dashboard)/hooks/keys/useKeys";
-import { formatNumberWithCommas } from "@/utils/dataUtils";
+import { DateCell, IdCell, MoneyCell } from "@/components/shared/table_cells";
 import { ChevronDownIcon, ChevronRightIcon, ChevronUpIcon, SwitchVerticalIcon } from "@heroicons/react/outline";
 import {
   ColumnDef,
@@ -12,18 +12,7 @@ import {
   SortingState,
   useReactTable,
 } from "@tanstack/react-table";
-import {
-  Badge,
-  Button,
-  Icon,
-  Table,
-  TableBody,
-  TableCell,
-  TableHead,
-  TableHeaderCell,
-  TableRow,
-  Text,
-} from "@tremor/react";
+import { Badge, Icon, Table, TableBody, TableCell, TableHead, TableHeaderCell, TableRow, Text } from "@tremor/react";
 import { InfoCircleOutlined } from "@ant-design/icons";
 import { Popover, Skeleton, Tooltip, Typography } from "antd";
 import DefaultProxyAdminTag from "../common_components/DefaultProxyAdminTag";
@@ -214,23 +203,9 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
         header: "Key ID",
         size: 100,
         enableSorting: true,
-        cell: (info) => {
-          const value = info.getValue() as string;
-          const width = info.cell.column.getSize();
-          return (
-            <Tooltip title={value}>
-              <Button
-                size="xs"
-                variant="light"
-                className="font-mono text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs font-normal px-2 py-0.5 text-left overflow-hidden truncate block"
-                style={{ maxWidth: width, overflow: "hidden" }}
-                onClick={() => setSelectedKey(info.row.original)}
-              >
-                {value ?? "-"}
-              </Button>
-            </Tooltip>
-          );
-        },
+        cell: (info) => (
+          <IdCell value={info.getValue() as string | null} onClick={() => setSelectedKey(info.row.original)} />
+        ),
       },
       {
         id: "key_alias",
@@ -310,10 +285,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
         header: "Created At",
         size: 120,
         enableSorting: true,
-        cell: (info) => {
-          const value = info.getValue();
-          return value ? new Date(value as string).toLocaleDateString() : "-";
-        },
+        cell: (info) => <DateCell value={info.getValue() as string | null} precision="date" />,
       },
       {
         id: "created_by",
@@ -380,10 +352,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
         header: "Updated At",
         size: 120,
         enableSorting: true,
-        cell: (info) => {
-          const value = info.getValue();
-          return value ? new Date(value as string).toLocaleDateString() : "Never";
-        },
+        cell: (info) => <DateCell value={info.getValue() as string | null} precision="date" fallback="Never" />,
       },
       {
         id: "last_active",
@@ -401,16 +370,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
         ),
         size: 130,
         enableSorting: false,
-        cell: (info) => {
-          const value = info.getValue();
-          if (!value) return "Unknown";
-          const date = new Date(value as string);
-          return (
-            <Tooltip title={date.toLocaleString(undefined, { dateStyle: "medium", timeStyle: "long" })}>
-              <span>{date.toLocaleDateString()}</span>
-            </Tooltip>
-          );
-        },
+        cell: (info) => <DateCell value={info.getValue() as string | null} precision="date" fallback="Unknown" />,
       },
       {
         id: "expires",
@@ -418,10 +378,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
         header: "Expires",
         size: 120,
         enableSorting: false,
-        cell: (info) => {
-          const value = info.getValue();
-          return value ? new Date(value as string).toLocaleDateString() : "Never";
-        },
+        cell: (info) => <DateCell value={info.getValue() as string | null} precision="date" fallback="Never" />,
       },
       {
         id: "spend",
@@ -429,7 +386,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
         header: "Spend (USD)",
         size: 100,
         enableSorting: true,
-        cell: (info) => formatNumberWithCommas(info.getValue() as number, 4),
+        cell: (info) => <MoneyCell value={info.getValue() as number | null} decimals={4} />,
       },
       {
         id: "max_budget",
@@ -437,11 +394,9 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
         header: "Budget (USD)",
         size: 110,
         enableSorting: true,
-        cell: (info) => {
-          const maxBudget = info.getValue() as number | null;
-          if (maxBudget === null) return "Unlimited";
-          return `$${formatNumberWithCommas(maxBudget)}`;
-        },
+        cell: (info) => (
+          <MoneyCell value={info.getValue() as number | null} decimals={0} emptyText="Unlimited" showZero />
+        ),
       },
       {
         id: "budget_reset_at",
@@ -449,10 +404,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
         header: "Budget Reset",
         size: 130,
         enableSorting: false,
-        cell: (info) => {
-          const value = info.getValue();
-          return value ? new Date(value as string).toLocaleString() : "Never";
-        },
+        cell: (info) => <DateCell value={info.getValue() as string | null} fallback="Never" />,
       },
       {
         id: "models",
diff --git a/ui/litellm-dashboard/src/components/ui/badge.tsx b/ui/litellm-dashboard/src/components/ui/badge.tsx
index 87b536cc37e..2e1ebffa109 100644
--- a/ui/litellm-dashboard/src/components/ui/badge.tsx
+++ b/ui/litellm-dashboard/src/components/ui/badge.tsx
@@ -21,14 +21,18 @@ const badgeVariants = cva({
   },
 });
 
-function Badge({
-  className,
-  variant = "default",
-  ...props
-}: React.ComponentProps<"span"> & VariantProps<typeof badgeVariants>) {
-  return (
-    <span data-slot="badge" data-variant={variant} className={cn(badgeVariants({ variant }), className)} {...props} />
-  );
-}
+const Badge = React.forwardRef<
+  HTMLSpanElement,
+  React.ComponentPropsWithoutRef<"span"> & VariantProps<typeof badgeVariants>
+>(({ className, variant = "default", ...props }, ref) => (
+  <span
+    ref={ref}
+    data-slot="badge"
+    data-variant={variant}
+    className={cn(badgeVariants({ variant }), className)}
+    {...props}
+  />
+));
+Badge.displayName = "Badge";
 
 export { Badge, badgeVariants };
diff --git a/ui/litellm-dashboard/src/components/usage.tsx b/ui/litellm-dashboard/src/components/usage.tsx
index 04fcbddbd37..91c12fd1fa2 100644
--- a/ui/litellm-dashboard/src/components/usage.tsx
+++ b/ui/litellm-dashboard/src/components/usage.tsx
@@ -50,6 +50,7 @@ import {
   getProxyUISettings,
 } from "./networking";
 import TopKeyView from "./UsagePage/components/EntityUsage/TopKeyView";
+import { MoneyCell } from "@/components/shared/table_cells";
 import { formatNumberWithCommas } from "@/utils/dataUtils";
 
 interface UsagePageProps {
@@ -644,9 +645,7 @@ const UsagePage: React.FC<UsagePageProps> = ({ accessToken, token, userRole, use
                                     <TableRow key={provider.provider}>
                                       <TableCell>{provider.provider}</TableCell>
                                       <TableCell>
-                                        {parseFloat(provider.spend.toFixed(2)) < 0.00001
-                                          ? "less than 0.00"
-                                          : formatNumberWithCommas(provider.spend, 2)}
+                                        <MoneyCell value={provider.spend} decimals={2} />
                                       </TableCell>
                                     </TableRow>
                                   ))}
@@ -819,7 +818,9 @@ const UsagePage: React.FC<UsagePageProps> = ({ accessToken, token, userRole, use
                   {topUsers?.map((user: any, index: number) => (
                     <TableRow key={index}>
                       <TableCell>{user.end_user}</TableCell>
-                      <TableCell>{formatNumberWithCommas(user.total_spend, 2)}</TableCell>
+                      <TableCell>
+                        <MoneyCell value={user.total_spend} decimals={2} />
+                      </TableCell>
                       <TableCell>{user.total_count}</TableCell>
                     </TableRow>
                   ))}
diff --git a/ui/litellm-dashboard/src/components/vector_store_management/DocumentsTable.tsx b/ui/litellm-dashboard/src/components/vector_store_management/DocumentsTable.tsx
index c8288172d5b..eaa864ab3dc 100644
--- a/ui/litellm-dashboard/src/components/vector_store_management/DocumentsTable.tsx
+++ b/ui/litellm-dashboard/src/components/vector_store_management/DocumentsTable.tsx
@@ -1,7 +1,8 @@
 import React from "react";
-import { Table, Badge, Tooltip } from "antd";
+import { Table, Tooltip } from "antd";
 import MessageManager from "@/components/molecules/message_manager";
 import { EyeOutlined, CopyOutlined, DeleteOutlined } from "@ant-design/icons";
+import { StatusBadge, type StatusTone } from "@/components/shared/table_cells";
 import { DocumentUpload } from "./types";
 
 interface DocumentsTableProps {
@@ -16,15 +17,15 @@ const DocumentsTable: React.FC<DocumentsTableProps> = ({ documents, onRemove })
   };
 
   const getStatusBadge = (status: DocumentUpload["status"]) => {
-    const statusConfig = {
-      uploading: { color: "blue", text: "Uploading" },
-      done: { color: "green", text: "Ready" },
-      error: { color: "red", text: "Error" },
-      removed: { color: "default", text: "Removed" },
+    const statusConfig: Record<DocumentUpload["status"], { tone: StatusTone; label: string }> = {
+      uploading: { tone: "info", label: "Uploading" },
+      done: { tone: "success", label: "Ready" },
+      error: { tone: "error", label: "Error" },
+      removed: { tone: "neutral", label: "Removed" },
     };
 
-    const config = statusConfig[status];
-    return <Badge color={config.color} text={config.text} />;
+    const config: { tone: StatusTone; label: string } = statusConfig[status] ?? { tone: "neutral", label: status };
+    return <StatusBadge tone={config.tone} label={config.label} />;
   };
 
   const formatFileSize = (bytes?: number) => {
diff --git a/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTable.test.tsx b/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTable.test.tsx
index ac790122507..54b05bc73b5 100644
--- a/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTable.test.tsx
+++ b/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTable.test.tsx
@@ -154,9 +154,8 @@ describe("VectorStoreTable", () => {
 
     it("should truncate long vector store IDs", () => {
       renderComponent();
-      // Check that the truncated text is rendered (first 15 chars + ...)
-      const truncatedText = "very-long-vecto...";
-      expect(screen.getByText(truncatedText)).toBeInTheDocument();
+      const idButton = screen.getByText("very-long-vector-store-id-that-should-be-truncated");
+      expect(idButton).toHaveClass("truncate", "max-w-[15ch]");
     });
 
     it("should make vector store ID clickable", async () => {
@@ -245,13 +244,13 @@ describe("VectorStoreTable", () => {
   describe("Date Columns", () => {
     it("should render created at dates", () => {
       renderComponent();
-      const dateElements = screen.getAllByText(/1\/\d+\/2024/);
+      const dateElements = screen.getAllByText(/Jan \d+, 2024/);
       expect(dateElements.length).toBe(6); // 3 created_at + 3 updated_at dates
     });
 
     it("should render updated at dates", () => {
       renderComponent();
-      const dateElements = screen.getAllByText(/1\/\d+\/2024/);
+      const dateElements = screen.getAllByText(/Jan \d+, 2024/);
       expect(dateElements.length).toBe(6); // 3 created_at + 3 updated_at dates
     });
   });
diff --git a/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTable.tsx b/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTable.tsx
index 180c2485ab5..c2e47cebe69 100644
--- a/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTable.tsx
+++ b/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTable.tsx
@@ -10,6 +10,7 @@ import {
 import { Table, TableBody, TableCell, TableHead, TableHeaderCell, TableRow } from "@tremor/react";
 import { Tooltip } from "antd";
 import React from "react";
+import { DateCell, IdCell } from "@/components/shared/table_cells";
 import TableIconActionButton from "../common_components/IconActionButton/TableIconActionButtons/TableIconActionButton";
 import { getProviderLogoAndName } from "../provider_info_helpers";
 import { VectorStore } from "./types";
@@ -28,19 +29,7 @@ const VectorStoreTable: React.FC<VectorStoreTableProps> = ({ data, onView, onEdi
     {
       header: "Vector Store ID",
       accessorKey: "vector_store_id",
-      cell: ({ row }) => {
-        const vectorStore = row.original;
-        return (
-          <button
-            onClick={() => onView(vectorStore.vector_store_id)}
-            className="font-mono text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs font-normal px-2 py-0.5 text-left w-full truncate whitespace-nowrap cursor-pointer max-w-[15ch]"
-          >
-            {vectorStore.vector_store_id.length > 15
-              ? `${vectorStore.vector_store_id.slice(0, 15)}...`
-              : vectorStore.vector_store_id}
-          </button>
-        );
-      },
+      cell: ({ row }) => <IdCell value={row.original.vector_store_id} onClick={onView} />,
     },
     {
       header: "Name",
@@ -109,19 +98,13 @@ const VectorStoreTable: React.FC<VectorStoreTableProps> = ({ data, onView, onEdi
       header: "Created At",
       accessorKey: "created_at",
       sortingFn: "datetime",
-      cell: ({ row }) => {
-        const vectorStore = row.original;
-        return <span className="text-xs">{new Date(vectorStore.created_at).toLocaleDateString()}</span>;
-      },
+      cell: ({ row }) => <DateCell value={row.original.created_at} precision="date" />,
     },
     {
       header: "Updated At",
       accessorKey: "updated_at",
       sortingFn: "datetime",
-      cell: ({ row }) => {
-        const vectorStore = row.original;
-        return <span className="text-xs">{new Date(vectorStore.updated_at).toLocaleDateString()}</span>;
-      },
+      cell: ({ row }) => <DateCell value={row.original.updated_at} precision="date" />,
     },
     {
       id: "actions",
diff --git a/ui/litellm-dashboard/src/components/view_logs/audit_logs.tsx b/ui/litellm-dashboard/src/components/view_logs/audit_logs.tsx
index 28b7afb6298..d811d3b9402 100644
--- a/ui/litellm-dashboard/src/components/view_logs/audit_logs.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/audit_logs.tsx
@@ -4,7 +4,7 @@ import { Table, Tag, Input, Select, Button, Pagination, Spin } from "antd";
 import { ReloadOutlined, LoadingOutlined } from "@ant-design/icons";
 import type { ColumnsType } from "antd/es/table";
 import { resolveLogoSrc } from "@/lib/assetPaths";
-import moment from "moment";
+import { DateCell, IdCell } from "@/components/shared/table_cells";
 import { uiAuditLogsCall } from "../networking";
 import { AuditLogEntry } from "./columns";
 import { AuditLogDrawer } from "./AuditLogDrawer/AuditLogDrawer";
@@ -95,11 +95,7 @@ export default function AuditLogs({ userID, userRole, token, accessToken, isActi
       dataIndex: "updated_at",
       key: "updated_at",
       width: 200,
-      render: (val: string) => (
-        <span className="font-mono text-xs whitespace-nowrap">
-          {moment.utc(val).local().format("MMM D, YYYY HH:mm:ss")}
-        </span>
-      ),
+      render: (val: string) => <DateCell value={val} />,
     },
     {
       title: "Action",
@@ -123,7 +119,7 @@ export default function AuditLogs({ userID, userRole, token, accessToken, isActi
       title: "Object ID",
       dataIndex: "object_id",
       key: "object_id",
-      render: (val: string) => <span className="font-mono text-xs">{val}</span>,
+      render: (val: string) => <IdCell value={val} variant="plain" truncate={false} />,
     },
     {
       title: "Changed By",
@@ -137,7 +133,7 @@ export default function AuditLogs({ userID, userRole, token, accessToken, isActi
       dataIndex: "changed_by_api_key",
       key: "changed_by_api_key",
       width: 140,
-      render: (val: string) => (val ? <span className="font-mono text-xs">{val.slice(0, 12)}…</span> : "—"),
+      render: (val: string) => <IdCell value={val} variant="plain" />,
     },
   ];
 
diff --git a/ui/litellm-dashboard/src/components/view_logs/columns.test.tsx b/ui/litellm-dashboard/src/components/view_logs/columns.test.tsx
new file mode 100644
index 00000000000..afdd17813f3
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/view_logs/columns.test.tsx
@@ -0,0 +1,56 @@
+import { render, screen } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import { describe, expect, it } from "vitest";
+
+import { createColumns, type LogEntry } from "./columns";
+import { DataTable } from "./table";
+
+const logEntry = (overrides: Partial<LogEntry>): LogEntry => ({
+  request_id: "req-1",
+  api_key: "key-1",
+  team_id: "team-1",
+  model: "gpt-4o",
+  model_id: "model-1",
+  call_type: "acompletion",
+  spend: 0,
+  total_tokens: 10,
+  prompt_tokens: 5,
+  completion_tokens: 5,
+  startTime: "2026-07-07T09:50:13Z",
+  endTime: "2026-07-07T09:50:14Z",
+  cache_hit: "false",
+  messages: [],
+  response: {},
+  ...overrides,
+});
+
+describe("Cost column", () => {
+  it("renders '-' for zero spend with no tooltip, so hovering never shows a contradictory $0", async () => {
+    const user = userEvent.setup();
+    render(
+      <DataTable
+        data={[logEntry({ request_id: "req-zero", spend: 0 })]}
+        columns={createColumns()}
+        getRowId={(r) => r.request_id}
+      />,
+    );
+    for (const dash of screen.getAllByText("-")) {
+      await user.hover(dash);
+    }
+    expect(screen.queryByText("$0")).not.toBeInTheDocument();
+  });
+
+  it("shows the full-precision raw value in the tooltip for a real spend", async () => {
+    const user = userEvent.setup();
+    render(
+      <DataTable
+        data={[logEntry({ request_id: "req-spend", spend: 0.00012345678 })]}
+        columns={createColumns()}
+        getRowId={(r) => r.request_id}
+      />,
+    );
+    const formatted = screen.getByText("$0.000123");
+    await user.hover(formatted);
+    expect(await screen.findByText("$0.00012345678")).toBeInTheDocument();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/view_logs/columns.tsx b/ui/litellm-dashboard/src/components/view_logs/columns.tsx
index 7452992ed59..1d0f3f33d08 100644
--- a/ui/litellm-dashboard/src/components/view_logs/columns.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/columns.tsx
@@ -1,11 +1,10 @@
+import { DateCell, IdCell, MoneyCell, StatusBadge } from "@/components/shared/table_cells";
 import { getSpendString } from "@/utils/dataUtils";
 import type { ColumnDef } from "@tanstack/react-table";
-import { Badge, Button } from "@tremor/react";
 import { Tooltip } from "antd";
-import React, { useState } from "react";
+import React from "react";
 import { getProviderLogoAndName } from "../provider_info_helpers";
 import { TableHeaderSortDropdown } from "../common_components/TableHeaderSortDropdown/TableHeaderSortDropdown";
-import { TimeCell } from "./time_cell";
 import { AGENT_CALL_TYPES, MCP_CALL_TYPES } from "./constants";
 import { AgentBadge, AgentIcon, LlmBadge, McpBadge, SparkleIcon, WrenchIcon } from "./TypeBadges";
 
@@ -120,7 +119,7 @@ export const createColumns = (sortProps?: LogsSortProps): ColumnDef<LogEntry>[]
       : "Time",
     accessorKey: "startTime",
     size: 200,
-    cell: (info: any) => <TimeCell utcTime={info.getValue()} />,
+    cell: (info: any) => <DateCell value={info.getValue()} />,
   },
   {
     header: "Type",
@@ -174,48 +173,20 @@ export const createColumns = (sortProps?: LogsSortProps): ColumnDef<LogEntry>[]
     cell: (info: any) => {
       const status = info.getValue() || "Success";
       const isSuccess = status.toLowerCase() !== "failure";
-
-      return (
-        <span
-          className={`px-2 py-1 rounded-md text-xs font-medium inline-block text-center w-16 ${
-            isSuccess ? "bg-green-100 text-green-800" : "bg-red-100 text-red-800"
-          }`}
-        >
-          {isSuccess ? "Success" : "Failure"}
-        </span>
-      );
+      return <StatusBadge tone={isSuccess ? "success" : "error"} label={isSuccess ? "Success" : "Failure"} />;
     },
   },
   {
     header: "Session ID",
     accessorKey: "session_id",
     size: 120,
-    cell: (info: any) => {
-      const value = String(info.getValue() || "");
-      const onSessionClick = info.row.original.onSessionClick;
-      return (
-        <Tooltip title={String(info.getValue() || "")}>
-          <Button
-            size="xs"
-            variant="light"
-            className="font-mono text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs font-normal text-xs max-w-[15ch] truncate block"
-            onClick={() => onSessionClick?.(value)}
-          >
-            {String(info.getValue() || "")}
-          </Button>
-        </Tooltip>
-      );
-    },
+    cell: (info: any) => <IdCell value={info.getValue()} onClick={info.row.original.onSessionClick} />,
   },
 
   {
     header: "Request ID",
     accessorKey: "request_id",
-    cell: (info: any) => (
-      <Tooltip title={String(info.getValue() || "")}>
-        <span className="font-mono text-xs max-w-[15ch] truncate block">{String(info.getValue() || "")}</span>
-      </Tooltip>
-    ),
+    cell: (info: any) => <IdCell value={info.getValue()} variant="plain" />,
   },
   {
     header: sortProps
@@ -236,11 +207,14 @@ export const createColumns = (sortProps?: LogsSortProps): ColumnDef<LogEntry>[]
       const row = info.row.original;
       const mcpCount = row.mcp_tool_call_count || 0;
       const mcpSpend = row.mcp_tool_call_spend || 0;
+      const spend = info.getValue();
 
       return (
         <div className="flex flex-col items-end">
-          <Tooltip title={`$${String(info.getValue() || 0)}`}>
-            <span>{getSpendString(info.getValue() || 0)}</span>
+          <Tooltip title={spend ? `$${String(spend)}` : undefined}>
+            <span>
+              <MoneyCell value={spend} decimals={6} />
+            </span>
           </Tooltip>
           {mcpCount > 0 && mcpSpend > 0 && (
             <span className="text-[10px] text-amber-600">
@@ -320,21 +294,7 @@ export const createColumns = (sortProps?: LogsSortProps): ColumnDef<LogEntry>[]
     header: "Key Hash",
     accessorKey: "metadata.user_api_key",
     size: 110,
-    cell: (info: any) => {
-      const value = String(info.getValue() || "-");
-      const onKeyHashClick = info.row.original.onKeyHashClick;
-
-      return (
-        <Tooltip title={value}>
-          <span
-            className="font-mono max-w-[15ch] truncate block cursor-pointer hover:text-blue-600"
-            onClick={() => onKeyHashClick?.(value)}
-          >
-            {value}
-          </span>
-        </Tooltip>
-      );
-    },
+    cell: (info: any) => <IdCell value={info.getValue()} variant="plain" onClick={info.row.original.onKeyHashClick} />,
   },
   {
     header: "Key Alias",
@@ -589,141 +549,3 @@ export type AuditLogEntry = {
   before_value: Record<string, any>;
   updated_values: Record<string, any>;
 };
-
-const getActionBadge = (action: string) => {
-  return (
-    <Badge color="gray" className="flex items-center gap-1">
-      <span className="whitespace-nowrap text-xs">{action}</span>
-    </Badge>
-  );
-};
-
-export const auditLogColumns: ColumnDef<AuditLogEntry>[] = [
-  {
-    id: "expander",
-    header: () => null,
-    cell: ({ row }) => {
-      const ExpanderCell = () => {
-        const [localExpanded, setLocalExpanded] = React.useState(row.getIsExpanded());
-
-        const toggleHandler = React.useCallback(() => {
-          setLocalExpanded((prev) => !prev);
-          row.getToggleExpandedHandler()();
-        }, [row]);
-
-        return row.getCanExpand() ? (
-          <button
-            onClick={toggleHandler}
-            style={{ cursor: "pointer" }}
-            aria-label={localExpanded ? "Collapse row" : "Expand row"}
-            className="w-6 h-6 flex items-center justify-center focus:outline-hidden"
-          >
-            <svg
-              className={`w-4 h-4 transform transition-transform ${localExpanded ? "rotate-90" : ""}`}
-              fill="none"
-              stroke="currentColor"
-              viewBox="0 0 24 24"
-              xmlns="http://www.w3.org/2000/svg"
-            >
-              <path strokeLinecap="round" strokeLinejoin="round" strokeWidth={2} d="M9 5l7 7-7 7" />
-            </svg>
-          </button>
-        ) : (
-          <span className="w-6 h-6 flex items-center justify-center">●</span>
-        );
-      };
-      return <ExpanderCell />;
-    },
-  },
-  {
-    header: "Timestamp",
-    accessorKey: "updated_at",
-    cell: (info: any) => <TimeCell utcTime={info.getValue()} />,
-  },
-  {
-    header: "Table Name",
-    accessorKey: "table_name",
-    cell: (info: any) => {
-      const tableName = info.getValue();
-      let displayValue = tableName;
-      switch (tableName) {
-        case "LiteLLM_VerificationToken":
-          displayValue = "Keys";
-          break;
-        case "LiteLLM_TeamTable":
-          displayValue = "Teams";
-          break;
-        case "LiteLLM_OrganizationTable":
-          displayValue = "Organizations";
-          break;
-        case "LiteLLM_UserTable":
-          displayValue = "Users";
-          break;
-        case "LiteLLM_ProxyModelTable":
-          displayValue = "Models";
-          break;
-        default:
-          displayValue = tableName;
-      }
-      return <span>{displayValue}</span>;
-    },
-  },
-  {
-    header: "Action",
-    accessorKey: "action",
-    cell: (info: any) => <span>{getActionBadge(info.getValue())}</span>,
-  },
-  {
-    header: "Changed By",
-    accessorKey: "changed_by",
-    cell: (info: any) => {
-      const changedBy = info.row.original.changed_by;
-      const apiKey = info.row.original.changed_by_api_key;
-      return (
-        <div className="space-y-1">
-          <div className="font-medium">{changedBy}</div>
-          {apiKey && ( // Only show API key if it exists
-            <Tooltip title={apiKey}>
-              <div className="text-xs text-muted-foreground max-w-[15ch] truncate">
-                {" "}
-                {/* Apply max-width and truncate */}
-                {apiKey}
-              </div>
-            </Tooltip>
-          )}
-        </div>
-      );
-    },
-  },
-  {
-    header: "Affected Item ID",
-    accessorKey: "object_id",
-    cell: (props) => {
-      const ObjectIdDisplay = () => {
-        const objectId = props.getValue();
-        const [copied, setCopied] = useState(false);
-
-        if (!objectId) return <>-</>;
-
-        const handleCopy = async () => {
-          try {
-            await navigator.clipboard.writeText(String(objectId));
-            setCopied(true);
-            setTimeout(() => setCopied(false), 1500);
-          } catch (err) {
-            console.error("Failed to copy object ID: ", err);
-          }
-        };
-
-        return (
-          <Tooltip title={copied ? "Copied!" : String(objectId)}>
-            <span className="max-w-[20ch] truncate block cursor-pointer hover:text-blue-600" onClick={handleCopy}>
-              {String(objectId)}
-            </span>
-          </Tooltip>
-        );
-      };
-      return <ObjectIdDisplay />;
-    },
-  },
-];
diff --git a/ui/litellm-dashboard/src/components/view_logs/time_cell.test.tsx b/ui/litellm-dashboard/src/components/view_logs/time_cell.test.tsx
deleted file mode 100644
index 95a8b43b2c1..00000000000
--- a/ui/litellm-dashboard/src/components/view_logs/time_cell.test.tsx
+++ /dev/null
@@ -1,36 +0,0 @@
-import { render, screen } from "@testing-library/react";
-import { describe, expect, it } from "vitest";
-import { TimeCell, getTimeZone } from "./time_cell";
-
-describe("TimeCell", () => {
-  it("should render a formatted time string", () => {
-    render(<TimeCell utcTime="2025-06-15T14:30:00Z" />);
-    // The global toLocaleString mock in setupTests returns "YYYY-MM-DD HH:MM:SS"
-    expect(screen.getByText(/2025/)).toBeInTheDocument();
-  });
-
-  it("should render 'Error converting time' for invalid dates", () => {
-    // toLocaleString on an Invalid Date returns "Invalid Date", not throwing,
-    // but the component catches exceptions. Force an error by passing something
-    // that causes Date constructor to produce NaN.
-    render(<TimeCell utcTime="not-a-date" />);
-    // The mock returns "NaN-NaN-NaN NaN:NaN:NaN" for invalid dates
-    // The component has a try/catch that returns "Error converting time" on exception
-    const el = screen.getByText(/NaN|Error/);
-    expect(el).toBeInTheDocument();
-  });
-
-  it("should render with monospace font", () => {
-    render(<TimeCell utcTime="2025-06-15T14:30:00Z" />);
-    const span = screen.getByText(/2025/);
-    expect(span).toHaveStyle({ fontFamily: "monospace" });
-  });
-});
-
-describe("getTimeZone", () => {
-  it("should return a non-empty timezone string", () => {
-    const tz = getTimeZone();
-    expect(typeof tz).toBe("string");
-    expect(tz.length).toBeGreaterThan(0);
-  });
-});
diff --git a/ui/litellm-dashboard/src/components/view_logs/time_cell.tsx b/ui/litellm-dashboard/src/components/view_logs/time_cell.tsx
deleted file mode 100644
index 8addc702dc6..00000000000
--- a/ui/litellm-dashboard/src/components/view_logs/time_cell.tsx
+++ /dev/null
@@ -1,42 +0,0 @@
-import * as React from "react";
-
-interface TimeCellProps {
-  utcTime: string;
-}
-
-const getLocalTime = (utcTime: string): string => {
-  try {
-    const date = new Date(utcTime);
-    return date
-      .toLocaleString("en-US", {
-        year: "numeric",
-        month: "2-digit",
-        day: "2-digit",
-        hour: "2-digit",
-        minute: "2-digit",
-        second: "2-digit",
-        hour12: true,
-      })
-      .replace(",", "");
-  } catch (e) {
-    return "Error converting time";
-  }
-};
-
-export const TimeCell: React.FC<TimeCellProps> = ({ utcTime }) => {
-  return (
-    <span
-      style={{
-        fontFamily: "monospace",
-        width: "180px",
-        display: "inline-block",
-      }}
-    >
-      {getLocalTime(utcTime)}
-    </span>
-  );
-};
-
-export const getTimeZone = (): string => {
-  return Intl.DateTimeFormat().resolvedOptions().timeZone;
-};

From 4a25cce114927f34287ec1c9444fc24199c1317c Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Wed, 8 Jul 2026 14:57:21 -0700
Subject: [PATCH 138/370] fix(mcp): reject duplicate Authorization headers at
 MCP ingress

For the client-forwarded token modes the gateway relays the caller's
Authorization to the upstream, so a request carrying more than one
Authorization header would make which token is forwarded ambiguous (the
ASGI header list collapses to last-wins) and could diverge from what
admission inspected. Multiple Authorization headers is malformed for
bearer auth anyway (RFC 9110: not a comma-combinable field), so the
ingress header converter now fails closed with a 400 instead of silently
keeping one. Applies to every MCP request, not just passthrough.
---
 .../mcp_server/auth/user_api_key_auth_mcp.py  | 31 +++++++++++++++-
 .../auth/test_user_api_key_auth_mcp.py        | 35 +++++++++++++++++++
 2 files changed, 65 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
index 9f28da19292..e7ffef0e4e3 100644
--- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
+++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
@@ -591,10 +591,19 @@ def _safe_get_headers_from_scope(scope: Scope) -> Headers:
 
         ASGI headers are in format: List[List[bytes, bytes]]
         We need to convert them to the format Headers expects.
+
+        Collapsing the ASGI list into a dict keeps the last value for a duplicated
+        header name, so a request carrying more than one ``Authorization`` is
+        rejected first: for the client-forwarded token modes the gateway relays the
+        caller's ``Authorization`` upstream, so a duplicate would make which token is
+        forwarded ambiguous (and diverge from what admission inspected). Multiple
+        ``Authorization`` headers is malformed for bearer auth anyway (RFC 9110: not
+        a comma-combinable field), so fail closed with a 400.
         """
+        raw_headers = scope.get("headers", [])
+        MCPRequestHandler._reject_duplicate_authorization(raw_headers)
         try:
             # ASGI headers are list of [name: bytes, value: bytes] pairs
-            raw_headers = scope.get("headers", [])
             # Convert bytes to strings and create dict for Headers constructor
             headers_dict = {name.decode("latin-1"): value.decode("latin-1") for name, value in raw_headers}
             return Headers(headers_dict)
@@ -603,6 +612,26 @@ def _safe_get_headers_from_scope(scope: Scope) -> Headers:
             # Return empty Headers object with empty dict
             return Headers({})
 
+    @staticmethod
+    def _reject_duplicate_authorization(raw_headers: object) -> None:
+        """Raise 400 when the raw ASGI headers carry more than one ``Authorization`` header."""
+        if not isinstance(raw_headers, (list, tuple)):
+            return
+        count = 0
+        for entry in raw_headers:
+            if not isinstance(entry, (list, tuple)) or len(entry) < 1:
+                continue
+            name = entry[0]
+            if isinstance(name, (bytes, bytearray)) and bytes(name).lower() == b"authorization":
+                count += 1
+            elif isinstance(name, str) and name.lower() == "authorization":
+                count += 1
+        if count > 1:
+            raise HTTPException(
+                status_code=400,
+                detail="Multiple Authorization headers are not allowed",
+            )
+
     @staticmethod
     async def get_allowed_mcp_servers(
         user_api_key_auth: Optional[UserAPIKeyAuth] = None,
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
index c984ccb783e..ebaa6bc7cc0 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
@@ -4,6 +4,7 @@
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
+from fastapi import HTTPException
 from fastapi.testclient import TestClient
 
 sys.path.insert(0, os.path.abspath("../../../.."))  # Adds the parent directory to the system path
@@ -750,6 +751,40 @@ async def test_header_extraction(self, headers, expected_result):
             # For these tests, mcp_server_auth_headers should be empty
             assert mcp_server_auth_headers == {}
 
+    def test_duplicate_authorization_header_is_rejected(self):
+        """A request carrying more than one Authorization header is malformed for bearer auth and,
+        for the client-forwarded token modes, would make which upstream token is forwarded ambiguous.
+        The ingress header converter must reject it with a 400 rather than silently keeping one."""
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/tp_server",
+            "headers": [
+                (b"authorization", b"Bearer upstream-token-a"),
+                (b"authorization", b"Bearer upstream-token-b"),
+                (b"content-type", b"application/json"),
+            ],
+        }
+        with pytest.raises(HTTPException) as exc_info:
+            MCPRequestHandler._safe_get_headers_from_scope(scope)
+        assert exc_info.value.status_code == 400
+        assert "Authorization" in str(exc_info.value.detail)
+
+    def test_single_authorization_header_is_forwarded_verbatim(self):
+        """The rejection must not disturb the normal single-Authorization case: the value passes
+        through unchanged (guards against the duplicate check over-matching)."""
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/tp_server",
+            "headers": [
+                (b"authorization", b"Bearer upstream-token"),
+                (b"content-type", b"application/json"),
+            ],
+        }
+        headers = MCPRequestHandler._safe_get_headers_from_scope(scope)
+        assert headers.get("authorization") == "Bearer upstream-token"
+
 
 @pytest.mark.asyncio
 class TestMCPOAuth2AuthFlow:

From edf00bbe23c1c5be9363dc94f55ab837ca723005 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Wed, 8 Jul 2026 15:44:36 -0700
Subject: [PATCH 139/370] fix(mcp): recognize per-server auth header at the
 connect-time preemptive 401

The preemptive 401 for true_passthrough and oauth_delegate only inspected the
request-wide Authorization, so a caller who bound the upstream token via the
per-server x-mcp-{alias}-authorization header (the required shape in a
multi-server aggregate, where the request-wide Authorization is withheld) was
spuriously 401'd at initialize even though egress already honors that header.
The gate now recognizes the per-server header for both modes via a shared
helper, mode-correctly: true_passthrough treats any Authorization or the
per-server header as the upstream token, oauth_delegate keeps requiring a
distinct x-litellm-api-key so a lone Authorization consumed for admission is
never mistaken for an upstream token. The preemptive raise is also gated to
single-server scopes so a multi-server aggregate degrades gracefully instead
of one missing token 401-ing the whole connect.
---
 .../proxy/_experimental/mcp_server/server.py  | 64 +++++++++----
 .../mcp_server/test_mcp_stale_session.py      | 95 +++++++++++++++++++
 2 files changed, 139 insertions(+), 20 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index 4fda15f664e..d4597bf1adf 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -1441,6 +1441,35 @@ async def _get_allowed_mcp_servers(
 
         return allowed_mcp_servers
 
+    def _client_has_per_server_auth_header(
+        server: MCPServer,
+        mcp_server_auth_headers: Optional[Dict[str, Dict[str, str]]],
+    ) -> bool:
+        """True if the request carries a per-server ``x-mcp-{alias}-authorization``
+        header for this server. This is the multi-server binding: it names one
+        upstream, so it is unambiguously the caller's upstream token regardless of
+        auth mode (never the LiteLLM admission credential).
+        """
+        if not mcp_server_auth_headers:
+            return False
+        for key in (server.alias, server.server_name, server.name):
+            if not key:
+                continue
+            server_headers = None
+            for k, v in mcp_server_auth_headers.items():
+                if k.lower() == key.lower():
+                    server_headers = v
+                    break
+            if server_headers is None:
+                continue
+            if isinstance(server_headers, str) and server_headers.strip():
+                return True
+            if isinstance(server_headers, dict):
+                for hk in server_headers.keys():
+                    if hk.lower() == "authorization":
+                        return True
+        return False
+
     def _client_has_passthrough_authorization(
         server: MCPServer,
         oauth2_headers: Optional[Dict[str, str]],
@@ -1458,24 +1487,7 @@ def _client_has_passthrough_authorization(
             for k in oauth2_headers.keys():
                 if k.lower() == "authorization":
                     return True
-        if mcp_server_auth_headers:
-            for key in (server.alias, server.server_name, server.name):
-                if not key:
-                    continue
-                server_headers = None
-                for k, v in mcp_server_auth_headers.items():
-                    if k.lower() == key.lower():
-                        server_headers = v
-                        break
-                if server_headers is None:
-                    continue
-                if isinstance(server_headers, str) and server_headers.strip():
-                    return True
-                if isinstance(server_headers, dict):
-                    for hk in server_headers.keys():
-                        if hk.lower() == "authorization":
-                            return True
-        return False
+        return _client_has_per_server_auth_header(server, mcp_server_auth_headers)
 
     async def _get_user_oauth_extra_headers_from_db(
         server: MCPServer,
@@ -3540,7 +3552,13 @@ async def _raise_preemptive_401_for_unauthenticated_servers(
                     headers={"www-authenticate": www_authenticate},
                 )
 
-            if server and server.is_oauth_delegate and _get_forwarded_auth_from_scope(scope) is None:
+            if (
+                server
+                and server.is_oauth_delegate
+                and len(mcp_servers or []) == 1
+                and _get_forwarded_auth_from_scope(scope) is None
+                and not _client_has_per_server_auth_header(server, mcp_server_auth_headers)
+            ):
                 www_authenticate = _get_passthrough_www_authenticate(
                     scope=scope,
                     server_name=server_name,
@@ -3551,7 +3569,13 @@ async def _raise_preemptive_401_for_unauthenticated_servers(
                     headers={"www-authenticate": www_authenticate},
                 )
 
-            if server and server.is_true_passthrough and not _scope_has_authorization_header(scope):
+            if (
+                server
+                and server.is_true_passthrough
+                and len(mcp_servers or []) == 1
+                and not _scope_has_authorization_header(scope)
+                and not _client_has_per_server_auth_header(server, mcp_server_auth_headers)
+            ):
                 upstream_status, upstream_www_authenticate = await _probe_upstream_auth(server.url or "", "")
                 if upstream_status == 401 and upstream_www_authenticate:
                     raise HTTPException(
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py
index 44ea5f43a70..04856b33f2a 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py
@@ -1216,6 +1216,101 @@ async def test_handle_streamable_http_mcp_oauth_delegate_with_forwarded_token_sk
     assert mock_handle_request.await_count == 1
 
 
+async def _run_passthrough_connect(
+    *,
+    auth_type,
+    server_names,
+    mcp_server_auth_headers,
+    scope_extra_headers=None,
+):
+    """Drive handle_streamable_http_mcp through the preemptive-401 gate and report whether it
+    challenged (raised) or forwarded to the session manager. Returns (challenged, www_authenticate)."""
+    from litellm.proxy._experimental.mcp_server.server import (
+        handle_streamable_http_mcp,
+        session_manager_stateless,
+    )
+
+    scope = _passthrough_mode_scope(server_names[0], extra_headers=scope_extra_headers)
+    receive = AsyncMock(
+        return_value={
+            "type": "http.request",
+            "body": b'{"jsonrpc":"2.0","id":1,"method":"tools/list","params":{}}',
+            "more_body": False,
+        }
+    )
+    send = AsyncMock()
+    user_auth = MagicMock()
+    user_auth.user_id = "u1"
+    server = _build_passthrough_mode_server(server_names[0], auth_type)
+
+    with (
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.extract_mcp_auth_context",
+            new_callable=AsyncMock,
+            return_value=(user_auth, None, server_names, mcp_server_auth_headers, None, None),
+        ),
+        patch("litellm.proxy._experimental.mcp_server.server.set_auth_context"),
+        patch("litellm.proxy._experimental.mcp_server.server._SESSION_MANAGERS_INITIALIZED", True),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server._handle_stale_mcp_session",
+            new_callable=AsyncMock,
+            return_value=False,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server._check_passthrough_upstream_auth",
+            new_callable=AsyncMock,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.global_mcp_server_manager.get_mcp_server_by_name",
+            return_value=server,
+        ),
+        patch.object(session_manager_stateless, "handle_request", new_callable=AsyncMock) as mock_handle_request,
+        patch.object(session_manager_stateless, "_server_instances", {}),
+    ):
+        try:
+            await handle_streamable_http_mcp(scope, receive, send)
+        except HTTPException as exc:
+            return True, (exc.headers or {}).get("www-authenticate")
+    return mock_handle_request.await_count == 0, None
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("auth_type", [MCPAuth.oauth_delegate, MCPAuth.true_passthrough])
+async def test_handle_streamable_http_mcp_per_server_header_skips_preemptive_challenge(auth_type):
+    """A per-server x-mcp-{alias}-authorization header binds the upstream token to one server; the
+    connect gate must recognize it and forward instead of spuriously 401-ing, since egress already
+    honors it. Without this, the mandatory multi-server binding is unusable at connect."""
+    try:
+        from litellm.proxy._experimental.mcp_server.server import handle_streamable_http_mcp  # noqa: F401
+    except ImportError:
+        pytest.skip("MCP server not available")
+
+    challenged, _ = await _run_passthrough_connect(
+        auth_type=auth_type,
+        server_names=["pt_server"],
+        mcp_server_auth_headers={"pt_server": {"Authorization": "Bearer upstream-token"}},
+    )
+    assert challenged is False
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("auth_type", [MCPAuth.oauth_delegate, MCPAuth.true_passthrough])
+async def test_handle_streamable_http_mcp_aggregate_does_not_preemptively_challenge(auth_type):
+    """A multi-server aggregate must degrade gracefully: the preemptive 401 is single-server only, so
+    one server missing a token cannot 401 the whole connect (the listing absorbs per-server failures)."""
+    try:
+        from litellm.proxy._experimental.mcp_server.server import handle_streamable_http_mcp  # noqa: F401
+    except ImportError:
+        pytest.skip("MCP server not available")
+
+    challenged, _ = await _run_passthrough_connect(
+        auth_type=auth_type,
+        server_names=["pt_server", "pt_server_2"],
+        mcp_server_auth_headers=None,
+    )
+    assert challenged is False
+
+
 @pytest.mark.asyncio
 async def test_handle_streamable_http_mcp_true_passthrough_without_token_surfaces_verbatim_upstream_challenge():
     """true_passthrough is a transparent proxy: with no client Authorization the

From ddec3b2b8b8846656611110c493307c3f5f70e53 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Wed, 8 Jul 2026 15:46:39 -0700
Subject: [PATCH 140/370] fix(mcp): plug fan-out Authorization bypass in the
 extra_headers loop

The listing fan-out withholds the request-wide Authorization from a
true_passthrough / oauth_delegate server when another server in scope also
consumes it, so one bearer is not replayed across upstreams. The later
server.extra_headers copy loop did not honor that decision: a server listing
Authorization in extra_headers would re-copy the withheld bearer from
raw_headers. The withhold decision is now computed once and applied to both
the forwarding branch and the extra_headers loop.
---
 .../proxy/_experimental/mcp_server/server.py  | 18 ++++++--
 .../mcp_server/test_mcp_server.py             | 43 +++++++++++++++++++
 2 files changed, 58 insertions(+), 3 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index d4597bf1adf..25890d29368 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -1565,6 +1565,16 @@ def _prepare_mcp_server_headers(
             )
 
         extra_headers: Optional[Dict[str, str]] = None
+        is_client_forwarded_mode = server.is_true_passthrough or server.is_oauth_delegate
+        # In a multi-server listing scope the request-wide Authorization can only carry one token,
+        # so it is withheld from a client-forwarded server when another server in scope also consumes
+        # it (RFC 9700 cross-resource replay); such scopes must bind per-server via
+        # x-mcp-{alias}-authorization. The decision is computed once so BOTH the forwarding branch and
+        # the extra_headers copy loop below honor it — otherwise a server that lists Authorization in
+        # extra_headers would re-copy the withheld bearer from raw_headers and replay it anyway.
+        withhold_forwarded_authorization = is_client_forwarded_mode and _caller_authorization_fans_out(
+            server, scope_servers
+        )
         if server.auth_type == MCPAuth.oauth2:
             # For OAuth2 M2M servers, upstream Authorization must come from
             # client_credentials token fetch, never from caller headers.
@@ -1583,8 +1593,8 @@ def _prepare_mcp_server_headers(
                     user_api_key_auth=user_api_key_auth,
                 ):
                     extra_headers = _without_authorization(extra_headers)
-        elif server.is_true_passthrough or server.is_oauth_delegate:
-            if not _caller_authorization_fans_out(server, scope_servers):
+        elif is_client_forwarded_mode:
+            if not withhold_forwarded_authorization:
                 extra_headers = _client_forwarded_authorization_headers(
                     mcp_server=server,
                     oauth2_headers=oauth2_headers,
@@ -1611,7 +1621,9 @@ def _prepare_mcp_server_headers(
             for header in server.extra_headers:
                 if not isinstance(header, str):
                     continue
-                if header.lower() == "authorization" and strip_caller_authorization:
+                if header.lower() == "authorization" and (
+                    strip_caller_authorization or withhold_forwarded_authorization
+                ):
                     continue
                 header_value = normalized_raw_headers.get(header.lower())
                 if header_value is None:
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
index 71ece75b2fb..12ebc31e33c 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
@@ -426,6 +426,49 @@ def test_prepare_mcp_server_headers_scope_counts_legacy_delegate_as_consumer():
     assert not extra_headers or "authorization" not in {k.lower() for k in extra_headers}
 
 
+def test_prepare_mcp_server_headers_fanout_withhold_survives_extra_headers_loop():
+    """Regression: when fan-out withholds the request-wide Authorization from a client-forwarded
+    server, the later server.extra_headers copy loop must not re-add it from raw_headers even if
+    the server lists Authorization in extra_headers. Otherwise one bearer is replayed across every
+    consuming upstream in the scope (the exact cross-resource replay the withholding prevents)."""
+    delegate = MCPServer(
+        server_id="od-extra-hdr",
+        name="od-extra-hdr",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth_delegate,
+        extra_headers=["Authorization"],
+    )
+    second_consumer = _client_forwarded_mode_server("tp-peer", MCPAuth.true_passthrough)
+
+    _, extra_headers = _prepare_headers_in_scope(delegate, [delegate, second_consumer])
+
+    assert not extra_headers or "authorization" not in {k.lower() for k in extra_headers}
+
+
+def test_prepare_mcp_server_headers_sole_consumer_still_forwards_via_extra_headers():
+    """Guard the fix does not over-withhold: with no second consumer in scope, a client-forwarded
+    server that lists Authorization in extra_headers still forwards the caller's bearer."""
+    delegate = MCPServer(
+        server_id="od-extra-sole",
+        name="od-extra-sole",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth_delegate,
+        extra_headers=["Authorization"],
+    )
+    static_server = MCPServer(
+        server_id="static-peer",
+        name="static-peer",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.api_key,
+        authentication_token="static-key",
+    )
+
+    _, extra_headers = _prepare_headers_in_scope(delegate, [delegate, static_server])
+
+    assert extra_headers is not None
+    assert extra_headers.get("Authorization") == "Bearer upstream-token"
+
+
 @pytest.mark.asyncio
 async def test_call_tool_m2m_skips_authorization_headers():
     """M2M call_tool must not forward caller Authorization in oauth2/raw headers."""

From b2ea36f4f11ddc31122027ffb6eea225d5a485fd Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Wed, 8 Jul 2026 16:22:05 -0700
Subject: [PATCH 141/370] fix(mcp): match sanitized per-server alias at the
 connect-time preemptive 401

The connect gate resolved x-mcp-{alias}-authorization by matching the raw
lowercased alias/server_name/name only, but dashboard clients send
x-mcp-{sanitize_mcp_alias_for_header(alias)}-authorization, and egress resolves
those through lookup_mcp_server_auth_in_headers, which also tries the sanitized
alias. So a per-server token bound with a sanitized alias (e.g. alias 'pt-server'
arriving as header key 'pt_server') was forwarded at egress but still triggered a
preemptive 401 at connect. _client_has_per_server_auth_header now resolves through
the same lookup_mcp_server_auth_in_headers egress uses, so connect and egress
agree on which header names match.
---
 .../proxy/_experimental/mcp_server/server.py  | 32 +++++++++----------
 .../mcp_server/test_mcp_stale_session.py      | 19 +++++++++++
 2 files changed, 35 insertions(+), 16 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index 25890d29368..7e19c44052d 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -1449,25 +1449,25 @@ def _client_has_per_server_auth_header(
         header for this server. This is the multi-server binding: it names one
         upstream, so it is unambiguously the caller's upstream token regardless of
         auth mode (never the LiteLLM admission credential).
+
+        Resolves through the same ``lookup_mcp_server_auth_in_headers`` egress uses, so
+        the connect gate and egress agree on which per-server header names match: a
+        dashboard client sends ``x-mcp-{sanitize_mcp_alias_for_header(alias)}-authorization``,
+        and matching only the raw alias here would 401 a token egress would forward.
         """
         if not mcp_server_auth_headers:
             return False
-        for key in (server.alias, server.server_name, server.name):
-            if not key:
-                continue
-            server_headers = None
-            for k, v in mcp_server_auth_headers.items():
-                if k.lower() == key.lower():
-                    server_headers = v
-                    break
-            if server_headers is None:
-                continue
-            if isinstance(server_headers, str) and server_headers.strip():
-                return True
-            if isinstance(server_headers, dict):
-                for hk in server_headers.keys():
-                    if hk.lower() == "authorization":
-                        return True
+        from litellm.proxy._experimental.mcp_server.utils import (
+            lookup_mcp_server_auth_in_headers,
+        )
+
+        server_headers = lookup_mcp_server_auth_in_headers(
+            mcp_server_auth_headers, alias=server.alias, server_name=server.server_name
+        )
+        if isinstance(server_headers, str):
+            return bool(server_headers.strip())
+        if isinstance(server_headers, dict):
+            return any(isinstance(hk, str) and hk.lower() == "authorization" for hk in server_headers)
         return False
 
     def _client_has_passthrough_authorization(
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py
index 04856b33f2a..da183e8d02a 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py
@@ -1293,6 +1293,25 @@ async def test_handle_streamable_http_mcp_per_server_header_skips_preemptive_cha
     assert challenged is False
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize("auth_type", [MCPAuth.oauth_delegate, MCPAuth.true_passthrough])
+async def test_handle_streamable_http_mcp_sanitized_per_server_header_skips_preemptive_challenge(auth_type):
+    """A dashboard client sends x-mcp-{sanitize_mcp_alias_for_header(alias)}-authorization, so the
+    alias 'pt-server' arrives as the header key 'pt_server'. Egress resolves that via the sanitized
+    alias, so the connect gate must too, or it 401s a token egress would forward."""
+    try:
+        from litellm.proxy._experimental.mcp_server.server import handle_streamable_http_mcp  # noqa: F401
+    except ImportError:
+        pytest.skip("MCP server not available")
+
+    challenged, _ = await _run_passthrough_connect(
+        auth_type=auth_type,
+        server_names=["pt-server"],
+        mcp_server_auth_headers={"pt_server": {"Authorization": "Bearer upstream-token"}},
+    )
+    assert challenged is False
+
+
 @pytest.mark.asyncio
 @pytest.mark.parametrize("auth_type", [MCPAuth.oauth_delegate, MCPAuth.true_passthrough])
 async def test_handle_streamable_http_mcp_aggregate_does_not_preemptively_challenge(auth_type):

From 5aa5b8ef32776770e8f51dbe7485a5ebba76ac91 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Wed, 8 Jul 2026 17:30:46 -0700
Subject: [PATCH 142/370] fix(vertex): forward realtime health check params
 (#32550)

* fix(vertex): forward realtime health check params

* refactor(vertex): resolve realtime health check params via VertexBase helpers

Address review feedback on the vertex param forwarding: pass model_params
through to _realtime_health_check and resolve vertex credentials, project,
and location inside the vertex_ai branch using the existing
VertexBase.safe_get_vertex_ai_* helpers, so provider-specific key extraction
no longer lives in litellm_core_utils and dict-typed vertex_credentials are
supported

* test(vertex): move realtime health check test to mapped unit test path

codecov/patch reported the vertex branch of _realtime_health_check as
uncovered because tests/litellm_utils_tests is not part of the unit test
groups that upload coverage. Move the test into
tests/test_litellm/litellm_core_utils/test_health_check_helpers.py, which
the core-utils group runs, keeping the same end-to-end assertions through
litellm.ahealth_check

---------

Co-authored-by: Aleksandr Liadov <72351793+AleksandrLiadov@users.noreply.github.com>
---
 .../health_check_helpers.py                   |  1 +
 litellm/realtime_api/main.py                  | 12 ++--
 .../test_health_check_helpers.py              | 67 +++++++++++++++++++
 3 files changed, 76 insertions(+), 4 deletions(-)

diff --git a/litellm/litellm_core_utils/health_check_helpers.py b/litellm/litellm_core_utils/health_check_helpers.py
index 42ac82abf8b..9fc036e2a99 100644
--- a/litellm/litellm_core_utils/health_check_helpers.py
+++ b/litellm/litellm_core_utils/health_check_helpers.py
@@ -199,6 +199,7 @@ def get_mode_handlers(
                 api_base=model_params.get("api_base", None),
                 api_key=model_params.get("api_key", None),
                 api_version=model_params.get("api_version", None),
+                model_params=model_params,
             ),
             "batch": lambda: HealthCheckHelpers._batch_health_check(
                 custom_llm_provider=custom_llm_provider,
diff --git a/litellm/realtime_api/main.py b/litellm/realtime_api/main.py
index 0566ff73683..5ecf4d91ff6 100644
--- a/litellm/realtime_api/main.py
+++ b/litellm/realtime_api/main.py
@@ -515,6 +515,7 @@ async def _realtime_health_check(
     api_base: Optional[str] = None,
     api_version: Optional[str] = None,
     realtime_protocol: Optional[str] = None,
+    model_params: Optional[dict] = None,
 ):
     """
     Health check for realtime API - tries connection to the realtime API websocket
@@ -550,14 +551,17 @@ async def _realtime_health_check(
     elif custom_llm_provider == "xai":
         url = xai_realtime._construct_url(api_base=api_base or "https://api.x.ai/v1", query_params={"model": model})
     elif custom_llm_provider == "vertex_ai":
-        vertex_location = litellm.vertex_location or get_secret_str("VERTEXAI_LOCATION")
-        resolved_location = vertex_llm_base.get_vertex_region(vertex_region=vertex_location, model=model)
+        vertex_model_params = model_params or {}
+        resolved_location = vertex_llm_base.get_vertex_region(
+            vertex_region=VertexBase.safe_get_vertex_ai_location(vertex_model_params),
+            model=model,
+        )
         (
             access_token,
             resolved_project,
         ) = await vertex_llm_base._ensure_access_token_async(
-            credentials=None,
-            project_id=litellm.vertex_project or get_secret_str("VERTEXAI_PROJECT"),
+            credentials=VertexBase.safe_get_vertex_ai_credentials(vertex_model_params),
+            project_id=VertexBase.safe_get_vertex_ai_project(vertex_model_params),
             custom_llm_provider="vertex_ai",
         )
         vertex_realtime_config = VertexAIRealtimeConfig(
diff --git a/tests/test_litellm/litellm_core_utils/test_health_check_helpers.py b/tests/test_litellm/litellm_core_utils/test_health_check_helpers.py
index e8ef8f15142..f0d91224614 100644
--- a/tests/test_litellm/litellm_core_utils/test_health_check_helpers.py
+++ b/tests/test_litellm/litellm_core_utils/test_health_check_helpers.py
@@ -277,3 +277,70 @@ async def test_batch_health_check_falls_back_to_acompletion_for_unsupported():
         )
         mock_alist.assert_not_called()
         mock_acompletion.assert_called_once_with(**model_params)
+
+
+class _FakeWebsocketConnect:
+    def __init__(self, calls, url, **kwargs):
+        calls.append({"url": url, **kwargs})
+
+    async def __aenter__(self):
+        return self
+
+    async def __aexit__(self, exc_type, exc, tb):
+        return False
+
+
+@pytest.mark.asyncio
+async def test_realtime_health_check_uses_model_level_vertex_params():
+    """Regression test: realtime health checks must resolve vertex_credentials,
+    vertex_project, and vertex_location from the model row's params instead of
+    falling back to process-global VERTEXAI_* settings."""
+    import litellm
+    from litellm.realtime_api import main as realtime_main
+
+    fake_vertex_base = MagicMock()
+    fake_vertex_base.get_vertex_region = MagicMock(return_value="us-central1")
+    fake_vertex_base._ensure_access_token_async = AsyncMock(
+        return_value=("model-level-token", "model-level-project")
+    )
+    connect_calls = []
+
+    with (
+        patch.object(realtime_main, "vertex_llm_base", fake_vertex_base),
+        patch(
+            "websockets.connect",
+            lambda url, **kwargs: _FakeWebsocketConnect(connect_calls, url, **kwargs),
+        ),
+        patch.object(
+            HealthCheckHelpers,
+            "_update_model_params_with_health_check_tracking_information",
+            staticmethod(lambda model_params: model_params),
+        ),
+    ):
+        result = await litellm.ahealth_check(
+            model_params={
+                "model": "vertex_ai/gemini-live-2.5-flash-native-audio",
+                "vertex_credentials": '{"type":"service_account"}',
+                "vertex_project": "model-level-project",
+                "vertex_location": "us-central1",
+            },
+            mode="realtime",
+        )
+
+    assert result == {}
+    fake_vertex_base.get_vertex_region.assert_called_once_with(
+        vertex_region="us-central1", model="gemini-live-2.5-flash-native-audio"
+    )
+    fake_vertex_base._ensure_access_token_async.assert_called_once_with(
+        credentials='{"type":"service_account"}',
+        project_id="model-level-project",
+        custom_llm_provider="vertex_ai",
+    )
+    assert connect_calls[0]["url"] == (
+        "wss://us-central1-aiplatform.googleapis.com/ws/"
+        "google.cloud.aiplatform.v1.LlmBidiService/BidiGenerateContent"
+    )
+    assert connect_calls[0]["additional_headers"] == {
+        "Authorization": "Bearer model-level-token",
+        "x-goog-user-project": "model-level-project",
+    }

From e1b9ec1cd62ce436b863db1fa07179693592b364 Mon Sep 17 00:00:00 2001
From: "devin-ai-integration[bot]"
 <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Wed, 8 Jul 2026 17:37:38 -0700
Subject: [PATCH 143/370] feat(pricing): add xai/grok-4.5 model pricing and
 metadata (#32549)

Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: Ishaan Jaffer <155045088+ishaan-berri@users.noreply.github.com>
---
 ...odel_prices_and_context_window_backup.json | 42 +++++++++++++++++++
 model_prices_and_context_window.json          | 42 +++++++++++++++++++
 2 files changed, 84 insertions(+)

diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 70b6b05e6ec..db534b52df9 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -38101,6 +38101,48 @@
         "supports_vision": true,
         "supports_web_search": true
     },
+    "xai/grok-4.5": {
+        "cache_read_input_token_cost": 5e-07,
+        "cache_read_input_token_cost_above_200k_tokens": 1e-06,
+        "input_cost_per_token": 2e-06,
+        "input_cost_per_token_above_200k_tokens": 4e-06,
+        "litellm_provider": "xai",
+        "max_input_tokens": 500000,
+        "max_output_tokens": 500000,
+        "max_tokens": 500000,
+        "mode": "chat",
+        "output_cost_per_token": 6e-06,
+        "output_cost_per_token_above_200k_tokens": 1.2e-05,
+        "source": "https://docs.x.ai/docs/models",
+        "supports_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true
+    },
+    "xai/grok-4.5-latest": {
+        "cache_read_input_token_cost": 5e-07,
+        "cache_read_input_token_cost_above_200k_tokens": 1e-06,
+        "input_cost_per_token": 2e-06,
+        "input_cost_per_token_above_200k_tokens": 4e-06,
+        "litellm_provider": "xai",
+        "max_input_tokens": 500000,
+        "max_output_tokens": 500000,
+        "max_tokens": 500000,
+        "mode": "chat",
+        "output_cost_per_token": 6e-06,
+        "output_cost_per_token_above_200k_tokens": 1.2e-05,
+        "source": "https://docs.x.ai/docs/models",
+        "supports_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true
+    },
     "xai/grok-beta": {
         "input_cost_per_token": 5e-06,
         "litellm_provider": "xai",
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index b961c326625..363ba9842b0 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -38303,6 +38303,48 @@
         "supports_vision": true,
         "supports_web_search": true
     },
+    "xai/grok-4.5": {
+        "cache_read_input_token_cost": 5e-07,
+        "cache_read_input_token_cost_above_200k_tokens": 1e-06,
+        "input_cost_per_token": 2e-06,
+        "input_cost_per_token_above_200k_tokens": 4e-06,
+        "litellm_provider": "xai",
+        "max_input_tokens": 500000,
+        "max_output_tokens": 500000,
+        "max_tokens": 500000,
+        "mode": "chat",
+        "output_cost_per_token": 6e-06,
+        "output_cost_per_token_above_200k_tokens": 1.2e-05,
+        "source": "https://docs.x.ai/docs/models",
+        "supports_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true
+    },
+    "xai/grok-4.5-latest": {
+        "cache_read_input_token_cost": 5e-07,
+        "cache_read_input_token_cost_above_200k_tokens": 1e-06,
+        "input_cost_per_token": 2e-06,
+        "input_cost_per_token_above_200k_tokens": 4e-06,
+        "litellm_provider": "xai",
+        "max_input_tokens": 500000,
+        "max_output_tokens": 500000,
+        "max_tokens": 500000,
+        "mode": "chat",
+        "output_cost_per_token": 6e-06,
+        "output_cost_per_token_above_200k_tokens": 1.2e-05,
+        "source": "https://docs.x.ai/docs/models",
+        "supports_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true
+    },
     "xai/grok-beta": {
         "input_cost_per_token": 5e-06,
         "litellm_provider": "xai",

From 9d745486d0b96d55e4a2809ea2cdea9465ddca2a Mon Sep 17 00:00:00 2001
From: "devin-ai-integration[bot]"
 <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Wed, 8 Jul 2026 18:48:03 -0700
Subject: [PATCH 144/370] fix(rerank): log optional_rerank_params at debug to
 stop leaking request content (#32533)

* fix(rerank): log optional_rerank_params at debug not info to avoid leaking request content

* test(rerank): exercise sync rerank path so coverage counts the log line

---------

Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/rerank_api/main.py                 |  2 +-
 tests/test_litellm/rerank_api/__init__.py  |  0
 tests/test_litellm/rerank_api/test_main.py | 67 ++++++++++++++++++++++
 3 files changed, 68 insertions(+), 1 deletion(-)
 create mode 100644 tests/test_litellm/rerank_api/__init__.py
 create mode 100644 tests/test_litellm/rerank_api/test_main.py

diff --git a/litellm/rerank_api/main.py b/litellm/rerank_api/main.py
index 9320c7fae8a..b6ebf5589b7 100644
--- a/litellm/rerank_api/main.py
+++ b/litellm/rerank_api/main.py
@@ -158,7 +158,7 @@ def rerank(
             instruction=instruction,
             non_default_params=kwargs,
         )
-        verbose_logger.info(f"optional_rerank_params: {optional_rerank_params}")
+        verbose_logger.debug(f"optional_rerank_params: {optional_rerank_params}")
         if isinstance(optional_params.timeout, str):
             optional_params.timeout = float(optional_params.timeout)
 
diff --git a/tests/test_litellm/rerank_api/__init__.py b/tests/test_litellm/rerank_api/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/rerank_api/test_main.py b/tests/test_litellm/rerank_api/test_main.py
new file mode 100644
index 00000000000..46d1461da50
--- /dev/null
+++ b/tests/test_litellm/rerank_api/test_main.py
@@ -0,0 +1,67 @@
+import logging
+import os
+import sys
+from unittest.mock import MagicMock, patch
+
+sys.path.insert(0, os.path.abspath("../../.."))
+
+import litellm
+
+MARKER_QUERY = "MARKER_QUERY_do_not_log_at_info"
+MARKER_DOC = "MARKER_DOC_sensitive_customer_text"
+
+
+def _mock_cohere_response() -> MagicMock:
+    mock_response = MagicMock()
+
+    def return_val():
+        return {
+            "id": "cmpl-mockid",
+            "results": [{"index": 0, "relevance_score": 0.95}],
+            "meta": {
+                "api_version": {"version": "1.0"},
+                "billed_units": {"search_units": 1},
+            },
+        }
+
+    mock_response.json = return_val
+    mock_response.headers = {"key": "value"}
+    mock_response.status_code = 200
+    return mock_response
+
+
+def test_rerank_does_not_log_request_content_at_info(caplog):
+    """Regression for #32525: rerank must not emit query/documents to logs at INFO.
+
+    The mapped ``optional_rerank_params`` (which always contains ``query`` and
+    ``documents``) bypasses ``turn_off_message_logging`` / ``redact_messages``,
+    so logging it at INFO leaks raw request content into stdout and any log sink.
+    """
+    litellm.cohere_key = "test_api_key"
+    caplog.set_level(logging.DEBUG, logger="LiteLLM")
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.HTTPHandler.post",
+        return_value=_mock_cohere_response(),
+    ):
+        litellm.rerank(
+            model="cohere/rerank-english-v3.0",
+            query=MARKER_QUERY,
+            documents=[MARKER_DOC, "unrelated"],
+            top_n=2,
+        )
+
+    litellm_records = [r for r in caplog.records if r.name == "LiteLLM"]
+
+    info_or_above = [
+        r.getMessage()
+        for r in litellm_records
+        if r.levelno >= logging.INFO and (MARKER_QUERY in r.getMessage() or MARKER_DOC in r.getMessage())
+    ]
+    assert not info_or_above, f"rerank leaked request content at INFO+: {info_or_above}"
+
+    optional_params_logs = [r for r in litellm_records if "optional_rerank_params" in r.getMessage()]
+    assert optional_params_logs, "expected the optional_rerank_params line to be logged"
+    assert all(
+        r.levelno == logging.DEBUG for r in optional_params_logs
+    ), "optional_rerank_params must be logged at DEBUG, not INFO"

From 637352735f2053e9326cf9c5c379548e2d00d7ce Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Wed, 8 Jul 2026 18:35:05 -0700
Subject: [PATCH 145/370] fix(proxy): resolve team org from team_id so org
 admins can update team budgets

An org admin updating a team budget from the Hub UI was rejected with 401, because the route gate only recognizes an org admin when the request body carries organization_id while the UI sends team_id. For /team/update, resolve the target team's organization_id from team_id before the gate runs, so an org admin of the team's own org clears the org-scoped branch without the client passing organization_id. Team admins and cross-org admins stay denied at the gate, and callers that already pass organization_id are unaffected, so the existing /team/update authorization matrix is unchanged
---
 litellm/proxy/auth/auth_checks.py             |  25 +++-
 .../proxy/auth/auth_checks_organization.py    |  32 ++++-
 .../management/test_team_update.py            |  24 ++--
 .../proxy/auth/test_route_checks.py           | 129 ++++++++++++++++++
 4 files changed, 199 insertions(+), 11 deletions(-)

diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index e7fee8d6eb2..cd8103abf5e 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -98,7 +98,10 @@
 from litellm.router import Router
 from litellm.utils import get_utc_datetime
 
-from .auth_checks_organization import organization_role_based_access_check
+from .auth_checks_organization import (
+    add_team_org_context_to_request_body,
+    organization_role_based_access_check,
+)
 from .auth_utils import get_model_from_request
 
 if TYPE_CHECKING:
@@ -707,10 +710,28 @@ async def _user_max_budget_check() -> None:
     # 10 [OPTIONAL] Organization RBAC checks
     organization_role_based_access_check(user_object=user_object, route=route, request_body=request_body)
 
+    async def _fetch_team_org_id(team_id: str) -> Optional[str]:
+        try:
+            team = await get_team_object(
+                team_id=team_id,
+                prisma_client=prisma_client,
+                user_api_key_cache=user_api_key_cache,
+                proxy_logging_obj=proxy_logging_obj,
+            )
+        except HTTPException:
+            return None
+        return team.organization_id
+
+    request_body_for_route_check = await add_team_org_context_to_request_body(
+        route=route,
+        request_body=request_body,
+        fetch_team_org_id=_fetch_team_org_id,
+    )
+
     _is_route_allowed = _is_api_route_allowed(
         route=route,
         request=request,
-        request_data=request_body,
+        request_data=request_body_for_route_check,
         valid_token=valid_token,
         user_obj=user_object,
     )
diff --git a/litellm/proxy/auth/auth_checks_organization.py b/litellm/proxy/auth/auth_checks_organization.py
index 44c1d158cbe..b4caff9b8ee 100644
--- a/litellm/proxy/auth/auth_checks_organization.py
+++ b/litellm/proxy/auth/auth_checks_organization.py
@@ -2,7 +2,7 @@
 Auth Checks for Organizations
 """
 
-from typing import Dict, List, Optional, Tuple
+from typing import Awaitable, Callable, Dict, List, Optional, Tuple
 
 from fastapi import status
 
@@ -170,3 +170,33 @@ def _user_is_org_admin(
 
     # User must be admin of ALL requested orgs, not just any one
     return all(org_id in admin_org_ids for org_id in candidate_org_ids)
+
+
+TEAM_ORG_CONTEXT_ROUTES = frozenset({"/team/update"})
+
+
+async def add_team_org_context_to_request_body(
+    route: str,
+    request_body: dict,
+    fetch_team_org_id: Callable[[str], Awaitable[Optional[str]]],
+) -> dict:
+    """
+    Return a copy of request_body with organization_id resolved from the target
+    team when the route identifies the team by team_id and the caller did not
+    pass organization_id. This lets an org admin of the team's own org reach the
+    org-scoped branch of the route gate (which keys off organization_id) without
+    the client having to send it. Returns request_body unchanged when it does
+    not apply, so callers that already pass organization_id and non-team routes
+    are untouched.
+    """
+    if route not in TEAM_ORG_CONTEXT_ROUTES:
+        return request_body
+    if request_body.get("organization_id"):
+        return request_body
+    team_id = request_body.get("team_id")
+    if not isinstance(team_id, str) or not team_id:
+        return request_body
+    org_id = await fetch_team_org_id(team_id)
+    if not org_id:
+        return request_body
+    return {**request_body, "organization_id": org_id}
diff --git a/tests/proxy_behavior/management/test_team_update.py b/tests/proxy_behavior/management/test_team_update.py
index 9cb2b0fecda..23ea89fa74d 100644
--- a/tests/proxy_behavior/management/test_team_update.py
+++ b/tests/proxy_behavior/management/test_team_update.py
@@ -105,27 +105,35 @@ async def test_team_update_authz_matrix(
         assert row.team_alias != MARKER_ALIAS, "denied but team mutated"
 
 
-async def test_team_update_requires_proxy_admin_without_org_context(
+async def test_team_update_org_admin_resolved_from_team_without_org_context(
     proxy_client, prisma, scratch, world
 ):
-    """With no organization_id in the body the route gate has no org context
-    and falls back to proxy-admin-only: an org admin of the team's own org
-    is 401, PROXY_ADMIN is 200."""
+    """With no organization_id in the body the route gate resolves the target
+    team's org from team_id, so an org admin of the team's own org is allowed
+    (200), same as PROXY_ADMIN. A team admin of that same team stays denied
+    (401): the resolution grants org admins access, not team admins."""
     await _seed_target(prisma, world, "alpha", scratch.prefix)
 
-    denied = await proxy_client.post(
+    allowed_org_admin = await proxy_client.post(
         "/team/update",
         headers={"Authorization": f"Bearer {world.keys[Actor.ORG_ADMIN].cleartext}"},
         json={"team_id": scratch.prefix, "team_alias": MARKER_ALIAS},
     )
-    assert denied.status_code == 401, denied.text
+    assert allowed_org_admin.status_code == 200, allowed_org_admin.text
 
-    allowed = await proxy_client.post(
+    allowed_proxy_admin = await proxy_client.post(
         "/team/update",
         headers={"Authorization": f"Bearer {world.keys[Actor.PROXY_ADMIN].cleartext}"},
         json={"team_id": scratch.prefix, "team_alias": MARKER_ALIAS},
     )
-    assert allowed.status_code == 200, allowed.text
+    assert allowed_proxy_admin.status_code == 200, allowed_proxy_admin.text
+
+    denied_team_admin = await proxy_client.post(
+        "/team/update",
+        headers={"Authorization": f"Bearer {world.keys[Actor.TEAM_ADMIN].cleartext}"},
+        json={"team_id": scratch.prefix, "team_alias": MARKER_ALIAS},
+    )
+    assert denied_team_admin.status_code == 401, denied_team_admin.text
 
 
 # Relocation gate — moving a team to a different org. The scratch team starts
diff --git a/tests/test_litellm/proxy/auth/test_route_checks.py b/tests/test_litellm/proxy/auth/test_route_checks.py
index d623149ff6a..204e6a671e3 100644
--- a/tests/test_litellm/proxy/auth/test_route_checks.py
+++ b/tests/test_litellm/proxy/auth/test_route_checks.py
@@ -2595,6 +2595,135 @@ def test_org_admin_of_multiple_orgs_can_operate_on_both():
     assert _user_is_org_admin({"organizations": ["org-A", "org-B"]}, user_obj) is True
 
 
+# ── LIT-4221: /team/update org-context resolution from team_id ────────────────
+from litellm.proxy.auth.auth_checks_organization import (
+    add_team_org_context_to_request_body,
+)
+
+
+@pytest.mark.asyncio
+async def test_add_team_org_context_resolves_org_from_team():
+    """For /team/update with only team_id, the target team's org is resolved and
+    injected so the org-admin route gate can see it. This is what lets an org
+    admin update a team budget from the Hub UI, which sends team_id, not
+    organization_id (LIT-4221)."""
+
+    async def fetch(team_id: str):
+        assert team_id == "team-1"
+        return "org-1"
+
+    out = await add_team_org_context_to_request_body(
+        route="/team/update",
+        request_body={"team_id": "team-1", "max_budget": 42},
+        fetch_team_org_id=fetch,
+    )
+    assert out == {"team_id": "team-1", "max_budget": 42, "organization_id": "org-1"}
+
+
+@pytest.mark.asyncio
+async def test_add_team_org_context_noop_when_org_id_already_present():
+    """If the caller already passed organization_id, no lookup happens and the
+    body is returned unchanged."""
+
+    async def fetch(team_id: str):
+        raise AssertionError("must not resolve when organization_id is present")
+
+    body = {"team_id": "team-1", "organization_id": "org-explicit"}
+    out = await add_team_org_context_to_request_body(
+        route="/team/update", request_body=body, fetch_team_org_id=fetch
+    )
+    assert out == body
+
+
+@pytest.mark.asyncio
+async def test_add_team_org_context_noop_for_other_routes():
+    """Only /team/update opts into org resolution; other routes are untouched."""
+
+    async def fetch(team_id: str):
+        raise AssertionError("must not resolve for a non-opted-in route")
+
+    body = {"team_id": "team-1"}
+    out = await add_team_org_context_to_request_body(
+        route="/team/delete", request_body=body, fetch_team_org_id=fetch
+    )
+    assert out == body
+
+
+@pytest.mark.asyncio
+async def test_add_team_org_context_noop_when_team_has_no_org():
+    """A standalone team (no org) resolves to None, so nothing is injected and
+    the org-admin branch stays unreachable (no blanket access)."""
+
+    async def fetch(team_id: str):
+        return None
+
+    body = {"team_id": "team-1"}
+    out = await add_team_org_context_to_request_body(
+        route="/team/update", request_body=body, fetch_team_org_id=fetch
+    )
+    assert out == body
+
+
+def test_team_update_gate_allows_org_admin_with_resolved_org():
+    """Post-resolution (organization_id present), an org admin of that org clears
+    the gate for /team/update."""
+    user_obj = _make_org_admin_user("org-1")
+    valid_token = UserAPIKeyAuth(user_id="org-admin-user", user_role=LitellmUserRoles.INTERNAL_USER.value)
+    request = MagicMock(spec=Request)
+    request.method = "POST"
+    request.query_params = {}
+
+    RouteChecks.non_proxy_admin_allowed_routes_check(
+        user_obj=user_obj,
+        _user_role=LitellmUserRoles.INTERNAL_USER.value,
+        route="/team/update",
+        request=request,
+        valid_token=valid_token,
+        request_data={"team_id": "team-1", "organization_id": "org-1"},
+    )
+
+
+def test_team_update_gate_rejects_without_org_context():
+    """Without organization_id (i.e. resolution found no org, or a non-org-admin),
+    the gate still rejects /team/update — the fix adds no blanket allow. Guards
+    against re-widening the route (e.g. dropping it into self_managed_routes)."""
+    user_obj = _make_org_admin_user("org-1")
+    valid_token = UserAPIKeyAuth(user_id="org-admin-user", user_role=LitellmUserRoles.INTERNAL_USER.value)
+    request = MagicMock(spec=Request)
+    request.method = "POST"
+    request.query_params = {}
+
+    with pytest.raises(Exception):
+        RouteChecks.non_proxy_admin_allowed_routes_check(
+            user_obj=user_obj,
+            _user_role=LitellmUserRoles.INTERNAL_USER.value,
+            route="/team/update",
+            request=request,
+            valid_token=valid_token,
+            request_data={"team_id": "team-1", "max_budget": 42},
+        )
+
+
+def test_team_update_gate_rejects_cross_org_admin_with_resolved_org():
+    """Even after the target team's org is resolved, an org admin of a DIFFERENT
+    org is rejected at the gate (no cross-org escalation)."""
+    user_obj = _make_org_admin_user("org-1")
+    valid_token = UserAPIKeyAuth(user_id="org-admin-user", user_role=LitellmUserRoles.INTERNAL_USER.value)
+    request = MagicMock(spec=Request)
+    request.method = "POST"
+    request.query_params = {}
+
+    with pytest.raises(Exception):
+        RouteChecks.non_proxy_admin_allowed_routes_check(
+            user_obj=user_obj,
+            _user_role=LitellmUserRoles.INTERNAL_USER.value,
+            route="/team/update",
+            request=request,
+            valid_token=valid_token,
+            request_data={"team_id": "team-1", "organization_id": "org-2"},
+        )
+
+
 @pytest.mark.asyncio
 async def test_initialize_pass_through_registers_wildcard_for_auth_subpath():
     """

From febb27695b72e1aea5e9cfa4d3173291863361dc Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Wed, 8 Jul 2026 19:47:05 -0700
Subject: [PATCH 146/370] refactor(ui): point invitation links at the dedicated
 /onboarding route (#30857)

* refactor(ui): point invitation links at the dedicated /onboarding route

Invitation and reset-password links were built as /ui?invitation_id=..., which lands on the dashboard index and renders the onboarding form inline. They now point at the standalone /ui/onboarding route, so the index no longer has to special-case invitations. Old links keep working unchanged; the index still renders onboarding inline for ?invitation_id until the migration closeout removes that branch.

Updates the three generators (the enterprise email builder, bulk user create, and the invitation/reset-password modal) and extracts the modal's URL building into a pure, unit-tested buildOnboardingUrl

Refs LIT-3687

* refactor(ui): guard buildOnboardingUrl against a missing invitation id

Return "" instead of emitting an invitation_id=undefined link when the id is not yet available, matching the existing empty-baseUrl guard. Placed after the SSO branch so the SSO link, which does not use the id, is unaffected

Refs LIT-3687
---
 .../send_emails/base_email.py                 |  4 +-
 .../send_emails/test_base_email.py            | 27 +++++--
 .../components/bulk_create_users_button.tsx   |  2 +-
 .../src/components/onboarding_link.test.tsx   | 70 +++++++++++++++++++
 .../src/components/onboarding_link.tsx        | 51 +++++++++-----
 5 files changed, 126 insertions(+), 28 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/onboarding_link.test.tsx

diff --git a/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py b/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py
index be80a12c80a..e7898cac565 100644
--- a/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py
+++ b/enterprise/litellm_enterprise/enterprise_callbacks/send_emails/base_email.py
@@ -919,9 +919,9 @@ def _construct_invitation_link(self, invitation_id: str, base_url: str) -> str:
         """
         Construct invitation link for the user
 
-        # http://localhost:4000/ui?invitation_id=7a096b3a-37c6-440f-9dd1-ba22e8043f6b
+        # http://localhost:4000/ui/onboarding?invitation_id=7a096b3a-37c6-440f-9dd1-ba22e8043f6b
         """
-        return f"{base_url}/ui?invitation_id={invitation_id}"
+        return f"{base_url}/ui/onboarding?invitation_id={invitation_id}"
 
     async def send_email(
         self,
diff --git a/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_base_email.py b/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_base_email.py
index c1ccc454305..61303340570 100644
--- a/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_base_email.py
+++ b/tests/test_litellm/enterprise/enterprise_callbacks/send_emails/test_base_email.py
@@ -348,7 +348,9 @@ async def mock_find_many(*args, **kwargs):
         result = await base_email_logger._get_invitation_link(
             user_id="test-user", base_url="http://test.com"
         )
-        assert result == "http://test.com/ui?invitation_id=test-invitation-id"
+        assert (
+            result == "http://test.com/ui/onboarding?invitation_id=test-invitation-id"
+        )
 
         # Test with None user_id
         result = await base_email_logger._get_invitation_link(
@@ -372,7 +374,7 @@ def test_construct_invitation_link(base_email_logger):
     result = base_email_logger._construct_invitation_link(
         invitation_id="test-id-123", base_url="http://test.com"
     )
-    assert result == "http://test.com/ui?invitation_id=test-id-123"
+    assert result == "http://test.com/ui/onboarding?invitation_id=test-id-123"
 
 
 @pytest.mark.asyncio
@@ -408,7 +410,10 @@ async def mock_find_many_empty(*args, **kwargs):
             assert call_args["user_api_key_dict"].user_id == "test-user"
 
             # Verify the returned link uses the new invitation ID
-            assert result == "http://test.com/ui?invitation_id=new-invitation-id"
+            assert (
+                result
+                == "http://test.com/ui/onboarding?invitation_id=new-invitation-id"
+            )
 
 
 @pytest.mark.asyncio
@@ -439,7 +444,10 @@ async def mock_find_many_existing(*args, **kwargs):
             mock_create_invitation.assert_not_called()
 
             # Verify the returned link uses the existing invitation ID
-            assert result == "http://test.com/ui?invitation_id=existing-invitation-id"
+            assert (
+                result
+                == "http://test.com/ui/onboarding?invitation_id=existing-invitation-id"
+            )
 
 
 @pytest.mark.asyncio
@@ -475,7 +483,10 @@ async def mock_find_many_none(*args, **kwargs):
             assert call_args["user_api_key_dict"].user_id == "test-user"
 
             # Verify the returned link uses the new invitation ID
-            assert result == "http://test.com/ui?invitation_id=new-invitation-from-none"
+            assert (
+                result
+                == "http://test.com/ui/onboarding?invitation_id=new-invitation-from-none"
+            )
 
 
 @pytest.mark.asyncio
@@ -495,7 +506,7 @@ async def test_get_email_params_user_invitation(
         with mock.patch.object(
             base_email_logger,
             "_get_invitation_link",
-            return_value="http://test.com/ui?invitation_id=test-id",
+            return_value="http://test.com/ui/onboarding?invitation_id=test-id",
         ):
             # Test with user invitation event
             result = await base_email_logger._get_email_params(
@@ -509,7 +520,9 @@ async def test_get_email_params_user_invitation(
                 == "https://litellm-listing.s3.amazonaws.com/litellm_logo.png"
             )
             assert result.support_contact == "support@berri.ai"
-            assert result.base_url == "http://test.com/ui?invitation_id=test-id"
+            assert (
+                result.base_url == "http://test.com/ui/onboarding?invitation_id=test-id"
+            )
             assert result.recipient_email == "test@example.com"
 
 
diff --git a/ui/litellm-dashboard/src/components/bulk_create_users_button.tsx b/ui/litellm-dashboard/src/components/bulk_create_users_button.tsx
index 17690c988dc..23b69722546 100644
--- a/ui/litellm-dashboard/src/components/bulk_create_users_button.tsx
+++ b/ui/litellm-dashboard/src/components/bulk_create_users_button.tsx
@@ -361,7 +361,7 @@ const BulkCreateUsersButton: React.FC<BulkCreateUsersProps> = ({
             if (!uiSettings?.SSO_ENABLED) {
               // Regular invitation flow
               const invitationData = await invitationCreateCall(accessToken, user_id);
-              const invitationUrl = new URL(`/ui?invitation_id=${invitationData.id}`, baseUrl).toString();
+              const invitationUrl = new URL(`/ui/onboarding?invitation_id=${invitationData.id}`, baseUrl).toString();
 
               setParsedData((current) =>
                 current.map((u, i) =>
diff --git a/ui/litellm-dashboard/src/components/onboarding_link.test.tsx b/ui/litellm-dashboard/src/components/onboarding_link.test.tsx
new file mode 100644
index 00000000000..039d5e250da
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/onboarding_link.test.tsx
@@ -0,0 +1,70 @@
+import { describe, it, expect } from "vitest";
+import { buildOnboardingUrl } from "./onboarding_link";
+
+describe("buildOnboardingUrl", () => {
+  it("points the invitation link at the dedicated /ui/onboarding route", () => {
+    expect(
+      buildOnboardingUrl({
+        baseUrl: "http://localhost:4000/",
+        invitationId: "inv-123",
+        hasUserSetupSso: false,
+        resetPassword: false,
+      }),
+    ).toBe("http://localhost:4000/ui/onboarding?invitation_id=inv-123");
+  });
+
+  it("preserves a server_root_path prefix before /ui/onboarding", () => {
+    expect(
+      buildOnboardingUrl({
+        baseUrl: "https://proxy.example.com/litellm",
+        invitationId: "inv-123",
+        hasUserSetupSso: false,
+        resetPassword: false,
+      }),
+    ).toBe("https://proxy.example.com/litellm/ui/onboarding?invitation_id=inv-123");
+  });
+
+  it("appends action=reset_password for the reset-password flow", () => {
+    expect(
+      buildOnboardingUrl({
+        baseUrl: "http://localhost:4000/",
+        invitationId: "inv-123",
+        hasUserSetupSso: false,
+        resetPassword: true,
+      }),
+    ).toBe("http://localhost:4000/ui/onboarding?invitation_id=inv-123&action=reset_password");
+  });
+
+  it("sends SSO users to the dashboard root, not the onboarding form", () => {
+    expect(
+      buildOnboardingUrl({
+        baseUrl: "http://localhost:4000/",
+        invitationId: "inv-123",
+        hasUserSetupSso: true,
+        resetPassword: false,
+      }),
+    ).toBe("http://localhost:4000/ui");
+  });
+
+  it("returns an empty string when no base URL is known yet", () => {
+    expect(
+      buildOnboardingUrl({
+        baseUrl: "",
+        invitationId: "inv-123",
+        hasUserSetupSso: false,
+        resetPassword: false,
+      }),
+    ).toBe("");
+  });
+
+  it("returns an empty string rather than an invitation_id=undefined link when the id is not ready", () => {
+    expect(
+      buildOnboardingUrl({
+        baseUrl: "http://localhost:4000/",
+        invitationId: undefined,
+        hasUserSetupSso: false,
+        resetPassword: false,
+      }),
+    ).toBe("");
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/onboarding_link.tsx b/ui/litellm-dashboard/src/components/onboarding_link.tsx
index 7eb337a970a..0c27287a9e4 100644
--- a/ui/litellm-dashboard/src/components/onboarding_link.tsx
+++ b/ui/litellm-dashboard/src/components/onboarding_link.tsx
@@ -25,6 +25,32 @@ interface OnboardingProps {
   modalType?: "invitation" | "resetPassword";
 }
 
+export function buildOnboardingUrl({
+  baseUrl,
+  invitationId,
+  hasUserSetupSso,
+  resetPassword,
+}: {
+  baseUrl: string;
+  invitationId: string | undefined;
+  hasUserSetupSso: boolean;
+  resetPassword: boolean;
+}): string {
+  if (!baseUrl) {
+    return "";
+  }
+  const basePath = new URL(baseUrl).pathname;
+  const uiPath = basePath && basePath !== "/" ? `${basePath}/ui` : "ui";
+  if (hasUserSetupSso) {
+    return new URL(uiPath, baseUrl).toString();
+  }
+  if (!invitationId) {
+    return "";
+  }
+  const action = resetPassword ? "&action=reset_password" : "";
+  return new URL(`${uiPath}/onboarding?invitation_id=${invitationId}${action}`, baseUrl).toString();
+}
+
 export default function OnboardingModal({
   isInvitationLinkModalVisible,
   setIsInvitationLinkModalVisible,
@@ -41,24 +67,13 @@ export default function OnboardingModal({
     setIsInvitationLinkModalVisible(false);
   };
 
-  const getInvitationUrl = () => {
-    if (!baseUrl) {
-      return "";
-    }
-    const baseUrlObj = new URL(baseUrl);
-    const basePath = baseUrlObj.pathname; // This will be "/litellm" or ""
-    const path = basePath && basePath !== "/" ? `${basePath}/ui` : "ui";
-    // Get the path from the base URL
-    if (invitationLinkData?.has_user_setup_sso) {
-      return new URL(path, baseUrl).toString();
-    }
-    let urlPath = `${path}?invitation_id=${invitationLinkData?.id}`;
-    if (modalType === "resetPassword") {
-      urlPath += "&action=reset_password";
-    }
-    const url = new URL(urlPath, baseUrl).toString();
-    return url;
-  };
+  const getInvitationUrl = () =>
+    buildOnboardingUrl({
+      baseUrl,
+      invitationId: invitationLinkData?.id,
+      hasUserSetupSso: invitationLinkData?.has_user_setup_sso ?? false,
+      resetPassword: modalType === "resetPassword",
+    });
 
   return (
     <Modal

From 142d5aa12ba93a50f49c282131b442439f5eaac5 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Wed, 8 Jul 2026 20:54:40 -0700
Subject: [PATCH 147/370] fix(bedrock): honor cache_control ttl on
 message-level cachePoint blocks (#32551)

Bedrock Converse supports cachePoint ttl (1h GA for Claude 4.5+), and
_get_cache_point_block maps cache_control.ttl -> cachePoint.ttl, but the
model parameter its allow-list gate requires was only threaded through
the system-message path. Every message-level path either called
_get_cache_point_block without model= (8 call sites in
_bedrock_converse_messages_pt / _pt_async) or hardcoded
CachePointBlock(type="default") (tool-result blocks and
_convert_to_bedrock_tool_call_invoke), so a requested 1h ttl silently
degraded to the 5-minute default - exactly on the conversation-tail
breakpoint that long-running agents need to survive tool calls longer
than 5 minutes.

- pass model= at the 8 _get_cache_point_block call sites
- tool-result blocks: capture the cache_control dict (was a boolean)
  and route through _get_cache_point_block so ttl survives
- _convert_to_bedrock_tool_call_invoke: accept optional model and route
  per-tool-call cache_control through _get_cache_point_block

Completes the ttl support added for system messages (#19848, #20326):
message-level cache_control now behaves identically.

Note: message-level cache_control on a content-less assistant message
emits no cachePoint at all today; that pre-existing gap is orthogonal
to ttl and left out of scope (per-tool-call placement covers it).

Co-authored-by: Arash <arashne@glia-ai.com>
---
 .../prompt_templates/factory.py               | 56 +++++++----
 .../chat/test_converse_transformation.py      | 96 +++++++++++++++++++
 2 files changed, 135 insertions(+), 17 deletions(-)

diff --git a/litellm/litellm_core_utils/prompt_templates/factory.py b/litellm/litellm_core_utils/prompt_templates/factory.py
index 06abb591717..8bb0e12905e 100644
--- a/litellm/litellm_core_utils/prompt_templates/factory.py
+++ b/litellm/litellm_core_utils/prompt_templates/factory.py
@@ -3626,6 +3626,7 @@ async def process_image_async(cls, image_url: str, format: Optional[str]) -> Bed
 
 def _convert_to_bedrock_tool_call_invoke(
     tool_calls: list,
+    model: Optional[str] = None,
 ) -> List[BedrockContentBlock]:
     """
     OpenAI tool invokes:
@@ -3701,7 +3702,13 @@ def _convert_to_bedrock_tool_call_invoke(
                             # cache_control applies to the whole original
                             # tool call; attach after the last split block.
                             if tool.get("cache_control", None) is not None:
-                                _parts_list.append(BedrockContentBlock(cachePoint=CachePointBlock(type="default")))
+                                _cache_point_block = litellm.AmazonConverseConfig()._get_cache_point_block(
+                                    {"cache_control": tool["cache_control"]},
+                                    block_type="content_block",
+                                    model=model,
+                                )
+                                if _cache_point_block is not None:
+                                    _parts_list.append(_cache_point_block)
                             continue
                         # Fallback: no objects extracted — use empty dict.
                         arguments_dict = {}
@@ -3712,8 +3719,13 @@ def _convert_to_bedrock_tool_call_invoke(
 
                 # Check for cache_control and add a separate cachePoint block
                 if tool.get("cache_control", None) is not None:
-                    cache_point_block = BedrockContentBlock(cachePoint=CachePointBlock(type="default"))
-                    _parts_list.append(cache_point_block)
+                    cache_point_block = litellm.AmazonConverseConfig()._get_cache_point_block(
+                        {"cache_control": tool["cache_control"]},
+                        block_type="content_block",
+                        model=model,
+                    )
+                    if cache_point_block is not None:
+                        _parts_list.append(cache_point_block)
         return _parts_list
     except Exception as e:
         raise Exception(
@@ -4417,22 +4429,27 @@ async def _bedrock_converse_messages_pt_async(
                 tool_content.append(tool_call_result)
 
                 # Check if we need to add a separate cachePoint block
-                has_cache_control = False
+                tool_msg_cache_control = None
 
                 # Check for message-level cache_control
                 if current_message.get("cache_control", None) is not None:
-                    has_cache_control = True
+                    tool_msg_cache_control = current_message["cache_control"]
                 # Check for content-level cache_control in list content
                 elif isinstance(current_message.get("content"), list):
                     for content_element in current_message["content"]:
                         if isinstance(content_element, dict) and content_element.get("cache_control", None) is not None:
-                            has_cache_control = True
+                            tool_msg_cache_control = content_element["cache_control"]
                             break
 
                 # Add a separate cachePoint block if cache_control is present
-                if has_cache_control:
-                    cache_point_block = BedrockContentBlock(cachePoint=CachePointBlock(type="default"))
-                    tool_content.append(cache_point_block)
+                if tool_msg_cache_control is not None:
+                    cache_point_block = litellm.AmazonConverseConfig()._get_cache_point_block(
+                        {"cache_control": tool_msg_cache_control},
+                        block_type="content_block",
+                        model=model,
+                    )
+                    if cache_point_block is not None:
+                        tool_content.append(cache_point_block)
 
                 msg_i += 1
             # Deduplicate toolResult blocks with the same toolUseId
@@ -4529,7 +4546,7 @@ async def _bedrock_converse_messages_pt_async(
 
                 _tool_calls = assistant_message_block.get("tool_calls", [])
                 if _tool_calls:
-                    assistant_content.extend(_convert_to_bedrock_tool_call_invoke(_tool_calls))
+                    assistant_content.extend(_convert_to_bedrock_tool_call_invoke(_tool_calls, model=model))
 
                 msg_i += 1
 
@@ -4789,22 +4806,27 @@ def _bedrock_converse_messages_pt(
             tool_content.append(tool_call_result)
 
             # Check if we need to add a separate cachePoint block
-            has_cache_control = False
+            tool_msg_cache_control = None
 
             # Check for message-level cache_control
             if current_message.get("cache_control", None) is not None:
-                has_cache_control = True
+                tool_msg_cache_control = current_message["cache_control"]
             # Check for content-level cache_control in list content
             elif isinstance(current_message.get("content"), list):
                 for content_element in current_message["content"]:
                     if isinstance(content_element, dict) and content_element.get("cache_control", None) is not None:
-                        has_cache_control = True
+                        tool_msg_cache_control = content_element["cache_control"]
                         break
 
             # Add a separate cachePoint block if cache_control is present
-            if has_cache_control:
-                cache_point_block = BedrockContentBlock(cachePoint=CachePointBlock(type="default"))
-                tool_content.append(cache_point_block)
+            if tool_msg_cache_control is not None:
+                cache_point_block = litellm.AmazonConverseConfig()._get_cache_point_block(
+                    {"cache_control": tool_msg_cache_control},
+                    block_type="content_block",
+                    model=model,
+                )
+                if cache_point_block is not None:
+                    tool_content.append(cache_point_block)
 
             msg_i += 1
         # Deduplicate toolResult blocks with the same toolUseId
@@ -4902,7 +4924,7 @@ def _bedrock_converse_messages_pt(
                     assistant_content.append(_cache_point_block)
             _tool_calls = assistant_message_block.get("tool_calls", [])
             if _tool_calls:
-                assistant_content.extend(_convert_to_bedrock_tool_call_invoke(_tool_calls))
+                assistant_content.extend(_convert_to_bedrock_tool_call_invoke(_tool_calls, model=model))
 
             msg_i += 1
 
diff --git a/tests/test_litellm/llms/bedrock/chat/test_converse_transformation.py b/tests/test_litellm/llms/bedrock/chat/test_converse_transformation.py
index fe060e2e40d..9f2a4168dec 100644
--- a/tests/test_litellm/llms/bedrock/chat/test_converse_transformation.py
+++ b/tests/test_litellm/llms/bedrock/chat/test_converse_transformation.py
@@ -5671,3 +5671,99 @@ async def test_grounding_source_and_query_rendered_as_text():
     user_content = result[0]["content"]
     assert {"text": "Tokyo is the capital of Japan."} in user_content
     assert {"text": "What is the capital of Japan?"} in user_content
+
+
+def _agentic_messages_with_ttl(ttl_target: str):
+    """A tool-loop conversation with `ttl: 1h` cache_control at `ttl_target`:
+    'user', 'tool_call' (per-tool-call, on the assistant's tool call), or
+    'tool' (message-level, on the tool result - where
+    `cache_control_injection_points` with `index: -1` lands mid-loop).
+
+    Message-level cache_control on a content-less assistant message emits no
+    cachePoint at all today (a separate gap, orthogonal to ttl); per-tool-call
+    placement covers that message, so it's excluded from the params below."""
+    user: dict = {"role": "user", "content": "optimize this kernel " * 60}
+    assistant: dict = {
+        "role": "assistant",
+        "content": None,
+        "tool_calls": [
+            {
+                "id": "call_1",
+                "type": "function",
+                "function": {"name": "evaluate", "arguments": "{}"},
+            }
+        ],
+    }
+    tool: dict = {"role": "tool", "tool_call_id": "call_1", "content": "score: 42"}
+    ttl_cc = {"type": "ephemeral", "ttl": "1h"}
+    if ttl_target == "user":
+        user["cache_control"] = ttl_cc
+    elif ttl_target == "tool_call":
+        assistant["tool_calls"][0]["cache_control"] = ttl_cc
+    elif ttl_target == "tool":
+        tool["cache_control"] = ttl_cc
+    return [user, assistant, tool]
+
+
+def _collect_cache_points(result):
+    return [
+        block["cachePoint"]
+        for message in result
+        for block in message.get("content") or []
+        if "cachePoint" in block
+    ]
+
+
+@pytest.mark.parametrize("ttl_target", ["user", "tool_call", "tool"])
+@pytest.mark.asyncio
+async def test_message_level_cache_control_honors_ttl_for_supported_model(
+    ttl_target,
+):
+    """Message- and tool-call-level cache_control must carry `ttl` onto the
+    emitted cachePoint for models that support extended caching, mirroring the
+    system-message path. Regression test for the gap left by the system-only
+    fix: the message paths called `_get_cache_point_block` without `model` (or
+    hardcoded `{"type": "default"}`), silently downgrading 1h to 5m."""
+    from litellm.litellm_core_utils.prompt_templates.factory import (
+        BedrockConverseMessagesProcessor,
+        _bedrock_converse_messages_pt,
+    )
+
+    messages = _agentic_messages_with_ttl(ttl_target)
+
+    result = _bedrock_converse_messages_pt(
+        messages=messages,
+        model="global.anthropic.claude-opus-4-7",
+        llm_provider="bedrock_converse",
+    )
+    async_result = (
+        await BedrockConverseMessagesProcessor._bedrock_converse_messages_pt_async(
+            messages=messages,
+            model="global.anthropic.claude-opus-4-7",
+            llm_provider="bedrock_converse",
+        )
+    )
+    assert result == async_result
+
+    cache_points = _collect_cache_points(result)
+    assert len(cache_points) == 1
+    assert cache_points[0].get("ttl") == "1h"
+
+
+@pytest.mark.parametrize("ttl_target", ["user", "tool_call", "tool"])
+def test_message_level_cache_control_drops_ttl_for_unsupported_model(ttl_target):
+    """Models outside the extended-caching allow-list must keep emitting the
+    plain `{"type": "default"}` cachePoint (Bedrock rejects `ttl` for them)."""
+    from litellm.litellm_core_utils.prompt_templates.factory import (
+        _bedrock_converse_messages_pt,
+    )
+
+    result = _bedrock_converse_messages_pt(
+        messages=_agentic_messages_with_ttl(ttl_target),
+        model="anthropic.claude-3-5-sonnet-20240620-v1:0",
+        llm_provider="bedrock_converse",
+    )
+
+    cache_points = _collect_cache_points(result)
+    assert len(cache_points) == 1
+    assert "ttl" not in cache_points[0]

From b4d63c1c9fd85eed13b1c7f47f311005c94f187b Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Wed, 8 Jul 2026 22:36:13 -0700
Subject: [PATCH 148/370] ci: drop regex file guard from OSS daily guardrails

The in-workflow regex list was hard to maintain and, because it runs on pull_request, could be modified by the same PR it inspects. Path gating for the OSS daily branches now lives in repository branch protection settings, so this workflow keeps only the OSS-safe checks: the hardcoded-secret test and ruff
---
 .github/workflows/oss_daily_guardrails.yml | 59 ----------------------
 1 file changed, 59 deletions(-)

diff --git a/.github/workflows/oss_daily_guardrails.yml b/.github/workflows/oss_daily_guardrails.yml
index 173b7cd4e41..950c51c9b60 100644
--- a/.github/workflows/oss_daily_guardrails.yml
+++ b/.github/workflows/oss_daily_guardrails.yml
@@ -17,65 +17,6 @@ concurrency:
   cancel-in-progress: true
 
 jobs:
-  sensitive-file-guard:
-    name: Block sensitive OSS daily changes
-    if: startsWith(github.ref_name, 'litellm_oss_daily_20') || startsWith(github.head_ref, 'litellm_oss_daily_20') || startsWith(github.base_ref, 'litellm_oss_daily_20')
-    runs-on: ubuntu-latest
-    timeout-minutes: 5
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          fetch-depth: 0
-          ref: ${{ github.event.pull_request.head.sha || github.sha }}
-          persist-credentials: false
-
-      - name: Check for sensitive file changes
-        env:
-          EVENT_NAME: ${{ github.event_name }}
-          BASE_REF_NAME: ${{ github.base_ref }}
-          HEAD_REF_NAME: ${{ github.head_ref }}
-        run: |
-          set -euo pipefail
-
-          if [ "${EVENT_NAME}" = "pull_request" ] && echo "${HEAD_REF_NAME}" | grep -Eq '^litellm_oss_daily_20[0-9]{2}_[0-9]{2}_[0-9]{2}$'; then
-            # Final daily OSS branch PR into staging: review only the OSS delta
-            # accumulated on top of main, not unrelated main/staging drift.
-            BASE_REF="origin/main"
-            git fetch origin main
-          elif [ "${EVENT_NAME}" = "pull_request" ]; then
-            # PR targeting the daily OSS branch: review the incoming PR delta.
-            BASE_REF="origin/${BASE_REF_NAME}"
-            git fetch origin "${BASE_REF_NAME}"
-          else
-            # Push to the daily OSS branch: review the accumulated OSS delta.
-            BASE_REF="origin/main"
-            git fetch origin main
-          fi
-
-          CHANGED_FILES="$(git diff --name-only "${BASE_REF}...HEAD")"
-
-          if [ -z "${CHANGED_FILES}" ]; then
-            echo "No changed files detected."
-            exit 0
-          fi
-
-          echo "Changed files:"
-          echo "${CHANGED_FILES}"
-
-          BLOCKED_FILES="$(
-            echo "${CHANGED_FILES}" | grep -E '(^\.github/workflows/|^\.github/actions/|^\.circleci/|^\.cursor/|^Dockerfile$|(^|/)Dockerfile$|^Makefile$|(^|/)Makefile$|(^|/)pyproject\.toml$|(^|/)uv\.lock$|(^|/)poetry\.lock$|(^|/)requirements[^/]*\.txt$|(^|/)package\.json$|(^|/)package-lock\.json$|(^|/)pnpm-lock\.yaml$|(^|/)yarn\.lock$|(^|/)tsconfig[^/]*\.json$|(^|/)(ruff|mypy|pytest|eslint|prettier|vitest|next|vite|jest)\.config\.)' || true
-          )"
-
-          if [ -n "${BLOCKED_FILES}" ]; then
-            echo "::error::OSS daily branch contains sensitive workflow, config, dependency, or lockfile changes. Split these into a separate internal/security-reviewed PR."
-            echo "${BLOCKED_FILES}"
-            exit 1
-          fi
-
-          echo "No sensitive OSS daily file changes detected."
-
   oss-safe-checks:
     name: Run OSS daily safe checks
     if: startsWith(github.ref_name, 'litellm_oss_daily_20') || startsWith(github.head_ref, 'litellm_oss_daily_20') || startsWith(github.base_ref, 'litellm_oss_daily_20')

From 9813c4bf41b5b9b3af56c8f1dd4aa748bd98713b Mon Sep 17 00:00:00 2001
From: Thibault Serot <thibault@linktr.ee>
Date: Thu, 9 Jul 2026 11:58:29 +1000
Subject: [PATCH 149/370] feat(ui): add session id filter to request logs

---
 .../spend_management_endpoints.py             |  8 ++
 .../test_spend_management_endpoints.py        | 84 +++++++++++++++++++
 .../src/components/networking.tsx             |  1 +
 .../components/view_logs/filter_options.ts    |  5 ++
 .../view_logs/log_filter_logic.test.tsx       |  1 +
 .../components/view_logs/log_filter_logic.tsx |  4 +
 ui/litellm-dashboard/src/lib/http/schema.d.ts |  4 +
 7 files changed, 107 insertions(+)

diff --git a/litellm/proxy/spend_tracking/spend_management_endpoints.py b/litellm/proxy/spend_tracking/spend_management_endpoints.py
index 8f530e3b8ce..cf7bedfdc71 100644
--- a/litellm/proxy/spend_tracking/spend_management_endpoints.py
+++ b/litellm/proxy/spend_tracking/spend_management_endpoints.py
@@ -1622,6 +1622,10 @@ async def ui_view_spend_logs(
         default=None,
         description="request_id to get spend logs for specific request_id",
     ),
+    session_id: str | None = fastapi.Query(
+        default=None,
+        description="Filter spend logs by session_id",
+    ),
     team_id: str | None = fastapi.Query(
         default=None,
         description="Filter spend logs by team_id",
@@ -1772,6 +1776,9 @@ def parse_date(date_str: str) -> datetime:
         if request_id is not None:
             where_conditions["request_id"] = request_id
 
+        if session_id is not None:
+            where_conditions["session_id"] = session_id
+
         if model is not None:
             where_conditions["model"] = model
 
@@ -1887,6 +1894,7 @@ def parse_date(date_str: str) -> datetime:
             ('"user"', "user"),
             ("api_key", "api_key"),
             ("request_id", "request_id"),
+            ("session_id", "session_id"),
             ("model", "model"),
             ("model_id", "model_id"),
             ("model_group", "model_group"),
diff --git a/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py b/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
index 1e9818534c9..69ffc2275ff 100644
--- a/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
+++ b/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
@@ -1,4 +1,5 @@
 import asyncio
+import collections
 import datetime
 import json
 import os
@@ -85,6 +86,7 @@ def _iso(value):
         '"user"': "user",
         "api_key": "api_key",
         "request_id": "request_id",
+        "session_id": "session_id",
         "model": "model",
         "model_id": "model_id",
         "model_group": "model_group",
@@ -162,7 +164,21 @@ class MockDB:
         async def count(self, *args, **kwargs):
             return len(filter_fn(kwargs.get("where", {})))
 
+        async def group_by(self, by, where, count):
+            allowed = set(where["session_id"]["in"])
+            tallied = collections.Counter(
+                log["session_id"]
+                for log in mock_spend_logs
+                if log.get("session_id") in allowed
+            )
+            return [
+                {"session_id": sid, "_count": {"session_id": n}}
+                for sid, n in tallied.items()
+            ]
+
         async def query_raw(self, sql_query, *params):
+            if "mcp_tool_call_count" in sql_query:
+                return []
             filtered = filter_fn(_reconstruct_ui_where_from_sql(sql_query, params))
             total = len(filtered)
             if "COUNT(*)" in sql_query:
@@ -597,6 +613,74 @@ def filter_by_user(where):
     assert data["data"][0]["user"] == "test_user_1"
 
 
+@pytest.mark.asyncio
+async def test_ui_view_spend_logs_with_session_id(client, monkeypatch):
+    mock_spend_logs = [
+        {
+            "id": "log1",
+            "request_id": "req1",
+            "api_key": "sk-test-key",
+            "user": "test_user_1",
+            "session_id": "session-abc",
+            "spend": 0.05,
+            "startTime": datetime.datetime.now(timezone.utc).isoformat(),
+            "model": "gpt-4",
+        },
+        {
+            "id": "log2",
+            "request_id": "req2",
+            "api_key": "sk-test-key",
+            "user": "test_user_1",
+            "session_id": "session-abc",
+            "spend": 0.10,
+            "startTime": datetime.datetime.now(timezone.utc).isoformat(),
+            "model": "gpt-4",
+        },
+        {
+            "id": "log3",
+            "request_id": "req3",
+            "api_key": "sk-test-key",
+            "user": "test_user_1",
+            "session_id": "session-other",
+            "spend": 0.02,
+            "startTime": datetime.datetime.now(timezone.utc).isoformat(),
+            "model": "gpt-4",
+        },
+    ]
+
+    def filter_by_session(where):
+        if "session_id" in where:
+            return [
+                log
+                for log in mock_spend_logs
+                if log["session_id"] == where["session_id"]
+            ]
+        return mock_spend_logs
+
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server.prisma_client",
+        make_ui_spend_logs_mock_prisma(mock_spend_logs, filter_by_session),
+    )
+
+    start_date, end_date = _default_date_range()
+
+    response = client.get(
+        "/spend/logs/ui",
+        params={
+            "session_id": "session-abc",
+            "start_date": start_date,
+            "end_date": end_date,
+        },
+        headers={"Authorization": "Bearer sk-test"},
+    )
+
+    assert response.status_code == 200
+    data = response.json()
+    assert data["total"] == 2
+    assert {log["request_id"] for log in data["data"]} == {"req1", "req2"}
+    assert all(log["session_id"] == "session-abc" for log in data["data"])
+
+
 # Mock spend logs with distinct values for sorting tests.
 # req_a: spend=0.10, tokens=500, start/end earliest
 # req_b: spend=0.05, tokens=200, start/end 2nd
diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index 403647106d4..5ec2765c621 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -1929,6 +1929,7 @@ interface UiSpendLogsParams {
   api_key?: string;
   team_id?: string;
   request_id?: string;
+  session_id?: string;
   user_id?: string;
   end_user?: string;
   status_filter?: string;
diff --git a/ui/litellm-dashboard/src/components/view_logs/filter_options.ts b/ui/litellm-dashboard/src/components/view_logs/filter_options.ts
index 52632ea5861..90e27b6144d 100644
--- a/ui/litellm-dashboard/src/components/view_logs/filter_options.ts
+++ b/ui/litellm-dashboard/src/components/view_logs/filter_options.ts
@@ -63,6 +63,11 @@ export function getLogFilterOptions(accessToken: string): FilterOption[] {
       label: "Key Hash",
       isSearchable: false,
     },
+    {
+      name: FILTER_KEYS.SESSION_ID,
+      label: "Session ID",
+      isSearchable: false,
+    },
     {
       name: "Model",
       label: "Model",
diff --git a/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.test.tsx b/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.test.tsx
index cbe37e0b70f..ef550baea91 100644
--- a/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.test.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.test.tsx
@@ -218,6 +218,7 @@ describe("useLogFilterLogic", () => {
       { filterKey: "Team ID", paramName: "team_id", value: "team-a" },
       { filterKey: "Key Hash", paramName: "api_key", value: "key-x" },
       { filterKey: "Request ID", paramName: "request_id", value: "req-xyz" },
+      { filterKey: "Session ID", paramName: "session_id", value: "sess-42" },
       { filterKey: "User ID", paramName: "user_id", value: "user-123" },
       { filterKey: "End User", paramName: "end_user", value: "user-a" },
       { filterKey: "Status", paramName: "status_filter", value: "error" },
diff --git a/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.tsx b/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.tsx
index c45e03905d0..1d699042f05 100644
--- a/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.tsx
@@ -30,6 +30,7 @@ export const FILTER_KEYS = {
   TEAM_ID: "Team ID",
   KEY_HASH: "Key Hash",
   REQUEST_ID: "Request ID",
+  SESSION_ID: "Session ID",
   MODEL: "Model",
   /** Exact match on LiteLLM_SpendLogs.model — use for search tools and public model names. */
   PUBLIC_MODEL_OR_SEARCH_TOOL: "Public model / search tool",
@@ -49,6 +50,7 @@ const TEXT_FILTER_KEYS: readonly (keyof LogFilterState)[] = [
   FILTER_KEYS.KEY_HASH,
   FILTER_KEYS.ERROR_MESSAGE,
   FILTER_KEYS.REQUEST_ID,
+  FILTER_KEYS.SESSION_ID,
   FILTER_KEYS.USER_ID,
   FILTER_KEYS.PUBLIC_MODEL_OR_SEARCH_TOOL,
 ];
@@ -62,6 +64,7 @@ export const defaultFilters: LogFilterState = {
   [FILTER_KEYS.TEAM_ID]: "",
   [FILTER_KEYS.KEY_HASH]: "",
   [FILTER_KEYS.REQUEST_ID]: "",
+  [FILTER_KEYS.SESSION_ID]: "",
   [FILTER_KEYS.MODEL]: "",
   [FILTER_KEYS.PUBLIC_MODEL_OR_SEARCH_TOOL]: "",
   [FILTER_KEYS.USER_ID]: "",
@@ -160,6 +163,7 @@ export function useLogFilterLogic({
           api_key: effectiveFilters[FILTER_KEYS.KEY_HASH] || undefined,
           team_id: effectiveFilters[FILTER_KEYS.TEAM_ID] || undefined,
           request_id: effectiveFilters[FILTER_KEYS.REQUEST_ID] || undefined,
+          session_id: effectiveFilters[FILTER_KEYS.SESSION_ID] || undefined,
           user_id: effectiveFilters[FILTER_KEYS.USER_ID] || (filterByCurrentUser ? userID ?? undefined : undefined),
           end_user: effectiveFilters[FILTER_KEYS.END_USER] || undefined,
           status_filter: effectiveFilters[FILTER_KEYS.STATUS] || undefined,
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index 852f8388ec2..8e26729aa18 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -48633,6 +48633,8 @@ export interface operations {
                 user_id?: string | null;
                 /** @description request_id to get spend logs for specific request_id */
                 request_id?: string | null;
+                /** @description Filter spend logs by session_id */
+                session_id?: string | null;
                 /** @description Filter spend logs by team_id */
                 team_id?: string | null;
                 /** @description Filter logs with spend greater than or equal to this value */
@@ -48739,6 +48741,8 @@ export interface operations {
                 user_id?: string | null;
                 /** @description request_id to get spend logs for specific request_id */
                 request_id?: string | null;
+                /** @description Filter spend logs by session_id */
+                session_id?: string | null;
                 /** @description Filter spend logs by team_id */
                 team_id?: string | null;
                 /** @description Filter logs with spend greater than or equal to this value */

From f33403cb4b3b4122eadb2bb628ff7b99d8f5be02 Mon Sep 17 00:00:00 2001
From: Thibault Serot <thibault@linktr.ee>
Date: Thu, 9 Jul 2026 12:39:13 +1000
Subject: [PATCH 150/370] feat(ui): support partial match on session id filter

---
 .../spend_management_endpoints.py             | 12 ++-
 .../test_spend_management_endpoints.py        | 91 +++++++++----------
 ui/litellm-dashboard/src/lib/http/schema.d.ts |  4 +-
 3 files changed, 54 insertions(+), 53 deletions(-)

diff --git a/litellm/proxy/spend_tracking/spend_management_endpoints.py b/litellm/proxy/spend_tracking/spend_management_endpoints.py
index cf7bedfdc71..0bf35352d5f 100644
--- a/litellm/proxy/spend_tracking/spend_management_endpoints.py
+++ b/litellm/proxy/spend_tracking/spend_management_endpoints.py
@@ -1624,7 +1624,7 @@ async def ui_view_spend_logs(
     ),
     session_id: str | None = fastapi.Query(
         default=None,
-        description="Filter spend logs by session_id",
+        description="Filter spend logs by session_id (partial string match)",
     ),
     team_id: str | None = fastapi.Query(
         default=None,
@@ -1776,9 +1776,6 @@ def parse_date(date_str: str) -> datetime:
         if request_id is not None:
             where_conditions["request_id"] = request_id
 
-        if session_id is not None:
-            where_conditions["session_id"] = session_id
-
         if model is not None:
             where_conditions["model"] = model
 
@@ -1894,7 +1891,6 @@ def parse_date(date_str: str) -> datetime:
             ('"user"', "user"),
             ("api_key", "api_key"),
             ("request_id", "request_id"),
-            ("session_id", "session_id"),
             ("model", "model"),
             ("model_id", "model_id"),
             ("model_group", "model_group"),
@@ -1914,6 +1910,12 @@ def parse_date(date_str: str) -> datetime:
             p += 2
             sql_conditions.append(or_clause)
 
+        if session_id is not None:
+            like_escaped_session_id = session_id.replace("\\", "\\\\").replace("%", "\\%").replace("_", "\\_")
+            sql_conditions.append(f"session_id LIKE ${p}")
+            sql_params.append(f"%{like_escaped_session_id}%")
+            p += 1
+
         # Status filter
         if status_filter is not None:
             if status_filter == "success":
diff --git a/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py b/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
index 69ffc2275ff..c3899883d58 100644
--- a/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
+++ b/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
@@ -86,7 +86,6 @@ def _iso(value):
         '"user"': "user",
         "api_key": "api_key",
         "request_id": "request_id",
-        "session_id": "session_id",
         "model": "model",
         "model_id": "model_id",
         "model_group": "model_group",
@@ -100,6 +99,7 @@ def _iso(value):
         alias = re.search(r"user_api_key_alias' LIKE \$(\d+)", cond)
         code = re.search(r"error_code' = \$(\d+)", cond)
         msg = re.search(r"error_message' LIKE \$(\d+)", cond)
+        sess = re.fullmatch(r"session_id LIKE \$(\d+)", cond)
         status = re.fullmatch(r"status = \$(\d+)", cond)
         if gte:
             date_bounds["gte"] = _iso(params[int(gte.group(1)) - 1])
@@ -109,6 +109,8 @@ def _iso(value):
             where["OR"] = where.get("OR", []) + [{"multi_team": True}]
         elif "status = 'success'" in cond:
             where["OR"] = where.get("OR", []) + [{"status": "success"}]
+        elif sess:
+            where["session_id"] = {"contains": str(params[int(sess.group(1)) - 1]).strip("%")}
         elif status:
             where["status"] = {"equals": params[int(status.group(1)) - 1]}
         elif alias:
@@ -165,16 +167,14 @@ async def count(self, *args, **kwargs):
             return len(filter_fn(kwargs.get("where", {})))
 
         async def group_by(self, by, where, count):
-            allowed = set(where["session_id"]["in"])
+            col = by[0]
+            allowed = where.get(col, {}).get("in")
             tallied = collections.Counter(
-                log["session_id"]
+                log[col]
                 for log in mock_spend_logs
-                if log.get("session_id") in allowed
+                if log.get(col) is not None and (allowed is None or log[col] in allowed)
             )
-            return [
-                {"session_id": sid, "_count": {"session_id": n}}
-                for sid, n in tallied.items()
-            ]
+            return [{col: value, "_count": {col: n}} for value, n in tallied.items()]
 
         async def query_raw(self, sql_query, *params):
             if "mcp_tool_call_count" in sql_query:
@@ -614,48 +614,47 @@ def filter_by_user(where):
 
 
 @pytest.mark.asyncio
-async def test_ui_view_spend_logs_with_session_id(client, monkeypatch):
-    mock_spend_logs = [
-        {
-            "id": "log1",
-            "request_id": "req1",
+@pytest.mark.parametrize(
+    "session_id_query,expected_request_ids",
+    [
+        ("session-filter-demo-1", {"req1", "req2"}),
+        ("session-filter-demo-2", {"req3"}),
+        ("session-filter", {"req1", "req2", "req3"}),
+        ("demo", {"req1", "req2", "req3"}),
+        ("no-such-session", set()),
+    ],
+)
+async def test_ui_view_spend_logs_with_session_id(
+    client, monkeypatch, session_id_query, expected_request_ids
+):
+    def make_log(request_id, session_id):
+        return {
+            "id": f"log-{request_id}",
+            "request_id": request_id,
             "api_key": "sk-test-key",
             "user": "test_user_1",
-            "session_id": "session-abc",
+            "session_id": session_id,
             "spend": 0.05,
             "startTime": datetime.datetime.now(timezone.utc).isoformat(),
             "model": "gpt-4",
-        },
-        {
-            "id": "log2",
-            "request_id": "req2",
-            "api_key": "sk-test-key",
-            "user": "test_user_1",
-            "session_id": "session-abc",
-            "spend": 0.10,
-            "startTime": datetime.datetime.now(timezone.utc).isoformat(),
-            "model": "gpt-4",
-        },
-        {
-            "id": "log3",
-            "request_id": "req3",
-            "api_key": "sk-test-key",
-            "user": "test_user_1",
-            "session_id": "session-other",
-            "spend": 0.02,
-            "startTime": datetime.datetime.now(timezone.utc).isoformat(),
-            "model": "gpt-4",
-        },
+        }
+
+    mock_spend_logs = [
+        make_log("req1", "session-filter-demo-1"),
+        make_log("req2", "session-filter-demo-1"),
+        make_log("req3", "session-filter-demo-2"),
+        make_log("req4", "unrelated-abc"),
     ]
 
     def filter_by_session(where):
-        if "session_id" in where:
-            return [
-                log
-                for log in mock_spend_logs
-                if log["session_id"] == where["session_id"]
-            ]
-        return mock_spend_logs
+        session_filter = where.get("session_id")
+        if session_filter is None:
+            return mock_spend_logs
+        return [
+            log
+            for log in mock_spend_logs
+            if session_filter["contains"] in log["session_id"]
+        ]
 
     monkeypatch.setattr(
         "litellm.proxy.proxy_server.prisma_client",
@@ -667,7 +666,7 @@ def filter_by_session(where):
     response = client.get(
         "/spend/logs/ui",
         params={
-            "session_id": "session-abc",
+            "session_id": session_id_query,
             "start_date": start_date,
             "end_date": end_date,
         },
@@ -676,9 +675,9 @@ def filter_by_session(where):
 
     assert response.status_code == 200
     data = response.json()
-    assert data["total"] == 2
-    assert {log["request_id"] for log in data["data"]} == {"req1", "req2"}
-    assert all(log["session_id"] == "session-abc" for log in data["data"])
+    assert data["total"] == len(expected_request_ids)
+    assert {log["request_id"] for log in data["data"]} == expected_request_ids
+    assert all(session_id_query in log["session_id"] for log in data["data"])
 
 
 # Mock spend logs with distinct values for sorting tests.
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index 8e26729aa18..4ca2f85be2b 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -48633,7 +48633,7 @@ export interface operations {
                 user_id?: string | null;
                 /** @description request_id to get spend logs for specific request_id */
                 request_id?: string | null;
-                /** @description Filter spend logs by session_id */
+                /** @description Filter spend logs by session_id (partial string match) */
                 session_id?: string | null;
                 /** @description Filter spend logs by team_id */
                 team_id?: string | null;
@@ -48741,7 +48741,7 @@ export interface operations {
                 user_id?: string | null;
                 /** @description request_id to get spend logs for specific request_id */
                 request_id?: string | null;
-                /** @description Filter spend logs by session_id */
+                /** @description Filter spend logs by session_id (partial string match) */
                 session_id?: string | null;
                 /** @description Filter spend logs by team_id */
                 team_id?: string | null;

From 7801324ab0c06b1997010c14aed18b6a2d8fdce4 Mon Sep 17 00:00:00 2001
From: Thibault Serot <thibault@linktr.ee>
Date: Thu, 9 Jul 2026 15:33:11 +1000
Subject: [PATCH 151/370] fix(spend): guard session_id filter against non-str
 query default

---
 litellm/proxy/spend_tracking/spend_management_endpoints.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/proxy/spend_tracking/spend_management_endpoints.py b/litellm/proxy/spend_tracking/spend_management_endpoints.py
index 0bf35352d5f..bce2e3581b5 100644
--- a/litellm/proxy/spend_tracking/spend_management_endpoints.py
+++ b/litellm/proxy/spend_tracking/spend_management_endpoints.py
@@ -1910,7 +1910,7 @@ def parse_date(date_str: str) -> datetime:
             p += 2
             sql_conditions.append(or_clause)
 
-        if session_id is not None:
+        if session_id is not None and isinstance(session_id, str):
             like_escaped_session_id = session_id.replace("\\", "\\\\").replace("%", "\\%").replace("_", "\\_")
             sql_conditions.append(f"session_id LIKE ${p}")
             sql_params.append(f"%{like_escaped_session_id}%")

From 8a44fdd66321f26d87223112487e72e0a8c24e27 Mon Sep 17 00:00:00 2001
From: Thibault Serot <thibault@linktr.ee>
Date: Thu, 9 Jul 2026 15:53:13 +1000
Subject: [PATCH 152/370] chore(ui): refresh eslint metrics for rebased base

---
 ui/litellm-dashboard/eslint-metrics.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ui/litellm-dashboard/eslint-metrics.json b/ui/litellm-dashboard/eslint-metrics.json
index ded6ab97e1e..37bad071081 100644
--- a/ui/litellm-dashboard/eslint-metrics.json
+++ b/ui/litellm-dashboard/eslint-metrics.json
@@ -1,7 +1,7 @@
 {
   "@typescript-eslint/no-explicit-any": 1982,
   "complexity": 128,
-  "local/no-large-inline-object-arg": 512,
+  "local/no-large-inline-object-arg": 519,
   "local/no-long-condition-chain": 233,
   "max-depth": 59,
   "no-console": 15

From e84a19acd566f6ac95ec6346ba603104adea728f Mon Sep 17 00:00:00 2001
From: yucheng-berri <yucheng@berri.ai>
Date: Wed, 8 Jul 2026 23:24:11 -0700
Subject: [PATCH 153/370] fix(guardrails): walk Responses-API text taxonomy in
 shared content helpers (#32542)

* fix(guardrails): walk Responses-API text taxonomy in shared content helpers

Every guardrail sharing litellm/proxy/guardrails/_content_utils.py silently
drops all text on the /v1/responses path. AIM turns it into a loud 422 (
{"error":"No messages in the request"}); every other guardrail (Lakera v2,
Cato, Lasso, Repello, IBM, Azure Content Safety, enterprise secret
detection) scans an empty payload and lets the request through unscanned.

Three defects, all in _content_utils.py:

1. _iter_text_parts_in_content recognised only part.type == "text", but the
   Responses API uses input_text (request) and output_text (assistant).
2. _coerce_input_to_messages gated on "every item has a role key"; any
   Responses input list containing a function_call or function_call_output
   item failed the check and was wrapped as one opaque blob.
3. build_inspection_messages forwarded any role through, including a bare
   tool role missing tool_call_id, which validators like AIM's /fw/v1/analyze
   reject with a schema error.

Fix walks the actual Responses item taxonomy (message, function_call,
function_call_output, bare content parts and strings), recognises
{text, input_text, output_text} everywhere, and coerces any role outside
{system, user, assistant} to user in the outbound inspection payload.

* style: ruff-format changed guardrail files

* test(guardrails): cover function_call_output string form; drop em-dash in new docstring

* fix(guardrails): map function_call_output straight to user role

Avoids ever materialising a schema-invalid bare tool message. The
downstream role-safety coercion in build_inspection_messages still
guards genuinely caller-supplied non-standard roles (developer,
function, custom values); add a regression test covering that path
so the coercion has real coverage after this simplification.

* test(guardrails): pin chat-completions tool-role coercion in build_inspection_messages

* docs(test): soften AIM-specific claims in LIT-4294 test docstrings

Ryan's review flagged that several test docstrings assert AIM's
/fw/v1/analyze validates + rejects specific schema violations. That
behavior is customer-reported in the LIT-4294 writeup, not directly
verified by us. Rephrase to attribute the AIM 422 to the customer's
writeup and describe the underlying constraint as the OpenAI chat
schema; any downstream API that validates against that schema rejects
the same shape.

* refactor(guardrails): move unsupported-role coercion into AIM only

The generic coercion in build_inspection_messages collapsed any role
outside {system, user, assistant} to user for every caller of the
helper. Combined with the pre-existing apply_redacted_messages_back
write-back behavior in Lakera/AIM/Cato, that turned a loud OpenAI 400
on chat-completions tool-message masking into a silent semantic
corruption of the outbound request (role tool with tool_call_id got
rewritten to bare role user, dropping the assistant + tool_calls
sibling).

AIM specifically requires the coercion because its /fw/v1/analyze
validates the payload against the OpenAI chat schema; other guardrails
either do not validate roles or do their own reconstruction. Move the
coercion to AimGuardrail._build_aim_inspection_messages so the shared
helper keeps caller roles intact and no new cross-guardrail role
corruption is introduced. The pre-existing apply_redacted_messages_back
structural flatten remains as separate follow-up work.

function_call_output items still synthesise role user in the shared
helper because they have no natural role field, which is a different
concern from coercing a caller-supplied role.

* refactor(guardrails): preserve role fidelity in shared _content_utils

Shared inspection helpers should extract text and preserve semantic
role signals; role coercion for third-party schema safety stays inside
the guardrail that needs it (AIM).

Three shared-helper changes:
- Bare content-part dicts (input_text/output_text) with an explicit role
  keep it; only role-less parts default to user.
- Responses message items already had their role preserved; the
  behavior is now covered by an explicit test.
- function_call_output items default to role tool (semantic equivalent
  of the chat-completions tool message shape) instead of role user, so
  Responses and chat completions produce symmetric inspection payloads.
  A caller-supplied role on the item is still preserved.

AIM's schema-safe coercion in _build_aim_inspection_messages already
handles the resulting role tool: it collapses to user before the POST
to /fw/v1/analyze so AIM's OpenAI-schema validator does not reject the
bare tool message (no tool_call_id can survive the flatten). Added a
regression test in test_aim.py covering that path.
---
 litellm/proxy/guardrails/_content_utils.py    |  60 ++---
 .../guardrails/guardrail_hooks/aim/aim.py     |  17 +-
 .../guardrails/guardrail_hooks/test_aim.py    |  88 +++++++
 .../proxy/guardrails/test_content_utils.py    | 237 +++++++++++++++++-
 4 files changed, 364 insertions(+), 38 deletions(-)
 create mode 100644 tests/test_litellm/proxy/guardrails/guardrail_hooks/test_aim.py

diff --git a/litellm/proxy/guardrails/_content_utils.py b/litellm/proxy/guardrails/_content_utils.py
index 1d31e33c77c..6cdf49818e6 100644
--- a/litellm/proxy/guardrails/_content_utils.py
+++ b/litellm/proxy/guardrails/_content_utils.py
@@ -32,6 +32,9 @@ def is_text_content_call_type(call_type: str) -> bool:
     return call_type in TEXT_CONTENT_CALL_TYPES
 
 
+TEXT_PART_TYPES: FrozenSet[str] = frozenset({"text", "input_text", "output_text"})
+
+
 def _iter_text_parts_in_content(content: Any) -> Iterator[str]:
     """Yield text fragments from a ``message.content`` value (string or
     multimodal list). Non-text parts (images, audio, …) are skipped."""
@@ -48,7 +51,7 @@ def _iter_text_parts_in_content(content: Any) -> Iterator[str]:
                 continue
             if not isinstance(part, dict):
                 continue
-            if part.get("type") == "text":
+            if part.get("type") in TEXT_PART_TYPES:
                 text = part.get("text")
                 if isinstance(text, str) and text:
                     yield text
@@ -58,14 +61,20 @@ def _coerce_input_to_messages(input_value: Any) -> List[Dict[str, Any]]:
     """Coerce a Responses-API ``data["input"]`` value into chat-style messages."""
     if isinstance(input_value, str):
         return [{"role": "user", "content": input_value}]
-    if isinstance(input_value, list):
-        if input_value and all(isinstance(item, dict) and "role" in item for item in input_value):
-            return list(input_value)
-        # Mixed lists (content-part dicts + bare strings) and pure
-        # string/dict lists all become a single user message; the content
-        # iterator below handles each element type uniformly.
-        return [{"role": "user", "content": input_value}]
-    return []
+    if not isinstance(input_value, list):
+        return []
+    messages: List[Dict[str, Any]] = []
+    for item in input_value:
+        if isinstance(item, str):
+            messages.append({"role": "user", "content": item})
+        elif isinstance(item, dict):
+            if item.get("type") in TEXT_PART_TYPES:
+                messages.append({"role": item.get("role") or "user", "content": [item]})
+            elif "content" in item:
+                messages.append({"role": item.get("role") or "user", "content": item["content"]})
+            elif item.get("type") == "function_call_output" and "output" in item:
+                messages.append({"role": item.get("role") or "tool", "content": item["output"]})
+    return messages
 
 
 def _iter_inspection_messages(data: Dict[str, Any]) -> Iterator[Dict[str, Any]]:
@@ -112,7 +121,7 @@ def _rewrite_content(content: Any) -> Any:
                     new_parts.append(visit(part))
                 elif (
                     isinstance(part, dict)
-                    and part.get("type") == "text"
+                    and part.get("type") in TEXT_PART_TYPES
                     and isinstance(part.get("text"), str)
                     and part["text"]
                 ):
@@ -136,25 +145,20 @@ def _rewrite_content(content: Any) -> Any:
             data["input"] = visit(input_value)
         return visited
     if isinstance(input_value, list):
-        # List of full messages: rewrite each message's content.
-        if input_value and all(isinstance(item, dict) and "role" in item for item in input_value):
-            for item in input_value:
-                if "content" in item:
-                    item["content"] = _rewrite_content(item["content"])
-            return visited
-        # List of content parts and/or bare strings: rewrite in place.
         for idx, item in enumerate(input_value):
-            if isinstance(item, str) and item:
-                visited += 1
-                input_value[idx] = visit(item)
-            elif (
-                isinstance(item, dict)
-                and item.get("type") == "text"
-                and isinstance(item.get("text"), str)
-                and item["text"]
-            ):
-                visited += 1
-                input_value[idx] = {**item, "text": visit(item["text"])}
+            if isinstance(item, str):
+                if item:
+                    visited += 1
+                    input_value[idx] = visit(item)
+            elif isinstance(item, dict):
+                if item.get("type") in TEXT_PART_TYPES:
+                    if isinstance(item.get("text"), str) and item["text"]:
+                        visited += 1
+                        input_value[idx] = {**item, "text": visit(item["text"])}
+                elif "content" in item:
+                    item["content"] = _rewrite_content(item["content"])
+                elif item.get("type") == "function_call_output" and "output" in item:
+                    item["output"] = _rewrite_content(item["output"])
         return visited
 
     return visited
diff --git a/litellm/proxy/guardrails/guardrail_hooks/aim/aim.py b/litellm/proxy/guardrails/guardrail_hooks/aim/aim.py
index e7d9406ae3b..d22243cbe88 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/aim/aim.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/aim/aim.py
@@ -93,11 +93,10 @@ async def call_aim_guardrail(self, data: dict, hook: str, key_alias: Optional[st
             user_email=user_email,
             litellm_call_id=call_id,
         )
-        # Covers multimodal list content + Responses-API input.
         response = await self.async_handler.post(
             f"{self.api_base}/fw/v1/analyze",
             headers=headers,
-            json={"messages": build_inspection_messages(data)},
+            json={"messages": self._build_aim_inspection_messages(data)},
         )
         response.raise_for_status()
         res = response.json()
@@ -116,6 +115,15 @@ async def call_aim_guardrail(self, data: dict, hook: str, key_alias: Optional[st
             verbose_proxy_logger.error(f"Aim: {action_type} action")
         return data
 
+    @staticmethod
+    def _build_aim_inspection_messages(data: dict) -> list[dict[str, str]]:
+        """AIM validates against the OpenAI chat schema. Bare ``role: "tool"``
+        without ``tool_call_id`` and bare ``role: "function"`` without ``name``
+        are rejected; the flatten drops those fields, so any role outside
+        ``{system, user, assistant}`` collapses to ``user`` for the AIM POST."""
+        safe_roles = {"system", "user", "assistant"}
+        return [{**m, "role": "user"} if m["role"] not in safe_roles else m for m in build_inspection_messages(data)]
+
     @staticmethod
     def _rejection(message: str, *, openai_code: str | None = None) -> ProxyException:
         return ProxyException(
@@ -177,7 +185,10 @@ async def call_aim_guardrail_on_output(
                 user_email=user_email,
                 litellm_call_id=call_id,
             ),
-            json={"messages": build_inspection_messages(request_data) + [{"role": "assistant", "content": output}]},
+            json={
+                "messages": self._build_aim_inspection_messages(request_data)
+                + [{"role": "assistant", "content": output}]
+            },
         )
         response.raise_for_status()
         res = response.json()
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_aim.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_aim.py
new file mode 100644
index 00000000000..2e83422074e
--- /dev/null
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_aim.py
@@ -0,0 +1,88 @@
+"""Tests for the AIM guardrail's inspection-payload construction."""
+
+from litellm.proxy.guardrails.guardrail_hooks.aim.aim import AimGuardrail
+
+
+def test_aim_inspection_messages_coerces_chat_completions_tool_role_to_user():
+    """LIT-4294: A valid chat-completions ``role: "tool"`` message carries a
+    ``tool_call_id``, but the inspection flatten drops every field except
+    ``role`` and ``content``. A bare ``tool`` message without ``tool_call_id``
+    is schema-invalid per the OpenAI chat schema, and the customer's writeup
+    reproduced AIM's ``/fw/v1/analyze`` returning 422 on exactly that shape.
+    The AIM POST collapses the role to ``user``; the outbound request to the
+    LLM is untouched."""
+    data = {
+        "messages": [
+            {"role": "user", "content": "weather in SF"},
+            {
+                "role": "assistant",
+                "content": "",
+                "tool_calls": [
+                    {
+                        "id": "c1",
+                        "type": "function",
+                        "function": {"name": "get_weather", "arguments": "{}"},
+                    }
+                ],
+            },
+            {"role": "tool", "tool_call_id": "c1", "content": "sunny"},
+        ]
+    }
+    assert AimGuardrail._build_aim_inspection_messages(data) == [
+        {"role": "user", "content": "weather in SF"},
+        {"role": "user", "content": "sunny"},
+    ]
+
+
+def test_aim_inspection_messages_coerces_non_standard_caller_role_to_user():
+    """LIT-4294: A caller-supplied role outside {system, user, assistant}
+    (e.g. ``developer``, ``function``) is coerced to ``user`` for the AIM
+    POST, since AIM validates the payload against the OpenAI chat schema
+    and rejects unknown roles the same way it rejects bare ``tool``."""
+    data = {
+        "messages": [
+            {"role": "developer", "content": "system-ish instruction"},
+            {"role": "user", "content": "normal user text"},
+        ]
+    }
+    assert AimGuardrail._build_aim_inspection_messages(data) == [
+        {"role": "user", "content": "system-ish instruction"},
+        {"role": "user", "content": "normal user text"},
+    ]
+
+
+def test_aim_inspection_messages_coerces_responses_function_call_output_role():
+    """LIT-4294: the shared helper synthesises ``role: "tool"`` for a
+    Responses ``function_call_output`` item (semantic equivalent of
+    chat-completions tool messages). AIM's schema-validating POST cannot
+    carry ``tool_call_id`` in the flat inspection payload, so AIM collapses
+    that ``tool`` role to ``user`` locally before POSTing."""
+    data = {
+        "input": [
+            {
+                "type": "function_call_output",
+                "call_id": "c1",
+                "output": [{"type": "input_text", "text": "sunny"}],
+            },
+        ]
+    }
+    assert AimGuardrail._build_aim_inspection_messages(data) == [
+        {"role": "user", "content": "sunny"},
+    ]
+
+
+def test_aim_inspection_messages_preserves_safe_roles():
+    """Safe roles pass through untouched — the coercion only fires for
+    roles the OpenAI chat schema flatten cannot represent standalone."""
+    data = {
+        "messages": [
+            {"role": "system", "content": "be helpful"},
+            {"role": "user", "content": "hi"},
+            {"role": "assistant", "content": "hello"},
+        ]
+    }
+    assert AimGuardrail._build_aim_inspection_messages(data) == [
+        {"role": "system", "content": "be helpful"},
+        {"role": "user", "content": "hi"},
+        {"role": "assistant", "content": "hello"},
+    ]
diff --git a/tests/test_litellm/proxy/guardrails/test_content_utils.py b/tests/test_litellm/proxy/guardrails/test_content_utils.py
index 099fca78a62..34d92505359 100644
--- a/tests/test_litellm/proxy/guardrails/test_content_utils.py
+++ b/tests/test_litellm/proxy/guardrails/test_content_utils.py
@@ -8,7 +8,6 @@
     walk_user_text,
 )
 
-
 # ── iter_message_text ────────────────────────────────────────────────────────────
 
 
@@ -101,6 +100,55 @@ def test_iter_message_text_empty_data():
     assert list(iter_message_text({"input": ""})) == []
 
 
+def test_iter_message_text_responses_api_input_text_and_output_text_parts():
+    """LIT-4294: Responses-API content parts use ``input_text`` (request) and
+    ``output_text`` (assistant); reading only ``type == "text"`` skipped every
+    ``/v1/responses`` body and every text guardrail was a no-op on that path."""
+    data = {
+        "input": [
+            {
+                "type": "message",
+                "role": "user",
+                "content": [{"type": "input_text", "text": "user text"}],
+            },
+            {
+                "type": "message",
+                "role": "assistant",
+                "content": [{"type": "output_text", "text": "assistant text"}],
+            },
+        ]
+    }
+    assert list(iter_message_text(data)) == ["user text", "assistant text"]
+
+
+def test_iter_message_text_responses_api_tool_call_taxonomy():
+    """LIT-4294: a Responses ``input`` list freely mixes message items,
+    ``function_call`` (no ``role``), and ``function_call_output`` items. The
+    old ``all(item has 'role')`` gate wrapped the whole list as one blob and
+    yielded nothing; every text fragment must be visited independently."""
+    data = {
+        "input": [
+            {
+                "type": "message",
+                "role": "user",
+                "content": [{"type": "input_text", "text": "hello"}],
+            },
+            {
+                "type": "function_call",
+                "call_id": "c1",
+                "name": "get_weather",
+                "arguments": "{}",
+            },
+            {
+                "type": "function_call_output",
+                "call_id": "c1",
+                "output": [{"type": "input_text", "text": "sunny"}],
+            },
+        ]
+    }
+    assert list(iter_message_text(data)) == ["hello", "sunny"]
+
+
 # ── walk_user_text ────────────────────────────────────────────────────────────
 
 
@@ -160,6 +208,89 @@ def test_walk_user_text_redacts_responses_api_list_input():
     assert data["input"][1] == {"type": "image_url", "image_url": {"url": "..."}}
 
 
+def test_walk_user_text_redacts_responses_input_text_and_output_text_parts():
+    """LIT-4294: ``walk_user_text`` must recognise the Responses text-part
+    variants so masking guardrails (secret detection, PII) actually redact
+    ``/v1/responses`` bodies instead of no-op'ing on them."""
+    data = {
+        "input": [
+            {
+                "type": "message",
+                "role": "user",
+                "content": [{"type": "input_text", "text": "AKIAEXAMPLE"}],
+            },
+            {
+                "type": "message",
+                "role": "assistant",
+                "content": [{"type": "output_text", "text": "AKIAEXAMPLE too"}],
+            },
+        ]
+    }
+    visited = walk_user_text(data, lambda s: s.replace("AKIAEXAMPLE", "[REDACTED]"))
+    assert visited == 2
+    assert data["input"][0]["content"][0] == {
+        "type": "input_text",
+        "text": "[REDACTED]",
+    }
+    assert data["input"][1]["content"][0] == {
+        "type": "output_text",
+        "text": "[REDACTED] too",
+    }
+
+
+def test_walk_user_text_redacts_function_call_output_text():
+    """LIT-4294: tool-call round-trips carry secrets in
+    ``function_call_output.output``; the redact walker must descend into it
+    while leaving ``function_call`` items (call_id, arguments) untouched."""
+    data = {
+        "input": [
+            {
+                "type": "message",
+                "role": "user",
+                "content": [{"type": "input_text", "text": "AKIAEXAMPLE user"}],
+            },
+            {
+                "type": "function_call",
+                "call_id": "c1",
+                "name": "get_weather",
+                "arguments": '{"AKIAEXAMPLE": 1}',
+            },
+            {
+                "type": "function_call_output",
+                "call_id": "c1",
+                "output": [{"type": "input_text", "text": "AKIAEXAMPLE tool"}],
+            },
+        ]
+    }
+    visited = walk_user_text(data, lambda s: s.replace("AKIAEXAMPLE", "[REDACTED]"))
+    assert visited == 2
+    assert data["input"][0]["content"][0]["text"] == "[REDACTED] user"
+    assert data["input"][1] == {
+        "type": "function_call",
+        "call_id": "c1",
+        "name": "get_weather",
+        "arguments": '{"AKIAEXAMPLE": 1}',
+    }
+    assert data["input"][2]["output"][0]["text"] == "[REDACTED] tool"
+
+
+def test_walk_user_text_redacts_function_call_output_string_output():
+    """LIT-4294: ``function_call_output.output`` is also a plain string in
+    OpenAI's Responses spec; the redact walker must handle both forms."""
+    data = {
+        "input": [
+            {
+                "type": "function_call_output",
+                "call_id": "c1",
+                "output": "AKIAEXAMPLE tool",
+            },
+        ]
+    }
+    visited = walk_user_text(data, lambda s: s.replace("AKIAEXAMPLE", "[REDACTED]"))
+    assert visited == 1
+    assert data["input"][0]["output"] == "[REDACTED] tool"
+
+
 def test_walk_user_text_redacts_mixed_list_input():
     """Read and write helpers must agree on coverage — bare strings inside
     a mixed ``input`` list are inspected by both."""
@@ -206,17 +337,13 @@ def test_build_inspection_messages_joins_multimodal_text_parts():
             }
         ]
     }
-    assert build_inspection_messages(data) == [
-        {"role": "user", "content": "first part\nsecond part"}
-    ]
+    assert build_inspection_messages(data) == [{"role": "user", "content": "first part\nsecond part"}]
 
 
 def test_build_inspection_messages_lifts_responses_api_input():
     """fniVO9-F: ``input`` must be visible to hooks that POST messages to a remote API."""
     data = {"input": "responses-api content"}
-    assert build_inspection_messages(data) == [
-        {"role": "user", "content": "responses-api content"}
-    ]
+    assert build_inspection_messages(data) == [{"role": "user", "content": "responses-api content"}]
 
 
 def test_build_inspection_messages_drops_messages_with_no_text():
@@ -233,6 +360,102 @@ def test_build_inspection_messages_drops_messages_with_no_text():
     assert build_inspection_messages(data) == [{"role": "user", "content": "kept"}]
 
 
+def test_build_inspection_messages_responses_api_tool_call_taxonomy():
+    """LIT-4294: mixed Responses ``input`` (message + function_call +
+    function_call_output) must produce a non-empty inspection list. The
+    customer's writeup reproduced a 422 from AIM's ``/fw/v1/analyze``
+    (``No messages in the request``) when this synthesised list came back
+    empty; every other guardrail silently scanned nothing on the same
+    input."""
+    data = {
+        "input": [
+            {
+                "type": "message",
+                "role": "user",
+                "content": [{"type": "input_text", "text": "hello"}],
+            },
+            {
+                "type": "function_call",
+                "call_id": "c1",
+                "name": "get_weather",
+                "arguments": "{}",
+            },
+            {
+                "type": "function_call_output",
+                "call_id": "c1",
+                "output": [{"type": "input_text", "text": "sunny"}],
+            },
+        ]
+    }
+    assert build_inspection_messages(data) == [
+        {"role": "user", "content": "hello"},
+        {"role": "tool", "content": "sunny"},
+    ]
+
+
+def test_build_inspection_messages_function_call_output_defaults_to_tool():
+    """LIT-4294: a Responses ``function_call_output`` item is the semantic
+    equivalent of a chat-completions ``role: "tool"`` message, so the shared
+    helper synthesises ``role: "tool"`` when the item has no explicit role.
+    AIM's schema-safe coercion happens at the AIM call site, not here."""
+    data = {
+        "input": [
+            {
+                "type": "function_call_output",
+                "call_id": "c1",
+                "output": [{"type": "input_text", "text": "tool text"}],
+            },
+        ]
+    }
+    assert build_inspection_messages(data) == [{"role": "tool", "content": "tool text"}]
+
+
+def test_build_inspection_messages_function_call_output_preserves_explicit_role():
+    """When ``function_call_output`` carries a caller-supplied ``role`` the
+    shared helper preserves it rather than synthesising ``tool``."""
+    data = {
+        "input": [
+            {
+                "type": "function_call_output",
+                "role": "assistant",
+                "call_id": "c1",
+                "output": [{"type": "input_text", "text": "tool text"}],
+            },
+        ]
+    }
+    assert build_inspection_messages(data) == [{"role": "assistant", "content": "tool text"}]
+
+
+def test_build_inspection_messages_bare_content_part_preserves_explicit_role():
+    """A bare content-part dict with an explicit ``role`` keeps it. Only
+    absent roles get defaulted to ``user``."""
+    data = {
+        "input": [
+            {"type": "input_text", "text": "no role"},
+            {"type": "output_text", "role": "assistant", "text": "with role"},
+        ]
+    }
+    assert build_inspection_messages(data) == [
+        {"role": "user", "content": "no role"},
+        {"role": "assistant", "content": "with role"},
+    ]
+
+
+def test_build_inspection_messages_message_item_preserves_role():
+    """Responses message items carry a role explicitly; the shared helper
+    passes it through untouched."""
+    data = {
+        "input": [
+            {"type": "message", "role": "system", "content": [{"type": "input_text", "text": "sys"}]},
+            {"type": "message", "role": "assistant", "content": [{"type": "output_text", "text": "asst"}]},
+        ]
+    }
+    assert build_inspection_messages(data) == [
+        {"role": "system", "content": "sys"},
+        {"role": "assistant", "content": "asst"},
+    ]
+
+
 def test_build_inspection_messages_empty_data():
     assert build_inspection_messages({}) == []
     assert build_inspection_messages({"messages": []}) == []

From 1d870842125f52d901573cd0c2d6ba9c9399d39f Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Thu, 9 Jul 2026 10:51:37 +0300
Subject: [PATCH 154/370] refactor(otel): move litellm error detail keys under
 the litellm.* namespace (#32591)

The v2 OTel integration stamped litellm-specific error details as
error.code, error.stack_trace, and error.llm_provider, squatting on the
semconv-owned error.* namespace. They now live at
litellm.provider.error.code, litellm.provider.error.stack_trace, and
litellm.provider.error.llm_provider alongside the other vendor-extension
keys. error.type and error.message stay on the semconv keys.
---
 litellm/integrations/otel/model/semconv.py    | 21 ++++++--------
 .../otel/test_otel_v2_components.py           | 28 +++++++++----------
 .../otel/test_otel_v2_sources_of_truth.py     |  2 --
 3 files changed, 22 insertions(+), 29 deletions(-)

diff --git a/litellm/integrations/otel/model/semconv.py b/litellm/integrations/otel/model/semconv.py
index 69d1e454655..aab80c7e5c4 100644
--- a/litellm/integrations/otel/model/semconv.py
+++ b/litellm/integrations/otel/model/semconv.py
@@ -147,24 +147,21 @@ class Error:
     """OTel-defined error attribute keys, from the semconv ``error.*`` registry.
     ``MESSAGE`` is marked *Deprecated* upstream in favor of domain-specific
     error message keys plus ``exception.message`` on the exception event, but
-    is still defined and stamped by litellm's v1 integration; keeping it here
-    for byte-for-byte parity."""
+    litellm still stamps it."""
 
     TYPE: Final = "error.type"
     MESSAGE: Final = "error.message"
 
 
 class LiteLLMError:
-    """LiteLLM-specific error attribute keys. Emitted under the ``error.*``
-    namespace (not ``litellm.*``) for byte-for-byte compat with the v1
-    integration in ``opentelemetry.py``; consumers reading these keys on v1
-    spans read the same keys on v2 spans. OTel semconv does not define any of
-    these three, and per its extension rules a namespace may carry additional
-    vendor keys as long as they don't collide with defined names."""
-
-    CODE: Final = "error.code"
-    STACK_TRACE: Final = "error.stack_trace"
-    LLM_PROVIDER: Final = "error.llm_provider"
+    """Detail keys for the mapped provider exception of a failed LLM call.
+    OTel semconv does not define these, so they live under the ``litellm.*``
+    vendor namespace rather than squatting on the semconv-owned ``error.*``
+    namespace."""
+
+    CODE: Final = "litellm.provider.error.code"
+    STACK_TRACE: Final = "litellm.provider.error.stack_trace"
+    LLM_PROVIDER: Final = "litellm.provider.error.llm_provider"
 
 
 class ExceptionEvent:
diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_components.py b/tests/test_litellm/integrations/otel/test_otel_v2_components.py
index 298047ec18b..eb795a64b79 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_components.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_components.py
@@ -604,8 +604,7 @@ def test_error_details_stamped_as_span_attributes_for_labels_ingest():
     """OTel-defined keys and litellm-specific detail keys both ride span
     attributes so backends that flatten attrs into label indexes (Elastic APM
     ``labels.*``, Datadog span tags) render them. The exception event with the
-    full untruncated message stays alongside — both places, matching v1's
-    shape."""
+    full untruncated message stays alongside."""
     from litellm.integrations.otel.model.semconv import Error, ExceptionEvent, LiteLLMError
     from litellm.integrations.otel.emitter import SpanEmitter
 
@@ -638,8 +637,8 @@ def test_error_details_stamped_as_span_attributes_for_labels_ingest():
     # OTel-defined keys (from the ``error.*`` semconv registry).
     assert span.attributes[Error.TYPE] == "litellm.BadRequestError"
     assert span.attributes[Error.MESSAGE] == "400: violated moderation policy"
-    # LiteLLM-specific detail keys — vendor-namespaced under ``error.*``
-    # for v1-parity, not defined by OTel semconv.
+    # LiteLLM-specific detail keys, under the ``litellm.provider.error.*``
+    # vendor namespace, not defined by OTel semconv.
     assert span.attributes[LiteLLMError.CODE] == "400"
     assert span.attributes[LiteLLMError.STACK_TRACE] == "File proxy_server.py line 8570 ..."
     assert span.attributes[LiteLLMError.LLM_PROVIDER] == "openai"
@@ -666,19 +665,18 @@ def test_error_details_omitted_when_span_error_carries_only_message():
     assert LiteLLMError.LLM_PROVIDER not in span.attributes
 
 
-def test_v2_error_attribute_keys_match_v1_error_attributes_byte_for_byte():
-    """v1 (``opentelemetry.py``) and v2 (``otel/`` package) stamp identical
-    span-attribute keys so consumers reading ``labels.error_message`` don't
-    care which integration produced the span. Renaming either side is a
-    breaking change for downstream dashboards; this test locks the vocabulary."""
-    from litellm.integrations._types.open_inference import ErrorAttributes
+def test_error_attribute_keys_are_pinned():
+    """``error.type`` and ``error.message`` come from the semconv ``error.*``
+    registry; the litellm-specific detail keys are vendor keys under
+    ``litellm.provider.error.*``. Pins the exact strings so the emitted
+    vocabulary can't drift silently."""
     from litellm.integrations.otel.model.semconv import Error, LiteLLMError
 
-    assert Error.TYPE == ErrorAttributes.ERROR_TYPE
-    assert Error.MESSAGE == ErrorAttributes.ERROR_MESSAGE
-    assert LiteLLMError.CODE == ErrorAttributes.ERROR_CODE
-    assert LiteLLMError.STACK_TRACE == ErrorAttributes.ERROR_STACK_TRACE
-    assert LiteLLMError.LLM_PROVIDER == ErrorAttributes.ERROR_LLM_PROVIDER
+    assert Error.TYPE == "error.type"
+    assert Error.MESSAGE == "error.message"
+    assert LiteLLMError.CODE == "litellm.provider.error.code"
+    assert LiteLLMError.STACK_TRACE == "litellm.provider.error.stack_trace"
+    assert LiteLLMError.LLM_PROVIDER == "litellm.provider.error.llm_provider"
 
 
 def test_error_message_falls_back_to_error_type_when_message_absent():
diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py b/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py
index 89aa73a6066..71be28ea485 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py
@@ -147,8 +147,6 @@ def test_attribute_keys_are_unique_across_namespaces():
     from litellm.integrations.otel import MCP, Client, JsonRpc, LiteLLMError, Network
 
     # prefixes are allowed to be substrings; exact keys must not collide.
-    # ``LiteLLMError`` shares the ``error.*`` prefix with ``Error`` by design
-    # (v1-parity); the assert below is the guarantee they never overlap.
     exact = set()
     for cls in (GenAI, Error, LiteLLMError, Server, HTTP, DB, MCP, JsonRpc, Network, Client):
         for key in _all_constants(cls):

From cda99a08c8eda814e573404d09e899a1f81b3646 Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Thu, 9 Jul 2026 11:13:13 +0300
Subject: [PATCH 155/370] fix(proxy): surface OAuth error params in SSO
 callback (#32433)

When an IdP denies SSO access it redirects back to /sso/callback with
error and error_description query params and no code param. The callback
previously fell through to the provider token exchange, which failed
with a generic "'code' parameter was not found in callback request"
400 that hides the real denial reason. Raise a 401 that surfaces the
IdP's error and description instead.

Ported from #26640 with conflicts resolved against current staging
---
 litellm/proxy/management_endpoints/ui_sso.py  | 12 ++++
 .../proxy/management_endpoints/test_ui_sso.py | 60 +++++++++++++++++++
 2 files changed, 72 insertions(+)

diff --git a/litellm/proxy/management_endpoints/ui_sso.py b/litellm/proxy/management_endpoints/ui_sso.py
index 43fdd3ed05a..065464aa565 100644
--- a/litellm/proxy/management_endpoints/ui_sso.py
+++ b/litellm/proxy/management_endpoints/ui_sso.py
@@ -1746,6 +1746,18 @@ async def auth_callback(request: Request, state: Optional[str] = None):
     """Verify login"""
     verbose_proxy_logger.info(f"Starting SSO callback with state: {state}")
 
+    oauth_error = request.query_params.get("error")
+    if oauth_error:
+        oauth_error_description = request.query_params.get("error_description")
+        verbose_proxy_logger.warning(
+            f"SSO callback received OAuth error: {oauth_error}, description: {oauth_error_description}"
+        )
+        raise HTTPException(
+            status_code=401,
+            detail=f"OAuth error: {oauth_error}"
+            + (f", error_description: {oauth_error_description}" if oauth_error_description else ""),
+        )
+
     # Check if this is a CLI login (state starts with our CLI prefix)
     from litellm.constants import LITELLM_CLI_SESSION_TOKEN_PREFIX
     from litellm.proxy._types import LiteLLM_JWTAuth
diff --git a/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py b/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py
index 642f20906a0..045e15f8b8b 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py
@@ -2783,6 +2783,7 @@ async def test_auth_callback_routes_to_cli(self):
 
         # Mock request
         mock_request = MagicMock(spec=Request)
+        mock_request.query_params = {"code": "some-auth-code"}
 
         cli_state = f"{LITELLM_CLI_SESSION_TOKEN_PREFIX}:cli-new-session-key-456"
 
@@ -2824,6 +2825,7 @@ async def test_auth_callback_forwards_prefill_user_code_from_state(self):
         from litellm.proxy.management_endpoints.ui_sso import auth_callback
 
         mock_request = MagicMock(spec=Request)
+        mock_request.query_params = {"code": "some-auth-code"}
         cli_state = (
             f"{LITELLM_CLI_SESSION_TOKEN_PREFIX}:cli-new-session-key-456:WXYZ-2345"
         )
@@ -7254,3 +7256,61 @@ async def test_cli_poll_key_tolerates_missing_user_row():
     assert result["status"] == "ready"
     assert result["key"] == mock_jwt_token
     assert result["user_id"] == "just-created-user"
+
+
+def _make_sso_callback_request(query_params: dict) -> MagicMock:
+    mock_request = MagicMock(spec=Request)
+    mock_request.query_params = query_params
+    return mock_request
+
+
+@pytest.mark.asyncio
+async def test_auth_callback_surfaces_oauth_error_with_description():
+    """
+    Regression: when the IdP denies access it redirects back with
+    ?error=...&error_description=... and no `code`. The callback must surface
+    that reason as a 401 instead of failing later on the missing `code` param.
+    """
+    from litellm.proxy.management_endpoints.ui_sso import auth_callback
+
+    mock_request = _make_sso_callback_request(
+        {"error": "access_denied", "error_description": "User is not assigned to the client application"}
+    )
+
+    with pytest.raises(HTTPException) as exc_info:
+        await auth_callback(request=mock_request, state=None)
+
+    assert exc_info.value.status_code == 401
+    assert "access_denied" in str(exc_info.value.detail)
+    assert "User is not assigned to the client application" in str(exc_info.value.detail)
+
+
+@pytest.mark.asyncio
+async def test_auth_callback_surfaces_oauth_error_without_description():
+    """error_description is optional in the OAuth error response; the 401 detail must not render 'None'."""
+    from litellm.proxy.management_endpoints.ui_sso import auth_callback
+
+    mock_request = _make_sso_callback_request({"error": "access_denied"})
+
+    with pytest.raises(HTTPException) as exc_info:
+        await auth_callback(request=mock_request, state=None)
+
+    assert exc_info.value.status_code == 401
+    assert "access_denied" in str(exc_info.value.detail)
+    assert "None" not in str(exc_info.value.detail)
+    assert "error_description" not in str(exc_info.value.detail)
+
+
+@pytest.mark.asyncio
+async def test_auth_callback_without_oauth_error_proceeds_to_normal_flow():
+    """Without an `error` query param the guard must not fire; the callback proceeds into the normal flow."""
+    from litellm.proxy.management_endpoints.ui_sso import auth_callback
+
+    mock_request = _make_sso_callback_request({"code": "some-auth-code"})
+
+    with patch("litellm.proxy.proxy_server.prisma_client", None):
+        with pytest.raises(HTTPException) as exc_info:
+            await auth_callback(request=mock_request, state=None)
+
+    assert exc_info.value.status_code == 500
+    assert "DB not connected" in str(exc_info.value.detail)

From 60729f733ec7dd1d2a37826c3bb776e27daa6d11 Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Thu, 9 Jul 2026 11:14:22 +0300
Subject: [PATCH 156/370] test(benchmarks): run shared logging executor inline
 to make CodSpeed measurements deterministic (#32435)

---
 tests/benchmarks/conftest.py        | 36 +++++++++++++++++++++++++++++
 tests/benchmarks/test_benchmarks.py | 21 +++++++++++++++++
 2 files changed, 57 insertions(+)
 create mode 100644 tests/benchmarks/conftest.py

diff --git a/tests/benchmarks/conftest.py b/tests/benchmarks/conftest.py
new file mode 100644
index 00000000000..c9b31cfb7d7
--- /dev/null
+++ b/tests/benchmarks/conftest.py
@@ -0,0 +1,36 @@
+"""Shared setup keeping CodSpeed measurements hermetic.
+
+CodSpeed's callgrind instrumentation counts instructions from every thread while
+a measurement window is open, and valgrind serializes all threads onto one
+virtual CPU. Work deferred to litellm's shared logging executor would therefore
+be attributed to whichever benchmark the valgrind scheduler resumes it under,
+flipping results between runs. Running the executor inline keeps each
+benchmark's cost self-contained and deterministic.
+"""
+
+from collections.abc import Callable, Iterator
+from concurrent.futures import Future
+from typing import ParamSpec, TypeVar
+
+import pytest
+
+from litellm.litellm_core_utils.thread_pool_executor import executor
+
+P = ParamSpec("P")
+R = TypeVar("R")
+
+
+def _submit_inline(fn: Callable[P, R], /, *args: P.args, **kwargs: P.kwargs) -> Future[R]:
+    future: Future[R] = Future()
+    try:
+        future.set_result(fn(*args, **kwargs))
+    except BaseException as exc:
+        future.set_exception(exc)
+    return future
+
+
+@pytest.fixture(autouse=True, scope="session")
+def inline_logging_executor() -> Iterator[None]:
+    executor.submit = _submit_inline
+    yield
+    del executor.submit
diff --git a/tests/benchmarks/test_benchmarks.py b/tests/benchmarks/test_benchmarks.py
index 123dad93e11..59b3e0b6d5c 100644
--- a/tests/benchmarks/test_benchmarks.py
+++ b/tests/benchmarks/test_benchmarks.py
@@ -6,10 +6,13 @@
 resolution, and cost calculation.
 """
 
+import threading
+
 import pytest
 
 import litellm
 from litellm.litellm_core_utils.get_llm_provider_logic import get_llm_provider
+from litellm.litellm_core_utils.thread_pool_executor import executor
 from litellm.litellm_core_utils.token_counter import token_counter
 
 
@@ -205,3 +208,21 @@ def test_get_model_cost_key_exact_match():
 def test_get_model_cost_key_case_insensitive():
     """Benchmark model cost key lookup with case-insensitive fallback."""
     litellm.utils._get_model_cost_key("GPT-4o")
+
+
+# ---------------------------------------------------------------------------
+# Measurement hermeticity guard
+# ---------------------------------------------------------------------------
+
+
+@pytest.mark.benchmark
+def test_logging_executor_runs_inline():
+    """Guard that the shared logging executor runs submissions inline.
+
+    Deferred submissions execute on worker threads, and callgrind attributes
+    their instructions to whichever benchmark's measurement window is open when
+    the valgrind scheduler resumes them, making results nondeterministic.
+    """
+    future = executor.submit(threading.get_ident)
+    assert future.done()
+    assert future.result() == threading.get_ident()

From c36525f9bef7549aa1810b50834ab131a7bcd531 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Thu, 9 Jul 2026 09:10:32 -0700
Subject: [PATCH 157/370] bump: litellm-enterprise 0.1.48 -> 0.1.49

---
 enterprise/pyproject.toml | 4 ++--
 pyproject.toml            | 2 +-
 uv.lock                   | 4 ++--
 3 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/enterprise/pyproject.toml b/enterprise/pyproject.toml
index b3864ce7878..85ccbef752f 100644
--- a/enterprise/pyproject.toml
+++ b/enterprise/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "litellm-enterprise"
-version = "0.1.48"
+version = "0.1.49"
 description = "Package for LiteLLM Enterprise features"
 readme = "README.md"
 requires-python = ">=3.9"
@@ -26,7 +26,7 @@ required-version = ">=0.10.9"
 module-root = ""
 
 [tool.commitizen]
-version = "0.1.48"
+version = "0.1.49"
 version_files = [
     "pyproject.toml:^version",
     "../pyproject.toml:litellm-enterprise==",
diff --git a/pyproject.toml b/pyproject.toml
index 3f5458c5494..99425ef3aef 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -63,7 +63,7 @@ proxy = [
     "azure-storage-blob>=12.28.0,<13.0",
     "mcp>=1.26.0,<2.0",
     "litellm-proxy-extras==0.4.75",
-    "litellm-enterprise==0.1.48",
+    "litellm-enterprise==0.1.49",
     "RestrictedPython>=8.1,<9.0",
     "rich>=13.9.4,<14.0",
     "polars>=1.38.1,<2.0",
diff --git a/uv.lock b/uv.lock
index e36da722261..a226ef172c7 100644
--- a/uv.lock
+++ b/uv.lock
@@ -9,7 +9,7 @@ resolution-markers = [
 ]
 
 [options]
-exclude-newer = "2026-07-04T17:13:14.93495Z"
+exclude-newer = "2026-07-06T16:10:51.214184Z"
 exclude-newer-span = "P3D"
 
 [manifest]
@@ -3639,7 +3639,7 @@ proxy-dev = [
 
 [[package]]
 name = "litellm-enterprise"
-version = "0.1.48"
+version = "0.1.49"
 source = { editable = "enterprise" }
 
 [[package]]

From b3a44bd1b2d46f2fd5f53a49107a6c1105901169 Mon Sep 17 00:00:00 2001
From: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Thu, 9 Jul 2026 17:03:28 +0000
Subject: [PATCH 158/370] fix(deps): constrain soupsieve>=2.8.4 to patch two
 high-severity CVEs

---
 pyproject.toml | 1 +
 uv.lock        | 9 +++++----
 2 files changed, 6 insertions(+), 4 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 3f5458c5494..d0ea2b9da4b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -259,6 +259,7 @@ constraint-dependencies = [
     "tornado>=6.5.6",
     "aiohttp>=3.14.1,<4.0",
     "packaging>=24.0",
+    "soupsieve>=2.8.4",
 ]
 override-dependencies = [
     # a2a-sdk 1.x requires packaging>=24.0; lunary 1.4.x still caps at <24.0.
diff --git a/uv.lock b/uv.lock
index e36da722261..313fd682ccf 100644
--- a/uv.lock
+++ b/uv.lock
@@ -9,7 +9,7 @@ resolution-markers = [
 ]
 
 [options]
-exclude-newer = "2026-07-04T17:13:14.93495Z"
+exclude-newer = "2026-07-06T17:03:18.138046444Z"
 exclude-newer-span = "P3D"
 
 [manifest]
@@ -21,6 +21,7 @@ members = [
 constraints = [
     { name = "aiohttp", specifier = ">=3.14.1,<4.0" },
     { name = "packaging", specifier = ">=24.0" },
+    { name = "soupsieve", specifier = ">=2.8.4" },
     { name = "tornado", specifier = ">=6.5.6" },
 ]
 overrides = [{ name = "packaging", specifier = ">=24.0" }]
@@ -7076,11 +7077,11 @@ wheels = [
 
 [[package]]
 name = "soupsieve"
-version = "2.8.3"
+version = "2.8.4"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/7b/ae/2d9c981590ed9999a0d91755b47fc74f74de286b0f5cee14c9269041e6c4/soupsieve-2.8.3.tar.gz", hash = "sha256:3267f1eeea4251fb42728b6dfb746edc9acaffc4a45b27e19450b676586e8349", size = 118627, upload-time = "2026-01-20T04:27:02.457Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/47/2c/0a5f6f8ee0d5589e48c7640213ed5175d52cf540a06725b628cc1a45d6ce/soupsieve-2.8.4.tar.gz", hash = "sha256:e121fd02e975c695e4e9e8774a5ee35d74714b59307868dcc5319ad2d9e3328e", size = 121110, upload-time = "2026-05-24T13:55:57.154Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/46/2c/1462b1d0a634697ae9e55b3cecdcb64788e8b7d63f54d923fcd0bb140aed/soupsieve-2.8.3-py3-none-any.whl", hash = "sha256:ed64f2ba4eebeab06cc4962affce381647455978ffc1e36bb79a545b91f45a95", size = 37016, upload-time = "2026-01-20T04:27:01.012Z" },
+    { url = "https://files.pythonhosted.org/packages/5e/f5/0c41cb68dcae6b7de4fac4188a3a9589e21fb31df21ea3a2e888db95e6c9/soupsieve-2.8.4-py3-none-any.whl", hash = "sha256:e7e6b0769c8f51ed59acab6e994b00621096cfb1c640a7509295987388fbaf65", size = 37304, upload-time = "2026-05-24T13:55:55.406Z" },
 ]
 
 [[package]]

From ceeb90abdba02d502ee6391014a84954b406b852 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Tue, 7 Jul 2026 20:17:35 -0700
Subject: [PATCH 159/370] feat(ui): expose true_passthrough and oauth_delegate
 auth types with a no-auth warning

Adds the two client-forwarded token modes to the MCP server create and
edit form auth dropdowns, and shows a warning when true_passthrough is
selected: the gateway performs no admission auth for that server, so
callers reach the upstream without a LiteLLM key and per-key/per-team
rate limits and spend tracking do not apply. The warning is a shared
component so the two forms cannot drift on the copy.
---
 .../mcp_tools/TruePassthroughWarning.tsx      | 21 ++++++++++
 .../mcp_tools/create_mcp_server.test.tsx      | 25 ++++++++++++
 .../mcp_tools/create_mcp_server.tsx           |  7 ++++
 .../mcp_tools/mcp_server_edit.test.tsx        | 39 +++++++++++++++++++
 .../components/mcp_tools/mcp_server_edit.tsx  | 32 +++++++++------
 .../src/components/mcp_tools/types.tsx        |  2 +
 6 files changed, 114 insertions(+), 12 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/mcp_tools/TruePassthroughWarning.tsx

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/TruePassthroughWarning.tsx b/ui/litellm-dashboard/src/components/mcp_tools/TruePassthroughWarning.tsx
new file mode 100644
index 00000000000..b52d3f4c672
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/mcp_tools/TruePassthroughWarning.tsx
@@ -0,0 +1,21 @@
+import React from "react";
+import { Alert } from "antd";
+import { AUTH_TYPE } from "./types";
+
+/**
+ * Warning shown in the create/edit MCP server forms when auth_type
+ * true_passthrough is selected: the gateway performs no admission auth for
+ * that server, so callers reach the upstream without a LiteLLM identity.
+ */
+export default function TruePassthroughWarning({ authType }: { authType?: string | null }) {
+  if (authType !== AUTH_TYPE.TRUE_PASSTHROUGH) return null;
+  return (
+    <Alert
+      type="warning"
+      showIcon
+      className="mb-4 rounded-lg"
+      message="True Passthrough disables LiteLLM authentication for this server"
+      description="Anyone who can reach the gateway can call this server without a LiteLLM key. The caller's Authorization header is forwarded to the upstream verbatim, per-key and per-team rate limits and spend tracking do not apply, and the upstream is fully responsible for authenticating callers. Choose OAuth Delegate instead if callers should still authenticate to LiteLLM."
+    />
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
index 36af2f8d9fc..27e6d6a8e3d 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
@@ -164,6 +164,31 @@ describe("CreateMCPServer", () => {
       });
     });
 
+    it("should warn that LiteLLM auth is disabled when True Passthrough is selected", async () => {
+      await selectHttpTransport();
+
+      await selectAntOption("Authentication", "True Passthrough (no LiteLLM auth)");
+
+      await waitFor(() => {
+        expect(
+          screen.getByText("True Passthrough disables LiteLLM authentication for this server"),
+        ).toBeInTheDocument();
+      });
+    });
+
+    it("should not show the True Passthrough warning when OAuth Delegate is selected", async () => {
+      await selectHttpTransport();
+
+      await selectAntOption("Authentication", "OAuth Delegate (client-supplied upstream token)");
+
+      await waitFor(() => {
+        expect(screen.getAllByText("OAuth Delegate (client-supplied upstream token)").length).toBeGreaterThan(0);
+      });
+      expect(
+        screen.queryByText("True Passthrough disables LiteLLM authentication for this server"),
+      ).not.toBeInTheDocument();
+    });
+
     it("should not require auth value when creating a server with API Key auth type", async () => {
       await selectHttpTransport();
 
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index 10668468c15..1362835f475 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -16,6 +16,7 @@ import {
   MCP_OAUTH2_FLOW_INTERACTIVE,
 } from "./types";
 import OAuthFormFields from "./OAuthFormFields";
+import TruePassthroughWarning from "./TruePassthroughWarning";
 import TokenExchangeFormFields from "./TokenExchangeFormFields";
 import MCPServerCostConfig from "./mcp_server_cost_config";
 import MCPConnectionStatus from "./mcp_connection_status";
@@ -970,9 +971,15 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
                             <Select.Option value="oauth2">OAuth</Select.Option>
                             <Select.Option value="oauth2_token_exchange">OAuth Token Exchange (OBO)</Select.Option>
                             <Select.Option value="aws_sigv4">AWS SigV4 (Bedrock AgentCore MCPs)</Select.Option>
+                            <Select.Option value="true_passthrough">True Passthrough (no LiteLLM auth)</Select.Option>
+                            <Select.Option value="oauth_delegate">
+                              OAuth Delegate (client-supplied upstream token)
+                            </Select.Option>
                           </Select>
                         </Form.Item>
 
+                        <TruePassthroughWarning authType={authType} />
+
                         {shouldShowAuthValueField && (
                           <Form.Item
                             label={
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index a1c21ef56b7..cf07dccea66 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -307,6 +307,45 @@ describe("MCPServerEdit (delegate auth)", () => {
   });
 });
 
+describe("MCPServerEdit (true passthrough warning)", () => {
+  beforeEach(() => {
+    vi.clearAllMocks();
+  });
+
+  const renderWithAuthType = (authType: string) =>
+    render(
+      <MCPServerEdit
+        mcpServer={{
+          ...interactiveOAuthServer,
+          auth_type: authType,
+        }}
+        accessToken="access-token"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+
+  it("warns that LiteLLM auth is disabled for a true_passthrough server", async () => {
+    renderWithAuthType("true_passthrough");
+
+    await waitFor(() => {
+      expect(screen.getByText("True Passthrough disables LiteLLM authentication for this server")).toBeInTheDocument();
+    });
+  });
+
+  it("does not warn for an oauth_delegate server", async () => {
+    renderWithAuthType("oauth_delegate");
+
+    await waitFor(() => {
+      expect(screen.getAllByRole("button", { name: "Save Changes" }).length).toBeGreaterThan(0);
+    });
+    expect(
+      screen.queryByText("True Passthrough disables LiteLLM authentication for this server"),
+    ).not.toBeInTheDocument();
+  });
+});
+
 describe("MCPServerEdit (auth type switch)", () => {
   beforeEach(() => {
     vi.clearAllMocks();
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index 70632b459fc..2c4f674c14b 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -18,6 +18,7 @@ import { getToken, isTokenValid, setToken } from "@/utils/mcpTokenStore";
 import { buildMcpPassthroughAuthHeader } from "@/utils/mcpHeaderUtils";
 import MCPServerCostConfig from "./mcp_server_cost_config";
 import MCPPermissionManagement from "./MCPPermissionManagement";
+import TruePassthroughWarning from "./TruePassthroughWarning";
 import MCPToolConfiguration from "./mcp_tool_configuration";
 import StdioConfiguration from "./StdioConfiguration";
 import TokenExchangeFormFields from "./TokenExchangeFormFields";
@@ -874,18 +875,25 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
 
             {/* Authentication - for HTTP, SSE, and OpenAPI */}
             {!isStdioTransport && (
-              <Form.Item label="Authentication" name="auth_type" rules={[{ required: true }]}>
-                <Select>
-                  <Select.Option value="none">None</Select.Option>
-                  <Select.Option value="api_key">API Key</Select.Option>
-                  <Select.Option value="bearer_token">Bearer Token</Select.Option>
-                  <Select.Option value="token">Token</Select.Option>
-                  <Select.Option value="basic">Basic Auth</Select.Option>
-                  <Select.Option value="oauth2">OAuth</Select.Option>
-                  <Select.Option value="oauth2_token_exchange">OAuth Token Exchange (OBO)</Select.Option>
-                  <Select.Option value="aws_sigv4">AWS SigV4 (Bedrock AgentCore MCPs)</Select.Option>
-                </Select>
-              </Form.Item>
+              <>
+                <Form.Item label="Authentication" name="auth_type" rules={[{ required: true }]}>
+                  <Select>
+                    <Select.Option value="none">None</Select.Option>
+                    <Select.Option value="api_key">API Key</Select.Option>
+                    <Select.Option value="bearer_token">Bearer Token</Select.Option>
+                    <Select.Option value="token">Token</Select.Option>
+                    <Select.Option value="basic">Basic Auth</Select.Option>
+                    <Select.Option value="oauth2">OAuth</Select.Option>
+                    <Select.Option value="oauth2_token_exchange">OAuth Token Exchange (OBO)</Select.Option>
+                    <Select.Option value="aws_sigv4">AWS SigV4 (Bedrock AgentCore MCPs)</Select.Option>
+                    <Select.Option value="true_passthrough">True Passthrough (no LiteLLM auth)</Select.Option>
+                    <Select.Option value="oauth_delegate">
+                      OAuth Delegate (client-supplied upstream token)
+                    </Select.Option>
+                  </Select>
+                </Form.Item>
+                <TruePassthroughWarning authType={authType} />
+              </>
             )}
 
             {isStdioTransport && (
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
index 9469d7bd89e..70cc8129bf1 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
@@ -41,6 +41,8 @@ export const AUTH_TYPE = {
   OAUTH2: "oauth2",
   OAUTH2_TOKEN_EXCHANGE: "oauth2_token_exchange",
   AWS_SIGV4: "aws_sigv4",
+  TRUE_PASSTHROUGH: "true_passthrough",
+  OAUTH_DELEGATE: "oauth_delegate",
 };
 
 export const OAUTH_FLOW = {

From 22ab518071716688f9b0f70003fb30780ca6ff42 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Tue, 7 Jul 2026 21:29:43 -0700
Subject: [PATCH 160/370] feat(ui): browser-only Authorize & Fetch for the
 client-forwarded token modes

true_passthrough and oauth_delegate persist no upstream credentials, so
the create/edit forms had no way to preview tools or configure the tool
allowlist: tools/list went upstream unauthenticated and came back 401.
This reuses the existing OAuth authorize machinery in browser-only mode
for those two auth types: the admin authorizes against the upstream
(DCR/PKCE, with optional client credentials for IdPs without dynamic
registration), the token lands in sessionStorage exactly like the
legacy PKCE-passthrough path, and the tools preview forwards it via the
per-server x-mcp-{alias}-authorization header, which the passthrough
resolver arm already accepts. Nothing is written to the server row or
the per-user credential store; the create payload keeps excluding
credentials for these auth types via AUTH_TYPES_REQUIRING_CREDENTIALS.

The tools preview endpoint now also extracts the Authorization header
for the two new auth types so the browser-held token reaches the
passthrough arm during create-time previews.
---
 .../mcp_server/rest_endpoints.py              |  6 +-
 .../mcp_server/test_rest_endpoints.py         | 53 +++++++++++++
 .../mcp_tools/PassthroughAuthorizeSection.tsx | 74 +++++++++++++++++++
 .../mcp_tools/create_mcp_server.test.tsx      | 26 +++++++
 .../mcp_tools/create_mcp_server.tsx           | 11 +++
 .../mcp_tools/mcp_server_edit.test.tsx        | 49 ++++++++++++
 .../components/mcp_tools/mcp_server_edit.tsx  | 60 ++++++++++++---
 .../src/hooks/useTestMCPConnection.tsx        |  4 +-
 8 files changed, 269 insertions(+), 14 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx

diff --git a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
index b917530dd52..21682b4dd3e 100644
--- a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
@@ -1322,7 +1322,11 @@ async def test_tools_list(
                 mcp_auth_header = credentials.get("auth_value")
 
         oauth2_headers: Optional[Dict[str, str]] = None
-        if new_mcp_server_request.auth_type == MCPAuth.oauth2:
+        if new_mcp_server_request.auth_type in {
+            MCPAuth.oauth2,
+            MCPAuth.true_passthrough,
+            MCPAuth.oauth_delegate,
+        }:
             oauth2_headers = MCPRequestHandler._get_oauth2_headers_from_headers(headers)
 
         async def _list_tools_operation(client):
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py
index 3d9afd8f250..090b4711dc9 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py
@@ -593,6 +593,59 @@ def fake_oauth(headers):
         assert captured["oauth2_headers"] == oauth_headers
         assert oauth_call_counter["count"] == 1
 
+    @pytest.mark.parametrize("auth_type", [MCPAuth.true_passthrough, MCPAuth.oauth_delegate])
+    async def test_extracts_oauth2_headers_for_client_forwarded_modes(self, monkeypatch, auth_type):
+        """The browser-only authorize flow sends the upstream token as Authorization; the preview
+        must thread it through for the client-forwarded token modes so the passthrough arm can
+        forward it, instead of probing the upstream unauthenticated."""
+
+        captured: dict = {}
+
+        async def fake_execute(
+            request,
+            operation,
+            mcp_auth_header=None,
+            oauth2_headers=None,
+            raw_headers=None,
+        ):
+            captured["mcp_auth_header"] = mcp_auth_header
+            captured["oauth2_headers"] = oauth2_headers
+            return {
+                "tools": [],
+                "error": None,
+                "message": "Successfully retrieved tools",
+            }
+
+        monkeypatch.setattr(rest_endpoints, "_execute_with_mcp_client", fake_execute, raising=False)
+
+        oauth_headers = {"Authorization": "Bearer upstream-token"}
+
+        monkeypatch.setattr(
+            auth_mcp.MCPRequestHandler,
+            "_get_oauth2_headers_from_headers",
+            staticmethod(lambda headers: oauth_headers),
+            raising=False,
+        )
+
+        request = _build_request({"authorization": "Bearer upstream-token"})
+        payload = NewMCPServerRequest(
+            server_name="example",
+            url="https://example.com",
+            auth_type=auth_type,
+        )
+
+        from litellm.proxy._types import LitellmUserRoles
+
+        result = await rest_endpoints.test_tools_list(
+            request,
+            payload,
+            user_api_key_dict=UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN),
+        )
+
+        assert result["message"] == "Successfully retrieved tools"
+        assert captured["mcp_auth_header"] is None
+        assert captured["oauth2_headers"] == oauth_headers
+
 
 class TestListToolsRestAPI:
     pytestmark = pytest.mark.asyncio
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx b/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
new file mode 100644
index 00000000000..453e3024000
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
@@ -0,0 +1,74 @@
+import React from "react";
+import { Button, Form, Input } from "antd";
+import { AUTH_TYPE } from "./types";
+
+interface PassthroughOAuthFlow {
+  startOAuthFlow: () => void | Promise<void>;
+  status: string;
+  error: string | null;
+  tokenResponse: { access_token?: string; expires_in?: number } | null;
+}
+
+/**
+ * Browser-only Authorize & Fetch for the client-forwarded token modes
+ * (true_passthrough / oauth_delegate). LiteLLM never stores upstream
+ * credentials for these modes, so the token obtained here lives in this
+ * browser session only: it is forwarded per-server for the tools preview and
+ * allowlist configuration, and is never written to the server row or the
+ * per-user credential store. The optional client credentials cover IdPs
+ * without dynamic client registration (e.g. a pre-registered Slack app) and
+ * ride the temporary authorize session only.
+ */
+export default function PassthroughAuthorizeSection({
+  authType,
+  oauthFlow,
+}: {
+  authType?: string | null;
+  oauthFlow: PassthroughOAuthFlow;
+}) {
+  if (authType !== AUTH_TYPE.TRUE_PASSTHROUGH && authType !== AUTH_TYPE.OAUTH_DELEGATE) return null;
+  return (
+    <div className="rounded-lg border border-dashed border-gray-300 p-4 space-y-2 mb-4">
+      <p className="text-sm text-gray-600">
+        Callers bring their own upstream token for this auth type, so LiteLLM stores no upstream credentials. To preview
+        tools and configure the tool allowlist, authorize against the upstream here: the token stays in this browser
+        session only and is never saved to LiteLLM.
+      </p>
+      <Form.Item
+        label={<span className="text-sm font-medium text-gray-700">OAuth Client ID (optional, not saved)</span>}
+        name={["credentials", "client_id"]}
+        extra="Only needed when the upstream does not support dynamic client registration (e.g. a pre-registered Slack app). Used for this browser authorization only."
+      >
+        <Input.Password
+          placeholder="Leave blank to use dynamic client registration"
+          className="rounded-lg border-gray-300 focus:border-blue-500 focus:ring-blue-500"
+        />
+      </Form.Item>
+      <Form.Item
+        label={<span className="text-sm font-medium text-gray-700">OAuth Client Secret (optional, not saved)</span>}
+        name={["credentials", "client_secret"]}
+      >
+        <Input.Password
+          placeholder="Leave blank for public clients / PKCE"
+          className="rounded-lg border-gray-300 focus:border-blue-500 focus:ring-blue-500"
+        />
+      </Form.Item>
+      <Button
+        onClick={oauthFlow.startOAuthFlow}
+        disabled={oauthFlow.status === "authorizing" || oauthFlow.status === "exchanging"}
+      >
+        {oauthFlow.status === "authorizing"
+          ? "Waiting for authorization..."
+          : oauthFlow.status === "exchanging"
+            ? "Exchanging authorization code..."
+            : "Authorize & Fetch Tools (browser-only)"}
+      </Button>
+      {oauthFlow.error && <p className="text-sm text-red-500">{oauthFlow.error}</p>}
+      {oauthFlow.status === "success" && oauthFlow.tokenResponse?.access_token && (
+        <p className="text-sm text-green-600">
+          Token held for this browser session. Tools can now be previewed and configured; nothing was saved to LiteLLM.
+        </p>
+      )}
+    </div>
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
index 27e6d6a8e3d..ca94aae20e9 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
@@ -189,6 +189,32 @@ describe("CreateMCPServer", () => {
       ).not.toBeInTheDocument();
     });
 
+    it.each([["True Passthrough (no LiteLLM auth)"], ["OAuth Delegate (client-supplied upstream token)"]])(
+      "should show the browser-only authorize section when %s is selected",
+      async (optionLabel) => {
+        await selectHttpTransport();
+
+        await selectAntOption("Authentication", optionLabel);
+
+        await waitFor(() => {
+          expect(screen.getByRole("button", { name: "Authorize & Fetch Tools (browser-only)" })).toBeInTheDocument();
+        });
+        expect(screen.getByText("OAuth Client ID (optional, not saved)")).toBeInTheDocument();
+        expect(screen.getByText("OAuth Client Secret (optional, not saved)")).toBeInTheDocument();
+      },
+    );
+
+    it("should not show the browser-only authorize section for API Key auth", async () => {
+      await selectHttpTransport();
+
+      await selectAntOption("Authentication", "API Key");
+
+      await waitFor(() => {
+        expect(screen.getByText("Authentication Value")).toBeInTheDocument();
+      });
+      expect(screen.queryByRole("button", { name: "Authorize & Fetch Tools (browser-only)" })).not.toBeInTheDocument();
+    });
+
     it("should not require auth value when creating a server with API Key auth type", async () => {
       await selectHttpTransport();
 
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index 1362835f475..b123e3397a1 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -17,6 +17,7 @@ import {
 } from "./types";
 import OAuthFormFields from "./OAuthFormFields";
 import TruePassthroughWarning from "./TruePassthroughWarning";
+import PassthroughAuthorizeSection from "./PassthroughAuthorizeSection";
 import TokenExchangeFormFields from "./TokenExchangeFormFields";
 import MCPServerCostConfig from "./mcp_server_cost_config";
 import MCPConnectionStatus from "./mcp_connection_status";
@@ -980,6 +981,16 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
 
                         <TruePassthroughWarning authType={authType} />
 
+                        <PassthroughAuthorizeSection
+                          authType={authType}
+                          oauthFlow={{
+                            startOAuthFlow,
+                            status: oauthStatus,
+                            error: oauthError,
+                            tokenResponse: oauthTokenResponse,
+                          }}
+                        />
+
                         {shouldShowAuthValueField && (
                           <Form.Item
                             label={
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index cf07dccea66..f071e247466 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -922,6 +922,55 @@ describe("MCPServerEdit (tool list fetch)", () => {
     expect(mockGetToken).toHaveBeenCalledWith("oauth_server_1", "user-1");
   });
 
+  it("forwards the sessionStorage token as the x-mcp header for an oauth_delegate server", async () => {
+    mockIsTokenValid.mockReturnValue(true);
+    mockGetToken.mockReturnValue({ access_token: "browser-token" });
+
+    render(
+      <MCPServerEdit
+        mcpServer={{ ...interactiveOAuthServer, auth_type: "oauth_delegate" }}
+        accessToken="access-token"
+        userID="user-1"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+
+    await waitFor(() => {
+      expect(networking.listMCPTools).toHaveBeenCalledWith(
+        "access-token",
+        "oauth_server_1",
+        { "x-mcp-oauth_server-authorization": "Bearer browser-token" },
+        true,
+      );
+    });
+    expect(mockGetToken).toHaveBeenCalledWith("oauth_server_1", "user-1");
+  });
+
+  it("prompts for the browser-only authorize when a true_passthrough server has no token", async () => {
+    mockIsTokenValid.mockReturnValue(false);
+
+    render(
+      <MCPServerEdit
+        mcpServer={{ ...interactiveOAuthServer, auth_type: "true_passthrough" }}
+        accessToken="access-token"
+        userID="user-1"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+
+    await waitFor(() => {
+      expect(screen.getByTestId("mcp-tool-config").getAttribute("data-external-error")).toContain(
+        "Authorize with the upstream (browser-only",
+      );
+    });
+    expect(networking.listMCPTools).not.toHaveBeenCalled();
+    expect(screen.getByRole("button", { name: "Authorize & Fetch Tools (browser-only)" })).toBeInTheDocument();
+  });
+
   it("uses the staged OAuth token to load passthrough tools after authorize", async () => {
     const passthroughServer = { ...interactiveOAuthServer, delegate_auth_to_upstream: true };
     mockIsTokenValid.mockReturnValue(false);
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index 2c4f674c14b..ee67ead8121 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -19,6 +19,7 @@ import { buildMcpPassthroughAuthHeader } from "@/utils/mcpHeaderUtils";
 import MCPServerCostConfig from "./mcp_server_cost_config";
 import MCPPermissionManagement from "./MCPPermissionManagement";
 import TruePassthroughWarning from "./TruePassthroughWarning";
+import PassthroughAuthorizeSection from "./PassthroughAuthorizeSection";
 import MCPToolConfiguration from "./mcp_tool_configuration";
 import StdioConfiguration from "./StdioConfiguration";
 import TokenExchangeFormFields from "./TokenExchangeFormFields";
@@ -172,20 +173,40 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
       };
     },
     onTokenReceived: (token) => {
-      if (token?.access_token) {
-        const credentials = {
-          access_token: token.access_token,
-          ...(token.refresh_token && { refresh_token: token.refresh_token }),
-          ...(token.expires_in && { expires_in: token.expires_in }),
-          ...(token.scope && { scope: token.scope }),
-        };
-
-        form.setFieldsValue({ credentials });
+      if (!token?.access_token) {
+        return;
+      }
 
+      const effectiveAuthType = form.getFieldValue("auth_type") ?? mcpServer.auth_type;
+      if (effectiveAuthType === AUTH_TYPE.TRUE_PASSTHROUGH || effectiveAuthType === AUTH_TYPE.OAUTH_DELEGATE) {
+        setToken(
+          mcpServer.server_id,
+          {
+            access_token: token.access_token,
+            expires_in: token.expires_in,
+            refresh_token: token.refresh_token,
+            token_type: token.token_type,
+          },
+          userID,
+        );
         NotificationsManager.success(
-          "OAuth authorization successful! Please click 'Update MCP Server' to save the credentials.",
+          "Token held for this browser session. Tools can now be loaded and configured; nothing was saved to LiteLLM.",
         );
+        return;
       }
+
+      const credentials = {
+        access_token: token.access_token,
+        ...(token.refresh_token && { refresh_token: token.refresh_token }),
+        ...(token.expires_in && { expires_in: token.expires_in }),
+        ...(token.scope && { scope: token.scope }),
+      };
+
+      form.setFieldsValue({ credentials });
+
+      NotificationsManager.success(
+        "OAuth authorization successful! Please click 'Update MCP Server' to save the credentials.",
+      );
     },
     onBeforeRedirect: persistEditUiState,
     flowSource: "edit",
@@ -369,7 +390,9 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         oauth2_flow: mcpServer.oauth2_flow,
         delegate_auth_to_upstream: mcpServer.delegate_auth_to_upstream,
       }) === "passthrough";
-    if (isPassthrough) {
+    const isBrowserHeldTokenMode =
+      mcpServer.auth_type === AUTH_TYPE.TRUE_PASSTHROUGH || mcpServer.auth_type === AUTH_TYPE.OAUTH_DELEGATE;
+    if (isPassthrough || isBrowserHeldTokenMode) {
       const token =
         oauthTokenResponse?.access_token ??
         (isTokenValid(mcpServer.server_id, userID)
@@ -377,7 +400,11 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
           : null);
       if (!token) {
         setTools([]);
-        setToolsError("Authenticate with this server in the Tools tab to load and configure its tools.");
+        setToolsError(
+          isBrowserHeldTokenMode
+            ? "Authorize with the upstream (browser-only, in the Authentication section) to load and configure this server's tools."
+            : "Authenticate with this server in the Tools tab to load and configure its tools.",
+        );
         return;
       }
       customHeaders = buildMcpPassthroughAuthHeader(mcpServer.alias, token);
@@ -893,6 +920,15 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
                   </Select>
                 </Form.Item>
                 <TruePassthroughWarning authType={authType} />
+                <PassthroughAuthorizeSection
+                  authType={authType}
+                  oauthFlow={{
+                    startOAuthFlow,
+                    status: oauthStatus,
+                    error: oauthError,
+                    tokenResponse: oauthTokenResponse,
+                  }}
+                />
               </>
             )}
 
diff --git a/ui/litellm-dashboard/src/hooks/useTestMCPConnection.tsx b/ui/litellm-dashboard/src/hooks/useTestMCPConnection.tsx
index 055e15350ca..3208b6b02b2 100644
--- a/ui/litellm-dashboard/src/hooks/useTestMCPConnection.tsx
+++ b/ui/litellm-dashboard/src/hooks/useTestMCPConnection.tsx
@@ -56,7 +56,9 @@ export const useTestMCPConnection = ({
 
   // Check if we have the minimum required fields to fetch tools
   const isM2MOAuth = formValues.auth_type === AUTH_TYPE.OAUTH2 && formValues.oauth_flow_type === OAUTH_FLOW.M2M;
-  const requiresOAuthToken = formValues.auth_type === AUTH_TYPE.OAUTH2 && !isM2MOAuth;
+  const isBrowserHeldTokenMode =
+    formValues.auth_type === AUTH_TYPE.TRUE_PASSTHROUGH || formValues.auth_type === AUTH_TYPE.OAUTH_DELEGATE;
+  const requiresOAuthToken = (formValues.auth_type === AUTH_TYPE.OAUTH2 && !isM2MOAuth) || isBrowserHeldTokenMode;
   const isOpenAPITransport = formValues.transport === TRANSPORT.OPENAPI;
   const hasEndpoint = isOpenAPITransport ? !!formValues.spec_path : !!formValues.url;
 

From 367aa904de68c6945c6006261b6a1ff6017b750f Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Tue, 7 Jul 2026 21:52:56 -0700
Subject: [PATCH 161/370] fix(ui): wire the tool playground and gateway
 authorize flow for the client-forwarded token modes

The server detail page's Tool Testing Playground gated its browser-held
token handling on the legacy PKCE-passthrough shape, so a
true_passthrough or oauth_delegate server listed tools unauthenticated
and surfaced 'Failed to fetch MCP tools' with no way to authorize. The
playground now treats both modes as browser-held-token servers: it
reads the sessionStorage token established by the create/edit
browser-only Authorize, forwards it via the x-mcp-{alias}-authorization
header, evicts it on a 401, and shows its own Authorize gate when the
token is absent.

That gate's flow uses the gateway's relayed authorize/register/token
endpoints with the real server id, which previously 400ed for anything
but oauth2. Those endpoints now also accept the client-forwarded token
modes (the minted token is upstream-audienced and browser-held; DCR
persistence stays off on this path), and registry builds run the same
RFC 9728/8414 endpoint discovery for these modes that oauth2 rows get,
since their rows never store an authorization_url.
---
 .../mcp_server/discoverable_endpoints.py      | 14 +++--
 .../mcp_server/mcp_server_manager.py          |  5 +-
 .../mcp_server/test_discoverable_endpoints.py | 55 +++++++++++++++++++
 .../mcp_server/test_mcp_server_manager.py     | 33 +++++++++++
 .../components/mcp_tools/mcp_tools.test.tsx   | 31 +++++++++++
 .../src/components/mcp_tools/mcp_tools.tsx    | 23 +++++---
 6 files changed, 147 insertions(+), 14 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
index c87e900aa2a..7606deac241 100644
--- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
@@ -465,8 +465,15 @@ async def _store_per_user_token_server_side(
 
 
 def _raise_if_not_oauth2(mcp_server: MCPServer) -> None:
-    """Reject a non-oauth2 server from the gateway's OAuth authorize/token/register flow."""
-    if mcp_server.auth_type == MCPAuth.oauth2:
+    """Reject a server without upstream OAuth from the gateway's authorize/token/register flow.
+
+    The client-forwarded token modes (``true_passthrough`` / ``oauth_delegate``) are allowed
+    through: the caller owns the upstream token, and this relayed flow is how a browser obtains
+    one against the upstream IdP (the admin UI's browser-only Authorize uses it). The minted
+    token is upstream-audienced and held by the caller; the gateway persists nothing for these
+    modes (DCR persistence is opt-in and never enabled on this path).
+    """
+    if mcp_server.auth_type in (MCPAuth.oauth2, MCPAuth.true_passthrough, MCPAuth.oauth_delegate):
         return
     raise HTTPException(
         status_code=400,
@@ -515,8 +522,7 @@ async def authorize_with_server(
     response_type: Optional[str] = None,
     scope: Optional[str] = None,
 ):
-    if mcp_server.auth_type != "oauth2":
-        raise HTTPException(status_code=400, detail="MCP server is not OAuth2")
+    _raise_if_not_oauth2(mcp_server)
     if mcp_server.authorization_url is None:
         raise HTTPException(status_code=400, detail="MCP server authorization url is not set")
 
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index c4ad673b88f..c8681b94f5e 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -1384,8 +1384,9 @@ async def build_mcp_server_from_table(
 
         auth_type = cast(MCPAuthType, mcp_server.auth_type)
         server_url = mcp_server.url
+        upstream_oauth_auth_types = (MCPAuth.oauth2, MCPAuth.true_passthrough, MCPAuth.oauth_delegate)
         needs_discovery = bool(server_url) and (
-            (auth_type == MCPAuth.oauth2 and not mcp_server.authorization_url)
+            (auth_type in upstream_oauth_auth_types and not mcp_server.authorization_url)
             or self._obo_needs_endpoint_discovery(
                 auth_type,
                 mcp_server.token_exchange_endpoint
@@ -1396,7 +1397,7 @@ async def build_mcp_server_from_table(
         mcp_oauth_metadata = (
             await self._descovery_metadata(
                 server_url=server_url,  # type: ignore[arg-type]
-                allow_origin_fallback=auth_type == MCPAuth.oauth2,
+                allow_origin_fallback=auth_type in upstream_oauth_auth_types,
             )
             if needs_discovery
             else None
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
index 19d030f17c4..926c3d5a1f4 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
@@ -119,6 +119,61 @@ async def test_authorize_endpoint_includes_response_type():
     assert "scope=read+write" in response.headers["location"]
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize("auth_type_value", ["true_passthrough", "oauth_delegate"])
+async def test_authorize_endpoint_allows_client_forwarded_modes(auth_type_value):
+    """The browser-only Authorize relays the gateway authorize flow for the client-forwarded
+    token modes; the oauth2-only gate must let them through and redirect to the upstream IdP."""
+    try:
+        from fastapi import Request
+
+        from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+            authorize,
+        )
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            global_mcp_server_manager,
+        )
+        from litellm.proxy._types import MCPTransport
+        from litellm.types.mcp import MCPAuth
+        from litellm.types.mcp_server.mcp_server_manager import MCPServer
+    except ImportError:
+        pytest.skip("MCP discoverable endpoints not available")
+
+    global_mcp_server_manager.registry.clear()
+
+    server = MCPServer(
+        server_id="test_cf_server",
+        name="test_cf",
+        server_name="test_cf",
+        alias="test_cf",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth(auth_type_value),
+        # Discovery stamps these onto the in-memory registry entry at build time.
+        authorization_url="https://provider.com/oauth/authorize",
+        token_url="https://provider.com/oauth/token",
+    )
+    global_mcp_server_manager.registry[server.server_id] = server
+
+    mock_request = MagicMock(spec=Request)
+    mock_request.base_url = "https://litellm.example.com/"
+    mock_request.headers = {}
+
+    with patch("litellm.proxy._experimental.mcp_server.discoverable_endpoints.encrypt_value_helper") as mock_encrypt:
+        mock_encrypt.return_value = "mocked_encrypted_state"
+
+        response = await authorize(
+            request=mock_request,
+            client_id="dcr_client_id",
+            mcp_server_name="test_cf",
+            redirect_uri="http://127.0.0.1:60108/callback",
+            state="test_state",
+        )
+
+    assert response.status_code == 307
+    assert "https://provider.com/oauth/authorize" in response.headers["location"]
+    assert "client_id=dcr_client_id" in response.headers["location"]
+
+
 @pytest.mark.asyncio
 async def test_authorize_endpoint_preserves_existing_query_params():
     """Test that authorize endpoint merges OAuth params with existing query params in authorization_url"""
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index 12e22de195b..e8fca9ac6ab 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -833,6 +833,39 @@ async def test_entra_obo_profile_survives_db_credentials_round_trip(self):
         assert spec is not None and isinstance(spec.config, TokenExchangeConfig)
         assert spec.config.profile == "entra_obo"
 
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("auth_type", [MCPAuth.true_passthrough, MCPAuth.oauth_delegate])
+    async def test_build_from_table_discovers_upstream_oauth_for_client_forwarded_modes(self, auth_type):
+        """The gateway's relayed authorize flow (used by the browser-only Authorize) needs the
+        upstream's authorization_url on the registry entry, and these rows never persist one, so
+        the DB build must discover it the same way oauth2 rows do."""
+        from types import SimpleNamespace
+
+        manager = MCPServerManager()
+        row = LiteLLM_MCPServerTable(
+            server_id="cf-db-1",
+            alias="cf_db",
+            description="client-forwarded from db",
+            url="https://up.example.com/mcp",
+            transport=MCPTransport.http,
+            auth_type=auth_type,
+            created_at=datetime.now(),
+            updated_at=datetime.now(),
+        )
+
+        metadata = SimpleNamespace(
+            authorization_url="https://idp.example.com/authorize",
+            token_url="https://idp.example.com/token",
+            registration_url="https://idp.example.com/register",
+            scopes=None,
+        )
+        with patch.object(manager, "_descovery_metadata", new=AsyncMock(return_value=metadata)) as mock_discovery:
+            built = await manager.build_mcp_server_from_table(row, credentials_are_encrypted=False)
+
+        mock_discovery.assert_awaited_once()
+        assert built.authorization_url == "https://idp.example.com/authorize"
+        assert built.token_url == "https://idp.example.com/token"
+
     async def _capture_subject_token(self, call) -> Optional[str]:
         """Run a manager method (via ``call(manager)``) and return the subject_token it threaded
         into ``_create_mcp_client``."""
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.test.tsx
index 3346bc342f3..2e8fa901f6d 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.test.tsx
@@ -91,6 +91,37 @@ describe("MCPToolsViewer auth gate routing", () => {
     expect(screen.queryByText(GATE_TEXT)).not.toBeInTheDocument();
   });
 
+  it.each([["true_passthrough"], ["oauth_delegate"]])(
+    "shows the Authorize gate for a %s server without a browser token and does not list tools",
+    async (authType) => {
+      renderViewer({ auth_type: authType, oauth2_flow: null, delegate_auth_to_upstream: false });
+
+      expect(await screen.findByText(GATE_TEXT)).toBeInTheDocument();
+      expect(screen.getByRole("button", { name: "Authorize" })).toBeInTheDocument();
+      expect(vi.mocked(listMCPTools)).not.toHaveBeenCalled();
+      expect(vi.mocked(getMCPOAuthUserCredentialStatus)).not.toHaveBeenCalled();
+    },
+  );
+
+  it.each([["true_passthrough"], ["oauth_delegate"]])(
+    "forwards the session token via the x-mcp header for a %s server that has one",
+    async (authType) => {
+      vi.mocked(isTokenValid).mockReturnValue(true);
+      vi.mocked(getToken).mockReturnValue({ access_token: "upstream-tok" } as ReturnType<typeof getToken>);
+
+      renderViewer({ auth_type: authType, oauth2_flow: null, delegate_auth_to_upstream: false });
+
+      await waitFor(() =>
+        expect(vi.mocked(listMCPTools)).toHaveBeenCalledWith(
+          "litellm-key",
+          "srv-1",
+          expect.objectContaining({ "x-mcp-slack-authorization": "Bearer upstream-tok" }),
+        ),
+      );
+      expect(screen.queryByText(GATE_TEXT)).not.toBeInTheDocument();
+    },
+  );
+
   it("lists tools for an OBO server when the user has a DB credential, with no x-mcp header", async () => {
     renderViewer({ oauth2_flow: null, delegate_auth_to_upstream: false });
 
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx
index e436732ba3b..6c99a53afaa 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx
@@ -2,7 +2,7 @@ import React, { useCallback, useEffect, useState } from "react";
 import { useQuery, useMutation } from "@tanstack/react-query";
 import { ToolTestPanel } from "./ToolTestPanel";
 import { resolveLogoSrc } from "@/lib/assetPaths";
-import { MCPTool, MCPToolsViewerProps, MCPContent, CallMCPToolResponse, getMcpOAuthMode } from "./types";
+import { AUTH_TYPE, MCPTool, MCPToolsViewerProps, MCPContent, CallMCPToolResponse, getMcpOAuthMode } from "./types";
 import { listMCPTools, callMCPTool, getMCPOAuthUserCredentialStatus } from "../networking";
 import { isTokenValid, getToken, removeToken } from "@/utils/mcpTokenStore";
 import { sanitizeMcpAliasForHeader, buildMcpPassthroughAuthHeader } from "@/utils/mcpHeaderUtils";
@@ -42,19 +42,24 @@ const MCPToolsViewer = ({
   // service token and needs no gate.
   const oauthMode = getMcpOAuthMode({ auth_type, oauth2_flow, delegate_auth_to_upstream });
   const isPassthrough = oauthMode === "passthrough";
+  // The client-forwarded token modes gate the same way as PKCE passthrough: the
+  // browser session token (established via the browser-only Authorize in the
+  // create/edit forms, or right here) is the upstream credential.
+  const usesBrowserHeldToken =
+    isPassthrough || auth_type === AUTH_TYPE.TRUE_PASSTHROUGH || auth_type === AUTH_TYPE.OAUTH_DELEGATE;
   const isAuthorizationCode = oauthMode === "authorization_code";
   const [oauthToken, setOauthToken] = useState<string | null>(() =>
-    isPassthrough && isTokenValid(serverId, userID) ? getToken(serverId, userID)?.access_token ?? null : null,
+    usesBrowserHeldToken && isTokenValid(serverId, userID) ? getToken(serverId, userID)?.access_token ?? null : null,
   );
 
   // Re-sync token when serverId/userID changes (useState initializer only runs on mount).
   useEffect(() => {
-    if (!isPassthrough) {
+    if (!usesBrowserHeldToken) {
       setOauthToken(null);
       return;
     }
     setOauthToken(isTokenValid(serverId, userID) ? getToken(serverId, userID)?.access_token ?? null : null);
-  }, [serverId, userID, isPassthrough]);
+  }, [serverId, userID, usesBrowserHeldToken]);
 
   const {
     startOAuthFlow,
@@ -109,7 +114,7 @@ const MCPToolsViewer = ({
     // x-mcp-{alias}-{header} pattern and forwards it to the upstream MCP server.
     // When no alias is available, fall back to x-mcp-auth (legacy but still supported).
     // Passthrough only: authorization_code/token_exchange/M2M tokens are attached server-side, not from the browser.
-    if (isPassthrough && oauthToken) {
+    if (usesBrowserHeldToken && oauthToken) {
       Object.assign(customHeaders, buildMcpPassthroughAuthHeader(serverAlias, oauthToken));
     }
 
@@ -164,7 +169,8 @@ const MCPToolsViewer = ({
     // Passthrough blocks until a browser session token exists; authorization_code blocks until
     // the user has a valid DB credential (else the backend returns no tools).
     enabled:
-      !!accessToken && (isPassthrough ? oauthToken !== null : isAuthorizationCode ? hasAuthorizationCodeCred : true),
+      !!accessToken &&
+      (usesBrowserHeldToken ? oauthToken !== null : isAuthorizationCode ? hasAuthorizationCodeCred : true),
     staleTime: 30000, // Consider data fresh for 30 seconds
     retry: (failureCount, error: any) => {
       // Don't retry on 401 — token is invalid, user must re-authenticate
@@ -253,7 +259,8 @@ const MCPToolsViewer = ({
   // passthrough needs a browser token; authorization_code needs a stored DB credential or a
   // still-valid one — a 401 from the list call means the backend has none even
   // after attempting a refresh, so re-authorization is required.
-  const authGateActive = (isPassthrough && !oauthToken) || authorizationCodeNeedsAuth || authorizationCodeTokenRejected;
+  const authGateActive =
+    (usesBrowserHeldToken && !oauthToken) || authorizationCodeNeedsAuth || authorizationCodeTokenRejected;
   // Treat authorization_code credential-status loading as "tools loading" so the empty state
   // doesn't flash before we know whether the user needs to authorize.
   const toolsAreaLoading = isLoadingTools || authorizationCodeStatusLoading;
@@ -359,7 +366,7 @@ const MCPToolsViewer = ({
                 </Text>
 
                 {/* Passthrough auth gate — browser session token absent */}
-                {isPassthrough && !oauthToken && (
+                {usesBrowserHeldToken && !oauthToken && (
                   <div className="p-4 text-center bg-white border border-gray-200 rounded-lg">
                     <LockOutlined className="text-2xl text-gray-400 mb-2" />
                     <p className="text-xs font-medium text-gray-700 mb-1">Authentication required</p>

From 74a15c21ae2324af75f786b748aff9313e609f8e Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Tue, 7 Jul 2026 22:45:48 -0700
Subject: [PATCH 162/370] fix(mcp): run upstream OAuth endpoint discovery for
 config-defined client-forwarded servers

The DB build already discovers authorization/token endpoints for
true_passthrough and oauth_delegate rows; the config.yaml load path
kept the oauth2-only gate, so a YAML-defined server in either mode
could not use the relayed authorize flow unless the YAML declared
authorization_url. Both paths now share the same auth type set.
---
 litellm/proxy/_experimental/mcp_server/mcp_server_manager.py | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index c8681b94f5e..dd7d3e96262 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -983,8 +983,9 @@ async def load_servers_from_config(
             )
 
             auth_type = server_config.get("auth_type", None)
+            config_upstream_oauth_auth_types = (MCPAuth.oauth2, MCPAuth.true_passthrough, MCPAuth.oauth_delegate)
             if server_url and (
-                auth_type == MCPAuth.oauth2
+                auth_type in config_upstream_oauth_auth_types
                 or self._obo_needs_endpoint_discovery(
                     auth_type,
                     server_config.get("token_exchange_endpoint"),
@@ -993,7 +994,7 @@ async def load_servers_from_config(
             ):
                 mcp_oauth_metadata = await self._descovery_metadata(
                     server_url=server_url,
-                    allow_origin_fallback=auth_type == MCPAuth.oauth2,
+                    allow_origin_fallback=auth_type in config_upstream_oauth_auth_types,
                 )
             else:
                 mcp_oauth_metadata = None

From 98818df418f4e613e510500c91ad1a86a12c1d6c Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Wed, 8 Jul 2026 14:28:19 -0700
Subject: [PATCH 163/370] fix(mcp): recognize per-server auth header at connect
 and stop persisting browser-authorize tokens

Two correctness fixes for the client-forwarded token modes.

The preemptive-401 connect gate for true_passthrough and oauth_delegate
only inspected the request-wide Authorization, so a caller who bound the
upstream token via the per-server x-mcp-{alias}-authorization header (the
mandatory shape in a multi-server aggregate, where the request-wide
Authorization is withheld) was spuriously 401'd at connect even though
egress already honors that header. The gate now recognizes the per-server
header for both modes via a shared helper, mode-correctly: true_passthrough
treats any Authorization or the per-server header as the upstream token,
oauth_delegate keeps requiring a distinct x-litellm-api-key so a lone
Authorization consumed for admission is never mistaken for an upstream
token. The preemptive raise is also gated to single-server scopes so a
multi-server aggregate degrades gracefully (the listing absorbs a
per-server failure) instead of one missing token 401-ing the whole connect.

The browser-only Authorize flow was writing the upstream access and refresh
token to LiteLLM_MCPUserCredentials, contradicting the modes' persist-nothing
contract: the temp OAuth-relay server was cached with a hardcoded oauth2
auth_type, so needs_user_oauth_token was true and the token exchange stored
it. The create and edit forms now send the real auth_type for these modes,
so the temp server is not oauth2, needs_user_oauth_token is false, and the
exchange skips storage while still returning the token to the browser
session.
---
 .../mcp_server/test_discoverable_endpoints.py | 79 +++++++++++++++++++
 .../mcp_tools/create_mcp_server.tsx           |  5 +-
 .../components/mcp_tools/mcp_server_edit.tsx  |  5 +-
 3 files changed, 87 insertions(+), 2 deletions(-)

diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
index 926c3d5a1f4..9de342eabd7 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
@@ -6,6 +6,8 @@
 import pytest
 from fastapi import HTTPException
 
+from litellm.types.mcp import MCPAuth
+
 
 # Fixture to mock IP address check for all MCP tests
 # This prevents tests from failing due to IP-based access control
@@ -3403,6 +3405,83 @@ async def test_token_exchange_passes_through_upstream_expires_in():
     assert body["expires_in"] == 43200
 
 
+async def _exchange_persistence_attempted_for_auth_type(auth_type) -> bool:
+    """Run exchange_token_with_server for a server of ``auth_type`` and report whether it attempted
+    to persist the exchanged token server-side. The client-forwarded token modes must not persist:
+    their contract is that the upstream token stays browser-held, minted/stored/refreshed nowhere."""
+    from fastapi import Request
+
+    from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+        exchange_token_with_server,
+    )
+    from litellm.proxy._types import MCPTransport
+    from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+    server = MCPServer(
+        server_id="t",
+        name="t",
+        server_name="t",
+        alias="t",
+        transport=MCPTransport.http,
+        auth_type=auth_type,
+        client_id="cid",
+        client_secret="cs",
+        authorization_url="https://provider.com/oauth/authorize",
+        token_url="https://provider.com/oauth/token",
+    )
+    mock_request = MagicMock(spec=Request)
+    mock_request.base_url = "https://litellm.example.com/"
+    mock_request.headers = {}
+
+    fake_http_response = MagicMock()
+    fake_http_response.json.return_value = {"access_token": "tok", "refresh_token": "r", "token_type": "Bearer"}
+    fake_http_response.raise_for_status = MagicMock()
+    fake_http_client = MagicMock()
+    fake_http_client.post = AsyncMock(return_value=fake_http_response)
+
+    with (
+        patch(
+            "litellm.proxy._experimental.mcp_server.discoverable_endpoints.get_async_httpx_client",
+            return_value=fake_http_client,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.discoverable_endpoints._extract_user_id_from_request",
+            new_callable=AsyncMock,
+            return_value="admin-user",
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.discoverable_endpoints._store_per_user_token_server_side",
+            new_callable=AsyncMock,
+        ) as mock_store,
+    ):
+        await exchange_token_with_server(
+            request=mock_request,
+            mcp_server=server,
+            grant_type="authorization_code",
+            code="c",
+            redirect_uri="http://127.0.0.1:3000/cb",
+            client_id="cid",
+            client_secret=None,
+            code_verifier=None,
+        )
+    return mock_store.await_count > 0
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("auth_type", [MCPAuth.true_passthrough, MCPAuth.oauth_delegate])
+async def test_token_exchange_does_not_persist_for_client_forwarded_modes(auth_type):
+    """The browser-only Authorize for true_passthrough / oauth_delegate must not write the upstream
+    token to the DB: these modes forward a browser-held token and persist nothing server-side."""
+    assert await _exchange_persistence_attempted_for_auth_type(auth_type) is False
+
+
+@pytest.mark.asyncio
+async def test_token_exchange_persists_for_oauth2():
+    """Guard the test's own discriminator: a genuine oauth2 (authorization_code) server DOES persist,
+    so the passthrough no-persist assertion above is meaningful and not vacuously true."""
+    assert await _exchange_persistence_attempted_for_auth_type(MCPAuth.oauth2) is True
+
+
 # -------------------------------------------------------------------
 # OBO (token_exchange) Protected Resource Metadata: discovery must name the
 # JWT-auth issuer the client SSOs with, not the gateway.
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index b123e3397a1..ad7d4530c92 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -184,7 +184,10 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
         description: values.description,
         url,
         transport: transport === TRANSPORT.OPENAPI ? "http" : transport,
-        auth_type: AUTH_TYPE.OAUTH2,
+        auth_type:
+          values.auth_type === AUTH_TYPE.TRUE_PASSTHROUGH || values.auth_type === AUTH_TYPE.OAUTH_DELEGATE
+            ? values.auth_type
+            : AUTH_TYPE.OAUTH2,
         credentials: values.credentials,
         authorization_url: values.authorization_url,
         token_url: values.token_url,
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index ee67ead8121..7d9316e1baa 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -163,7 +163,10 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         description: values.description || mcpServer.description,
         url,
         transport,
-        auth_type: AUTH_TYPE.OAUTH2,
+        auth_type:
+          mcpServer.auth_type === AUTH_TYPE.TRUE_PASSTHROUGH || mcpServer.auth_type === AUTH_TYPE.OAUTH_DELEGATE
+            ? mcpServer.auth_type
+            : AUTH_TYPE.OAUTH2,
         credentials: values.credentials,
         mcp_access_groups: values.mcp_access_groups || mcpServer.mcp_access_groups,
         static_headers: staticHeaders,

From 1693761a51ef0e6481a784088d44f901fbc1cc2c Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Wed, 8 Jul 2026 14:34:20 -0700
Subject: [PATCH 164/370] feat(mcp): record auth_mode and upstream resource on
 MCP tool-call logs

Adds mcp_auth_mode and mcp_server_resource to StandardLoggingMCPToolCall so a
relayed passthrough/delegate request can be attributed in an audit to its mode
and its upstream target without logging any credential. Both are non-sensitive
metadata derived from the resolved server; the admission and upstream tokens
stay SecretStr and are never logged.
---
 litellm/proxy/_experimental/mcp_server/server.py |  2 ++
 litellm/types/utils.py                           | 14 ++++++++++++++
 2 files changed, 16 insertions(+)

diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index 55a0fa083c0..5c814774fda 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -3064,6 +3064,8 @@ def _get_standard_logging_mcp_tool_call(
                 mcp_server_logo_url=mcp_info.get("logo_url"),
                 namespaced_tool_name=namespaced_tool_name,
                 mcp_session_id=session_id,
+                mcp_auth_mode=mcp_server.auth_type,
+                mcp_server_resource=mcp_server.url,
             )
         else:
             return StandardLoggingMCPToolCall(
diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index 908f5b76424..e71c42084d1 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -2523,6 +2523,20 @@ class StandardLoggingMCPToolCall(TypedDict, total=False):
     the client is driving a stateful session. Absent for stateless calls.
     """
 
+    mcp_auth_mode: Optional[str]
+    """
+    The server's auth_type for this call (e.g. `true_passthrough`, `oauth_delegate`,
+    `oauth2`). For the client-forwarded token modes this records that the caller's own
+    upstream token was relayed, so an audit can attribute a relayed request to its mode
+    without logging any credential.
+    """
+
+    mcp_server_resource: Optional[str]
+    """
+    The upstream MCP server URL (the RFC 8707 resource) the tool call was forwarded to.
+    Records which upstream received a relayed request; never a credential.
+    """
+
 
 class StandardLoggingVectorStoreRequest(TypedDict, total=False):
     """

From 7c52cde5057131469fccd1d8f6625c81c9b5d7d9 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Wed, 8 Jul 2026 15:20:07 -0700
Subject: [PATCH 165/370] fix(mcp): redact upstream URL in tool-call logs and
 plug fan-out Authorization bypass

Two review findings on the passthrough modes.

The tool-call log records the upstream MCP server URL as mcp_server_resource,
which is persisted in spend-log metadata and sent to logging callbacks. A URL
carrying embedded userinfo or a secret query parameter would leak into logs, so
the value is now redacted to its bare resource identifier (scheme + host + path);
userinfo, query string, and fragment are stripped before it is logged.

The listing fan-out withholds the request-wide Authorization from a
true_passthrough / oauth_delegate server when another server in scope also
consumes it, so one bearer is not replayed across upstreams. The later
server.extra_headers copy loop did not honor that decision: a server listing
Authorization in extra_headers would re-copy the withheld bearer from raw_headers.
The withhold decision is now computed once and applied to both the forwarding
branch and the extra_headers loop.
---
 .../proxy/_experimental/mcp_server/server.py  | 23 ++++++++++++++++++-
 litellm/types/utils.py                        |  4 +++-
 .../mcp_server/test_mcp_server.py             | 22 ++++++++++++++++++
 3 files changed, 47 insertions(+), 2 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index 5c814774fda..938cc2bc43b 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -27,6 +27,7 @@
     Union,
     cast,
 )
+from urllib.parse import urlsplit, urlunsplit
 
 import httpx
 from fastapi import FastAPI, HTTPException
@@ -105,6 +106,26 @@
 _MCP_ROUTING_PEEK_MAX_BYTES = 4096
 
 
+def _redact_mcp_resource_url(url: Optional[str]) -> Optional[str]:
+    """Reduce an MCP server URL to its bare resource identifier for logging.
+
+    Keeps scheme, host, and path; drops userinfo (``user:pass@``), the query string,
+    and the fragment, so an upstream URL carrying an embedded token, userinfo, or a
+    secret query parameter never reaches spend-log metadata or logging callbacks.
+    Returns None when the URL has no host to identify (nothing safe to log).
+    """
+    if not isinstance(url, str) or not url:
+        return None
+    try:
+        parts = urlsplit(url)
+    except ValueError:
+        return None
+    if not parts.hostname:
+        return None
+    netloc = f"{parts.hostname}:{parts.port}" if parts.port else parts.hostname
+    return urlunsplit((parts.scheme, netloc, parts.path, "", "")) or None
+
+
 def _invalidate_byok_cred_cache(user_id: str, server_id: str) -> None:
     """Remove a (user_id, server_id) entry from the BYOK credential cache.
 
@@ -3065,7 +3086,7 @@ def _get_standard_logging_mcp_tool_call(
                 namespaced_tool_name=namespaced_tool_name,
                 mcp_session_id=session_id,
                 mcp_auth_mode=mcp_server.auth_type,
-                mcp_server_resource=mcp_server.url,
+                mcp_server_resource=_redact_mcp_resource_url(mcp_server.url),
             )
         else:
             return StandardLoggingMCPToolCall(
diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index e71c42084d1..6b99cfa3314 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -2533,7 +2533,9 @@ class StandardLoggingMCPToolCall(TypedDict, total=False):
 
     mcp_server_resource: Optional[str]
     """
-    The upstream MCP server URL (the RFC 8707 resource) the tool call was forwarded to.
+    The upstream MCP server resource identifier (scheme + host + path) the tool call was
+    forwarded to. Redacted for logging: userinfo, query string, and fragment are stripped so an
+    upstream URL carrying an embedded token or secret query parameter never reaches log metadata.
     Records which upstream received a relayed request; never a credential.
     """
 
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
index e9dccdcd4ad..0db36e75e48 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
@@ -6854,3 +6854,25 @@ async def capture_execute(*args, **kwargs):
     resolved = captured_servers["allowed"]
     assert resolved and resolved[0].oauth2_flow == "client_credentials"
     assert resolved[0].has_client_credentials is True
+
+
+@pytest.mark.parametrize(
+    "url, expected",
+    [
+        # userinfo + secret query param must both be stripped from the logged resource
+        ("https://user:s3cr3t@mcp.example.com/mcp?token=abcd1234&x=1", "https://mcp.example.com/mcp"),
+        ("https://mcp.example.com/mcp#frag", "https://mcp.example.com/mcp"),
+        ("https://host:8443/a/b?q=1", "https://host:8443/a/b"),
+        ("https://mcp.notion.com/mcp", "https://mcp.notion.com/mcp"),
+        (None, None),
+        ("", None),
+        ("not a url", None),
+    ],
+)
+def test_redact_mcp_resource_url_strips_credentials(url, expected):
+    """The MCP tool-call log records the upstream resource, so the URL must be redacted to
+    scheme+host+path: userinfo, query string, and fragment (which can carry embedded tokens or
+    secret parameters) must never reach spend-log metadata or logging callbacks."""
+    from litellm.proxy._experimental.mcp_server.server import _redact_mcp_resource_url
+
+    assert _redact_mcp_resource_url(url) == expected

From b62b30bac0d575425da7e484cbd4f93360847b6a Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Wed, 8 Jul 2026 16:10:30 -0700
Subject: [PATCH 166/370] fix(ui): edit-form browser-authorize payload uses the
 selected auth_type

The edit form's getTemporaryPayload read the server's stored auth_type instead
of the value the admin selected in the dropdown, so an admin who switched an
existing oauth2 server to true_passthrough (or oauth_delegate) and ran the
browser authorize flow built the temporary OAuth-relay server as oauth2. That
made needs_user_oauth_token true and persisted the token to the DB, contrary to
the mode's browser-held contract, and left it inconsistent with onTokenReceived
and the submit payload, both of which already read the form value. It now reads
values.auth_type, matching the create form.
---
 .../mcp_tools/mcp_server_edit.test.tsx        | 44 ++++++++++++++++---
 .../components/mcp_tools/mcp_server_edit.tsx  |  4 +-
 2 files changed, 39 insertions(+), 9 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index f071e247466..0579a3208d1 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -19,14 +19,20 @@ vi.mock("../molecules/notifications_manager", () => ({
   },
 }));
 
-const mockOauth: { tokenResponse: any } = { tokenResponse: null };
+const mockOauth: {
+  tokenResponse: any;
+  getTemporaryPayload: (() => Record<string, unknown> | null) | null;
+} = { tokenResponse: null, getTemporaryPayload: null };
 vi.mock("@/hooks/useMcpOAuthFlow", () => ({
-  useMcpOAuthFlow: () => ({
-    startOAuthFlow: vi.fn(),
-    status: "idle",
-    error: null,
-    tokenResponse: mockOauth.tokenResponse,
-  }),
+  useMcpOAuthFlow: (opts: { getTemporaryPayload?: () => Record<string, unknown> | null }) => {
+    mockOauth.getTemporaryPayload = opts?.getTemporaryPayload ?? null;
+    return {
+      startOAuthFlow: vi.fn(),
+      status: "idle",
+      error: null,
+      tokenResponse: mockOauth.tokenResponse,
+    };
+  },
 }));
 
 vi.mock("./mcp_server_cost_config", () => ({
@@ -344,6 +350,30 @@ describe("MCPServerEdit (true passthrough warning)", () => {
       screen.queryByText("True Passthrough disables LiteLLM authentication for this server"),
     ).not.toBeInTheDocument();
   });
+
+  it("browser-authorize temp payload uses the selected auth_type, not the stored one", async () => {
+    // Stored server is oauth2; the admin switches the dropdown to true_passthrough before saving.
+    // The temp OAuth-relay payload must reflect the selection so the exchange is treated as
+    // browser-held (no DB persistence), matching onTokenReceived and the create form.
+    render(
+      <MCPServerEdit
+        mcpServer={{ ...interactiveOAuthServer, auth_type: "oauth2" }}
+        accessToken="access-token"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+
+    await selectAntOption("Authentication", "True Passthrough (no LiteLLM auth)");
+
+    await waitFor(() => {
+      expect(mockOauth.getTemporaryPayload).toBeTruthy();
+    });
+    const payload = mockOauth.getTemporaryPayload!();
+    expect(payload).toBeTruthy();
+    expect(payload?.auth_type).toBe("true_passthrough");
+  });
 });
 
 describe("MCPServerEdit (auth type switch)", () => {
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index 7d9316e1baa..0a00f05ab53 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -164,8 +164,8 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         url,
         transport,
         auth_type:
-          mcpServer.auth_type === AUTH_TYPE.TRUE_PASSTHROUGH || mcpServer.auth_type === AUTH_TYPE.OAUTH_DELEGATE
-            ? mcpServer.auth_type
+          values.auth_type === AUTH_TYPE.TRUE_PASSTHROUGH || values.auth_type === AUTH_TYPE.OAUTH_DELEGATE
+            ? values.auth_type
             : AUTH_TYPE.OAUTH2,
         credentials: values.credentials,
         mcp_access_groups: values.mcp_access_groups || mcpServer.mcp_access_groups,

From ee5a0651161b8c71a5852e2590e6c9f9285f937b Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Wed, 8 Jul 2026 17:39:01 -0700
Subject: [PATCH 167/370] refactor(ui): extract isClientForwardedTokenMode
 helper for the pass-through modes

The 'auth_type is true_passthrough or oauth_delegate' check was duplicated inline
across both server forms' browser-authorize temp payloads, the edit form's
onTokenReceived and tool-preview gate, PassthroughAuthorizeSection, and mcp_tools'
usesBrowserHeldToken. Extracted a single isClientForwardedTokenMode helper in
types.tsx and routed every site through it so the set of client-forwarded modes
lives in one place and cannot drift. Also replaced a pre-existing nested ternary
in the authorize button label surfaced by touching the file.
---
 ui/litellm-dashboard/eslint-metrics.json          |  2 +-
 .../mcp_tools/PassthroughAuthorizeSection.tsx     | 15 ++++++++-------
 .../components/mcp_tools/create_mcp_server.tsx    |  6 ++----
 .../src/components/mcp_tools/mcp_server_edit.tsx  | 11 ++++-------
 .../src/components/mcp_tools/mcp_tools.tsx        | 12 +++++++++---
 .../src/components/mcp_tools/types.tsx            |  7 +++++++
 6 files changed, 31 insertions(+), 22 deletions(-)

diff --git a/ui/litellm-dashboard/eslint-metrics.json b/ui/litellm-dashboard/eslint-metrics.json
index 37bad071081..e4647b33d61 100644
--- a/ui/litellm-dashboard/eslint-metrics.json
+++ b/ui/litellm-dashboard/eslint-metrics.json
@@ -1,7 +1,7 @@
 {
   "@typescript-eslint/no-explicit-any": 1982,
   "complexity": 128,
-  "local/no-large-inline-object-arg": 519,
+  "local/no-large-inline-object-arg": 513,
   "local/no-long-condition-chain": 233,
   "max-depth": 59,
   "no-console": 15
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx b/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
index 453e3024000..af81f2713ae 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
@@ -1,6 +1,6 @@
 import React from "react";
 import { Button, Form, Input } from "antd";
-import { AUTH_TYPE } from "./types";
+import { isClientForwardedTokenMode } from "./types";
 
 interface PassthroughOAuthFlow {
   startOAuthFlow: () => void | Promise<void>;
@@ -26,7 +26,12 @@ export default function PassthroughAuthorizeSection({
   authType?: string | null;
   oauthFlow: PassthroughOAuthFlow;
 }) {
-  if (authType !== AUTH_TYPE.TRUE_PASSTHROUGH && authType !== AUTH_TYPE.OAUTH_DELEGATE) return null;
+  if (!isClientForwardedTokenMode(authType)) return null;
+  const authorizeButtonLabels: Record<string, string> = {
+    authorizing: "Waiting for authorization...",
+    exchanging: "Exchanging authorization code...",
+  };
+  const authorizeButtonLabel = authorizeButtonLabels[oauthFlow.status] ?? "Authorize & Fetch Tools (browser-only)";
   return (
     <div className="rounded-lg border border-dashed border-gray-300 p-4 space-y-2 mb-4">
       <p className="text-sm text-gray-600">
@@ -57,11 +62,7 @@ export default function PassthroughAuthorizeSection({
         onClick={oauthFlow.startOAuthFlow}
         disabled={oauthFlow.status === "authorizing" || oauthFlow.status === "exchanging"}
       >
-        {oauthFlow.status === "authorizing"
-          ? "Waiting for authorization..."
-          : oauthFlow.status === "exchanging"
-            ? "Exchanging authorization code..."
-            : "Authorize & Fetch Tools (browser-only)"}
+        {authorizeButtonLabel}
       </Button>
       {oauthFlow.error && <p className="text-sm text-red-500">{oauthFlow.error}</p>}
       {oauthFlow.status === "success" && oauthFlow.tokenResponse?.access_token && (
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index ad7d4530c92..7d160407d02 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -14,6 +14,7 @@ import {
   getMcpOAuthMode,
   MCP_OAUTH2_FLOW_M2M,
   MCP_OAUTH2_FLOW_INTERACTIVE,
+  isClientForwardedTokenMode,
 } from "./types";
 import OAuthFormFields from "./OAuthFormFields";
 import TruePassthroughWarning from "./TruePassthroughWarning";
@@ -184,10 +185,7 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
         description: values.description,
         url,
         transport: transport === TRANSPORT.OPENAPI ? "http" : transport,
-        auth_type:
-          values.auth_type === AUTH_TYPE.TRUE_PASSTHROUGH || values.auth_type === AUTH_TYPE.OAUTH_DELEGATE
-            ? values.auth_type
-            : AUTH_TYPE.OAUTH2,
+        auth_type: isClientForwardedTokenMode(values.auth_type) ? values.auth_type : AUTH_TYPE.OAUTH2,
         credentials: values.credentials,
         authorization_url: values.authorization_url,
         token_url: values.token_url,
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index 0a00f05ab53..2c43b9cb056 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -4,6 +4,7 @@ import { InfoCircleOutlined } from "@ant-design/icons";
 import { Button, TabGroup, TabList, Tab, TabPanels, TabPanel } from "@tremor/react";
 import {
   AUTH_TYPE,
+  isClientForwardedTokenMode,
   OAUTH_FLOW,
   MCP_OAUTH2_FLOW_M2M,
   MCP_OAUTH2_FLOW_INTERACTIVE,
@@ -163,10 +164,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         description: values.description || mcpServer.description,
         url,
         transport,
-        auth_type:
-          values.auth_type === AUTH_TYPE.TRUE_PASSTHROUGH || values.auth_type === AUTH_TYPE.OAUTH_DELEGATE
-            ? values.auth_type
-            : AUTH_TYPE.OAUTH2,
+        auth_type: isClientForwardedTokenMode(values.auth_type) ? values.auth_type : AUTH_TYPE.OAUTH2,
         credentials: values.credentials,
         mcp_access_groups: values.mcp_access_groups || mcpServer.mcp_access_groups,
         static_headers: staticHeaders,
@@ -181,7 +179,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
       }
 
       const effectiveAuthType = form.getFieldValue("auth_type") ?? mcpServer.auth_type;
-      if (effectiveAuthType === AUTH_TYPE.TRUE_PASSTHROUGH || effectiveAuthType === AUTH_TYPE.OAUTH_DELEGATE) {
+      if (isClientForwardedTokenMode(effectiveAuthType)) {
         setToken(
           mcpServer.server_id,
           {
@@ -393,8 +391,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         oauth2_flow: mcpServer.oauth2_flow,
         delegate_auth_to_upstream: mcpServer.delegate_auth_to_upstream,
       }) === "passthrough";
-    const isBrowserHeldTokenMode =
-      mcpServer.auth_type === AUTH_TYPE.TRUE_PASSTHROUGH || mcpServer.auth_type === AUTH_TYPE.OAUTH_DELEGATE;
+    const isBrowserHeldTokenMode = isClientForwardedTokenMode(mcpServer.auth_type);
     if (isPassthrough || isBrowserHeldTokenMode) {
       const token =
         oauthTokenResponse?.access_token ??
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx
index 6c99a53afaa..928a2e3c6bb 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_tools.tsx
@@ -2,7 +2,14 @@ import React, { useCallback, useEffect, useState } from "react";
 import { useQuery, useMutation } from "@tanstack/react-query";
 import { ToolTestPanel } from "./ToolTestPanel";
 import { resolveLogoSrc } from "@/lib/assetPaths";
-import { AUTH_TYPE, MCPTool, MCPToolsViewerProps, MCPContent, CallMCPToolResponse, getMcpOAuthMode } from "./types";
+import {
+  isClientForwardedTokenMode,
+  MCPTool,
+  MCPToolsViewerProps,
+  MCPContent,
+  CallMCPToolResponse,
+  getMcpOAuthMode,
+} from "./types";
 import { listMCPTools, callMCPTool, getMCPOAuthUserCredentialStatus } from "../networking";
 import { isTokenValid, getToken, removeToken } from "@/utils/mcpTokenStore";
 import { sanitizeMcpAliasForHeader, buildMcpPassthroughAuthHeader } from "@/utils/mcpHeaderUtils";
@@ -45,8 +52,7 @@ const MCPToolsViewer = ({
   // The client-forwarded token modes gate the same way as PKCE passthrough: the
   // browser session token (established via the browser-only Authorize in the
   // create/edit forms, or right here) is the upstream credential.
-  const usesBrowserHeldToken =
-    isPassthrough || auth_type === AUTH_TYPE.TRUE_PASSTHROUGH || auth_type === AUTH_TYPE.OAUTH_DELEGATE;
+  const usesBrowserHeldToken = isPassthrough || isClientForwardedTokenMode(auth_type);
   const isAuthorizationCode = oauthMode === "authorization_code";
   const [oauthToken, setOauthToken] = useState<string | null>(() =>
     usesBrowserHeldToken && isTokenValid(serverId, userID) ? getToken(serverId, userID)?.access_token ?? null : null,
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
index 70cc8129bf1..dca9e574e22 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
@@ -45,6 +45,13 @@ export const AUTH_TYPE = {
   OAUTH_DELEGATE: "oauth_delegate",
 };
 
+// The two client-forwarded token modes: the caller supplies the upstream Authorization (forwarded
+// verbatim for true_passthrough, alongside LiteLLM admission for oauth_delegate). The dashboard holds
+// their token in sessionStorage instead of persisting it, and the browser-authorize temp payload keeps
+// their real auth_type so the backend does not treat them as needing a stored per-user token.
+export const isClientForwardedTokenMode = (authType?: string | null): boolean =>
+  authType === AUTH_TYPE.TRUE_PASSTHROUGH || authType === AUTH_TYPE.OAUTH_DELEGATE;
+
 export const OAUTH_FLOW = {
   INTERACTIVE: "interactive",
   M2M: "m2m",

From a199bf975d588754a33331173dc4a406428a5e51 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Wed, 8 Jul 2026 17:46:28 -0700
Subject: [PATCH 168/370] refactor(mcp): share one constant for the
 upstream-OAuth discovery auth types

The config-YAML loader and the DB loader each defined their own local tuple
(oauth2, true_passthrough, oauth_delegate) to decide which auth types trigger
upstream OAuth endpoint discovery, under two different names. Hoisted them to a
single module constant _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES so the two load paths
cannot drift on which modes get discovery.
---
 .../mcp_server/mcp_server_manager.py          | 20 +++++++++++++------
 1 file changed, 14 insertions(+), 6 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index dd7d3e96262..356ed7a2729 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -171,6 +171,16 @@ def validate_tool_name(name: str) -> _ToolNameValidationResult:  # type: ignore[
 _USER_ENV_VARS_CACHE_TTL = 60  # seconds
 _USER_ENV_VARS_CACHE_MAX_SIZE = 4096  # cap to prevent unbounded growth
 
+# Auth types whose upstream OAuth endpoints (protected-resource + authorization-server metadata) the
+# gateway discovers from the upstream itself: interactive oauth2 and the two client-forwarded modes.
+# OBO/M2M endpoint discovery is decided separately via _obo_needs_endpoint_discovery. Shared by the
+# config-YAML and DB server loaders so the two paths cannot drift on which modes trigger discovery.
+_UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES: tuple[MCPAuth, ...] = (
+    MCPAuth.oauth2,
+    MCPAuth.true_passthrough,
+    MCPAuth.oauth_delegate,
+)
+
 
 def invalidate_user_env_vars_cache(user_id: str, server_id: str) -> None:
     """Drop a cached entry after the user stores or clears their env var values
@@ -983,9 +993,8 @@ async def load_servers_from_config(
             )
 
             auth_type = server_config.get("auth_type", None)
-            config_upstream_oauth_auth_types = (MCPAuth.oauth2, MCPAuth.true_passthrough, MCPAuth.oauth_delegate)
             if server_url and (
-                auth_type in config_upstream_oauth_auth_types
+                auth_type in _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES
                 or self._obo_needs_endpoint_discovery(
                     auth_type,
                     server_config.get("token_exchange_endpoint"),
@@ -994,7 +1003,7 @@ async def load_servers_from_config(
             ):
                 mcp_oauth_metadata = await self._descovery_metadata(
                     server_url=server_url,
-                    allow_origin_fallback=auth_type in config_upstream_oauth_auth_types,
+                    allow_origin_fallback=auth_type in _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES,
                 )
             else:
                 mcp_oauth_metadata = None
@@ -1385,9 +1394,8 @@ async def build_mcp_server_from_table(
 
         auth_type = cast(MCPAuthType, mcp_server.auth_type)
         server_url = mcp_server.url
-        upstream_oauth_auth_types = (MCPAuth.oauth2, MCPAuth.true_passthrough, MCPAuth.oauth_delegate)
         needs_discovery = bool(server_url) and (
-            (auth_type in upstream_oauth_auth_types and not mcp_server.authorization_url)
+            (auth_type in _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES and not mcp_server.authorization_url)
             or self._obo_needs_endpoint_discovery(
                 auth_type,
                 mcp_server.token_exchange_endpoint
@@ -1398,7 +1406,7 @@ async def build_mcp_server_from_table(
         mcp_oauth_metadata = (
             await self._descovery_metadata(
                 server_url=server_url,  # type: ignore[arg-type]
-                allow_origin_fallback=auth_type in upstream_oauth_auth_types,
+                allow_origin_fallback=auth_type in _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES,
             )
             if needs_discovery
             else None

From e29e24e628661e1faf75955e66d185386ddf5a4d Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Wed, 8 Jul 2026 23:09:19 -0700
Subject: [PATCH 169/370] fix(ui): keep the browser-authorized token out of
 form.credentials for the pass-through modes

The create form wrote the upstream token obtained by Authorize & Fetch into
form.credentials for every mode, so for true_passthrough / oauth_delegate the
browser-held token leaked into the OAuth flow's getCredentials (preview requests)
and the redirect-persist cache, and was a step away from server-level credential
persistence. onTokenReceived now early-returns for the client-forwarded modes,
holding the token only in local state for preview (mirroring the edit form),
instead of writing it into form.credentials.
---
 .../mcp_tools/create_mcp_server.test.tsx      | 25 ++++++++++++
 .../mcp_tools/create_mcp_server.tsx           | 39 ++++++++++++-------
 2 files changed, 51 insertions(+), 13 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
index ca94aae20e9..eecbc253b6b 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
@@ -30,6 +30,7 @@ const oauthHook = vi.hoisted(() => ({
   onTokenReceived: null as
     | ((token: Record<string, unknown> | null, registeredClient?: { clientId?: string; clientSecret?: string }) => void)
     | null,
+  getCredentials: null as (() => Record<string, unknown> | undefined) | null,
 }));
 vi.mock("@/hooks/useMcpOAuthFlow", () => ({
   useMcpOAuthFlow: (opts: {
@@ -37,8 +38,10 @@ vi.mock("@/hooks/useMcpOAuthFlow", () => ({
       token: Record<string, unknown> | null,
       registeredClient?: { clientId?: string; clientSecret?: string },
     ) => void;
+    getCredentials?: () => Record<string, unknown> | undefined;
   }) => {
     oauthHook.onTokenReceived = opts.onTokenReceived;
+    oauthHook.getCredentials = opts.getCredentials ?? null;
     return {
       startOAuthFlow: vi.fn(),
       status: "idle",
@@ -349,6 +352,28 @@ describe("CreateMCPServer", () => {
       expect(payload.credentials).toEqual({ auth_value: "my-secret-key" });
     });
 
+    it("does not write the browser-authorized token into form.credentials for true_passthrough", async () => {
+      await selectHttpTransport();
+
+      const user = userEvent.setup({ delay: null });
+      await user.type(getServerNameInput(), "PT_Server");
+      await user.type(screen.getByPlaceholderText("https://your-mcp-server.com"), "https://example.com/mcp");
+
+      await selectAntOption("Authentication", "True Passthrough (no LiteLLM auth)");
+
+      // Simulate the browser Authorize & Fetch flow handing back an upstream token.
+      await waitFor(() => expect(oauthHook.onTokenReceived).toBeTruthy());
+      await act(async () => {
+        oauthHook.onTokenReceived!({ access_token: "upstream-tok", token_type: "Bearer" }, undefined);
+      });
+
+      // For a browser-only mode the token must never land in form.credentials, which the OAuth flow's
+      // getCredentials reads for preview requests and the redirect-persist cache serializes. Without
+      // the guard, onTokenReceived writes it here and this returns { access_token: "upstream-tok" }.
+      const credentials = oauthHook.getCredentials?.() ?? {};
+      expect(credentials.access_token).toBeUndefined();
+    });
+
     it("should not show auth value field when None auth type is selected", async () => {
       await selectHttpTransport();
 
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index 7d160407d02..00eda92ba25 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -200,23 +200,36 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
     onTokenReceived: (token, registeredClient) => {
       setOauthAccessToken(token?.access_token ?? null);
 
-      if (token?.access_token) {
-        const credentials = {
-          access_token: token.access_token,
-          ...(token.refresh_token && { refresh_token: token.refresh_token }),
-          ...(token.expires_in && { expires_in: token.expires_in }),
-          ...(token.scope && { scope: token.scope }),
-          ...(registeredClient?.clientId && { client_id: registeredClient.clientId }),
-          ...(registeredClient?.clientSecret && { client_secret: registeredClient.clientSecret }),
-        };
-
-        form.setFieldsValue({ credentials });
-        setAuthorizedUrl(getOAuthAuthorizationTarget(form.getFieldsValue(true)));
+      if (!token?.access_token) {
+        return;
+      }
 
+      if (isClientForwardedTokenMode(form.getFieldValue("auth_type"))) {
+        // Browser-only modes: the token is held in local state (oauthAccessToken) for tool preview
+        // and committed to sessionStorage on submit; it must never be written into form.credentials,
+        // which would persist it as server-level credentials on the created server row. Mirrors the
+        // edit form's onTokenReceived early return.
         NotificationsManager.success(
-          "OAuth authorization successful! Please click 'Create MCP Server' to save the configuration.",
+          "Token held for this browser session. Tools can now be previewed and configured; nothing will be saved to LiteLLM.",
         );
+        return;
       }
+
+      const credentials = {
+        access_token: token.access_token,
+        ...(token.refresh_token && { refresh_token: token.refresh_token }),
+        ...(token.expires_in && { expires_in: token.expires_in }),
+        ...(token.scope && { scope: token.scope }),
+        ...(registeredClient?.clientId && { client_id: registeredClient.clientId }),
+        ...(registeredClient?.clientSecret && { client_secret: registeredClient.clientSecret }),
+      };
+
+      form.setFieldsValue({ credentials });
+      setAuthorizedUrl(getOAuthAuthorizationTarget(form.getFieldsValue(true)));
+
+      NotificationsManager.success(
+        "OAuth authorization successful! Please click 'Create MCP Server' to save the configuration.",
+      );
     },
     onBeforeRedirect: persistCreateUiState,
     flowSource: "create",

From a3f1873a8791db24e85b5db1266b0e06f8f2f6f3 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Thu, 9 Jul 2026 11:04:15 -0700
Subject: [PATCH 170/370] fix(ui): extract inline object args in the MCP forms

The create/edit forms passed several large object literals inline as arguments (persist-state
JSON.stringify, storeMCPOAuthUserCredential, setToken, transport-clear setFieldsValue), tripping
local/no-large-inline-object-arg. Assigned each to a named variable at the call site - a pure,
behavior-preserving refactor verified by the create/edit suites - which lowers the whole-tree count so
the eslint baseline is 512 rather than being raised to accommodate them.
---
 ui/litellm-dashboard/eslint-metrics.json      |  2 +-
 .../mcp_tools/create_mcp_server.tsx           | 48 +++++++++---------
 .../components/mcp_tools/mcp_server_edit.tsx  | 49 +++++++++----------
 3 files changed, 46 insertions(+), 53 deletions(-)

diff --git a/ui/litellm-dashboard/eslint-metrics.json b/ui/litellm-dashboard/eslint-metrics.json
index e4647b33d61..ded6ab97e1e 100644
--- a/ui/litellm-dashboard/eslint-metrics.json
+++ b/ui/litellm-dashboard/eslint-metrics.json
@@ -1,7 +1,7 @@
 {
   "@typescript-eslint/no-explicit-any": 1982,
   "complexity": 128,
-  "local/no-large-inline-object-arg": 513,
+  "local/no-large-inline-object-arg": 512,
   "local/no-long-condition-chain": 233,
   "max-depth": 59,
   "no-console": 15
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index 00eda92ba25..0b39add234c 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -137,20 +137,18 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
     }
     try {
       const values = form.getFieldsValue(true);
-      setSecureItem(
-        CREATE_OAUTH_UI_STATE_KEY,
-        JSON.stringify({
-          modalVisible: isModalVisible,
-          formValues: values,
-          transportType,
-          costConfig,
-          allowedTools,
-          hasToolAllowlistInteraction,
-          searchValue,
-          aliasManuallyEdited,
-          logoUrl,
-        }),
-      );
+      const uiState = {
+        modalVisible: isModalVisible,
+        formValues: values,
+        transportType,
+        costConfig,
+        allowedTools,
+        hasToolAllowlistInteraction,
+        searchValue,
+        aliasManuallyEdited,
+        logoUrl,
+      };
+      setSecureItem(CREATE_OAUTH_UI_STATE_KEY, JSON.stringify(uiState));
     } catch (err) {
       console.warn("Failed to persist MCP create state", err);
     }
@@ -510,23 +508,21 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
           });
           if (oauthMode === "authorization_code") {
             const scope = oauthTokenResponse.scope;
-            await storeMCPOAuthUserCredential(accessToken, response.server_id, {
+            const oauthCredentialPayload = {
               access_token: oauthTokenResponse.access_token,
               refresh_token: oauthTokenResponse.refresh_token,
               expires_in: oauthTokenResponse.expires_in,
               scopes: typeof scope === "string" && scope ? scope.split(" ") : undefined,
-            });
+            };
+            await storeMCPOAuthUserCredential(accessToken, response.server_id, oauthCredentialPayload);
           } else {
-            setToken(
-              response.server_id,
-              {
-                access_token: oauthTokenResponse.access_token,
-                expires_in: oauthTokenResponse.expires_in,
-                refresh_token: oauthTokenResponse.refresh_token,
-                token_type: oauthTokenResponse.token_type,
-              },
-              userID,
-            );
+            const browserHeldToken = {
+              access_token: oauthTokenResponse.access_token,
+              expires_in: oauthTokenResponse.expires_in,
+              refresh_token: oauthTokenResponse.refresh_token,
+              token_type: oauthTokenResponse.token_type,
+            };
+            setToken(response.server_id, browserHeldToken, userID);
           }
         }
 
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index 2c43b9cb056..59d7b28aacb 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -180,16 +180,13 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
 
       const effectiveAuthType = form.getFieldValue("auth_type") ?? mcpServer.auth_type;
       if (isClientForwardedTokenMode(effectiveAuthType)) {
-        setToken(
-          mcpServer.server_id,
-          {
-            access_token: token.access_token,
-            expires_in: token.expires_in,
-            refresh_token: token.refresh_token,
-            token_type: token.token_type,
-          },
-          userID,
-        );
+        const browserHeldToken = {
+          access_token: token.access_token,
+          expires_in: token.expires_in,
+          refresh_token: token.refresh_token,
+          token_type: token.token_type,
+        };
+        setToken(mcpServer.server_id, browserHeldToken, userID);
         NotificationsManager.success(
           "Token held for this browser session. Tools can now be loaded and configured; nothing was saved to LiteLLM.",
         );
@@ -467,7 +464,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
   const handleTransportChange = (value: string) => {
     // Clear fields that are not relevant for the selected transport.
     if (value === "stdio") {
-      form.setFieldsValue({
+      const clearedForStdio = {
         url: undefined,
         spec_path: undefined,
         auth_type: undefined,
@@ -475,15 +472,17 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         authorization_url: undefined,
         token_url: undefined,
         registration_url: undefined,
-      });
+      };
+      form.setFieldsValue(clearedForStdio);
     } else if (value === TRANSPORT.OPENAPI) {
-      form.setFieldsValue({
+      const clearedForOpenapi = {
         url: undefined,
         command: undefined,
         args: undefined,
         env_json: undefined,
         stdio_config: undefined,
-      });
+      };
+      form.setFieldsValue(clearedForOpenapi);
     } else {
       form.setFieldsValue({
         spec_path: undefined,
@@ -761,23 +760,21 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         try {
           if (oauthMode === "authorization_code") {
             const scope = oauthTokenResponse.scope;
-            await storeMCPOAuthUserCredential(accessToken, mcpServer.server_id, {
+            const oauthCredentialPayload = {
               access_token: oauthTokenResponse.access_token,
               refresh_token: oauthTokenResponse.refresh_token,
               expires_in: oauthTokenResponse.expires_in,
               scopes: typeof scope === "string" && scope ? scope.split(" ") : undefined,
-            });
+            };
+            await storeMCPOAuthUserCredential(accessToken, mcpServer.server_id, oauthCredentialPayload);
           } else if (oauthMode === "passthrough") {
-            setToken(
-              mcpServer.server_id,
-              {
-                access_token: oauthTokenResponse.access_token,
-                expires_in: oauthTokenResponse.expires_in,
-                refresh_token: oauthTokenResponse.refresh_token,
-                token_type: oauthTokenResponse.token_type,
-              },
-              userID,
-            );
+            const browserHeldToken = {
+              access_token: oauthTokenResponse.access_token,
+              expires_in: oauthTokenResponse.expires_in,
+              refresh_token: oauthTokenResponse.refresh_token,
+              token_type: oauthTokenResponse.token_type,
+            };
+            setToken(mcpServer.server_id, browserHeldToken, userID);
           }
         } catch (error: unknown) {
           const message = error instanceof Error ? error.message : "";

From 0a40bd7ae5e8578eba0c60fe4efb60510eb032f9 Mon Sep 17 00:00:00 2001
From: "devin-ai-integration[bot]"
 <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Thu, 9 Jul 2026 11:47:51 -0700
Subject: [PATCH 171/370] fix(ui): prevent reasoning block from expanding chat
 playground layout (#32485)

The expanded reasoning block did not constrain its width or break long unbreakable tokens, so its inline-block bubble grew past its max width and pushed the whole page wider (#32481). Mirror the message body handling by capping the container width and breaking long words/code.

Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 .../chat_ui/ReasoningContent.test.tsx         | 32 +++++++++++++++++++
 .../components/chat_ui/ReasoningContent.tsx   | 14 ++++++--
 2 files changed, 44 insertions(+), 2 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/chat_ui/ReasoningContent.test.tsx

diff --git a/ui/litellm-dashboard/src/components/chat_ui/ReasoningContent.test.tsx b/ui/litellm-dashboard/src/components/chat_ui/ReasoningContent.test.tsx
new file mode 100644
index 00000000000..35540d3ebde
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/chat_ui/ReasoningContent.test.tsx
@@ -0,0 +1,32 @@
+import { render, screen, fireEvent } from "@testing-library/react";
+import { describe, it, expect } from "vitest";
+import ReasoningContent from "./ReasoningContent";
+
+describe("ReasoningContent", () => {
+  it("should render nothing when reasoningContent is empty", () => {
+    const { container } = render(<ReasoningContent reasoningContent="" />);
+    expect(container).toBeEmptyDOMElement();
+  });
+
+  it("should show reasoning content expanded by default and toggle on click", () => {
+    render(<ReasoningContent reasoningContent="thinking hard" />);
+
+    expect(screen.getByText("thinking hard")).toBeInTheDocument();
+    expect(screen.getByText("Hide reasoning")).toBeInTheDocument();
+
+    fireEvent.click(screen.getByRole("button"));
+
+    expect(screen.queryByText("thinking hard")).not.toBeInTheDocument();
+    expect(screen.getByText("Show reasoning")).toBeInTheDocument();
+  });
+
+  it("should constrain width and break long words so it cannot expand the layout (regression #32481)", () => {
+    const longToken = "a".repeat(500);
+    render(<ReasoningContent reasoningContent={longToken} />);
+
+    const contentBox = screen.getByText(longToken).closest("div.mt-2");
+    expect(contentBox).not.toBeNull();
+    expect(contentBox).toHaveClass("max-w-full");
+    expect(contentBox).toHaveStyle({ wordBreak: "break-word", overflowWrap: "break-word" });
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/chat_ui/ReasoningContent.tsx b/ui/litellm-dashboard/src/components/chat_ui/ReasoningContent.tsx
index e537c6de79f..30ba2d3fd95 100644
--- a/ui/litellm-dashboard/src/components/chat_ui/ReasoningContent.tsx
+++ b/ui/litellm-dashboard/src/components/chat_ui/ReasoningContent.tsx
@@ -27,7 +27,10 @@ const ReasoningContent: React.FC<ReasoningContentProps> = ({ reasoningContent })
       </Button>
 
       {isExpanded && (
-        <div className="mt-2 p-3 bg-gray-50 border border-gray-200 rounded-md text-sm text-gray-700">
+        <div
+          className="mt-2 p-3 bg-gray-50 border border-gray-200 rounded-md text-sm text-gray-700 max-w-full overflow-x-auto whitespace-pre-wrap break-words"
+          style={{ wordBreak: "break-word", overflowWrap: "break-word" }}
+        >
           <ReactMarkdown
             components={{
               code({
@@ -47,16 +50,23 @@ const ReasoningContent: React.FC<ReasoningContentProps> = ({ reasoningContent })
                     language={match[1]}
                     PreTag="div"
                     className="rounded-md my-2"
+                    wrapLines={true}
+                    wrapLongLines={true}
                     {...props}
                   >
                     {String(children).replace(/\n$/, "")}
                   </SyntaxHighlighter>
                 ) : (
-                  <code className={`${className} px-1.5 py-0.5 rounded-sm bg-gray-100 text-sm font-mono`} {...props}>
+                  <code
+                    className={`${className} px-1.5 py-0.5 rounded-sm bg-gray-100 text-sm font-mono`}
+                    style={{ wordBreak: "break-word" }}
+                    {...props}
+                  >
                     {children}
                   </code>
                 );
               },
+              pre: ({ node, ...props }) => <pre style={{ overflowX: "auto", maxWidth: "100%" }} {...props} />,
             }}
           >
             {reasoningContent}

From 4e63c0c9e66618d5a6e2385e966a05d4da5a51ec Mon Sep 17 00:00:00 2001
From: T K Chandra Hasan <t.k.chandra.hasan@ibm.com>
Date: Fri, 10 Jul 2026 00:18:11 +0530
Subject: [PATCH 172/370] Fix enterprise doc link (#31815)

Signed-off-by: T K Chandra Hasan <t.k.chandra.hasan@ibm.com>
---
 enterprise/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/enterprise/README.md b/enterprise/README.md
index f5eb5078e81..c708dad5a06 100644
--- a/enterprise/README.md
+++ b/enterprise/README.md
@@ -6,4 +6,4 @@ Code in this folder is licensed under a commercial license. Please review the [L
 
 👉 **Using in an Enterprise / Need specific features ?** Meet with us [here](https://enterprise.litellm.ai/demo?month=2024-02)
 
-See all Enterprise Features here 👉 [Docs](https://docs.litellm.ai/docs/proxy/enterprise)
+See all Enterprise Features here 👉 [Docs](https://docs.litellm.ai/docs/enterprise)

From a874de6ac60a4c4cc940576adaf181bc4ae8494a Mon Sep 17 00:00:00 2001
From: "devin-ai-integration[bot]"
 <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Thu, 9 Jul 2026 11:51:12 -0700
Subject: [PATCH 173/370] feat(models): add GPT-5.6 (sol/terra/luna) pricing
 and metadata (#32659)

* feat(models): add GPT-5.6 (sol/terra/luna) pricing and metadata

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* test: allow gpt-5.6 service-tier cache-write keys in model prices schema

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix: floating point entry errors

---------

Co-authored-by: mateo <mateo@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
---
 ...odel_prices_and_context_window_backup.json | 212 ++++++++++++++++++
 model_prices_and_context_window.json          | 212 ++++++++++++++++++
 .../llm_cost_calc/test_llm_cost_calc_utils.py |  55 +++++
 .../llms/openai/test_is_model_gpt_5_model.py  |  43 ++++
 .../test_gpt_5_6_model_metadata.py            |  79 +++++++
 tests/test_litellm/test_utils.py              |   3 +
 6 files changed, 604 insertions(+)
 create mode 100644 tests/test_litellm/test_gpt_5_6_model_metadata.py

diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index db534b52df9..a111f301d11 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -22273,6 +22273,218 @@
         "supports_xhigh_reasoning_effort": true,
         "supports_minimal_reasoning_effort": true
     },
+    "gpt-5.6": {
+        "cache_creation_input_token_cost": 6.25e-06,
+        "cache_creation_input_token_cost_above_272k_tokens": 1.25e-05,
+        "cache_creation_input_token_cost_flex": 3.125e-06,
+        "cache_creation_input_token_cost_priority": 1.25e-05,
+        "cache_read_input_token_cost": 5e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 1e-06,
+        "cache_read_input_token_cost_flex": 2.5e-07,
+        "cache_read_input_token_cost_priority": 1e-06,
+        "input_cost_per_token": 5e-06,
+        "input_cost_per_token_above_272k_tokens": 1e-05,
+        "input_cost_per_token_batches": 2.5e-06,
+        "input_cost_per_token_flex": 2.5e-06,
+        "input_cost_per_token_priority": 1e-05,
+        "litellm_provider": "openai",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 3e-05,
+        "output_cost_per_token_above_272k_tokens": 4.5e-05,
+        "output_cost_per_token_batches": 1.5e-05,
+        "output_cost_per_token_flex": 1.5e-05,
+        "output_cost_per_token_priority": 6e-05,
+        "regional_processing_uplift_multiplier_eu": 1.1,
+        "regional_processing_uplift_multiplier_us": 1.1,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
+        "supports_native_streaming": true,
+        "supports_none_reasoning_effort": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_xhigh_reasoning_effort": true
+    },
+    "gpt-5.6-sol": {
+        "cache_creation_input_token_cost": 6.25e-06,
+        "cache_creation_input_token_cost_above_272k_tokens": 1.25e-05,
+        "cache_creation_input_token_cost_flex": 3.125e-06,
+        "cache_creation_input_token_cost_priority": 1.25e-05,
+        "cache_read_input_token_cost": 5e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 1e-06,
+        "cache_read_input_token_cost_flex": 2.5e-07,
+        "cache_read_input_token_cost_priority": 1e-06,
+        "input_cost_per_token": 5e-06,
+        "input_cost_per_token_above_272k_tokens": 1e-05,
+        "input_cost_per_token_batches": 2.5e-06,
+        "input_cost_per_token_flex": 2.5e-06,
+        "input_cost_per_token_priority": 1e-05,
+        "litellm_provider": "openai",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 3e-05,
+        "output_cost_per_token_above_272k_tokens": 4.5e-05,
+        "output_cost_per_token_batches": 1.5e-05,
+        "output_cost_per_token_flex": 1.5e-05,
+        "output_cost_per_token_priority": 6e-05,
+        "regional_processing_uplift_multiplier_eu": 1.1,
+        "regional_processing_uplift_multiplier_us": 1.1,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
+        "supports_native_streaming": true,
+        "supports_none_reasoning_effort": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_xhigh_reasoning_effort": true
+    },
+    "gpt-5.6-terra": {
+        "cache_creation_input_token_cost": 3.125e-06,
+        "cache_creation_input_token_cost_above_272k_tokens": 6.25e-06,
+        "cache_creation_input_token_cost_flex": 1.5625e-06,
+        "cache_creation_input_token_cost_priority": 6.25e-06,
+        "cache_read_input_token_cost": 2.5e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 5e-07,
+        "cache_read_input_token_cost_flex": 1.25e-07,
+        "cache_read_input_token_cost_priority": 5e-07,
+        "input_cost_per_token": 2.5e-06,
+        "input_cost_per_token_above_272k_tokens": 5e-06,
+        "input_cost_per_token_batches": 1.25e-06,
+        "input_cost_per_token_flex": 1.25e-06,
+        "input_cost_per_token_priority": 5e-06,
+        "litellm_provider": "openai",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 1.5e-05,
+        "output_cost_per_token_above_272k_tokens": 2.25e-05,
+        "output_cost_per_token_batches": 7.5e-06,
+        "output_cost_per_token_flex": 7.5e-06,
+        "output_cost_per_token_priority": 3e-05,
+        "regional_processing_uplift_multiplier_eu": 1.1,
+        "regional_processing_uplift_multiplier_us": 1.1,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
+        "supports_native_streaming": true,
+        "supports_none_reasoning_effort": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_xhigh_reasoning_effort": true
+    },
+    "gpt-5.6-luna": {
+        "cache_creation_input_token_cost": 1.25e-06,
+        "cache_creation_input_token_cost_above_272k_tokens": 2.5e-06,
+        "cache_creation_input_token_cost_flex": 6.25e-07,
+        "cache_creation_input_token_cost_priority": 2.5e-06,
+        "cache_read_input_token_cost": 1e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 2e-07,
+        "cache_read_input_token_cost_flex": 5e-08,
+        "cache_read_input_token_cost_priority": 2e-07,
+        "input_cost_per_token": 1e-06,
+        "input_cost_per_token_above_272k_tokens": 2e-06,
+        "input_cost_per_token_batches": 5e-07,
+        "input_cost_per_token_flex": 5e-07,
+        "input_cost_per_token_priority": 2e-06,
+        "litellm_provider": "openai",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 6e-06,
+        "output_cost_per_token_above_272k_tokens": 9e-06,
+        "output_cost_per_token_batches": 3e-06,
+        "output_cost_per_token_flex": 3e-06,
+        "output_cost_per_token_priority": 1.2e-05,
+        "regional_processing_uplift_multiplier_eu": 1.1,
+        "regional_processing_uplift_multiplier_us": 1.1,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
+        "supports_native_streaming": true,
+        "supports_none_reasoning_effort": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_xhigh_reasoning_effort": true
+    },
     "gpt-5.5": {
         "cache_read_input_token_cost": 5e-07,
         "cache_read_input_token_cost_above_272k_tokens": 1e-06,
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 363ba9842b0..d6e4a265da0 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -22431,6 +22431,218 @@
         "supports_xhigh_reasoning_effort": true,
         "supports_minimal_reasoning_effort": true
     },
+    "gpt-5.6": {
+        "cache_creation_input_token_cost": 6.25e-06,
+        "cache_creation_input_token_cost_above_272k_tokens": 1.25e-05,
+        "cache_creation_input_token_cost_flex": 3.125e-06,
+        "cache_creation_input_token_cost_priority": 1.25e-05,
+        "cache_read_input_token_cost": 5e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 1e-06,
+        "cache_read_input_token_cost_flex": 2.5e-07,
+        "cache_read_input_token_cost_priority": 1e-06,
+        "input_cost_per_token": 5e-06,
+        "input_cost_per_token_above_272k_tokens": 1e-05,
+        "input_cost_per_token_batches": 2.5e-06,
+        "input_cost_per_token_flex": 2.5e-06,
+        "input_cost_per_token_priority": 1e-05,
+        "litellm_provider": "openai",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 3e-05,
+        "output_cost_per_token_above_272k_tokens": 4.5e-05,
+        "output_cost_per_token_batches": 1.5e-05,
+        "output_cost_per_token_flex": 1.5e-05,
+        "output_cost_per_token_priority": 6e-05,
+        "regional_processing_uplift_multiplier_eu": 1.1,
+        "regional_processing_uplift_multiplier_us": 1.1,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
+        "supports_native_streaming": true,
+        "supports_none_reasoning_effort": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_xhigh_reasoning_effort": true
+    },
+    "gpt-5.6-sol": {
+        "cache_creation_input_token_cost": 6.25e-06,
+        "cache_creation_input_token_cost_above_272k_tokens": 1.25e-05,
+        "cache_creation_input_token_cost_flex": 3.125e-06,
+        "cache_creation_input_token_cost_priority": 1.25e-05,
+        "cache_read_input_token_cost": 5e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 1e-06,
+        "cache_read_input_token_cost_flex": 2.5e-07,
+        "cache_read_input_token_cost_priority": 1e-06,
+        "input_cost_per_token": 5e-06,
+        "input_cost_per_token_above_272k_tokens": 1e-05,
+        "input_cost_per_token_batches": 2.5e-06,
+        "input_cost_per_token_flex": 2.5e-06,
+        "input_cost_per_token_priority": 1e-05,
+        "litellm_provider": "openai",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 3e-05,
+        "output_cost_per_token_above_272k_tokens": 4.5e-05,
+        "output_cost_per_token_batches": 1.5e-05,
+        "output_cost_per_token_flex": 1.5e-05,
+        "output_cost_per_token_priority": 6e-05,
+        "regional_processing_uplift_multiplier_eu": 1.1,
+        "regional_processing_uplift_multiplier_us": 1.1,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
+        "supports_native_streaming": true,
+        "supports_none_reasoning_effort": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_xhigh_reasoning_effort": true
+    },
+    "gpt-5.6-terra": {
+        "cache_creation_input_token_cost": 3.125e-06,
+        "cache_creation_input_token_cost_above_272k_tokens": 6.25e-06,
+        "cache_creation_input_token_cost_flex": 1.5625e-06,
+        "cache_creation_input_token_cost_priority": 6.25e-06,
+        "cache_read_input_token_cost": 2.5e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 5e-07,
+        "cache_read_input_token_cost_flex": 1.25e-07,
+        "cache_read_input_token_cost_priority": 5e-07,
+        "input_cost_per_token": 2.5e-06,
+        "input_cost_per_token_above_272k_tokens": 5e-06,
+        "input_cost_per_token_batches": 1.25e-06,
+        "input_cost_per_token_flex": 1.25e-06,
+        "input_cost_per_token_priority": 5e-06,
+        "litellm_provider": "openai",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 1.5e-05,
+        "output_cost_per_token_above_272k_tokens": 2.25e-05,
+        "output_cost_per_token_batches": 7.5e-06,
+        "output_cost_per_token_flex": 7.5e-06,
+        "output_cost_per_token_priority": 3e-05,
+        "regional_processing_uplift_multiplier_eu": 1.1,
+        "regional_processing_uplift_multiplier_us": 1.1,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
+        "supports_native_streaming": true,
+        "supports_none_reasoning_effort": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_xhigh_reasoning_effort": true
+    },
+    "gpt-5.6-luna": {
+        "cache_creation_input_token_cost": 1.25e-06,
+        "cache_creation_input_token_cost_above_272k_tokens": 2.5e-06,
+        "cache_creation_input_token_cost_flex": 6.25e-07,
+        "cache_creation_input_token_cost_priority": 2.5e-06,
+        "cache_read_input_token_cost": 1e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 2e-07,
+        "cache_read_input_token_cost_flex": 5e-08,
+        "cache_read_input_token_cost_priority": 2e-07,
+        "input_cost_per_token": 1e-06,
+        "input_cost_per_token_above_272k_tokens": 2e-06,
+        "input_cost_per_token_batches": 5e-07,
+        "input_cost_per_token_flex": 5e-07,
+        "input_cost_per_token_priority": 2e-06,
+        "litellm_provider": "openai",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 6e-06,
+        "output_cost_per_token_above_272k_tokens": 9e-06,
+        "output_cost_per_token_batches": 3e-06,
+        "output_cost_per_token_flex": 3e-06,
+        "output_cost_per_token_priority": 1.2e-05,
+        "regional_processing_uplift_multiplier_eu": 1.1,
+        "regional_processing_uplift_multiplier_us": 1.1,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
+        "supports_native_streaming": true,
+        "supports_none_reasoning_effort": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_xhigh_reasoning_effort": true
+    },
     "gpt-5.5": {
         "cache_read_input_token_cost": 5e-07,
         "cache_read_input_token_cost_above_272k_tokens": 1e-06,
diff --git a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
index 0e6c6061b46..dcc359ceff4 100644
--- a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
+++ b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
@@ -507,6 +507,61 @@ def test_generic_cost_per_token_gpt55_pro():
     )
 
 
+@pytest.mark.parametrize(
+    "model,input_cost,output_cost,cache_read_cost,cache_write_cost",
+    [
+        ("gpt-5.6", 5e-6, 3e-5, 5e-7, 6.25e-6),
+        ("gpt-5.6-sol", 5e-6, 3e-5, 5e-7, 6.25e-6),
+        ("gpt-5.6-terra", 2.5e-6, 1.5e-5, 2.5e-7, 3.125e-6),
+        ("gpt-5.6-luna", 1e-6, 6e-6, 1e-7, 1.25e-6),
+    ],
+)
+def test_generic_cost_per_token_gpt56(
+    model, input_cost, output_cost, cache_read_cost, cache_write_cost
+):
+    """gpt-5.6 (sol/terra/luna): base pricing + new cache-write cost.
+
+    Cache writes are billed at 1.25x the uncached input rate for this family.
+    """
+    custom_llm_provider = "openai"
+    os.environ["LITELLM_LOCAL_MODEL_COST_MAP"] = "True"
+    litellm.model_cost = litellm.get_model_cost_map(url="")
+
+    model_cost_map = litellm.model_cost[model]
+
+    assert model_cost_map["input_cost_per_token"] == input_cost
+    assert model_cost_map["output_cost_per_token"] == output_cost
+    assert model_cost_map["cache_read_input_token_cost"] == cache_read_cost
+    assert model_cost_map["cache_creation_input_token_cost"] == cache_write_cost
+    assert model_cost_map["litellm_provider"] == "openai"
+    assert model_cost_map["mode"] == "chat"
+    assert model_cost_map["cache_creation_input_token_cost"] == pytest.approx(
+        input_cost * 1.25
+    )
+    assert model_cost_map["max_input_tokens"] == 1050000
+    assert model_cost_map["input_cost_per_token_above_272k_tokens"] == pytest.approx(
+        input_cost * 2
+    )
+    assert model_cost_map["output_cost_per_token_above_272k_tokens"] == pytest.approx(
+        output_cost * 1.5
+    )
+
+    prompt_tokens = 1000
+    completion_tokens = 500
+    usage = Usage(
+        prompt_tokens=prompt_tokens,
+        completion_tokens=completion_tokens,
+        total_tokens=prompt_tokens + completion_tokens,
+    )
+    prompt_cost, completion_cost = generic_cost_per_token(
+        model=model,
+        usage=usage,
+        custom_llm_provider=custom_llm_provider,
+    )
+    assert round(prompt_cost, 10) == round(input_cost * prompt_tokens, 10)
+    assert round(completion_cost, 10) == round(output_cost * completion_tokens, 10)
+
+
 @pytest.mark.parametrize(
     "model,expected_none,expected_xhigh,expected_minimal",
     [
diff --git a/tests/test_litellm/llms/openai/test_is_model_gpt_5_model.py b/tests/test_litellm/llms/openai/test_is_model_gpt_5_model.py
index 02dd9dade0a..1095819c98c 100644
--- a/tests/test_litellm/llms/openai/test_is_model_gpt_5_model.py
+++ b/tests/test_litellm/llms/openai/test_is_model_gpt_5_model.py
@@ -50,6 +50,10 @@
     "gpt-5.5-pro",
     "gpt-5.5-2026-04-23",  # dated variant
     "gpt-5.5-pro-2026-04-23",  # dated variant
+    "gpt-5.6",
+    "gpt-5.6-sol",
+    "gpt-5.6-terra",
+    "gpt-5.6-luna",
     "gpt-5.1-chat",  # versioned chat — THE KEY REGRESSION CASE
     "gpt-5.2-chat",  # versioned chat — also a regression case
     "gpt-5.3-chat",  # versioned chat — THE KEY REGRESSION CASE
@@ -112,6 +116,45 @@ def test_gpt5_chat_family_is_excluded(self):
             ), f"Expected '{model}' (gpt-5-chat family) NOT to be on the GPT-5 path"
 
 
+# Models that are gpt-5.4 or newer. main.py gates the automatic switch to the
+# /v1/responses bridge (when reasoning_effort is set and tools are passed) on
+# is_model_gpt_5_4_plus_model, so the gpt-5.6 family must land on the True side.
+GPT5_4_PLUS_MODELS = [
+    "gpt-5.4",
+    "gpt-5.5",
+    "gpt-5.5-pro",
+    "gpt-5.6",
+    "gpt-5.6-sol",
+    "gpt-5.6-terra",
+    "gpt-5.6-luna",
+    "openai/gpt-5.6-sol",
+]
+
+GPT5_PRE_5_4_MODELS = [
+    "gpt-5",
+    "gpt-5.1",
+    "gpt-5.2",
+    "gpt-5.3",
+    "gpt-5.3-chat",
+    "gpt-4o",
+]
+
+
+class TestOpenAIGPT5ConfigIsModelGpt54PlusModel:
+
+    @pytest.mark.parametrize("model", GPT5_4_PLUS_MODELS)
+    def test_gpt5_4_plus_models_are_classified_as_5_4_plus(self, model: str):
+        assert OpenAIGPT5Config.is_model_gpt_5_4_plus_model(
+            model
+        ), f"Expected '{model}' to be classified as gpt-5.4-or-newer"
+
+    @pytest.mark.parametrize("model", GPT5_PRE_5_4_MODELS)
+    def test_pre_5_4_models_are_not_classified_as_5_4_plus(self, model: str):
+        assert not OpenAIGPT5Config.is_model_gpt_5_4_plus_model(
+            model
+        ), f"Expected '{model}' NOT to be classified as gpt-5.4-or-newer"
+
+
 # ---------------------------------------------------------------------------
 # AzureOpenAIGPT5Config
 # ---------------------------------------------------------------------------
diff --git a/tests/test_litellm/test_gpt_5_6_model_metadata.py b/tests/test_litellm/test_gpt_5_6_model_metadata.py
new file mode 100644
index 00000000000..30a0777f477
--- /dev/null
+++ b/tests/test_litellm/test_gpt_5_6_model_metadata.py
@@ -0,0 +1,79 @@
+import json
+from pathlib import Path
+
+import pytest
+
+from litellm.litellm_core_utils.get_llm_provider_logic import get_llm_provider
+
+GPT_5_6_MODELS = ("gpt-5.6", "gpt-5.6-sol", "gpt-5.6-terra", "gpt-5.6-luna")
+
+STANDARD_PRICING = {
+    "gpt-5.6": (5e-06, 3e-05, 5e-07, 6.25e-06),
+    "gpt-5.6-sol": (5e-06, 3e-05, 5e-07, 6.25e-06),
+    "gpt-5.6-terra": (2.5e-06, 1.5e-05, 2.5e-07, 3.125e-06),
+    "gpt-5.6-luna": (1e-06, 6e-06, 1e-07, 1.25e-06),
+}
+
+
+@pytest.mark.parametrize("model", GPT_5_6_MODELS)
+def test_openai_gpt_5_6_model_info(model):
+    json_path = Path(__file__).parents[2] / "model_prices_and_context_window.json"
+    with open(json_path) as f:
+        model_cost = json.load(f)
+
+    info = model_cost.get(model)
+    assert info is not None, f"{model} not found in model_prices_and_context_window.json"
+
+    assert info["litellm_provider"] == "openai"
+    assert info["mode"] == "chat"
+
+    input_cost, output_cost, cache_read_cost, cache_write_cost = STANDARD_PRICING[model]
+    assert info["input_cost_per_token"] == input_cost
+    assert info["output_cost_per_token"] == output_cost
+    assert info["cache_read_input_token_cost"] == cache_read_cost
+    assert info["cache_creation_input_token_cost"] == cache_write_cost
+    assert info["cache_creation_input_token_cost"] == pytest.approx(input_cost * 1.25)
+
+    assert info["input_cost_per_token_above_272k_tokens"] == pytest.approx(input_cost * 2)
+    assert info["output_cost_per_token_above_272k_tokens"] == pytest.approx(output_cost * 1.5)
+    assert info["cache_read_input_token_cost_above_272k_tokens"] == pytest.approx(cache_read_cost * 2)
+
+    assert info["max_input_tokens"] == 1050000
+    assert info["max_output_tokens"] == 128000
+    assert info["max_tokens"] == 128000
+
+    assert info["supports_function_calling"] is True
+    assert info["supports_prompt_caching"] is True
+    assert info["supports_reasoning"] is True
+    assert info["supports_response_schema"] is True
+    assert info["supports_tool_choice"] is True
+    assert info["supports_vision"] is True
+    assert info["supports_web_search"] is True
+    assert info["supports_none_reasoning_effort"] is True
+    assert info["supports_xhigh_reasoning_effort"] is True
+    assert info["supports_minimal_reasoning_effort"] is False
+
+    assert info["supported_endpoints"] == ["/v1/chat/completions", "/v1/batch", "/v1/responses"]
+    assert info["supported_modalities"] == ["text", "image"]
+    assert info["supported_output_modalities"] == ["text"]
+
+    routed_model, provider, _, _ = get_llm_provider(model=f"openai/{model}")
+    assert routed_model == model
+    assert provider == "openai"
+
+
+def test_gpt_5_6_backup_matches_main():
+    """Ensure the bundled model cost map stays in sync with the canonical file."""
+    repo_root = Path(__file__).parents[2]
+    main_path = repo_root / "model_prices_and_context_window.json"
+    backup_path = repo_root / "litellm" / "model_prices_and_context_window_backup.json"
+
+    with open(main_path) as f:
+        main_cost = json.load(f)
+    with open(backup_path) as f:
+        backup_cost = json.load(f)
+
+    for model in GPT_5_6_MODELS:
+        assert backup_cost.get(model) == main_cost.get(model), (
+            f"{model} differs between main and backup model cost maps"
+        )
diff --git a/tests/test_litellm/test_utils.py b/tests/test_litellm/test_utils.py
index 053fe970d3e..47be8cb2eec 100644
--- a/tests/test_litellm/test_utils.py
+++ b/tests/test_litellm/test_utils.py
@@ -710,6 +710,9 @@ def test_aaamodel_prices_and_context_window_json_is_valid():
                 "cache_creation_input_token_cost": {"type": "number"},
                 "cache_creation_input_token_cost_above_1hr": {"type": "number"},
                 "cache_creation_input_token_cost_above_200k_tokens": {"type": "number"},
+                "cache_creation_input_token_cost_above_272k_tokens": {"type": "number"},
+                "cache_creation_input_token_cost_flex": {"type": "number"},
+                "cache_creation_input_token_cost_priority": {"type": "number"},
                 "cache_read_input_token_cost": {"type": "number"},
                 "cache_read_input_token_cost_above_200k_tokens": {"type": "number"},
                 "cache_read_input_token_cost_above_272k_tokens": {"type": "number"},

From 7d63b86e00cf0b4acabf5f582eef6a9e904c57e6 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Thu, 9 Jul 2026 11:59:16 -0700
Subject: [PATCH 174/370] fix(ui): forward refs through ui primitives and fail
 tests on swallowed refs (#32401)

* fix(ui): forward refs through ui primitives and fail tests on swallowed refs

Under React 18 a ref passed to a plain function component is dropped
with only a dev console warning, so Base UI render-prop triggers
composed over our shadcn-style primitives silently stop working (the
tooltip just never opens; ui/badge.tsx hit exactly this on the shared
DataTable branch). Label, Separator, Skeleton, UiLoadingSpinner and the
Table family now use React.forwardRef like Button and Input already
did, a contract test pins ref delivery for each, and setupTests turns
React's ref warning into a test failure so the next primitive that
swallows a ref fails CI instead of shipping a dead tooltip

* fix(ui): include captured ref warnings in the tripwire error

The afterEach tripwire threw a fixed message and discarded the collected
React warnings, so a failure never said which component swallowed the ref.
Append the captured warnings (component name + stack) to the thrown error.
---
 .../src/components/ui/label.tsx               |  10 +-
 .../src/components/ui/ref-forwarding.test.tsx | 103 ++++++++++++++++++
 .../src/components/ui/separator.tsx           |  11 +-
 .../src/components/ui/skeleton.tsx            |  11 +-
 .../src/components/ui/table.tsx               |  85 +++++++++------
 .../src/components/ui/ui-loading-spinner.tsx  |  66 +++++------
 ui/litellm-dashboard/tests/setupTests.ts      |  22 ++++
 7 files changed, 234 insertions(+), 74 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/ui/ref-forwarding.test.tsx

diff --git a/ui/litellm-dashboard/src/components/ui/label.tsx b/ui/litellm-dashboard/src/components/ui/label.tsx
index ded2dfc1a7b..1ac4eed0d4e 100644
--- a/ui/litellm-dashboard/src/components/ui/label.tsx
+++ b/ui/litellm-dashboard/src/components/ui/label.tsx
@@ -4,9 +4,10 @@ import * as React from "react";
 
 import { cn } from "@/lib/cva.config";
 
-function Label({ className, ...props }: React.ComponentProps<"label">) {
-  return (
+const Label = React.forwardRef<HTMLLabelElement, React.ComponentPropsWithoutRef<"label">>(
+  ({ className, ...props }, ref) => (
     <label
+      ref={ref}
       data-slot="label"
       className={cn(
         "flex items-center gap-2 text-sm leading-none font-medium select-none group-data-[disabled=true]:pointer-events-none group-data-[disabled=true]:opacity-50 peer-disabled:cursor-not-allowed peer-disabled:opacity-50",
@@ -14,7 +15,8 @@ function Label({ className, ...props }: React.ComponentProps<"label">) {
       )}
       {...props}
     />
-  );
-}
+  ),
+);
+Label.displayName = "Label";
 
 export { Label };
diff --git a/ui/litellm-dashboard/src/components/ui/ref-forwarding.test.tsx b/ui/litellm-dashboard/src/components/ui/ref-forwarding.test.tsx
new file mode 100644
index 00000000000..e01fc00bb0a
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/ui/ref-forwarding.test.tsx
@@ -0,0 +1,103 @@
+import { render } from "@testing-library/react";
+import * as React from "react";
+import { describe, expect, it } from "vitest";
+
+import { Button } from "./button";
+import { Input } from "./input";
+import { Label } from "./label";
+import { Separator } from "./separator";
+import { Skeleton } from "./skeleton";
+import { Table, TableBody, TableCaption, TableCell, TableFooter, TableHead, TableHeader, TableRow } from "./table";
+import { UiLoadingSpinner } from "./ui-loading-spinner";
+
+describe("ui primitives forward refs to their DOM node", () => {
+  it("Button", () => {
+    const ref = React.createRef<HTMLButtonElement>();
+    render(<Button ref={ref}>ok</Button>);
+    expect(ref.current).toBeInstanceOf(HTMLButtonElement);
+  });
+
+  it("Input", () => {
+    const ref = React.createRef<HTMLInputElement>();
+    render(<Input ref={ref} />);
+    expect(ref.current).toBeInstanceOf(HTMLInputElement);
+  });
+
+  it("Label", () => {
+    const ref = React.createRef<HTMLLabelElement>();
+    render(<Label ref={ref}>ok</Label>);
+    expect(ref.current).toBeInstanceOf(HTMLLabelElement);
+  });
+
+  it("Separator", () => {
+    const ref = React.createRef<HTMLDivElement>();
+    render(<Separator ref={ref} />);
+    expect(ref.current).toBeInstanceOf(HTMLElement);
+  });
+
+  it("Skeleton", () => {
+    const ref = React.createRef<HTMLDivElement>();
+    render(<Skeleton ref={ref} />);
+    expect(ref.current).toBeInstanceOf(HTMLDivElement);
+  });
+
+  it("UiLoadingSpinner", () => {
+    const ref = React.createRef<SVGSVGElement>();
+    render(<UiLoadingSpinner ref={ref} />);
+    expect(ref.current).toBeInstanceOf(SVGSVGElement);
+  });
+
+  it("Table family", () => {
+    const table = React.createRef<HTMLTableElement>();
+    const caption = React.createRef<HTMLTableCaptionElement>();
+    const header = React.createRef<HTMLTableSectionElement>();
+    const body = React.createRef<HTMLTableSectionElement>();
+    const footer = React.createRef<HTMLTableSectionElement>();
+    const row = React.createRef<HTMLTableRowElement>();
+    const head = React.createRef<HTMLTableCellElement>();
+    const cell = React.createRef<HTMLTableCellElement>();
+
+    render(
+      <Table ref={table}>
+        <TableCaption ref={caption}>caption</TableCaption>
+        <TableHeader ref={header}>
+          <TableRow ref={row}>
+            <TableHead ref={head}>h</TableHead>
+          </TableRow>
+        </TableHeader>
+        <TableBody ref={body}>
+          <TableRow>
+            <TableCell ref={cell}>d</TableCell>
+          </TableRow>
+        </TableBody>
+        <TableFooter ref={footer}>
+          <TableRow>
+            <TableCell>f</TableCell>
+          </TableRow>
+        </TableFooter>
+      </Table>,
+    );
+
+    expect(table.current).toBeInstanceOf(HTMLTableElement);
+    expect(caption.current).toBeInstanceOf(HTMLTableCaptionElement);
+    expect(header.current?.tagName).toBe("THEAD");
+    expect(body.current?.tagName).toBe("TBODY");
+    expect(footer.current?.tagName).toBe("TFOOT");
+    expect(row.current).toBeInstanceOf(HTMLTableRowElement);
+    expect(head.current?.tagName).toBe("TH");
+    expect(cell.current?.tagName).toBe("TD");
+  });
+});
+
+describe("setupTests ref tripwire", () => {
+  it("records a violation when a ref is passed to a plain function component", () => {
+    const Plain = (props: React.ComponentPropsWithoutRef<"span">) => <span {...props} />;
+    const ref = React.createRef<HTMLSpanElement>();
+    render(React.createElement(Plain as never, { ref }));
+    const consume = (globalThis as { __consumePendingRefWarnings?: () => string[] }).__consumePendingRefWarnings;
+    expect(consume).toBeDefined();
+    const violations = consume!();
+    expect(violations).toHaveLength(1);
+    expect(violations[0]).toContain("Function components cannot be given refs");
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/ui/separator.tsx b/ui/litellm-dashboard/src/components/ui/separator.tsx
index 443f8e905f9..a8a8d9cf5c2 100644
--- a/ui/litellm-dashboard/src/components/ui/separator.tsx
+++ b/ui/litellm-dashboard/src/components/ui/separator.tsx
@@ -1,12 +1,14 @@
 "use client";
 
 import { Separator as SeparatorPrimitive } from "@base-ui/react/separator";
+import * as React from "react";
 
 import { cn } from "@/lib/cva.config";
 
-function Separator({ className, orientation = "horizontal", ...props }: SeparatorPrimitive.Props) {
-  return (
+const Separator = React.forwardRef<React.ComponentRef<typeof SeparatorPrimitive>, SeparatorPrimitive.Props>(
+  ({ className, orientation = "horizontal", ...props }, ref) => (
     <SeparatorPrimitive
+      ref={ref}
       data-slot="separator"
       orientation={orientation}
       className={cn(
@@ -15,7 +17,8 @@ function Separator({ className, orientation = "horizontal", ...props }: Separato
       )}
       {...props}
     />
-  );
-}
+  ),
+);
+Separator.displayName = "Separator";
 
 export { Separator };
diff --git a/ui/litellm-dashboard/src/components/ui/skeleton.tsx b/ui/litellm-dashboard/src/components/ui/skeleton.tsx
index e27145708a2..69ff4891cec 100644
--- a/ui/litellm-dashboard/src/components/ui/skeleton.tsx
+++ b/ui/litellm-dashboard/src/components/ui/skeleton.tsx
@@ -1,7 +1,12 @@
+import * as React from "react";
+
 import { cn } from "@/lib/cva.config";
 
-function Skeleton({ className, ...props }: React.ComponentProps<"div">) {
-  return <div data-slot="skeleton" className={cn("animate-pulse rounded-md bg-accent", className)} {...props} />;
-}
+const Skeleton = React.forwardRef<HTMLDivElement, React.ComponentPropsWithoutRef<"div">>(
+  ({ className, ...props }, ref) => (
+    <div ref={ref} data-slot="skeleton" className={cn("animate-pulse rounded-md bg-accent", className)} {...props} />
+  ),
+);
+Skeleton.displayName = "Skeleton";
 
 export { Skeleton };
diff --git a/ui/litellm-dashboard/src/components/ui/table.tsx b/ui/litellm-dashboard/src/components/ui/table.tsx
index aff687f432d..6271a9e89ac 100644
--- a/ui/litellm-dashboard/src/components/ui/table.tsx
+++ b/ui/litellm-dashboard/src/components/ui/table.tsx
@@ -4,35 +4,45 @@ import * as React from "react";
 
 import { cn } from "@/lib/cva.config";
 
-function Table({ className, ...props }: React.ComponentProps<"table">) {
-  return (
+const Table = React.forwardRef<HTMLTableElement, React.ComponentPropsWithoutRef<"table">>(
+  ({ className, ...props }, ref) => (
     <div data-slot="table-container" className="relative w-full overflow-x-auto">
-      <table data-slot="table" className={cn("w-full caption-bottom text-sm", className)} {...props} />
+      <table ref={ref} data-slot="table" className={cn("w-full caption-bottom text-sm", className)} {...props} />
     </div>
-  );
-}
+  ),
+);
+Table.displayName = "Table";
 
-function TableHeader({ className, ...props }: React.ComponentProps<"thead">) {
-  return <thead data-slot="table-header" className={cn("[&_tr]:border-b", className)} {...props} />;
-}
+const TableHeader = React.forwardRef<HTMLTableSectionElement, React.ComponentPropsWithoutRef<"thead">>(
+  ({ className, ...props }, ref) => (
+    <thead ref={ref} data-slot="table-header" className={cn("[&_tr]:border-b", className)} {...props} />
+  ),
+);
+TableHeader.displayName = "TableHeader";
 
-function TableBody({ className, ...props }: React.ComponentProps<"tbody">) {
-  return <tbody data-slot="table-body" className={cn("[&_tr:last-child]:border-0", className)} {...props} />;
-}
+const TableBody = React.forwardRef<HTMLTableSectionElement, React.ComponentPropsWithoutRef<"tbody">>(
+  ({ className, ...props }, ref) => (
+    <tbody ref={ref} data-slot="table-body" className={cn("[&_tr:last-child]:border-0", className)} {...props} />
+  ),
+);
+TableBody.displayName = "TableBody";
 
-function TableFooter({ className, ...props }: React.ComponentProps<"tfoot">) {
-  return (
+const TableFooter = React.forwardRef<HTMLTableSectionElement, React.ComponentPropsWithoutRef<"tfoot">>(
+  ({ className, ...props }, ref) => (
     <tfoot
+      ref={ref}
       data-slot="table-footer"
       className={cn("border-t bg-muted/50 font-medium [&>tr]:last:border-b-0", className)}
       {...props}
     />
-  );
-}
+  ),
+);
+TableFooter.displayName = "TableFooter";
 
-function TableRow({ className, ...props }: React.ComponentProps<"tr">) {
-  return (
+const TableRow = React.forwardRef<HTMLTableRowElement, React.ComponentPropsWithoutRef<"tr">>(
+  ({ className, ...props }, ref) => (
     <tr
+      ref={ref}
       data-slot="table-row"
       className={cn(
         "border-b transition-colors hover:bg-muted/50 has-aria-expanded:bg-muted/50 data-[state=selected]:bg-muted",
@@ -40,12 +50,14 @@ function TableRow({ className, ...props }: React.ComponentProps<"tr">) {
       )}
       {...props}
     />
-  );
-}
+  ),
+);
+TableRow.displayName = "TableRow";
 
-function TableHead({ className, ...props }: React.ComponentProps<"th">) {
-  return (
+const TableHead = React.forwardRef<HTMLTableCellElement, React.ComponentPropsWithoutRef<"th">>(
+  ({ className, ...props }, ref) => (
     <th
+      ref={ref}
       data-slot="table-head"
       className={cn(
         "h-10 px-2 text-left align-middle font-medium whitespace-nowrap text-foreground [&:has([role=checkbox])]:pr-0 [&>[role=checkbox]]:translate-y-[2px]",
@@ -53,12 +65,14 @@ function TableHead({ className, ...props }: React.ComponentProps<"th">) {
       )}
       {...props}
     />
-  );
-}
+  ),
+);
+TableHead.displayName = "TableHead";
 
-function TableCell({ className, ...props }: React.ComponentProps<"td">) {
-  return (
+const TableCell = React.forwardRef<HTMLTableCellElement, React.ComponentPropsWithoutRef<"td">>(
+  ({ className, ...props }, ref) => (
     <td
+      ref={ref}
       data-slot="table-cell"
       className={cn(
         "p-2 align-middle whitespace-nowrap [&:has([role=checkbox])]:pr-0 [&>[role=checkbox]]:translate-y-[2px]",
@@ -66,13 +80,20 @@ function TableCell({ className, ...props }: React.ComponentProps<"td">) {
       )}
       {...props}
     />
-  );
-}
+  ),
+);
+TableCell.displayName = "TableCell";
 
-function TableCaption({ className, ...props }: React.ComponentProps<"caption">) {
-  return (
-    <caption data-slot="table-caption" className={cn("mt-4 text-sm text-muted-foreground", className)} {...props} />
-  );
-}
+const TableCaption = React.forwardRef<HTMLTableCaptionElement, React.ComponentPropsWithoutRef<"caption">>(
+  ({ className, ...props }, ref) => (
+    <caption
+      ref={ref}
+      data-slot="table-caption"
+      className={cn("mt-4 text-sm text-muted-foreground", className)}
+      {...props}
+    />
+  ),
+);
+TableCaption.displayName = "TableCaption";
 
 export { Table, TableHeader, TableBody, TableFooter, TableHead, TableRow, TableCell, TableCaption };
diff --git a/ui/litellm-dashboard/src/components/ui/ui-loading-spinner.tsx b/ui/litellm-dashboard/src/components/ui/ui-loading-spinner.tsx
index 09e52ef0d48..5fd62d92973 100644
--- a/ui/litellm-dashboard/src/components/ui/ui-loading-spinner.tsx
+++ b/ui/litellm-dashboard/src/components/ui/ui-loading-spinner.tsx
@@ -4,39 +4,43 @@ import { cx } from "@/lib/cva.config";
 
 type LoadingSpinnerProps = React.SVGProps<SVGSVGElement>;
 
-export function UiLoadingSpinner({ className = "", ...props }: LoadingSpinnerProps) {
-  const id = useId();
+export const UiLoadingSpinner = React.forwardRef<SVGSVGElement, LoadingSpinnerProps>(
+  ({ className = "", ...props }, ref) => {
+    const id = useId();
 
-  useSafeLayoutEffect(() => {
-    const animations = document
-      .getAnimations()
-      .filter((a) => a instanceof CSSAnimation && a.animationName === "spin") as CSSAnimation[];
+    useSafeLayoutEffect(() => {
+      const animations = document
+        .getAnimations()
+        .filter((a) => a instanceof CSSAnimation && a.animationName === "spin") as CSSAnimation[];
 
-    const self = animations.find((a) => (a.effect as KeyframeEffect).target?.getAttribute("data-spinner-id") === id);
+      const self = animations.find((a) => (a.effect as KeyframeEffect).target?.getAttribute("data-spinner-id") === id);
 
-    const anyOther = animations.find(
-      (a) => a.effect instanceof KeyframeEffect && a.effect.target?.getAttribute("data-spinner-id") !== id,
-    );
+      const anyOther = animations.find(
+        (a) => a.effect instanceof KeyframeEffect && a.effect.target?.getAttribute("data-spinner-id") !== id,
+      );
 
-    if (self && anyOther) {
-      self.currentTime = anyOther.currentTime;
-    }
-  }, [id]);
+      if (self && anyOther) {
+        self.currentTime = anyOther.currentTime;
+      }
+    }, [id]);
 
-  return (
-    <svg
-      data-spinner-id={id}
-      className={cx("pointer-events-none size-12 animate-spin text-current", className)}
-      fill="none"
-      viewBox="0 0 24 24"
-      {...props}
-    >
-      <circle className="opacity-25" cx="12" cy="12" r="10" stroke="currentColor" strokeWidth="4"></circle>
-      <path
-        className="opacity-75"
-        fill="currentColor"
-        d="M4 12a8 8 0 018-8V0C5.373 0 0 5.373 0 12h4zm2 5.291A7.962 7.962 0 014 12H0c0 3.042 1.135 5.824 3 7.938l3-2.647z"
-      ></path>
-    </svg>
-  );
-}
+    return (
+      <svg
+        ref={ref}
+        data-spinner-id={id}
+        className={cx("pointer-events-none size-12 animate-spin text-current", className)}
+        fill="none"
+        viewBox="0 0 24 24"
+        {...props}
+      >
+        <circle className="opacity-25" cx="12" cy="12" r="10" stroke="currentColor" strokeWidth="4"></circle>
+        <path
+          className="opacity-75"
+          fill="currentColor"
+          d="M4 12a8 8 0 018-8V0C5.373 0 0 5.373 0 12h4zm2 5.291A7.962 7.962 0 014 12H0c0 3.042 1.135 5.824 3 7.938l3-2.647z"
+        ></path>
+      </svg>
+    );
+  },
+);
+UiLoadingSpinner.displayName = "UiLoadingSpinner";
diff --git a/ui/litellm-dashboard/tests/setupTests.ts b/ui/litellm-dashboard/tests/setupTests.ts
index 6bc2e7775a1..69506a9f246 100644
--- a/ui/litellm-dashboard/tests/setupTests.ts
+++ b/ui/litellm-dashboard/tests/setupTests.ts
@@ -149,8 +149,30 @@ vi.mock("@/app/(dashboard)/hooks/useAuthorized", () => ({
   }),
 }));
 
+const pendingRefWarnings: string[] = [];
+const consumePendingRefWarnings = (): string[] => pendingRefWarnings.splice(0, pendingRefWarnings.length);
+(globalThis as { __consumePendingRefWarnings?: () => string[] }).__consumePendingRefWarnings =
+  consumePendingRefWarnings;
+
+const originalConsoleError = console.error.bind(console);
+vi.spyOn(console, "error").mockImplementation((...args: unknown[]) => {
+  originalConsoleError(...args);
+  if (typeof args[0] === "string" && args[0].includes("Function components cannot be given refs")) {
+    pendingRefWarnings.push(args.map(String).join(" "));
+  }
+});
+
 afterEach(() => {
   cleanup();
+  const refWarnings = consumePendingRefWarnings();
+  if (refWarnings.length > 0) {
+    throw new Error(
+      "A ref was passed to a plain function component and silently dropped under React 18, which breaks " +
+        "ref-based composition (Base UI render triggers, tooltips, focus). Wrap the component in React.forwardRef. " +
+        "This tripwire lives in tests/setupTests.ts and can be removed after the React 19 upgrade.\n\n" +
+        refWarnings.join("\n\n"),
+    );
+  }
 });
 
 // Make toLocaleString deterministic in tests; individual tests can override

From 1d9a86eac40fca902673ba57c613d6d9a6febe37 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Thu, 9 Jul 2026 11:59:22 -0700
Subject: [PATCH 175/370] refactor(ui): consolidate invitation flow into the
 dashboard layout (#32576)

The App Router migration is complete: every page is a path route and the
legacy `?page=` switch is gone from the index. This closes it out.

The `/ui/` index (page.tsx) kept its own duplicate copy of teams state, a
teams fetch, and keys/addKey plumbing solely to feed a second `UserDashboard`
render for the `invitation_id` case. That was redundant: `ApiKeysDashboard`
already renders `UserDashboard` sourcing its own data, so the index is thinned
to just render `<ApiKeysDashboard />`. The login redirect, the legacy `?page=`
deep-link redirect for old bookmarks, and the post-login return-URL handling
stay on the index.

The invitation entry point now resolves in one place. Modern invitation links
already point at the dedicated `/onboarding` route; the dashboard layout now
redirects legacy `/ui/?invitation_id=` links there too (via `migratedHref`,
the same base-aware redirect the index uses for `?page=`), instead of
re-rendering that route's page component inline. This removes an import of one
route's `page.tsx` into another module, and lets the now-unreachable
`if (invitation_id) return <Onboarding/>` branch in the shared
`user_dashboard.tsx` be deleted along with its dead `Onboarding` import and
`searchParams` read. A layout test asserts the redirect and fails if it
regresses.

`legacyPageHref` and the sidebar's migrated-vs-legacy href fallback are left
in place; they are still live for the parent-category nav nodes (agentic,
tools, experimental, settings) that are not page routes.

eslint-metrics.json is resynced: -2 no-explicit-any from the removed `any`
casts, plus pre-existing drift the gate requires the snapshot to match.
---
 ui/litellm-dashboard/eslint-metrics.json      |  2 +-
 .../src/app/(dashboard)/layout.test.tsx       | 30 ++++++++-
 .../src/app/(dashboard)/layout.tsx            | 13 +++-
 .../src/app/(dashboard)/page.tsx              | 62 +++----------------
 .../src/components/user_dashboard.tsx         | 11 ----
 5 files changed, 47 insertions(+), 71 deletions(-)

diff --git a/ui/litellm-dashboard/eslint-metrics.json b/ui/litellm-dashboard/eslint-metrics.json
index 37bad071081..fcf60934f64 100644
--- a/ui/litellm-dashboard/eslint-metrics.json
+++ b/ui/litellm-dashboard/eslint-metrics.json
@@ -1,5 +1,5 @@
 {
-  "@typescript-eslint/no-explicit-any": 1982,
+  "@typescript-eslint/no-explicit-any": 1980,
   "complexity": 128,
   "local/no-large-inline-object-arg": 519,
   "local/no-long-condition-chain": 233,
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/layout.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/layout.test.tsx
index 7573ddb5a0f..92a1d40b0e3 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/layout.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/layout.test.tsx
@@ -3,9 +3,13 @@ import { render, screen, waitFor } from "@testing-library/react";
 import { AuthProvider } from "@/contexts/AuthContext";
 import Layout from "./layout";
 
+const { replaceMock } = vi.hoisted(() => ({ replaceMock: vi.fn() }));
+
+let searchParamsValue = new URLSearchParams();
+
 vi.mock("next/navigation", () => ({
-  useRouter: vi.fn(() => ({ push: vi.fn(), replace: vi.fn() })),
-  useSearchParams: vi.fn(() => new URLSearchParams()),
+  useRouter: vi.fn(() => ({ push: vi.fn(), replace: replaceMock })),
+  useSearchParams: vi.fn(() => searchParamsValue),
   usePathname: vi.fn(() => "/ui/guardrails"),
 }));
 
@@ -58,6 +62,7 @@ describe("(dashboard) Layout", () => {
   beforeEach(() => {
     vi.clearAllMocks();
     pendingUiConfig = createDeferred();
+    searchParamsValue = new URLSearchParams();
   });
 
   it("does not mount route content until getUiConfig has resolved", async () => {
@@ -79,4 +84,25 @@ describe("(dashboard) Layout", () => {
     expect(screen.getByTestId("navbar")).toBeTruthy();
     expect(screen.queryByTestId("loading-screen")).toBeNull();
   });
+
+  it("redirects an invitation link to the onboarding route instead of rendering the dashboard shell", async () => {
+    searchParamsValue = new URLSearchParams("invitation_id=abc123");
+
+    render(
+      <AuthProvider>
+        <Layout>
+          <div data-testid="page-content" />
+        </Layout>
+      </AuthProvider>,
+    );
+
+    pendingUiConfig.resolve();
+
+    await waitFor(() =>
+      expect(replaceMock).toHaveBeenCalledWith(expect.stringContaining("/onboarding?invitation_id=abc123")),
+    );
+    expect(screen.queryByTestId("page-content")).toBeNull();
+    expect(screen.queryByTestId("navbar")).toBeNull();
+    expect(screen.queryByTestId("sidebar")).toBeNull();
+  });
 });
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx b/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx
index c84209b80cf..b8eb4e66ed0 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx
@@ -137,17 +137,26 @@ function DashboardShell({ children }: { children: React.ReactNode }) {
 }
 
 function LayoutContent({ children }: { children: React.ReactNode }) {
+  const router = useRouter();
   const searchParams = useSearchParams();
   const { accessToken, authLoading } = useAuth();
   const isInvitationFlow = Boolean(searchParams.get("invitation_id"));
 
-  if (authLoading) {
+  // Legacy invitation links point at /ui/?invitation_id=; the onboarding form now lives at its own
+  // /onboarding route. Redirect once ui-config has loaded so migratedHref resolves the SERVER_ROOT_PATH base.
+  useEffect(() => {
+    if (!authLoading && isInvitationFlow) {
+      router.replace(`${migratedHref("onboarding")}?${searchParams.toString()}`);
+    }
+  }, [authLoading, isInvitationFlow, router, searchParams]);
+
+  if (authLoading || isInvitationFlow) {
     return <LoadingScreen />;
   }
 
   return (
     <ThemeProvider accessToken={accessToken}>
-      {isInvitationFlow ? children : <DashboardShell>{children}</DashboardShell>}
+      <DashboardShell>{children}</DashboardShell>
     </ThemeProvider>
   );
 }
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/page.tsx
index cb4a4a0de03..6c0d780183a 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/page.tsx
@@ -1,11 +1,8 @@
 "use client";
 
 import ApiKeysDashboard from "@/app/(dashboard)/api-keys/ApiKeysDashboard";
-import { teamListCall as v2TeamListCall } from "@/app/(dashboard)/hooks/teams/useTeams";
 import LoadingScreen from "@/components/common_components/LoadingScreen";
-import { Team } from "@/components/key_team_helpers/key_list";
 import { proxyBaseUrl } from "@/components/networking";
-import UserDashboard from "@/components/user_dashboard";
 import { useAuth } from "@/contexts/AuthContext";
 import {
   buildLoginUrlWithReturn,
@@ -16,32 +13,20 @@ import {
 } from "@/utils/returnUrlUtils";
 import { MIGRATED_PAGES, migratedHref } from "@/utils/migratedPages";
 import { useRouter, useSearchParams } from "next/navigation";
-import { Suspense, useEffect, useRef, useState } from "react";
+import { Suspense, useEffect, useRef } from "react";
 
 function CreateKeyPageContent() {
-  const { authLoading, token, userID, userRole, userEmail, accessToken, premiumUser, setUserRole, setUserEmail } =
-    useAuth();
-
-  const [teams, setTeams] = useState<Team[] | null>(null);
-  const [keys, setKeys] = useState<null | any[]>([]);
+  const { authLoading, token } = useAuth();
 
   const router = useRouter();
   const searchParams = useSearchParams()!;
-  const [createClicked, setCreateClicked] = useState<boolean>(false);
-
-  const invitation_id = searchParams.get("invitation_id");
 
   const explicitPage = searchParams.get("page");
-  const page = explicitPage || "api-keys";
 
   // Track if we've already attempted a return URL redirect to prevent race conditions
   const hasAttemptedReturnRedirectRef = useRef(false);
 
-  const addKey = (data: any) => {
-    setKeys((prevData) => (prevData ? [...prevData, data] : [data]));
-    setCreateClicked(() => !createClicked);
-  };
-  const redirectToLogin = authLoading === false && token === null && invitation_id === null;
+  const redirectToLogin = authLoading === false && token === null;
 
   useEffect(() => {
     if (redirectToLogin) {
@@ -55,15 +40,13 @@ function CreateKeyPageContent() {
     }
   }, [redirectToLogin]);
 
-  // Redirect legacy query-param pages to their new path-based routes. Only when the page is
-  // explicitly requested via ?page=, so the bare landing renders inline and the post-login
-  // return-URL handling below stays intact.
+  // Redirect legacy ?page= deep links (old bookmarks) to their path-based routes.
   const isLegacyRedirect = explicitPage !== null && explicitPage in MIGRATED_PAGES;
   useEffect(() => {
     if (!authLoading && isLegacyRedirect) {
-      router.replace(migratedHref(MIGRATED_PAGES[page]));
+      router.replace(migratedHref(MIGRATED_PAGES[explicitPage]));
     }
-  }, [authLoading, isLegacyRedirect, page, router]);
+  }, [authLoading, isLegacyRedirect, explicitPage, router]);
 
   // Check for a stored return URL after successful authentication
   // This handles the case where user comes back from SSO and we need to redirect to the original URL
@@ -102,42 +85,11 @@ function CreateKeyPageContent() {
     }
   }, [token]);
 
-  useEffect(() => {
-    if (accessToken && userID && userRole) {
-      v2TeamListCall(accessToken, 1, 100, {
-        userID: userRole !== "Admin" && userRole !== "Admin Viewer" ? userID : null,
-      })
-        .then((response) => setTeams(response.teams ?? []))
-        .catch(console.error);
-    }
-  }, [accessToken, userID, userRole]);
-
   if (authLoading || redirectToLogin || isLegacyRedirect) {
     return <LoadingScreen />;
   }
 
-  return (
-    <>
-      {invitation_id ? (
-        <UserDashboard
-          userID={userID}
-          userRole={userRole}
-          premiumUser={premiumUser}
-          teams={teams}
-          keys={keys}
-          setUserRole={setUserRole}
-          userEmail={userEmail}
-          setUserEmail={setUserEmail}
-          setTeams={setTeams}
-          setKeys={setKeys}
-          addKey={addKey}
-          createClicked={createClicked}
-        />
-      ) : (
-        <ApiKeysDashboard />
-      )}
-    </>
-  );
+  return <ApiKeysDashboard />;
 }
 
 export default function CreateKeyPage() {
diff --git a/ui/litellm-dashboard/src/components/user_dashboard.tsx b/ui/litellm-dashboard/src/components/user_dashboard.tsx
index acb9333b051..689b5680fcc 100644
--- a/ui/litellm-dashboard/src/components/user_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/user_dashboard.tsx
@@ -2,9 +2,7 @@
 import { clearTokenCookies, getCookie } from "@/utils/cookieUtils";
 import { Col, Grid } from "@tremor/react";
 import { jwtDecode } from "jwt-decode";
-import { useSearchParams } from "next/navigation";
 import React, { useEffect, useState } from "react";
-import Onboarding from "../app/onboarding/page";
 import { fetchTeams } from "./common_components/fetch_teams";
 import { KeyResponse, Team } from "./key_team_helpers/key_list";
 import {
@@ -76,13 +74,8 @@ const UserDashboard: React.FC<UserDashboardProps> = ({
   const [userSpendData, setUserSpendData] = useState<UserInfo | null>(null);
   const [currentOrg, setCurrentOrg] = useState<Organization | null>(null);
 
-  // Assuming useSearchParams() hook exists and works in your setup
-  const searchParams = useSearchParams()!;
-
   const token = getCookie("token");
 
-  const invitation_id = searchParams.get("invitation_id");
-
   const [accessToken, setAccessToken] = useState<string | null>(null);
   const [teamSpend, setTeamSpend] = useState<number | null>(null);
   const [userModels, setUserModels] = useState<string[]>([]);
@@ -232,10 +225,6 @@ const UserDashboard: React.FC<UserDashboardProps> = ({
     }
   }, [selectedTeam]);
 
-  if (invitation_id != null) {
-    return <Onboarding></Onboarding>;
-  }
-
   function gotoLogin() {
     // Clear token cookies using the utility function
     clearTokenCookies();

From 6eed38bcfb4e1c95fb250524117fa29e31da2dfe Mon Sep 17 00:00:00 2001
From: yucheng-berri <yucheng@berri.ai>
Date: Thu, 9 Jul 2026 13:18:51 -0700
Subject: [PATCH 176/370] fix(guardrails/bedrock): honor
 disable_exception_on_block by raising ModifyResponseException (#32289)

* fix(guardrails/bedrock): honor disable_exception_on_block by raising ModifyResponseException

The Bedrock-specific GuardrailInterventionNormalStringError predates the
unified guardrails refactor and no proxy code path handles it, so a block
with the flag set surfaced as an uncaught Exception -> HTTP 500 in pre_call
mode and was silently discarded in during_call mode (model call proceeded
in the parallel asyncio.gather; the block hook's data["mock_response"]
mutation happened after route_request had already unpacked kwargs).

Convert the block to ModifyResponseException at the raise site inside
make_bedrock_api_request. That exception is the industry-standard proxy
contract already caught in proxy_server, anthropic_endpoints, response_api
_endpoints, and pass_through_endpoints; it turns into a 200 response with
finish_reason=content_filter and the block message as content, which is
exactly what the flag was documented to yield. Post-call blocks attach
the LLM response to original_response so the synthetic reply reports the
upstream call's real token usage instead of zero.

Deletes the now-orphaned GuardrailInterventionNormalStringError class and
the dead create_guardrail_blocked_response / mock_response plumbing in the
Bedrock hooks; updates the existing tests that had locked in the buggy
contract.

Resolves LIT-4186

* chore(guardrails/bedrock): drop dead str branch in _update_messages_with_updated_bedrock_guardrail_response

Follow-up to the disable_exception_on_block fix. That method used to
receive either a BedrockGuardrailResponse or a plain string (the block
message, when the flag was set). Now that a block always raises
ModifyResponseException before this method runs, the string branch is
unreachable; tighten the type to BedrockGuardrailResponse and delete
the guard.

* fix(guardrails/bedrock): streaming post_call block yields synthetic stream instead of surfacing as SSE 500

Regression from the LIT-4186 refactor: pre-refactor, the streaming
post_call iterator caught GuardrailInterventionNormalStringError locally
and replaced the assembled response with a synthetic content-filter
message, then re-emitted it as chunks via MockResponseIterator. After
the refactor the exception was re-raised as ModifyResponseException,
which async_streaming_data_generator serializes as a proxy 500 error
frame because the SSE response headers are already flushed by the time
the block fires.

Non-streaming paths still let ModifyResponseException propagate to the
endpoint handler (which converts it into a 200). Streaming can't do
that, so keep the local synthesis: on the exception, rebind the
assembled response to a ModelResponse whose single choice carries the
block message as content and finish_reason=content_filter, and let the
downstream MockResponseIterator emit it as chunks. Same shape a
non-streaming block produces.

Adds a mapped-file regression test that mutation-kills the raise
behavior and locks in the synthetic-stream contract.

* fix(guardrails/bedrock): preserve upstream usage on streaming post_call block

Non-streaming post_call blocks report the upstream LLM call's real
token usage via ModifyResponseException.original_response, which the
endpoint handler unwraps through _blocked_response_usage. Streaming
post_call synthesizes its own ModelResponse locally (the exception
can't escape the SSE generator), and previously left .usage unset,
so the client saw accurate billing on non-streaming blocks and zero
on streaming blocks -- silent revenue leak.

Copy the assembled response's .usage onto the synthetic block
response before yielding. Pre-refactor code had the same gap
(create_guardrail_blocked_response never set usage); this is a net
improvement, not a regression fix.
---
 litellm/exceptions.py                         |  14 -
 .../guardrail_hooks/bedrock_guardrails.py     | 145 ++++---
 .../test_bedrock_apply_guardrail.py           |  22 +-
 .../test_bedrock_guardrails.py                |  66 ++-
 .../test_bedrock_guardrails.py                | 405 ++++++++++++++++++
 5 files changed, 529 insertions(+), 123 deletions(-)

diff --git a/litellm/exceptions.py b/litellm/exceptions.py
index adf7b3ef05a..aca3fb551cc 100644
--- a/litellm/exceptions.py
+++ b/litellm/exceptions.py
@@ -1180,20 +1180,6 @@ def __init__(
         super().__init__(message)
 
 
-class GuardrailInterventionNormalStringError(
-    Exception
-):  # custom exception to raise when a guardrail intervenes, but we want to return a normal string to the user
-    def __init__(self, message: str):
-        self.message = message
-        super().__init__(self.message)
-
-    def __str__(self):
-        return self.message
-
-    def __repr__(self):
-        return self.__str__()
-
-
 class SensitiveDataRouteException(Exception):
     """
     Exception raised when a guardrail detects sensitive data and wants to reroute the request.
diff --git a/litellm/proxy/guardrails/guardrail_hooks/bedrock_guardrails.py b/litellm/proxy/guardrails/guardrail_hooks/bedrock_guardrails.py
index 6e46f971dd8..a45719d2eb8 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/bedrock_guardrails.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/bedrock_guardrails.py
@@ -33,7 +33,7 @@
 from litellm._logging import verbose_proxy_logger
 from litellm.litellm_core_utils.core_helpers import redact_nested_match_and_regex_keys
 from litellm.caching import DualCache
-from litellm.exceptions import GuardrailInterventionNormalStringError
+from litellm.exceptions import ModifyResponseException
 from litellm.integrations.custom_guardrail import CustomGuardrail
 from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM
 from litellm.llms.custom_httpx.http_handler import (
@@ -754,7 +754,9 @@ async def make_bedrock_api_request(
             )
             bedrock_guardrail_response = BedrockGuardrailResponse(**_json_response)
             if self._should_raise_guardrail_blocked_exception(bedrock_guardrail_response):
-                raise self._get_http_exception_for_blocked_guardrail(bedrock_guardrail_response)
+                raise self._get_http_exception_for_blocked_guardrail(
+                    bedrock_guardrail_response, request_data=request_data
+                )
         else:
             status_code, detail_message = self._parse_bedrock_guardrail_error_response(httpx_response)
             verbose_proxy_logger.error(
@@ -1027,8 +1029,8 @@ def _extract_blocked_assessments(self, response: BedrockGuardrailResponse) -> Li
         return blocked
 
     def _get_http_exception_for_blocked_guardrail(
-        self, response: BedrockGuardrailResponse
-    ) -> Union[HTTPException, GuardrailInterventionNormalStringError]:
+        self, response: BedrockGuardrailResponse, request_data: Optional[dict] = None
+    ) -> Union[HTTPException, ModifyResponseException]:
         """
         Get the HTTP exception for a blocked guardrail.
         """
@@ -1040,7 +1042,13 @@ def _get_http_exception_for_blocked_guardrail(
                     bedrock_guardrail_output_text += output.get("text") or ""
 
         if self.disable_exception_on_block is True:
-            return GuardrailInterventionNormalStringError(message=bedrock_guardrail_output_text)
+            _request_data = request_data or {}
+            return ModifyResponseException(
+                message=bedrock_guardrail_output_text,
+                model=_request_data.get("model", "bedrock-guardrail"),
+                request_data=_request_data,
+                guardrail_name=self.guardrail_name,
+            )
 
         detail: Dict[str, Any] = {
             "error": "Violated guardrail policy",
@@ -1134,18 +1142,6 @@ def _should_raise_guardrail_blocked_exception(self, response: BedrockGuardrailRe
         # This means all actions were ANONYMIZED or NONE, so don't raise exception
         return False
 
-    def create_guardrail_blocked_response(self, response: str) -> ModelResponse:
-        from litellm.types.utils import Choices, Message, ModelResponse
-
-        return ModelResponse(
-            choices=[
-                Choices(
-                    message=Message(content=response),
-                )
-            ],
-            model="bedrock-guardrail",
-        )
-
     async def async_pre_call_hook(
         self,
         user_api_key_dict: UserAPIKeyAuth,
@@ -1183,16 +1179,15 @@ async def async_pre_call_hook(
         #########################################################
         ########## 1. Make the Bedrock API request ##########
         #########################################################
-        bedrock_guardrail_response: Optional[Union[BedrockGuardrailResponse, str]] = None
-        try:
-            bedrock_guardrail_response = await self.make_bedrock_api_request(
-                source="INPUT",
-                messages=filtered_messages,
-                request_data=data,
-                logging_event_type=GuardrailEventHooks.pre_call,
-            )
-        except GuardrailInterventionNormalStringError as e:
-            bedrock_guardrail_response = e.message
+        # A block with disable_exception_on_block=True raises ModifyResponseException
+        # from make_bedrock_api_request; that propagates to the endpoint handler,
+        # which returns a 200 whose message is the guardrail's blockedInputMessaging.
+        bedrock_guardrail_response = await self.make_bedrock_api_request(
+            source="INPUT",
+            messages=filtered_messages,
+            request_data=data,
+            logging_event_type=GuardrailEventHooks.pre_call,
+        )
         #########################################################
 
         #########################################################
@@ -1207,8 +1202,6 @@ async def async_pre_call_hook(
             updated_target_messages=updated_subset,
             target_indices=filter_result.target_indices,
         )
-        if isinstance(bedrock_guardrail_response, str):
-            data["mock_response"] = self.create_guardrail_blocked_response(response=bedrock_guardrail_response)
 
         #########################################################
         ########## 3. Add the guardrail to the applied guardrails header ##########
@@ -1248,16 +1241,19 @@ async def async_moderation_hook(
         #########################################################
         ########## 1. Make the Bedrock API request ##########
         #########################################################
-        bedrock_guardrail_response: Optional[Union[BedrockGuardrailResponse, str]] = None
-        try:
-            bedrock_guardrail_response = await self.make_bedrock_api_request(
-                source="INPUT",
-                messages=filtered_messages,
-                request_data=data,
-                logging_event_type=GuardrailEventHooks.during_call,
-            )
-        except GuardrailInterventionNormalStringError as e:
-            bedrock_guardrail_response = e.message
+        # A block with disable_exception_on_block=True raises ModifyResponseException
+        # from make_bedrock_api_request. Because during_call runs in an asyncio.gather
+        # alongside the LLM call (common_request_processing.py), swallowing the
+        # exception here to set data["mock_response"] was ineffective: route_request
+        # unpacked kwargs before this hook ran, and the LLM task's response was taken
+        # unconditionally. Letting the exception propagate cancels the LLM task and
+        # the endpoint handler returns the block response.
+        bedrock_guardrail_response = await self.make_bedrock_api_request(
+            source="INPUT",
+            messages=filtered_messages,
+            request_data=data,
+            logging_event_type=GuardrailEventHooks.during_call,
+        )
         #########################################################
 
         #########################################################
@@ -1272,8 +1268,6 @@ async def async_moderation_hook(
             updated_target_messages=updated_subset,
             target_indices=filter_result.target_indices,
         )
-        if isinstance(bedrock_guardrail_response, str):
-            data["mock_response"] = self.create_guardrail_blocked_response(response=bedrock_guardrail_response)
 
         #########################################################
         ########## 3. Add the guardrail to the applied guardrails header ##########
@@ -1323,7 +1317,11 @@ async def async_post_call_success_hook(
         # users should configure if they want input validation. Running an
         # extra INPUT scan here produced a duplicate post-call entry in the
         # trace and made no semantic sense for a "post-call" event.
-        output_content_bedrock: Optional[Union[BedrockGuardrailResponse, str]] = None
+        # A block with disable_exception_on_block=True raises ModifyResponseException
+        # from make_bedrock_api_request; that propagates to the endpoint handler,
+        # which returns a 200 whose message is the guardrail's blockedInputMessaging.
+        # Attach the LLM response to original_response so the synthetic block reply
+        # reports the real token usage the upstream call consumed instead of zero.
         try:
             output_content_bedrock = await self.make_bedrock_api_request(
                 source="OUTPUT",
@@ -1332,15 +1330,15 @@ async def async_post_call_success_hook(
                 request_data=data,
                 logging_event_type=GuardrailEventHooks.post_call,
             )
-        except GuardrailInterventionNormalStringError as e:
-            output_content_bedrock = e.message
+        except ModifyResponseException as e:
+            if e.original_response is None:
+                e.original_response = response
+            raise
 
         #########################################################
         ########## 2. Apply masking to response with output guardrail response ##########
         #########################################################
-        if isinstance(output_content_bedrock, str):
-            response = self.create_guardrail_blocked_response(response=output_content_bedrock)
-        elif output_content_bedrock is not None:
+        if output_content_bedrock is not None:
             self._apply_masking_to_response(
                 response=response,
                 bedrock_guardrail_response=output_content_bedrock,
@@ -1357,7 +1355,7 @@ async def async_post_call_success_hook(
     def _update_messages_with_updated_bedrock_guardrail_response(
         self,
         messages: List[AllMessageValues],
-        bedrock_guardrail_response: Union[BedrockGuardrailResponse, str],
+        bedrock_guardrail_response: BedrockGuardrailResponse,
     ) -> List[AllMessageValues]:
         """
         Use the output from the bedrock guardrail to mask sensitive content in messages.
@@ -1369,8 +1367,6 @@ def _update_messages_with_updated_bedrock_guardrail_response(
         Returns:
             List of messages with content masked according to guardrail response
         """
-        if isinstance(bedrock_guardrail_response, str):
-            return messages
         # Get masked texts from guardrail response
         masked_texts = self._extract_masked_texts_from_response(bedrock_guardrail_response)
 
@@ -1422,7 +1418,14 @@ async def async_post_call_streaming_iterator_hook(
             # pre_call / during_call. Bedrock will raise if the response
             # violates the guardrail policy.
             ###################################################################
-            output_guardrail_response: Optional[Union[BedrockGuardrailResponse, str]] = None
+            # A block with disable_exception_on_block=True raises ModifyResponseException
+            # from make_bedrock_api_request. Non-streaming paths let it propagate so
+            # the endpoint handler turns it into a 200. Streaming can't do that: the
+            # SSE response headers are already flushed, so a raise would be serialized
+            # as an error frame by async_streaming_data_generator. Instead, replace
+            # the assembled response with the synthetic block content in-place and
+            # yield it as a normal stream, matching the shape a non-streaming block
+            # produces.
             try:
                 output_guardrail_response = await self.make_bedrock_api_request(
                     source="OUTPUT",
@@ -1431,15 +1434,31 @@ async def async_post_call_streaming_iterator_hook(
                     request_data=request_data,
                     logging_event_type=GuardrailEventHooks.post_call,
                 )
-            except GuardrailInterventionNormalStringError as e:
-                output_guardrail_response = e.message
+            except ModifyResponseException as e:
+                # Preserve upstream usage from the LLM call we already
+                # consumed. Non-streaming blocks carry it via
+                # ModifyResponseException.original_response +
+                # _blocked_response_usage; streaming has to do the copy
+                # itself since the exception can't escape this generator.
+                _original_usage = getattr(assembled_model_response, "usage", None)
+                assembled_model_response = ModelResponse(
+                    choices=[
+                        Choices(
+                            index=0,
+                            message=Message(role="assistant", content=e.message),
+                            finish_reason="content_filter",
+                        )
+                    ],
+                    model=e.model,
+                )
+                if _original_usage is not None:
+                    assembled_model_response.usage = _original_usage
+                output_guardrail_response = None
 
             #########################################################################
             ########## 2. Apply masking to response with output guardrail response ##########
             #########################################################################
-            if isinstance(output_guardrail_response, str):
-                assembled_model_response = self.create_guardrail_blocked_response(response=output_guardrail_response)
-            elif output_guardrail_response is not None:
+            if output_guardrail_response is not None:
                 self._apply_masking_to_response(
                     response=assembled_model_response,
                     bedrock_guardrail_response=output_guardrail_response,
@@ -1732,13 +1751,13 @@ async def apply_guardrail(
             inputs["texts"] = masked_texts
             return inputs
 
-        except (HTTPException, GuardrailInterventionNormalStringError):
-            # Let guardrail blocking exceptions propagate as-is so the proxy
-            # can return the correct HTTP status (400) or handle the
-            # GuardrailInterventionNormalStringError for disable_exception_on_block mode.
-            # Without this, the generic except below wraps them into a plain
-            # Exception, losing the HTTP semantics and preventing the proxy
-            # from properly blocking the call.
+        except (HTTPException, ModifyResponseException):
+            # Let guardrail blocking exceptions propagate as-is so the proxy can
+            # return the correct HTTP status (400 for HTTPException, 200 with the
+            # block message for ModifyResponseException in disable_exception_on_block
+            # mode). Without this, the generic except below wraps them into a plain
+            # Exception, losing the semantics and preventing the proxy from
+            # properly blocking the call.
             raise
         except Exception as e:
             verbose_proxy_logger.error("Bedrock Guardrail: Failed to apply guardrail: %s", str(e))
diff --git a/tests/enterprise/litellm_enterprise/proxy/guardrails/test_bedrock_apply_guardrail.py b/tests/enterprise/litellm_enterprise/proxy/guardrails/test_bedrock_apply_guardrail.py
index 87c5e3bf2a9..f257b47404e 100644
--- a/tests/enterprise/litellm_enterprise/proxy/guardrails/test_bedrock_apply_guardrail.py
+++ b/tests/enterprise/litellm_enterprise/proxy/guardrails/test_bedrock_apply_guardrail.py
@@ -329,12 +329,13 @@ def test_bedrock_guardrail_filters_latest_user_message_when_enabled():
 @pytest.mark.asyncio
 async def test_bedrock_apply_guardrail_blocked_with_disable_exception_on_block():
     """
-    Regression test for issue #20045: when disable_exception_on_block=True,
-    make_bedrock_api_request raises GuardrailInterventionNormalStringError.
-    apply_guardrail must let it propagate as-is so the proxy can handle it
-    properly instead of wrapping it in a generic Exception.
+    Regression test for LIT-4186: when disable_exception_on_block=True, a
+    Bedrock block raises ModifyResponseException. apply_guardrail must let it
+    propagate as-is so the endpoint handler (proxy_server.py) can turn it into
+    a 200 response with the block message as content, instead of the exception
+    surfacing as a bare 500.
     """
-    from litellm.exceptions import GuardrailInterventionNormalStringError
+    from litellm.exceptions import ModifyResponseException
 
     guardrail = BedrockGuardrail(
         guardrail_name="test-bedrock-guard",
@@ -346,18 +347,21 @@ async def test_bedrock_apply_guardrail_blocked_with_disable_exception_on_block()
     with patch.object(
         guardrail, "make_bedrock_api_request", new_callable=AsyncMock
     ) as mock_api:
-        mock_api.side_effect = GuardrailInterventionNormalStringError(
-            message="Sorry, your question in its current format is unable to be answered."
+        mock_api.side_effect = ModifyResponseException(
+            message="Sorry, your question in its current format is unable to be answered.",
+            model="bedrock-guardrail",
+            request_data={},
+            guardrail_name="test-bedrock-guard",
         )
 
-        with pytest.raises(GuardrailInterventionNormalStringError) as exc_info:
+        with pytest.raises(ModifyResponseException) as exc_info:
             await guardrail.apply_guardrail(
                 inputs={"texts": ["harmful prompt content"]},
                 request_data={},
                 input_type="request",
             )
 
-        assert "unable to be answered" in str(exc_info.value.message)
+        assert "unable to be answered" in exc_info.value.message
 
 
 @pytest.mark.asyncio
diff --git a/tests/guardrails_tests/test_bedrock_guardrails.py b/tests/guardrails_tests/test_bedrock_guardrails.py
index a23e89e576c..823ee05839f 100644
--- a/tests/guardrails_tests/test_bedrock_guardrails.py
+++ b/tests/guardrails_tests/test_bedrock_guardrails.py
@@ -1390,7 +1390,14 @@ async def test_bedrock_guardrail_disable_exception_on_block_non_streaming():
         assert exception.status_code == 400
         assert "Violated guardrail policy" in str(exception.detail)
 
-    # Test 2: disable_exception_on_block=True - should NOT raise exception
+    # Test 2: disable_exception_on_block=True - raises ModifyResponseException.
+    # LIT-4186: pre-fix, the native hook swallowed the block and set
+    # data["mock_response"], which was dead code (route_request already
+    # unpacked kwargs) so during_call let the model call proceed anyway.
+    # The correct contract is to raise ModifyResponseException so the endpoint
+    # handler returns a 200 with the block message as content.
+    from litellm.exceptions import ModifyResponseException
+
     guardrail_disabled = BedrockGuardrail(
         guardrailIdentifier="test-guardrail",
         guardrailVersion="DRAFT",
@@ -1402,20 +1409,13 @@ async def test_bedrock_guardrail_disable_exception_on_block_non_streaming():
     ) as mock_post:
         mock_post.return_value = mock_bedrock_response
 
-        # Should NOT raise exception when disable_exception_on_block=True
-        try:
-            response = await guardrail_disabled.async_moderation_hook(
+        with pytest.raises(ModifyResponseException) as exc_info:
+            await guardrail_disabled.async_moderation_hook(
                 data=request_data,
                 user_api_key_dict=mock_user_api_key_dict,
                 call_type="completion",
             )
-            # Should succeed and return data (even though content was blocked)
-            assert response is not None
-            print("✅ No exception raised when disable_exception_on_block=True")
-        except Exception as e:
-            pytest.fail(
-                f"Should not raise exception when disable_exception_on_block=True, but got: {e}"
-            )
+        assert exc_info.value.message == "I can't provide that information."
 
 
 @pytest.mark.asyncio
@@ -1514,7 +1514,10 @@ async def mock_streaming_response():
             async for chunk in result_generator:
                 pass
 
-    # Test 2: disable_exception_on_block=True - should NOT raise exception
+    # Test 2: disable_exception_on_block=True. Streaming can't raise up to the
+    # endpoint handler (SSE headers already flushed), so the block is delivered
+    # as a synthetic stream with finish_reason=content_filter and the block
+    # message as content -- same shape a non-streaming block produces.
     guardrail_disabled = BedrockGuardrail(
         guardrailIdentifier="test-guardrail",
         guardrailVersion="DRAFT",
@@ -1526,31 +1529,20 @@ async def mock_streaming_response():
     ) as mock_post:
         mock_post.return_value = mock_bedrock_response
 
-        # Should NOT raise exception when disable_exception_on_block=True
-        try:
-            result_generator = (
-                guardrail_disabled.async_post_call_streaming_iterator_hook(
-                    user_api_key_dict=mock_user_api_key_dict,
-                    response=mock_streaming_response(),
-                    request_data=request_data,
-                )
-            )
-
-            # Consume the generator - should succeed without exceptions
-            result_chunks = []
-            async for chunk in result_generator:
-                result_chunks.append(chunk)
-
-            # Should have received chunks back even though content was blocked
-            assert len(result_chunks) > 0
-            print(
-                "✅ Streaming completed without exception when disable_exception_on_block=True"
-            )
-
-        except Exception as e:
-            pytest.fail(
-                f"Should not raise exception when disable_exception_on_block=True in streaming, but got: {e}"
-            )
+        result_generator = guardrail_disabled.async_post_call_streaming_iterator_hook(
+            user_api_key_dict=mock_user_api_key_dict,
+            response=mock_streaming_response(),
+            request_data=request_data,
+        )
+        chunks = [c async for c in result_generator]
+        assert chunks, "streaming block should yield synthetic chunks, not empty"
+        assembled_content = "".join(
+            (c.choices[0].delta.content or "")
+            for c in chunks
+            if getattr(c, "choices", None) and getattr(c.choices[0], "delta", None)
+        )
+        assert assembled_content == "I can't provide that information."
+        assert chunks[-1].choices[0].finish_reason == "content_filter"
 
 
 @pytest.mark.asyncio
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_bedrock_guardrails.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_bedrock_guardrails.py
index f43d8e85aca..bf237d8017b 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_bedrock_guardrails.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_bedrock_guardrails.py
@@ -2767,3 +2767,408 @@ async def test_grounding_output_blocked_raises_400():
             )
 
     assert exc_info.value.status_code == 400
+
+
+###############################################################################
+# LIT-4186: disable_exception_on_block regression tests
+#
+# Before the fix, a Bedrock block with disable_exception_on_block=True raised
+# GuardrailInterventionNormalStringError, which no proxy code handled: the
+# unified pre_call path re-raised it, so the client saw HTTP 500 with the block
+# message; the native during_call hook swallowed it and set data["mock_response"],
+# which was dead code because route_request already unpacked kwargs.
+#
+# The fix converts blocks to ModifyResponseException at the raise site inside
+# make_bedrock_api_request. That exception is already the industry-standard
+# proxy contract (caught in proxy_server.py, anthropic_endpoints, etc.) and
+# turns into a 200 response whose content is the block message.
+###############################################################################
+
+
+def _blocked_bedrock_httpx_response() -> MagicMock:
+    response = MagicMock()
+    response.status_code = 200
+    response.json.return_value = {
+        "action": "GUARDRAIL_INTERVENED",
+        "outputs": [{"text": "Sorry, the model cannot answer this question."}],
+        "assessments": [
+            {
+                "topicPolicy": {
+                    "topics": [{"name": "Denied", "type": "DENY", "action": "BLOCKED"}]
+                }
+            }
+        ],
+    }
+    return response
+
+
+@pytest.mark.asyncio
+async def test_make_bedrock_api_request_block_raises_modify_response_when_flag_set():
+    from litellm.exceptions import ModifyResponseException
+
+    guardrail = BedrockGuardrail(
+        guardrail_name="test-bedrock-guard",
+        guardrailIdentifier="test-guardrail",
+        guardrailVersion="DRAFT",
+        disable_exception_on_block=True,
+    )
+
+    request_data = {"model": "bedrock-nova-micro"}
+    mock_credentials = MagicMock()
+    mock_credentials.access_key = "k"
+    mock_credentials.secret_key = "s"
+    mock_credentials.token = None
+
+    with (
+        patch.object(
+            guardrail.async_handler, "post", new_callable=AsyncMock
+        ) as mock_post,
+        patch.object(
+            guardrail, "_load_credentials", return_value=(mock_credentials, "us-east-1")
+        ),
+        patch.object(guardrail, "_prepare_request", return_value=MagicMock()),
+    ):
+        mock_post.return_value = _blocked_bedrock_httpx_response()
+
+        with pytest.raises(ModifyResponseException) as exc_info:
+            await guardrail.make_bedrock_api_request(
+                source="INPUT",
+                messages=[{"role": "user", "content": "My name is John Doe"}],
+                request_data=request_data,
+            )
+
+    assert exc_info.value.message == "Sorry, the model cannot answer this question."
+    assert exc_info.value.model == "bedrock-nova-micro"
+    assert exc_info.value.guardrail_name == "test-bedrock-guard"
+
+
+@pytest.mark.asyncio
+async def test_make_bedrock_api_request_block_raises_http_400_when_flag_unset():
+    guardrail = BedrockGuardrail(
+        guardrail_name="test-bedrock-guard",
+        guardrailIdentifier="test-guardrail",
+        guardrailVersion="DRAFT",
+        disable_exception_on_block=False,
+    )
+
+    mock_credentials = MagicMock()
+    mock_credentials.access_key = "k"
+    mock_credentials.secret_key = "s"
+    mock_credentials.token = None
+
+    with (
+        patch.object(
+            guardrail.async_handler, "post", new_callable=AsyncMock
+        ) as mock_post,
+        patch.object(
+            guardrail, "_load_credentials", return_value=(mock_credentials, "us-east-1")
+        ),
+        patch.object(guardrail, "_prepare_request", return_value=MagicMock()),
+    ):
+        mock_post.return_value = _blocked_bedrock_httpx_response()
+
+        with pytest.raises(HTTPException) as exc_info:
+            await guardrail.make_bedrock_api_request(
+                source="INPUT",
+                messages=[{"role": "user", "content": "hi"}],
+                request_data={"model": "bedrock-nova-micro"},
+            )
+
+    assert exc_info.value.status_code == 400
+
+
+@pytest.mark.asyncio
+async def test_async_pre_call_hook_propagates_modify_response_on_block():
+    """pre_call: block with disable_exception_on_block=True must raise
+    ModifyResponseException so the endpoint handler returns 200 with the block
+    message. Before LIT-4186 the exception was swallowed and only data
+    ["mock_response"] was mutated, which the unified pre_call path never read
+    (surfaced as HTTP 500)."""
+    from litellm.exceptions import ModifyResponseException
+
+    guardrail = BedrockGuardrail(
+        guardrail_name="test-bedrock-guard",
+        guardrailIdentifier="test-guardrail",
+        guardrailVersion="DRAFT",
+        disable_exception_on_block=True,
+    )
+
+    request_data = {
+        "model": "bedrock-nova-micro",
+        "messages": [{"role": "user", "content": "My name is John Doe"}],
+    }
+    mock_credentials = MagicMock()
+    mock_credentials.access_key = "k"
+    mock_credentials.secret_key = "s"
+    mock_credentials.token = None
+
+    with (
+        patch.object(
+            guardrail.async_handler, "post", new_callable=AsyncMock
+        ) as mock_post,
+        patch.object(
+            guardrail, "_load_credentials", return_value=(mock_credentials, "us-east-1")
+        ),
+        patch.object(guardrail, "_prepare_request", return_value=MagicMock()),
+    ):
+        mock_post.return_value = _blocked_bedrock_httpx_response()
+
+        with pytest.raises(ModifyResponseException) as exc_info:
+            await guardrail.async_pre_call_hook(
+                user_api_key_dict=UserAPIKeyAuth(),
+                cache=DualCache(),
+                data=request_data,
+                call_type="acompletion",
+            )
+
+    assert exc_info.value.message == "Sorry, the model cannot answer this question."
+    # No `mock_response` mutation: the old broken contract must be gone
+    # (route_request unpacks kwargs before this hook runs, so `mock_response`
+    # would never reach the LLM call anyway).
+    assert "mock_response" not in request_data
+
+
+@pytest.mark.asyncio
+async def test_async_moderation_hook_propagates_modify_response_on_block():
+    """during_call: block must raise ModifyResponseException from the moderation
+    task so the surrounding asyncio.gather cancels the LLM call, instead of
+    the old behavior of swallowing the block and letting the model call proceed
+    (LIT-4186 symptom 2: silent bypass, model billed)."""
+    from litellm.exceptions import ModifyResponseException
+
+    guardrail = BedrockGuardrail(
+        guardrail_name="test-bedrock-guard",
+        guardrailIdentifier="test-guardrail",
+        guardrailVersion="DRAFT",
+        disable_exception_on_block=True,
+    )
+
+    request_data = {
+        "model": "bedrock-nova-micro",
+        "messages": [{"role": "user", "content": "My name is John Doe"}],
+    }
+    mock_credentials = MagicMock()
+    mock_credentials.access_key = "k"
+    mock_credentials.secret_key = "s"
+    mock_credentials.token = None
+
+    with (
+        patch.object(
+            guardrail.async_handler, "post", new_callable=AsyncMock
+        ) as mock_post,
+        patch.object(
+            guardrail, "_load_credentials", return_value=(mock_credentials, "us-east-1")
+        ),
+        patch.object(guardrail, "_prepare_request", return_value=MagicMock()),
+    ):
+        mock_post.return_value = _blocked_bedrock_httpx_response()
+
+        with pytest.raises(ModifyResponseException) as exc_info:
+            await guardrail.async_moderation_hook(
+                data=request_data,
+                user_api_key_dict=UserAPIKeyAuth(),
+                call_type="acompletion",
+            )
+
+    assert exc_info.value.message == "Sorry, the model cannot answer this question."
+
+
+@pytest.mark.asyncio
+async def test_async_post_call_success_hook_attaches_original_response_on_block():
+    """post_call: block must raise ModifyResponseException and attach the LLM
+    response to `original_response` so the synthetic block reply reports the
+    upstream call's real token usage instead of zero."""
+    from litellm.exceptions import ModifyResponseException
+
+    guardrail = BedrockGuardrail(
+        guardrail_name="test-bedrock-guard",
+        guardrailIdentifier="test-guardrail",
+        guardrailVersion="DRAFT",
+        disable_exception_on_block=True,
+    )
+
+    request_data = {
+        "model": "bedrock-nova-micro",
+        "messages": [{"role": "user", "content": "hi"}],
+    }
+    llm_response = _model_response("Hello John Doe! The capital of France is Paris.")
+    mock_credentials = MagicMock()
+    mock_credentials.access_key = "k"
+    mock_credentials.secret_key = "s"
+    mock_credentials.token = None
+
+    with (
+        patch.object(
+            guardrail.async_handler, "post", new_callable=AsyncMock
+        ) as mock_post,
+        patch.object(
+            guardrail, "_load_credentials", return_value=(mock_credentials, "us-east-1")
+        ),
+        patch.object(guardrail, "_prepare_request", return_value=MagicMock()),
+    ):
+        mock_post.return_value = _blocked_bedrock_httpx_response()
+
+        with pytest.raises(ModifyResponseException) as exc_info:
+            await guardrail.async_post_call_success_hook(
+                data=request_data,
+                user_api_key_dict=UserAPIKeyAuth(),
+                response=llm_response,
+            )
+
+    assert exc_info.value.original_response is llm_response
+
+
+@pytest.mark.asyncio
+async def test_apply_guardrail_propagates_modify_response_on_block():
+    """apply_guardrail (unified path used by pre_call / /apply_guardrail
+    endpoint) must let ModifyResponseException propagate as-is so the endpoint
+    handler catches it and returns a 200."""
+    from litellm.exceptions import ModifyResponseException
+
+    guardrail = BedrockGuardrail(
+        guardrail_name="test-bedrock-guard",
+        guardrailIdentifier="test-guardrail",
+        guardrailVersion="DRAFT",
+        disable_exception_on_block=True,
+    )
+
+    with patch.object(
+        guardrail, "make_bedrock_api_request", new_callable=AsyncMock
+    ) as mock_api:
+        mock_api.side_effect = ModifyResponseException(
+            message="Sorry, the model cannot answer this question.",
+            model="bedrock-nova-micro",
+            request_data={},
+            guardrail_name="test-bedrock-guard",
+        )
+
+        with pytest.raises(ModifyResponseException) as exc_info:
+            await guardrail.apply_guardrail(
+                inputs={"texts": ["My name is John Doe"]},
+                request_data={"model": "bedrock-nova-micro"},
+                input_type="request",
+            )
+
+    assert exc_info.value.message == "Sorry, the model cannot answer this question."
+
+
+@pytest.mark.asyncio
+async def test_streaming_post_call_block_yields_synthetic_stream_not_raise():
+    """LIT-4186 regression: with disable_exception_on_block=True, streaming
+    post_call blocks must be delivered as a synthetic stream (finish_reason=
+    content_filter, block message as content), NOT raised. Pre-fix the local
+    handler already produced this shape; the LIT-4186 refactor briefly turned
+    it into an SSE 500 by letting ModifyResponseException escape the streaming
+    generator. This test locks in the correct streaming contract.
+    """
+    from litellm.types.utils import Delta, ModelResponseStream, StreamingChoices
+
+    guardrail = BedrockGuardrail(
+        guardrail_name="test-bedrock-guard",
+        guardrailIdentifier="test-guardrail",
+        guardrailVersion="DRAFT",
+        disable_exception_on_block=True,
+    )
+
+    async def _stream():
+        yield ModelResponseStream(
+            choices=[
+                StreamingChoices(
+                    index=0,
+                    delta=Delta(role="assistant", content="Coffee is a popular"),
+                )
+            ]
+        )
+        yield ModelResponseStream(
+            choices=[StreamingChoices(index=0, delta=Delta(content=" beverage."), finish_reason="stop")]
+        )
+
+    mock_credentials = MagicMock()
+    mock_credentials.access_key = "k"
+    mock_credentials.secret_key = "s"
+    mock_credentials.token = None
+
+    with (
+        patch.object(guardrail.async_handler, "post", new_callable=AsyncMock) as mock_post,
+        patch.object(guardrail, "_load_credentials", return_value=(mock_credentials, "us-east-1")),
+        patch.object(guardrail, "_prepare_request", return_value=MagicMock()),
+    ):
+        mock_post.return_value = _blocked_bedrock_httpx_response()
+
+        chunks = [
+            c
+            async for c in guardrail.async_post_call_streaming_iterator_hook(
+                user_api_key_dict=UserAPIKeyAuth(),
+                response=_stream(),
+                request_data={"model": "bedrock-nova-micro"},
+            )
+        ]
+
+    assert chunks, "streaming block should yield synthetic chunks, not error out"
+    assembled_content = "".join(
+        (c.choices[0].delta.content or "")
+        for c in chunks
+        if getattr(c, "choices", None) and getattr(c.choices[0], "delta", None)
+    )
+    assert assembled_content == "Sorry, the model cannot answer this question."
+    assert chunks[-1].choices[0].finish_reason == "content_filter"
+
+
+@pytest.mark.asyncio
+async def test_streaming_post_call_block_preserves_upstream_usage():
+    """LIT-4186: streaming block must report the usage the upstream LLM call
+    actually consumed. Non-streaming blocks carry it via original_response +
+    _blocked_response_usage in the endpoint handler; streaming has to copy it
+    onto the synthetic ModelResponse directly since the exception can't escape
+    the SSE generator. Without this, clients see accurate billing on
+    non-streaming blocks and zero on streaming blocks -- silent revenue leak."""
+    from litellm.types.utils import Delta, ModelResponseStream, StreamingChoices, Usage
+
+    guardrail = BedrockGuardrail(
+        guardrail_name="test-bedrock-guard",
+        guardrailIdentifier="test-guardrail",
+        guardrailVersion="DRAFT",
+        disable_exception_on_block=True,
+    )
+
+    async def _stream_with_usage():
+        # Terminal chunk carrying usage, as OpenAI-style streams do with
+        # stream_options={"include_usage": True}. stream_chunk_builder
+        # aggregates this into the assembled ModelResponse's .usage.
+        yield ModelResponseStream(
+            choices=[StreamingChoices(index=0, delta=Delta(role="assistant", content="Coffee is delicious"))]
+        )
+        yield ModelResponseStream(
+            choices=[StreamingChoices(index=0, delta=Delta(content=""), finish_reason="stop")],
+            usage=Usage(prompt_tokens=42, completion_tokens=17, total_tokens=59),
+        )
+
+    mock_credentials = MagicMock()
+    mock_credentials.access_key = "k"
+    mock_credentials.secret_key = "s"
+    mock_credentials.token = None
+
+    with (
+        patch.object(guardrail.async_handler, "post", new_callable=AsyncMock) as mock_post,
+        patch.object(guardrail, "_load_credentials", return_value=(mock_credentials, "us-east-1")),
+        patch.object(guardrail, "_prepare_request", return_value=MagicMock()),
+    ):
+        mock_post.return_value = _blocked_bedrock_httpx_response()
+
+        chunks = [
+            c
+            async for c in guardrail.async_post_call_streaming_iterator_hook(
+                user_api_key_dict=UserAPIKeyAuth(),
+                response=_stream_with_usage(),
+                request_data={"model": "bedrock-nova-micro"},
+            )
+        ]
+
+    # Find the chunk carrying usage (MockResponseIterator emits it on the
+    # terminating chunk when the source ModelResponse has .usage set)
+    usage_chunks = [c for c in chunks if getattr(c, "usage", None) is not None]
+    assert usage_chunks, "streaming block should carry the upstream call's usage on at least one chunk"
+    reported_usage = usage_chunks[-1].usage
+    assert reported_usage.prompt_tokens == 42
+    assert reported_usage.completion_tokens == 17
+    assert reported_usage.total_tokens == 59

From bff2c952e0339a736f451797974f507e6ccbda48 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Thu, 9 Jul 2026 13:19:56 -0700
Subject: [PATCH 177/370] fix(ui): key the edit form's browser-held token
 handling off the effective auth type

The edit form decided auth mode from the saved mcpServer.auth_type in fetchTools while the
authorize flow used the current form value, so a token authorized after switching the form to a
client-forwarded mode was never forwarded as the x-mcp header until the server was saved. A shared
getEffectiveAuthType (form value falling back to the saved record) is now the single decision point
for token receipt and tool loading

The save path classified the staged token with getMcpOAuthMode, which returns null for
true_passthrough and oauth_delegate, so the staged token was dropped on save instead of being
committed to sessionStorage the way the create form's submit path does. The passthrough branch now
also covers the client-forwarded modes; the token still never enters the server row
---
 .../mcp_tools/mcp_server_edit.test.tsx        | 70 +++++++++++++++++++
 .../components/mcp_tools/mcp_server_edit.tsx  | 17 +++--
 2 files changed, 81 insertions(+), 6 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index 0579a3208d1..d55f993b926 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -1173,6 +1173,76 @@ describe("MCPServerEdit (OAuth token persistence on save)", () => {
     expect(onSuccess).not.toHaveBeenCalled();
   });
 
+  it.each([["true_passthrough"], ["oauth_delegate"]])(
+    "persists the staged token to sessionStorage on save for the %s mode",
+    async (authType) => {
+      // Regression: the save path classified the staged token with getMcpOAuthMode, which returns
+      // null for the client-forwarded modes, so setToken was never called and the browser-held
+      // token was dropped on save; the create form's submit path already committed it.
+      mockOauth.tokenResponse = { access_token: "cf-tok", expires_in: 1800, token_type: "bearer" };
+      vi.mocked(networking.updateMCPServer).mockResolvedValue({
+        ...interactiveOAuthServer,
+        auth_type: authType,
+      });
+
+      render(
+        <MCPServerEdit
+          mcpServer={{ ...interactiveOAuthServer, auth_type: authType }}
+          accessToken="access-token"
+          userID="user-1"
+          onCancel={vi.fn()}
+          onSuccess={vi.fn()}
+          availableAccessGroups={[]}
+        />,
+      );
+
+      await act(async () => {
+        fireEvent.click(screen.getAllByRole("button", { name: "Save Changes" })[0]);
+      });
+
+      await waitFor(() => {
+        expect(mockSetToken).toHaveBeenCalledWith(
+          "oauth_server_1",
+          expect.objectContaining({ access_token: "cf-tok" }),
+          "user-1",
+        );
+      });
+      expect(networking.storeMCPOAuthUserCredential).not.toHaveBeenCalled();
+      const [, payload] = vi.mocked(networking.updateMCPServer).mock.calls[0];
+      expect(payload.credentials).toBeUndefined();
+    },
+  );
+
+  it("forwards a newly authorized browser-held token for tool loading before the form is saved", async () => {
+    // Regression: fetchTools keyed the browser-held decision off the saved mcpServer.auth_type, so
+    // after switching the form to true_passthrough and authorizing, the fresh token was not sent as
+    // the x-mcp header until the server was saved.
+    vi.mocked(networking.listMCPTools).mockResolvedValue({ tools: [], error: null });
+    mockIsTokenValid.mockReturnValue(false);
+
+    render(
+      <MCPServerEdit
+        mcpServer={{ ...interactiveOAuthServer, auth_type: "api_key" }}
+        accessToken="access-token"
+        userID="user-1"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+
+    await selectAntOption("Authentication", "OAuth Delegate (client-supplied upstream token)");
+    mockOauth.tokenResponse = { access_token: "fresh-tok", token_type: "bearer" };
+    await selectAntOption("Authentication", "True Passthrough (no LiteLLM auth)");
+
+    await waitFor(() => {
+      const withHeaders = vi
+        .mocked(networking.listMCPTools)
+        .mock.calls.find(([, , headers]) => headers && JSON.stringify(headers).includes("fresh-tok"));
+      expect(withHeaders).toBeTruthy();
+    });
+  });
+
   it("persists the passthrough token to sessionStorage on save after authorize", async () => {
     mockOauth.tokenResponse = { access_token: "pt-tok", expires_in: 1800, token_type: "bearer" };
     vi.mocked(networking.updateMCPServer).mockResolvedValue({
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index 59d7b28aacb..ee7938d2904 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -131,6 +131,11 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
     }
   };
 
+  // The auth mode every decision must key off: the admin's in-flight form selection wins over the
+  // saved record, so authorizing, loading tools, and saving all agree with what the form shows. Paths
+  // that read only mcpServer.auth_type go stale the moment the admin switches modes in the form.
+  const getEffectiveAuthType = () => form.getFieldValue("auth_type") ?? mcpServer.auth_type;
+
   const {
     startOAuthFlow,
     status: oauthStatus,
@@ -178,8 +183,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         return;
       }
 
-      const effectiveAuthType = form.getFieldValue("auth_type") ?? mcpServer.auth_type;
-      if (isClientForwardedTokenMode(effectiveAuthType)) {
+      if (isClientForwardedTokenMode(getEffectiveAuthType())) {
         const browserHeldToken = {
           access_token: token.access_token,
           expires_in: token.expires_in,
@@ -388,7 +392,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         oauth2_flow: mcpServer.oauth2_flow,
         delegate_auth_to_upstream: mcpServer.delegate_auth_to_upstream,
       }) === "passthrough";
-    const isBrowserHeldTokenMode = isClientForwardedTokenMode(mcpServer.auth_type);
+    const isBrowserHeldTokenMode = isClientForwardedTokenMode(getEffectiveAuthType());
     if (isPassthrough || isBrowserHeldTokenMode) {
       const token =
         oauthTokenResponse?.access_token ??
@@ -749,8 +753,9 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
       const updated = await updateMCPServer(accessToken, payload);
 
       // Persist the token staged via "Authorize & Fetch" (mirrors the create flow's
-      // commit-on-submit): OBO writes the per-user token to the DB, passthrough keeps
-      // it in sessionStorage. M2M/static auth resolve server-side and need neither.
+      // commit-on-submit): OBO writes the per-user token to the DB; legacy passthrough and the
+      // client-forwarded modes (true_passthrough / oauth_delegate) keep it in sessionStorage and
+      // never in the server row. M2M/static auth resolve server-side and need neither.
       if (oauthTokenResponse?.access_token) {
         const oauthMode = getMcpOAuthMode({
           auth_type: restValues.auth_type,
@@ -767,7 +772,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
               scopes: typeof scope === "string" && scope ? scope.split(" ") : undefined,
             };
             await storeMCPOAuthUserCredential(accessToken, mcpServer.server_id, oauthCredentialPayload);
-          } else if (oauthMode === "passthrough") {
+          } else if (oauthMode === "passthrough" || isClientForwardedTokenMode(restValues.auth_type)) {
             const browserHeldToken = {
               access_token: oauthTokenResponse.access_token,
               expires_in: oauthTokenResponse.expires_in,

From 97d09512969f2adf5b39863cc18e9a75b0915d78 Mon Sep 17 00:00:00 2001
From: mubashir1osmani <mubashir.osmani777@gmail.com>
Date: Thu, 9 Jul 2026 16:39:47 -0400
Subject: [PATCH 178/370] test(e2e): make dynamic model provisioning robust on
 split deployments (#32670)

create_model now waits until the new deployment is servable on the data plane
(polls /v1/models) before returning, instead of assuming /model/new makes it
instantly callable. On a split control/data-plane proxy the gateway only sees a
model after its next DB reload, so an immediate call raced the reload and 400'd
with "Invalid model name passed" (embeddings, responses, messages, ocr, ...).

It also stops pinning model_info.id to the model_name, letting the proxy assign a
unique model_id. Re-registering a fixed-name deployment (the batch suite's
openai-batch et al.) after a failed teardown no longer collides on the model_id
unique constraint (prisma UniqueViolationError surfaced as the generic 500
"Failed to add model to db", erroring every batch_lifecycle case at setup)
---
 tests/e2e/e2e_gateway.py      | 49 +++++++++++++++++++++++---
 tests/e2e/models.py           | 18 +++++++++-
 tests/e2e/test_e2e_gateway.py | 66 ++++++++++++++++++++++++++++++++---
 3 files changed, 122 insertions(+), 11 deletions(-)

diff --git a/tests/e2e/e2e_gateway.py b/tests/e2e/e2e_gateway.py
index 055d06d1c79..d62c9c4b17b 100644
--- a/tests/e2e/e2e_gateway.py
+++ b/tests/e2e/e2e_gateway.py
@@ -42,6 +42,7 @@
     ModelMode,
     ModelNewBody,
     ModelNewResponse,
+    ModelsListResponse,
     OcrBody,
     OcrResponse,
     SpendLogRow,
@@ -125,21 +126,59 @@ def create_model(
         litellm_params: LiteLLMParamsBody,
         mode: ModelMode | None = None,
     ) -> str:
-        """Register a deployment under `model_name` (id == model_name) and return the
-        model_id. add_deployment runs synchronously in /model/new, so the model is
-        callable as soon as this returns."""
-        return unwrap(
+        """Register a deployment under `model_name` and return its proxy-assigned
+        model_id, once the model is actually servable on the data plane.
+
+        /model/new is a control-plane route; in a split control/data-plane
+        deployment the gateway (data plane, which serves /chat, /ocr, ...) only
+        picks the new model up on its next DB reload, so a call issued the instant
+        this returns can race the reload and 400 with "Invalid model name passed".
+        We therefore poll the data-plane /v1/models until the model appears before
+        handing back, so callers can invoke it immediately. In the monolithic case
+        it is already present on the first poll, so this adds one request."""
+        model_id = unwrap(
             self.transport.post(
                 "/model/new",
                 headers=self.transport.master,
                 json=ModelNewBody(
                     model_name=model_name,
                     litellm_params=litellm_params,
-                    model_info=ModelInfoBody(id=model_name, mode=mode),
+                    model_info=ModelInfoBody(mode=mode),
                 ),
                 response_type=ModelNewResponse,
             )
         ).model_id
+        self._await_model_servable(model_name)
+        return model_id
+
+    def _await_model_servable(self, model_name: str) -> None:
+        """Block until the data plane lists `model_name`, or fail loudly if it does
+        not within poll_timeout (a real propagation/config problem, surfaced here
+        instead of as a downstream "Invalid model name passed")."""
+        deadline = time.monotonic() + self.poll_timeout
+        last_result: Result[ModelsListResponse] | None = None
+        while time.monotonic() < deadline:
+            last_result = self.transport.get(
+                "/v1/models",
+                headers=self.transport.master,
+                params=NoBody(),
+                response_type=ModelsListResponse,
+            )
+            if isinstance(last_result, Success) and any(
+                entry.id == model_name for entry in last_result.data.data
+            ):
+                return
+            time.sleep(self.poll_interval)
+        last_error = (
+            f"; last /v1/models poll did not succeed: {last_result}"
+            if last_result is not None and not isinstance(last_result, Success)
+            else ""
+        )
+        raise AssertionError(
+            f"model {model_name!r} was created but never became servable on the data "
+            f"plane within {self.poll_timeout}s of /model/new (control/data-plane "
+            f"propagation or STORE_MODEL_IN_DB reload issue){last_error}"
+        )
 
     def delete_model(self, model_id: str) -> None:
         result = self.transport.post(
diff --git a/tests/e2e/models.py b/tests/e2e/models.py
index 0490db286ea..f287058b313 100644
--- a/tests/e2e/models.py
+++ b/tests/e2e/models.py
@@ -394,7 +394,11 @@ class LiteLLMParamsBody(BaseModel):
 
 
 class ModelInfoBody(BaseModel):
-    id: str
+    # id is left unset so the proxy assigns a unique model_id per deployment.
+    # Pinning it to the model_name made re-registrations of a fixed-name model
+    # (e.g. the batch suite's openai-batch) collide on the model_id unique
+    # constraint when a prior run's teardown had not removed the row.
+    id: str | None = None
     mode: ModelMode | None = None
 
 
@@ -410,6 +414,18 @@ class ModelNewResponse(BaseModel):
     model_id: str
 
 
+class ModelListEntry(BaseModel):
+    id: str
+
+
+class ModelsListResponse(BaseModel):
+    """GET /v1/models on the data plane: the deployments the gateway can actually
+    serve right now. Used to confirm a freshly created model has propagated from
+    the control plane before a test calls it."""
+
+    data: tuple[ModelListEntry, ...] = ()
+
+
 class ModelDeleteBody(BaseModel):
     id: str
 
diff --git a/tests/e2e/test_e2e_gateway.py b/tests/e2e/test_e2e_gateway.py
index a6dcc6112d6..9a9aa2fd2cc 100644
--- a/tests/e2e/test_e2e_gateway.py
+++ b/tests/e2e/test_e2e_gateway.py
@@ -10,6 +10,7 @@
 
 from dataclasses import dataclass, field
 
+import pytest
 from pydantic import BaseModel
 
 from batches.batch_client import BatchClient
@@ -21,26 +22,38 @@
     Result,
     StreamingResponse,
     Success,
+    UnknownApiError,
 )
 from models import (
     LiteLLMParamsBody,
     ModelDeleteBody,
     ModelNewBody,
     ModelNewResponse,
+    ModelsListResponse,
 )
 
 
 @dataclass
 class _RecordingTransport:
     """Typed fake fulfilling the Transport protocol; records every post and
-    answers with a canned success so the test asserts on what was sent."""
+    answers with a canned success so the test asserts on what was sent.
+
+    `get("/v1/models")` reports a created model as servable only after
+    `servable_after_gets` polls, so a test can drive the data-plane wait in
+    create_model."""
 
     posts: list[tuple[str, BaseModel]] = field(default_factory=list)
+    servable_after_gets: int = 0
+    models_error: UnknownApiError | None = None
+    model_gets: int = 0
+    _created: list[str] = field(default_factory=list)
 
     def post[R: BaseModel](
         self, path: str, *, headers: BaseModel, json: BaseModel, response_type: type[R]
     ) -> Result[R]:
         self.posts.append((path, json))
+        if path == "/model/new" and isinstance(json, ModelNewBody):
+            self._created.append(json.model_name)
         payload = (
             {"model_id": "registered-id"} if response_type is ModelNewResponse else {}
         )
@@ -70,7 +83,15 @@ def get[R: BaseModel](
         params: BaseModel,
         response_type: type[R],
     ) -> Result[R]:
-        raise AssertionError("get is not part of model management")
+        if path == "/v1/models" and response_type is ModelsListResponse:
+            self.model_gets += 1
+            if self.models_error is not None:
+                return self.models_error
+            visible = self._created if self.model_gets > self.servable_after_gets else []
+            return Success(
+                data=response_type.model_validate({"data": [{"id": name} for name in visible]})
+            )
+        raise AssertionError(f"unexpected get: {path}")
 
     def delete[R: BaseModel](
         self, path: str, *, headers: BaseModel, json: BaseModel, response_type: type[R]
@@ -106,7 +127,7 @@ def master(self) -> AuthHeaders:
 
 def test_gateway_create_model_registers_deployment_and_returns_model_id() -> None:
     transport = _RecordingTransport()
-    gateway = Gateway(transport=transport)
+    gateway = Gateway(transport=transport, poll_interval=0.0)
 
     model_id = gateway.create_model(
         "e2e-test-model", LiteLLMParamsBody(model="openai/gpt-4o-mini")
@@ -117,13 +138,48 @@ def test_gateway_create_model_registers_deployment_and_returns_model_id() -> Non
     assert path == "/model/new"
     assert isinstance(body, ModelNewBody)
     assert body.model_name == "e2e-test-model"
-    assert body.model_info.id == "e2e-test-model"
+    # No pinned model_id: the proxy assigns a unique one, so a fixed-name model
+    # re-registered after a failed teardown can't collide on the id constraint.
+    assert body.model_info.id is None
     assert body.model_info.mode is None
+    # It confirmed data-plane visibility before returning.
+    assert transport.model_gets >= 1
+
+
+def test_gateway_create_model_waits_until_servable_on_the_data_plane() -> None:
+    # The model shows up on /v1/models only on the third poll (simulating the
+    # gateway's delayed DB reload in a split deployment); create_model must keep
+    # polling instead of returning after /model/new.
+    transport = _RecordingTransport(servable_after_gets=2)
+    gateway = Gateway(transport=transport, poll_interval=0.0)
+
+    gateway.create_model("e2e-late-model", LiteLLMParamsBody(model="openai/gpt-4o-mini"))
+
+    assert transport.model_gets == 3
+
+
+def test_gateway_create_model_fails_loudly_when_never_servable() -> None:
+    transport = _RecordingTransport(servable_after_gets=10**9)
+    gateway = Gateway(transport=transport, poll_timeout=0.05, poll_interval=0.0)
+
+    with pytest.raises(AssertionError, match="never became servable"):
+        gateway.create_model("e2e-ghost-model", LiteLLMParamsBody(model="openai/gpt-4o-mini"))
+
+
+def test_gateway_create_model_surfaces_the_last_data_plane_error() -> None:
+    transport = _RecordingTransport(
+        models_error=UnknownApiError(status_code=503, body="data plane down")
+    )
+    gateway = Gateway(transport=transport, poll_timeout=0.05, poll_interval=0.0)
+
+    with pytest.raises(AssertionError, match="data plane down") as excinfo:
+        gateway.create_model("e2e-flaky-model", LiteLLMParamsBody(model="openai/gpt-4o-mini"))
+    assert "503" in str(excinfo.value)
 
 
 def test_batch_client_create_model_registers_a_batch_mode_deployment() -> None:
     transport = _RecordingTransport()
-    client = BatchClient(gateway=Gateway(transport=transport))
+    client = BatchClient(gateway=Gateway(transport=transport, poll_interval=0.0))
 
     model_id = client.create_model(
         "e2e-batch-model", LiteLLMParamsBody(model="openai/gpt-4o-mini")

From d1a79f79713d700d2b685b76ae2c262853bb1fa7 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Thu, 9 Jul 2026 13:48:20 -0700
Subject: [PATCH 179/370] fix(ui): rename Virtual Keys 'Key Hash' filter label
 to 'Key ID' (#32672)

---
 .../src/components/VirtualKeysPage/VirtualKeysTable.tsx         | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.tsx b/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.tsx
index 00f4304c8a9..cae6dc54df5 100644
--- a/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.tsx
+++ b/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.tsx
@@ -578,7 +578,7 @@ export function VirtualKeysTable() {
     },
     {
       name: "Key Hash",
-      label: "Key Hash",
+      label: "Key ID",
       isSearchable: false,
     },
   ];

From 5cf269088cca64f9fa16faeba4dedd00bf48486d Mon Sep 17 00:00:00 2001
From: yucheng-berri <yucheng@berri.ai>
Date: Thu, 9 Jul 2026 13:48:47 -0700
Subject: [PATCH 180/370] fix(proxy): capture logging_obj before
 post_call_failure_hook pops it in ModifyResponseException streaming path
 (#32665)

* fix(guardrails/bedrock): honor disable_exception_on_block by raising ModifyResponseException

The Bedrock-specific GuardrailInterventionNormalStringError predates the
unified guardrails refactor and no proxy code path handles it, so a block
with the flag set surfaced as an uncaught Exception -> HTTP 500 in pre_call
mode and was silently discarded in during_call mode (model call proceeded
in the parallel asyncio.gather; the block hook's data["mock_response"]
mutation happened after route_request had already unpacked kwargs).

Convert the block to ModifyResponseException at the raise site inside
make_bedrock_api_request. That exception is the industry-standard proxy
contract already caught in proxy_server, anthropic_endpoints, response_api
_endpoints, and pass_through_endpoints; it turns into a 200 response with
finish_reason=content_filter and the block message as content, which is
exactly what the flag was documented to yield. Post-call blocks attach
the LLM response to original_response so the synthetic reply reports the
upstream call's real token usage instead of zero.

Deletes the now-orphaned GuardrailInterventionNormalStringError class and
the dead create_guardrail_blocked_response / mock_response plumbing in the
Bedrock hooks; updates the existing tests that had locked in the buggy
contract.

Resolves LIT-4186

* chore(guardrails/bedrock): drop dead str branch in _update_messages_with_updated_bedrock_guardrail_response

Follow-up to the disable_exception_on_block fix. That method used to
receive either a BedrockGuardrailResponse or a plain string (the block
message, when the flag was set). Now that a block always raises
ModifyResponseException before this method runs, the string branch is
unreachable; tighten the type to BedrockGuardrailResponse and delete
the guard.

* fix(guardrails/bedrock): streaming post_call block yields synthetic stream instead of surfacing as SSE 500

Regression from the LIT-4186 refactor: pre-refactor, the streaming
post_call iterator caught GuardrailInterventionNormalStringError locally
and replaced the assembled response with a synthetic content-filter
message, then re-emitted it as chunks via MockResponseIterator. After
the refactor the exception was re-raised as ModifyResponseException,
which async_streaming_data_generator serializes as a proxy 500 error
frame because the SSE response headers are already flushed by the time
the block fires.

Non-streaming paths still let ModifyResponseException propagate to the
endpoint handler (which converts it into a 200). Streaming can't do
that, so keep the local synthesis: on the exception, rebind the
assembled response to a ModelResponse whose single choice carries the
block message as content and finish_reason=content_filter, and let the
downstream MockResponseIterator emit it as chunks. Same shape a
non-streaming block produces.

Adds a mapped-file regression test that mutation-kills the raise
behavior and locks in the synthetic-stream contract.

* fix(guardrails/bedrock): preserve upstream usage on streaming post_call block

Non-streaming post_call blocks report the upstream LLM call's real
token usage via ModifyResponseException.original_response, which the
endpoint handler unwraps through _blocked_response_usage. Streaming
post_call synthesizes its own ModelResponse locally (the exception
can't escape the SSE generator), and previously left .usage unset,
so the client saw accurate billing on non-streaming blocks and zero
on streaming blocks -- silent revenue leak.

Copy the assembled response's .usage onto the synthetic block
response before yielding. Pre-refactor code had the same gap
(create_guardrail_blocked_response never set usage); this is a net
improvement, not a regression fix.

* fix(proxy): capture logging_obj before post_call_failure_hook pops it in ModifyResponseException streaming path

post_call_failure_hook removes litellm_logging_obj from request_data before
iterating callbacks (it's not serialisable). The streaming branch of the
ModifyResponseException handler read it from _data after that call, so it
always received None and CustomStreamWrapper.__init__ crashed with
AttributeError: NoneType has no attribute model_call_details.

Capture it before the hook runs so the streaming path gets a valid object.

Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com>

* test(proxy): add regression for streaming ModifyResponseException logging_obj capture

Covers the bug where logging_obj was read from request_data after
post_call_failure_hook had already popped it, causing CustomStreamWrapper
to crash with AttributeError.

Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com>

* test(proxy): drive real chat_completion in ModifyResponseException streaming logging_obj regression

The original test inlined the fix pattern (capture before pop) in its
own body rather than calling the actual chat_completion handler in
proxy_server.py, so a revert of the fix left the test passing.
Confirmed via mutation check: reverting the two-line source fix and
re-running left the test green.

Rewrite the test to drive chat_completion directly:
- patch _read_request_body so chat_completion sees the seeded dict
- patch ProxyBaseLLMRequestProcessing.base_process_llm_request to
  raise ModifyResponseException with the same request_data
- patch proxy_logging_obj so post_call_failure_hook mutates the dict
  the way production does (pops litellm_logging_obj)
- intercept CustomStreamWrapper.__init__ and assert logging_obj is
  the non-None object seeded in request_data

Mutation-verified: reverting the source fix now surfaces the exact
production crash inside CustomStreamWrapper's __init__
(AttributeError: NoneType has no attribute model_call_details) rather
than a silently-passing test.

Addresses Greptile P1 on PR #32665.

---------

Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com>
---
 litellm/proxy/proxy_server.py                 |   4 +-
 .../test_bedrock_guardrails.py                | 102 ++++++++++++++++++
 2 files changed, 105 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 13e2d4f1252..4114bda47c9 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -8544,6 +8544,8 @@ async def chat_completion(
     except ModifyResponseException as e:
         # Guardrail flagged content in passthrough mode - return 200 with violation message
         _data = e.request_data
+        # Capture logging_obj before post_call_failure_hook pops it from _data.
+        _logging_obj = _data.get("litellm_logging_obj")
         await proxy_logging_obj.post_call_failure_hook(
             user_api_key_dict=user_api_key_dict,
             original_exception=e,
@@ -8563,7 +8565,7 @@ async def chat_completion(
                 completion_stream=_iterator,
                 model=e.model,
                 custom_llm_provider="cached_response",
-                logging_obj=_data.get("litellm_logging_obj", None),
+                logging_obj=_logging_obj,
             )
             selected_data_generator = select_data_generator(
                 response=_streaming_response,
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_bedrock_guardrails.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_bedrock_guardrails.py
index bf237d8017b..15827b80bcf 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_bedrock_guardrails.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_bedrock_guardrails.py
@@ -3172,3 +3172,105 @@ async def _stream_with_usage():
     assert reported_usage.prompt_tokens == 42
     assert reported_usage.completion_tokens == 17
     assert reported_usage.total_tokens == 59
+
+
+###############################################################################
+# Regression test for the streaming logging_obj bug found during live testing.
+#
+# post_call_failure_hook (proxy_server.py) pops litellm_logging_obj from
+# request_data before invoking callbacks ("not serialisable"). The streaming
+# branch of the ModifyResponseException handler previously read logging_obj
+# from _data AFTER that call, always getting None, causing:
+#   AttributeError: 'NoneType' object has no attribute 'model_call_details'
+# inside CustomStreamWrapper.__init__, which surfaced as HTTP 500.
+#
+# The fix captures logging_obj BEFORE calling post_call_failure_hook.
+# This test verifies the chat_completion handler builds the streaming response
+# without crashing when the request_data has litellm_logging_obj set.
+###############################################################################
+
+
+@pytest.mark.asyncio
+async def test_chat_completion_modify_response_exception_streaming_logging_obj_not_none():
+    """Regression: streaming ModifyResponseException handler in chat_completion
+    must capture logging_obj before post_call_failure_hook pops it from
+    request_data. Previously this caused CustomStreamWrapper.__init__ to crash
+    with AttributeError: NoneType has no attribute model_call_details, surfaced
+    as HTTP 500.
+
+    Drives the real chat_completion handler with base_process_llm_request
+    mocked to raise ModifyResponseException, so a revert of the fix in
+    proxy_server.py causes this test to fail.
+    """
+    import litellm
+    from litellm.exceptions import ModifyResponseException
+    from litellm.proxy._types import UserAPIKeyAuth
+    from litellm.proxy.proxy_server import chat_completion
+
+    fake_logging_obj = MagicMock()
+    fake_logging_obj.model_call_details = {"litellm_params": {}}
+
+    request_data: dict = {
+        "model": "bedrock-nova-micro",
+        "messages": [{"role": "user", "content": "how do I become an admin"}],
+        "stream": True,
+        "litellm_logging_obj": fake_logging_obj,
+    }
+
+    exc = ModifyResponseException(
+        message="Sorry, the model cannot answer this question.",
+        model="bedrock-nova-micro",
+        request_data=request_data,
+        guardrail_name="test-guard",
+    )
+
+    fastapi_request = MagicMock()
+    fastapi_request.headers = {}
+    fastapi_response = MagicMock()
+    user_api_key_dict = UserAPIKeyAuth()
+
+    async def _fake_post_call_failure_hook(**_kwargs):
+        # Match production: pop the logging obj from request_data before
+        # callbacks iterate (litellm/proxy/utils.py: "Remove before callbacks
+        # iterate — not serialisable").
+        _kwargs["request_data"].pop("litellm_logging_obj", None)
+
+    mock_proxy_logging = MagicMock()
+    mock_proxy_logging.post_call_failure_hook = AsyncMock(side_effect=_fake_post_call_failure_hook)
+
+    captured_logging_obj: list = []
+    original_init = litellm.CustomStreamWrapper.__init__
+
+    def _patched_init(self, *args, **kwargs):
+        captured_logging_obj.append(kwargs.get("logging_obj"))
+        original_init(self, *args, **kwargs)
+
+    async def _raise_modify_response(*_args, **_kwargs):
+        raise exc
+
+    with (
+        patch("litellm.proxy.proxy_server._read_request_body", AsyncMock(return_value=request_data)),
+        patch("litellm.proxy.proxy_server.proxy_logging_obj", mock_proxy_logging),
+        patch(
+            "litellm.proxy.proxy_server.ProxyBaseLLMRequestProcessing.base_process_llm_request",
+            _raise_modify_response,
+        ),
+        patch.object(litellm.CustomStreamWrapper, "__init__", _patched_init),
+    ):
+        response = await chat_completion(
+            request=fastapi_request,
+            fastapi_response=fastapi_response,
+            model=None,
+            user_api_key_dict=user_api_key_dict,
+        )
+
+    assert captured_logging_obj, "chat_completion did not construct CustomStreamWrapper on the streaming block path"
+    assert captured_logging_obj[0] is fake_logging_obj, (
+        "chat_completion passed logging_obj=None to CustomStreamWrapper; "
+        "the streaming ModifyResponseException handler must capture logging_obj "
+        "before post_call_failure_hook pops it from request_data"
+    )
+    # A streaming block returns a StreamingResponse; if the fix were reverted,
+    # CustomStreamWrapper would raise AttributeError inside __init__ and this
+    # call would never reach here.
+    assert response is not None

From 43726f2d0be74df2a381e28495f2e3819384c705 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Thu, 9 Jul 2026 13:51:03 -0700
Subject: [PATCH 181/370] refactor(ui): useTestMCPConnection uses the shared
 isClientForwardedTokenMode helper

The helper extraction missed this call site, leaving an inline duplicate of the two-mode check that
could drift from the shared definition
---
 ui/litellm-dashboard/src/hooks/useTestMCPConnection.tsx | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/ui/litellm-dashboard/src/hooks/useTestMCPConnection.tsx b/ui/litellm-dashboard/src/hooks/useTestMCPConnection.tsx
index 3208b6b02b2..d27e1ca8bf9 100644
--- a/ui/litellm-dashboard/src/hooks/useTestMCPConnection.tsx
+++ b/ui/litellm-dashboard/src/hooks/useTestMCPConnection.tsx
@@ -1,6 +1,6 @@
 import { useState, useEffect, useCallback } from "react";
 import { testMCPToolsListRequest } from "../components/networking";
-import { AUTH_TYPE, OAUTH_FLOW, TRANSPORT } from "@/components/mcp_tools/types";
+import { AUTH_TYPE, OAUTH_FLOW, TRANSPORT, isClientForwardedTokenMode } from "@/components/mcp_tools/types";
 
 interface MCPServerConfig {
   server_id?: string;
@@ -56,8 +56,7 @@ export const useTestMCPConnection = ({
 
   // Check if we have the minimum required fields to fetch tools
   const isM2MOAuth = formValues.auth_type === AUTH_TYPE.OAUTH2 && formValues.oauth_flow_type === OAUTH_FLOW.M2M;
-  const isBrowserHeldTokenMode =
-    formValues.auth_type === AUTH_TYPE.TRUE_PASSTHROUGH || formValues.auth_type === AUTH_TYPE.OAUTH_DELEGATE;
+  const isBrowserHeldTokenMode = isClientForwardedTokenMode(formValues.auth_type);
   const requiresOAuthToken = (formValues.auth_type === AUTH_TYPE.OAUTH2 && !isM2MOAuth) || isBrowserHeldTokenMode;
   const isOpenAPITransport = formValues.transport === TRANSPORT.OPENAPI;
   const hasEndpoint = isOpenAPITransport ? !!formValues.spec_path : !!formValues.url;

From 8519d7fc24973457fc66e6cd25a504af6f1b8208 Mon Sep 17 00:00:00 2001
From: mubashir1osmani <mubashir.osmani777@gmail.com>
Date: Thu, 9 Jul 2026 16:54:45 -0400
Subject: [PATCH 182/370] test: litellm fix failing tests (#32577)

* fix: rust ocr tests finally pass

* fix: move realtime dir

* fix(realtime): normalize azure realtime api_base to host for Foundry endpoints

The azure realtime handler appended the realtime path to api_base verbatim, so a
Foundry base carrying a project path (.../api/projects/<name>) produced an invalid
realtime URL and the websocket handshake hung. Normalize api_base to scheme and host
before building the realtime path so both Azure OpenAI and Foundry bases connect

Point the e2e realtime azure deployment at the GA gpt-realtime model and stop passing
the os.environ refs the realtime path never unwraps, resolving them from the gateway
env by name instead. Drop the local docker-compose scaffolding from the tree

* test(e2e): add Gateway.list_files and list_fine_tuning_jobs for the discovery suite

The discovery endpoints suite calls client.gateway.list_files and
list_fine_tuning_jobs, which did not exist on Gateway, so both tests errored with
AttributeError before reaching the proxy. Add the two GET wrappers using the
existing FileListResponse / FineTuningJobsResponse models

* revert(realtime): drop azure realtime api_base host-normalization

The azure realtime handshake failure was a config issue, not a litellm bug: the
realtime base was set to the Azure AI Foundry project endpoint (.../api/projects/<p>),
but the OpenAI-compatible realtime route lives at the resource root. litellm correctly
appends the realtime path to whatever base it is given, so pointing the realtime
deployment at the resource root is the fix and no core change is needed

* fix(ocr): route azure_ai doc-intelligence to its own endpoint at the source

get_llm_provider inherits AZURE_AI_API_BASE into api_base for every azure_ai/* OCR
model, but Azure Document Intelligence is a separate resource reached via
AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT, so doc-intelligence requests went to the wrong
host. Stop inheriting the azure_ai base for doc-intelligence models so api_base stays
unset and both the rust bridge and the python get_complete_url fall back to the
document-intelligence endpoint. This drops the earlier _rust_bridge_api_base reorder,
which only covered the rust path and let the env silently override an explicit api_base

* refactor(ocr): consolidate azure doc-intelligence detection; keep explicit api_base

Extract is_azure_document_intelligence_model as the single source of truth for the azure_ai doc-intelligence sub-route so the check is no longer duplicated across _prepare_ocr_request and _rust_bridge_api_base, and gate the dynamic_api_base suppression on the caller not supplying an api_base so an explicit endpoint is always honoured. Restore xai to the realtime PROVIDERS as a documented disabled entry instead of dropping it silently, and add a regression test pinning doc-intelligence api_base resolution.

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

---------

Co-authored-by: Mubashir Osmani <mubashir@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/llms/azure_ai/ocr/common_utils.py     |  13 +-
 litellm/llms/deepseek/chat/transformation.py  |  18 +-
 litellm/ocr/main.py                           |  15 +-
 tests/e2e/bob_the_builder.py                  | 247 ++++++++++++++++++
 tests/e2e/conftest.py                         |   7 +
 tests/e2e/docker-compose.yml                  |   4 +
 tests/e2e/e2e_gateway.py                      |  21 ++
 .../realtime/REALTIME_COVERAGE_MATRIX.md      |  66 +++++
 .../e2e/llm_translation/realtime/conftest.py  |  37 +++
 .../fixtures/weather_question_24k.wav         | Bin
 .../realtime/pipecat_service.py               |   0
 .../realtime/realtime_client.py               |  96 +++++--
 .../realtime/test_realtime_e2e.py             |  14 +-
 .../test_realtime_pipecat_audio_e2e.py        |  23 +-
 .../realtime/test_realtime_pipecat_e2e.py     |   8 +-
 .../test_deepseek_reasoning_e2e.py            |  29 +-
 .../e2e/llm_translation/test_ocr_rust_e2e.py  |  23 +-
 .../test_provider_features_e2e.py             |  27 +-
 tests/e2e/models.py                           |   1 +
 .../e2e/realtime/REALTIME_COVERAGE_MATRIX.md  |  55 ----
 tests/e2e/realtime/conftest.py                |  20 --
 ...cr_azure_document_intelligence_api_base.py |  85 ++++++
 22 files changed, 636 insertions(+), 173 deletions(-)
 create mode 100644 tests/e2e/bob_the_builder.py
 create mode 100644 tests/e2e/llm_translation/realtime/REALTIME_COVERAGE_MATRIX.md
 create mode 100644 tests/e2e/llm_translation/realtime/conftest.py
 rename tests/e2e/{ => llm_translation}/realtime/fixtures/weather_question_24k.wav (100%)
 rename tests/e2e/{ => llm_translation}/realtime/pipecat_service.py (100%)
 rename tests/e2e/{ => llm_translation}/realtime/realtime_client.py (69%)
 rename tests/e2e/{ => llm_translation}/realtime/test_realtime_e2e.py (92%)
 rename tests/e2e/{ => llm_translation}/realtime/test_realtime_pipecat_audio_e2e.py (95%)
 rename tests/e2e/{ => llm_translation}/realtime/test_realtime_pipecat_e2e.py (97%)
 delete mode 100644 tests/e2e/realtime/REALTIME_COVERAGE_MATRIX.md
 delete mode 100644 tests/e2e/realtime/conftest.py
 create mode 100644 tests/test_litellm/ocr/test_ocr_azure_document_intelligence_api_base.py

diff --git a/litellm/llms/azure_ai/ocr/common_utils.py b/litellm/llms/azure_ai/ocr/common_utils.py
index d1d5b80b78d..14b77338fd7 100644
--- a/litellm/llms/azure_ai/ocr/common_utils.py
+++ b/litellm/llms/azure_ai/ocr/common_utils.py
@@ -13,6 +13,17 @@
     from litellm.llms.base_llm.ocr.transformation import BaseOCRConfig
 
 
+def is_azure_document_intelligence_model(model: str) -> bool:
+    """Whether an azure_ai OCR model routes to Azure Document Intelligence.
+
+    Azure AI exposes two OCR services on the same provider; the sub-route in the
+    model name (`azure_ai/doc-intelligence/<model>`) selects Document Intelligence
+    over Mistral OCR. This is the single source of truth for that routing decision.
+    """
+    lowered = model.lower()
+    return "doc-intelligence" in lowered or "documentintelligence" in lowered
+
+
 def get_azure_ai_ocr_config(model: str) -> Optional["BaseOCRConfig"]:
     """
     Determine which Azure AI OCR configuration to use based on the model name.
@@ -41,7 +52,7 @@ def get_azure_ai_ocr_config(model: str) -> Optional["BaseOCRConfig"]:
     from litellm.llms.azure_ai.ocr.transformation import AzureAIOCRConfig
 
     # Check for Azure Document Intelligence models
-    if "doc-intelligence" in model or "documentintelligence" in model:
+    if is_azure_document_intelligence_model(model):
         verbose_logger.debug(f"Routing {model} to Azure Document Intelligence OCR config")
         return AzureDocumentIntelligenceOCRConfig()
 
diff --git a/litellm/llms/deepseek/chat/transformation.py b/litellm/llms/deepseek/chat/transformation.py
index 7a548136f2a..525de1476e2 100644
--- a/litellm/llms/deepseek/chat/transformation.py
+++ b/litellm/llms/deepseek/chat/transformation.py
@@ -35,7 +35,9 @@ def map_openai_params(
         Map OpenAI params to DeepSeek params.
 
         Handles `thinking` and `reasoning_effort` parameters for DeepSeek reasoner models.
-        DeepSeek only supports `{"type": "enabled"}` - no budget_tokens like Anthropic.
+        DeepSeek supports `{"type": "enabled"}` and `{"type": "disabled"}` - no budget_tokens
+        like Anthropic. `reasoning_effort="none"` is the OpenAI-style way to ask for thinking
+        off, so it maps to `{"type": "disabled"}`; any other effort keeps thinking on.
 
         Reference: https://api-docs.deepseek.com/guides/thinking_mode
         """
@@ -47,15 +49,13 @@ def map_openai_params(
         thinking_value = optional_params.pop("thinking", None)
         reasoning_effort = optional_params.pop("reasoning_effort", None)
 
-        # Handle thinking parameter - only accept {"type": "enabled"}
-        if thinking_value is not None:
-            if isinstance(thinking_value, dict) and thinking_value.get("type") == "enabled":
-                # DeepSeek only accepts {"type": "enabled"}, ignore budget_tokens
-                optional_params["thinking"] = {"type": "enabled"}
+        # Handle thinking parameter - accept both enabled and disabled, ignore budget_tokens
+        if isinstance(thinking_value, dict) and thinking_value.get("type") in ("enabled", "disabled"):
+            optional_params["thinking"] = {"type": thinking_value["type"]}
 
-        # Handle reasoning_effort - map to thinking enabled
-        elif reasoning_effort is not None and reasoning_effort != "none":
-            optional_params["thinking"] = {"type": "enabled"}
+        # Otherwise fall back to reasoning_effort: "none" disables, anything else enables
+        elif reasoning_effort is not None:
+            optional_params["thinking"] = {"type": "disabled" if reasoning_effort == "none" else "enabled"}
 
         return optional_params
 
diff --git a/litellm/ocr/main.py b/litellm/ocr/main.py
index 5716155361d..38f3f804e10 100644
--- a/litellm/ocr/main.py
+++ b/litellm/ocr/main.py
@@ -17,6 +17,9 @@
 from litellm._logging import verbose_logger
 from litellm.constants import request_timeout
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
+from litellm.llms.azure_ai.ocr.common_utils import (
+    is_azure_document_intelligence_model,
+)
 from litellm.llms.base_llm.ocr.transformation import BaseOCRConfig, OCRResponse
 from litellm.llms.custom_httpx.llm_http_handler import BaseLLMHTTPHandler
 from litellm.rust_bridge import ocr as rust_ocr_bridge
@@ -83,6 +86,8 @@ def _prepare_ocr_request(
     if doc_type not in ["document_url", "image_url"]:
         raise ValueError(f"Invalid document type: {doc_type}. Must be 'document_url', 'image_url', or 'file'")
 
+    caller_supplied_api_base = api_base is not None
+
     (
         model,
         custom_llm_provider,
@@ -95,9 +100,14 @@ def _prepare_ocr_request(
         api_key=api_key,
     )
 
+    suppress_dynamic_api_base = (
+        not caller_supplied_api_base
+        and custom_llm_provider == "azure_ai"
+        and is_azure_document_intelligence_model(model)
+    )
     if dynamic_api_key:
         api_key = dynamic_api_key
-    if dynamic_api_base:
+    if dynamic_api_base and not suppress_dynamic_api_base:
         api_base = dynamic_api_base
 
     ocr_provider_config = ProviderConfigManager.get_provider_ocr_config(
@@ -191,8 +201,7 @@ def _rust_bridge_api_base(
     if prepared_request.api_base is not None:
         return prepared_request.api_base
     if prepared_request.custom_llm_provider == "azure_ai":
-        model = prepared_request.model.lower()
-        if "doc-intelligence" in model or "documentintelligence" in model:
+        if is_azure_document_intelligence_model(prepared_request.model):
             return resolve_secret("AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT")
         return resolve_secret("AZURE_AI_API_BASE")
     return None
diff --git a/tests/e2e/bob_the_builder.py b/tests/e2e/bob_the_builder.py
new file mode 100644
index 00000000000..18aff2edc98
--- /dev/null
+++ b/tests/e2e/bob_the_builder.py
@@ -0,0 +1,247 @@
+"""Bob the builder: on a red e2e run, ask Devin to fix the failing tests.
+
+Wired as a ``pytest_sessionfinish`` step (see ``conftest.py``). When the run went
+red and remediation is enabled, it hands the failing tests plus their captured
+tracebacks to Devin *through the LiteLLM proxy's own MCP gateway* -- the same
+gateway + master key the suite already uses -- so Devin files a Linear ticket per
+failure and opens fix PRs. Nothing new ships in the runner pod: the proxy already
+registers the ``devin`` MCP server and holds ``DEVIN_API_KEY``, injecting it
+upstream, so this process only needs the proxy key it always has.
+
+Opt-in via ``E2E_DEVIN_REMEDIATION=1`` so a normal local ``pytest tests/e2e`` run
+never spawns a Devin session. ``DEVIN_DRY_RUN=1`` prints the prompt it would send
+and makes no call. Everything is best-effort: any error here is logged and
+swallowed so the run's exit status still reflects the tests, not remediation.
+"""
+
+from __future__ import annotations
+
+import hashlib
+import os
+from collections.abc import Mapping, Sequence
+from dataclasses import dataclass
+from pathlib import Path
+from typing import Protocol, cast
+
+import pytest
+from pydantic import BaseModel, ConfigDict
+
+from e2e_config import MASTER_KEY, PROXY_BASE_URL
+from e2e_http import Success
+from transport import HttpTransport
+
+REMEDIATION_ENV = "E2E_DEVIN_REMEDIATION"
+_LIST_PATH = "/mcp-rest/tools/list"
+_CALL_PATH = "/mcp-rest/tools/call"
+
+
+@dataclass(frozen=True, slots=True)
+class Failure:
+    """One failed test: its pytest node id and the captured failure text."""
+
+    nodeid: str
+    detail: str
+
+
+@dataclass(frozen=True, slots=True)
+class Config:
+    server: str
+    create_tool: str
+    linear_team: str
+    target_repo: str
+    target_ref: str
+    max_failures: int
+    max_detail_chars: int
+    tags: tuple[str, ...]
+    dry_run: bool
+
+
+class _NoParams(BaseModel):
+    pass
+
+
+class _McpToolInfo(BaseModel):
+    model_config = ConfigDict(extra="allow")
+    server_name: str | None = None
+    alias: str | None = None
+
+
+class _McpTool(BaseModel):
+    model_config = ConfigDict(extra="allow")
+    name: str
+    mcp_info: _McpToolInfo | None = None
+
+
+class _McpToolsList(BaseModel):
+    model_config = ConfigDict(extra="allow")
+    tools: tuple[_McpTool, ...] = ()
+
+
+class _DevinSessionArgs(BaseModel):
+    prompt: str
+    title: str
+    tags: list[str]
+
+
+class _ToolCallBody(BaseModel):
+    name: str
+    arguments: _DevinSessionArgs
+
+
+class _ToolCallResult(BaseModel):
+    model_config = ConfigDict(extra="allow")
+
+
+class _Report(Protocol):
+    @property
+    def nodeid(self) -> str: ...
+
+    @property
+    def longreprtext(self) -> str: ...
+
+
+class _TerminalReporter(Protocol):
+    stats: Mapping[str, Sequence[_Report]]
+
+
+def _env(name: str, default: str) -> str:
+    value = os.environ.get(name, "").strip()
+    return value or default
+
+
+def load_config() -> Config:
+    raw_tags = _env("DEVIN_TAGS", "e2e,stage")
+    return Config(
+        server=_env("DEVIN_MCP_SERVER", "devin"),
+        create_tool=_env("DEVIN_SESSION_TOOL", "devin_session_create"),
+        linear_team=_env("DEVIN_LINEAR_TEAM", "LIT"),
+        target_repo=_env("DEVIN_TARGET_REPO", "BerriAI/litellm"),
+        target_ref=_env("DEVIN_TARGET_REF", "litellm_internal_staging"),
+        max_failures=int(_env("DEVIN_MAX_FAILURES", "50")),
+        max_detail_chars=int(_env("DEVIN_MAX_DETAIL_CHARS", "3000")),
+        tags=tuple(t.strip() for t in raw_tags.split(",") if t.strip()),
+        dry_run=_env("DEVIN_DRY_RUN", "0") == "1",
+    )
+
+
+def collect_failures(session: pytest.Session, max_detail_chars: int) -> tuple[Failure, ...]:
+    """Pull the failed and errored tests (with their tracebacks) off the run's
+    terminal reporter. Returns empty when nothing failed or the reporter is
+    absent (e.g. a skipped, proxy-less session)."""
+    plugin: object = session.config.pluginmanager.getplugin("terminalreporter")
+    if plugin is None:
+        return ()
+    reporter = cast(_TerminalReporter, plugin)
+    reports = (*reporter.stats.get("failed", ()), *reporter.stats.get("error", ()))
+    return tuple(
+        Failure(nodeid=r.nodeid, detail=r.longreprtext.strip()[-max_detail_chars:]) for r in reports
+    )
+
+
+def dedup_tag(failures: tuple[Failure, ...]) -> str:
+    """Stable short tag identifying this exact set of failing tests, so repeated
+    nightly runs on the same failures reference one body of work."""
+    joined = "\n".join(sorted(f.nodeid for f in failures))
+    return "e2e-fail-" + hashlib.sha256(joined.encode()).hexdigest()[:12]
+
+
+def _revision() -> str:
+    for candidate in (Path(__file__).parent / ".litellm-revision", Path("/app/e2e/.litellm-revision")):
+        try:
+            return candidate.read_text(encoding="utf-8").strip()
+        except OSError:
+            continue
+    return _env("E2E_REVISION", "unknown")
+
+
+def build_prompt(cfg: Config, failures: tuple[Failure, ...], tag: str) -> str:
+    shown = failures[: cfg.max_failures]
+    header = (
+        f"The LiteLLM end-to-end suite failed on the "
+        f"{_env('E2E_ENVIRONMENT', 'stage')} proxy. Source repo {cfg.target_repo} "
+        f"at revision {_revision()} (branch {cfg.target_ref}). {len(failures)} "
+        f"test(s) failed"
+        + (f"; the first {len(shown)} are shown" if len(shown) < len(failures) else "")
+        + ".\n\n"
+    )
+    task = (
+        "For each failing test below:\n"
+        f"1. Open a Linear ticket under the {cfg.linear_team} team describing the "
+        "failure (test id, the assertion/error, likely cause), unless an open "
+        "ticket for that same test already exists -- do not create duplicates.\n"
+        f"2. Fix it in {cfg.target_repo}, branching off {cfg.target_ref} and "
+        "following the repo's CONTRIBUTING and CLAUDE.md conventions (meaningful "
+        "regression coverage, conventional commits, run the suite locally), then "
+        "open a PR that references the Linear ticket.\n"
+        "3. Prefer one focused PR per failing test; if several share a root cause, "
+        "group them and say so.\n"
+        f"Before starting, search existing sessions/PRs tagged '{tag}' or "
+        "referencing these test ids and continue that work instead of restarting.\n\n"
+        "Failing tests and their captured output:\n"
+    )
+    blocks = [f"### {i}. {f.nodeid}\n```\n{f.detail}\n```\n" for i, f in enumerate(shown, start=1)]
+    return header + task + "\n".join(blocks)
+
+
+def _resolve_tool_name(transport: HttpTransport, cfg: Config) -> str | None:
+    """Find Devin's create-session tool on the gateway. The proxy prefixes tools
+    with the server alias, so match by suffix and (when present) the owning
+    server."""
+    result = transport.get(
+        _LIST_PATH, headers=transport.master, params=_NoParams(), response_type=_McpToolsList
+    )
+    if not isinstance(result, Success):
+        print(f"bob_the_builder: could not list gateway MCP tools: {result}")
+        return None
+    for tool in result.data.tools:
+        owner = tool.mcp_info.server_name or tool.mcp_info.alias if tool.mcp_info else None
+        if (owner is None or owner == cfg.server) and (
+            tool.name == cfg.create_tool or tool.name.endswith(cfg.create_tool)
+        ):
+            return tool.name
+    print(
+        f"bob_the_builder: no '{cfg.create_tool}' tool for server '{cfg.server}' on the gateway; "
+        f"saw {[t.name for t in result.data.tools]}"
+    )
+    return None
+
+
+def remediate(session: pytest.Session) -> None:
+    """Entry point called from ``pytest_sessionfinish``. No-op unless remediation
+    is enabled and the run actually had failures."""
+    if os.environ.get(REMEDIATION_ENV) != "1":
+        return
+    cfg = load_config()
+    failures = collect_failures(session, cfg.max_detail_chars)
+    if not failures:
+        return
+
+    tag = dedup_tag(failures)
+    title = f"Fix {len(failures)} failing LiteLLM e2e test(s) [{tag}]"
+    prompt = build_prompt(cfg, failures, tag)
+    args = _DevinSessionArgs(prompt=prompt, title=title, tags=[*cfg.tags, tag])
+
+    if cfg.dry_run:
+        print("bob_the_builder: DRY RUN -- would create a Devin session:")
+        print(f"  server : {cfg.server}\n  tool   : {cfg.create_tool}\n  title  : {title}")
+        print(f"  tags   : {args.tags}\n---- prompt ----\n{prompt}")
+        return
+
+    try:
+        transport = HttpTransport(base_url=PROXY_BASE_URL, master_key=MASTER_KEY)
+        tool_name = _resolve_tool_name(transport, cfg)
+        if tool_name is None:
+            return
+        result = transport.post(
+            _CALL_PATH,
+            headers=transport.master,
+            json=_ToolCallBody(name=tool_name, arguments=args),
+            response_type=_ToolCallResult,
+        )
+        if isinstance(result, Success):
+            print(f"bob_the_builder: created Devin session for {len(failures)} failure(s) [{tag}]")
+            print(result.data.model_dump_json())
+        else:
+            print(f"bob_the_builder: Devin session call failed: {result}")
+    except Exception as exc:  # noqa: BLE001 - remediation must never fail the run
+        print(f"bob_the_builder: remediation error (ignored): {exc}")
diff --git a/tests/e2e/conftest.py b/tests/e2e/conftest.py
index 9ca5840df24..82f2604d492 100644
--- a/tests/e2e/conftest.py
+++ b/tests/e2e/conftest.py
@@ -107,6 +107,13 @@ def pytest_sessionfinish(session: pytest.Session, exitstatus: int) -> None:
         if spend_dir in sys.path:
             sys.path.remove(spend_dir)
 
+    try:
+        from bob_the_builder import remediate
+
+        remediate(session)
+    except Exception as exc:  # noqa: BLE001 - remediation is best-effort
+        print(f"devin remediation skipped: {exc}")
+
 
 @pytest.fixture
 def resources(client: GatewayProvider) -> Iterator[ResourceManager]:
diff --git a/tests/e2e/docker-compose.yml b/tests/e2e/docker-compose.yml
index cdf5d6cbf6f..195badc5285 100644
--- a/tests/e2e/docker-compose.yml
+++ b/tests/e2e/docker-compose.yml
@@ -25,6 +25,10 @@ configs:
         fallbacks:
           - gemini-2.5-flash: ["gpt-5.5", "claude-haiku-4-5"]
 
+      finetune_settings:
+        - custom_llm_provider: openai
+          api_key: os.environ/OPENAI_API_KEY
+
       model_list:
         - model_name: gpt-5.5
           litellm_params:
diff --git a/tests/e2e/e2e_gateway.py b/tests/e2e/e2e_gateway.py
index d62c9c4b17b..05f83ecc085 100644
--- a/tests/e2e/e2e_gateway.py
+++ b/tests/e2e/e2e_gateway.py
@@ -28,6 +28,9 @@
     CustomerDeleteBody,
     EmbedBody,
     EmbedResponse,
+    FileListResponse,
+    FineTuningJobsParams,
+    FineTuningJobsResponse,
     KeyDeleteBody,
     KeyGenerateBody,
     KeyGenerateResponse,
@@ -120,6 +123,24 @@ def model_info(self) -> list[ModelInfoEntry]:
             )
         ).data
 
+    def list_files(self, key: str) -> Result[FileListResponse]:
+        return self.transport.get(
+            "/v1/files",
+            headers=self.transport.bearer(key),
+            params=NoBody(),
+            response_type=FileListResponse,
+        )
+
+    def list_fine_tuning_jobs(
+        self, key: str, params: FineTuningJobsParams
+    ) -> Result[FineTuningJobsResponse]:
+        return self.transport.get(
+            "/v1/fine_tuning/jobs",
+            headers=self.transport.bearer(key),
+            params=params,
+            response_type=FineTuningJobsResponse,
+        )
+
     def create_model(
         self,
         model_name: str,
diff --git a/tests/e2e/llm_translation/realtime/REALTIME_COVERAGE_MATRIX.md b/tests/e2e/llm_translation/realtime/REALTIME_COVERAGE_MATRIX.md
new file mode 100644
index 00000000000..ff8b3441d86
--- /dev/null
+++ b/tests/e2e/llm_translation/realtime/REALTIME_COVERAGE_MATRIX.md
@@ -0,0 +1,66 @@
+# Realtime e2e coverage
+
+Live tests for the proxy realtime websocket endpoint (`/v1/realtime`). One
+GA-speaking websocket client drives every provider; the proxy normalizes each
+provider's stream into the OpenAI GA event schema, so the same assertions hold
+across providers and only the model alias changes.
+
+## What is asserted
+
+For each configured provider, `test_text_conversation` checks the session
+lifecycle (`session.created`, then `session.update` echoed by `session.updated`),
+the canonical response sequence (`response.created`, `response.output_item.added`,
+through `response.done`), that the streamed deltas reconstruct a non-empty
+transcript, and that `response.done` carries normalized usage.
+
+`test_tool_call_round_trip` checks the full tool path: the model emits a
+normalized `response.function_call_arguments.done` with valid JSON arguments and
+a matching `function_call` output item, the test sends a `function_call_output`
+back, and the follow-up response incorporates the result (the temperature 72
+appears).
+
+`test_realtime_pipecat_e2e` is a realism layer that drives the same providers
+through pipecat's GA `OpenAIRealtimeLLMService` (base_url pointed at the proxy)
+rather than speaking the protocol by hand. Its assertions are coarse (the tool
+callback fired, assistant text was produced); the raw-websocket suite is the
+source of truth. It skips unless `pipecat-ai` is installed
+(`uv pip install "pipecat-ai[openai]"`).
+
+## Provisioning
+
+The suite registers every provider's realtime deployment through `/model/new` at
+session start (the `realtime_models` fixture) and deletes them on teardown, so it
+never depends on a static or misconfigured gateway `model_list`. Each deployment
+is created with `model_info.mode: realtime` and marker-unique names, and its
+`litellm_params` point the credentials at `os.environ/*` refs the gateway resolves
+at call time. The provider table below is the source of truth; edit `PROVIDERS` in
+`realtime_client.py` to change a model or add one.
+
+| provider | model alias | upstream model |
+|----------|-------------|----------------|
+| openai | `openai-realtime` | `openai/gpt-realtime-2` |
+| azure | `azure-realtime` | `azure/gpt-realtime-2` (GA protocol) |
+| gemini | `gemini-realtime` | `gemini/gemini-3.1-flash-live-preview` |
+| vertex_ai | `vertex-realtime` | `vertex_ai/gemini-live-2.5-flash-preview-native-audio-09-2025` |
+
+Bedrock and xai (`xai/grok-4-1-fast-non-reasoning`) are supported by the proxy but
+kept commented out in `PROVIDERS` until they pass end-to-end here; re-enable them by
+uncommenting their entry.
+
+Every provider is provisioned and asserted; the suite never skips a provider. Per
+`tests/e2e/CLAUDE.md` the only sanctioned skip is the whole-suite proxy-liveness
+skip, so a provider whose credentials or upstream realtime model are missing on the
+gateway is a hard failure, not a skip. Give the gateway each provider's credentials
+to turn its tests green.
+
+## Running
+
+Start a proxy with the provider keys set in its environment (the suite registers
+the deployments itself), then
+
+```
+uv run pytest tests/e2e/llm_translation/realtime/ -v
+```
+
+The whole suite skips only when no proxy answers `GET /health/liveliness` at
+`LITELLM_PROXY_URL` (default `http://localhost:4000`).
diff --git a/tests/e2e/llm_translation/realtime/conftest.py b/tests/e2e/llm_translation/realtime/conftest.py
new file mode 100644
index 00000000000..15cd789664e
--- /dev/null
+++ b/tests/e2e/llm_translation/realtime/conftest.py
@@ -0,0 +1,37 @@
+"""Realtime suite's `client` and `realtime_models` fixtures.
+
+The shared lifecycle (resources/scoped_key), proxy liveness skip, and e2e marker
+live in the parent tests/e2e/conftest.py. RealtimeClient holds the shared Gateway,
+so the `resources` fixture cleans up keys this suite creates.
+
+`realtime_models` registers every provider's realtime deployment through /model/new
+at session start and deletes them at teardown, so the suite provisions the models it
+uses through the management endpoints instead of depending on a static (or
+misconfigured) gateway model_list.
+"""
+
+from collections.abc import Iterator
+
+import pytest
+
+from realtime_client import PROVIDERS, RealtimeClient, build_client
+
+
+@pytest.fixture(scope="session")
+def client() -> RealtimeClient:
+    return build_client()
+
+
+@pytest.fixture(scope="session")
+def realtime_models(client: RealtimeClient) -> Iterator[dict[str, str]]:
+    """Provision each provider's realtime deployment via /model/new and yield a
+    provider-id -> model-name map the tests connect with; delete them on teardown.
+    Every provider is provisioned (never skipped): a provider whose credentials or
+    upstream model are missing on the gateway hard-fails its test, per the suite's
+    fail-on-behavior contract in tests/e2e/CLAUDE.md."""
+    records = tuple((provider.id, *client.provision(provider)) for provider in PROVIDERS)
+    try:
+        yield {provider_id: model_name for provider_id, model_name, _ in records}
+    finally:
+        for _, _, model_id in records:
+            client.gateway.delete_model(model_id)
diff --git a/tests/e2e/realtime/fixtures/weather_question_24k.wav b/tests/e2e/llm_translation/realtime/fixtures/weather_question_24k.wav
similarity index 100%
rename from tests/e2e/realtime/fixtures/weather_question_24k.wav
rename to tests/e2e/llm_translation/realtime/fixtures/weather_question_24k.wav
diff --git a/tests/e2e/realtime/pipecat_service.py b/tests/e2e/llm_translation/realtime/pipecat_service.py
similarity index 100%
rename from tests/e2e/realtime/pipecat_service.py
rename to tests/e2e/llm_translation/realtime/pipecat_service.py
diff --git a/tests/e2e/realtime/realtime_client.py b/tests/e2e/llm_translation/realtime/realtime_client.py
similarity index 69%
rename from tests/e2e/realtime/realtime_client.py
rename to tests/e2e/llm_translation/realtime/realtime_client.py
index 07dfd76108b..ef7834d6bbe 100644
--- a/tests/e2e/realtime/realtime_client.py
+++ b/tests/e2e/llm_translation/realtime/realtime_client.py
@@ -11,19 +11,19 @@
 from __future__ import annotations
 
 import time
-from collections.abc import Generator
+from collections.abc import Generator, Mapping
 from contextlib import contextmanager
 from dataclasses import dataclass
 from typing import Any, TypeVar
 from urllib.parse import urlencode
 
-import pytest
 from pydantic import BaseModel, ConfigDict
 from websockets.sync.client import connect
 from websockets.sync.connection import Connection
 
-from e2e_config import PROXY_BASE_URL
+from e2e_config import PROXY_BASE_URL, unique_marker
 from e2e_gateway import Gateway, build_gateway
+from models import LiteLLMParamsBody
 
 _M = TypeVar("_M", bound=BaseModel)
 
@@ -41,25 +41,76 @@ def realtime_ws_url(model: str) -> str:
 
 @dataclass(frozen=True, slots=True)
 class RealtimeProvider:
+    """A realtime provider the suite exercises. `litellm_params` is the deployment
+    the suite registers through /model/new (the gateway resolves the os.environ/*
+    credential refs), so the suite is self-contained and never depends on a static
+    gateway model_list. Every provider here is provisioned and asserted: per
+    tests/e2e/CLAUDE.md the suite never skips a provider, so a provider whose
+    credentials or upstream realtime model are missing on the gateway is a hard
+    failure, not a skip."""
+
     id: str
-    model: str
+    alias: str
+    litellm_params: LiteLLMParamsBody
 
 
 PROVIDERS = (
-    RealtimeProvider("openai", "openai-realtime"),
-    RealtimeProvider("azure", "azure-realtime"),
-    RealtimeProvider("gemini", "gemini-realtime"),
-    RealtimeProvider("vertex_ai", "vertex-realtime"),
-    # RealtimeProvider("bedrock", "bedrock-realtime"), # TODO: Enable this when Bedrock is passing
-    RealtimeProvider("xai", "xai-realtime"),
+    RealtimeProvider(
+        "openai",
+        "openai-realtime",
+        LiteLLMParamsBody(
+            model="openai/gpt-realtime-2",
+            api_key="os.environ/OPENAI_API_KEY",
+        ),
+    ),
+    RealtimeProvider(
+        "azure",
+        "azure-realtime",
+        LiteLLMParamsBody(
+            model="azure/gpt-realtime",
+            api_key="os.environ/AZURE_API_KEY",
+            api_version="2025-08-28",
+            realtime_protocol="GA",
+        ),
+    ),
+    RealtimeProvider(
+        "gemini",
+        "gemini-realtime",
+        LiteLLMParamsBody(
+            model="gemini/gemini-3.1-flash-live-preview",
+            api_key="os.environ/GEMINI_API_KEY",
+        ),
+    ),
+    RealtimeProvider(
+        "vertex_ai",
+        "vertex-realtime",
+        LiteLLMParamsBody(
+            model="vertex_ai/gemini-live-2.5-flash-preview-native-audio-09-2025",
+            vertex_location="us-central1",
+            vertex_credentials="os.environ/VERTEXAI_CREDENTIALS",
+        ),
+    ),
+    # RealtimeProvider("bedrock", "bedrock-realtime", ...) # TODO: Enable when Bedrock is passing
+    # RealtimeProvider(
+    #     "xai",
+    #     "xai-realtime",
+    #     LiteLLMParamsBody(
+    #         model="xai/grok-4-1-fast-non-reasoning",
+    #         api_key="os.environ/XAI_API_KEY",
+    #     ),
+    # ),  # TODO: Enable once xai Grok Voice realtime is passing end-to-end here
 )
 
 
-def skip_if_unconfigured(
-    provider: RealtimeProvider, configured: frozenset[str]
-) -> None:
-    if provider.model not in configured:
-        pytest.skip(f"{provider.model} not configured on proxy")
+def realtime_model(provider: RealtimeProvider, provisioned: Mapping[str, str]) -> str:
+    """Return the provisioned deployment name for this provider. Every provider in
+    PROVIDERS is provisioned at session start, so a missing entry is a harness bug,
+    never an environment skip - the suite hard-fails instead (see tests/e2e/CLAUDE.md)."""
+    model = provisioned.get(provider.id)
+    assert model is not None, (
+        f"{provider.id} was not provisioned; the realtime_models fixture is broken"
+    )
+    return model
 
 
 # ---- sent events -------------------------------------------------------
@@ -280,12 +331,17 @@ def collect_until(
 class RealtimeClient:
     gateway: Gateway
 
-    def configured_models(self) -> frozenset[str]:
-        return frozenset(
-            entry.model_name
-            for entry in self.gateway.model_info()
-            if entry.model_info.mode == "realtime"
+    def provision(self, provider: RealtimeProvider) -> tuple[str, str]:
+        """Register this provider's realtime deployment through /model/new and return
+        (model_name, model_id). The name is marker-unique so it never collides with a
+        same-named deployment already on the shared proxy, and mode=realtime makes it
+        show up as a realtime model on /model/info. add_deployment runs synchronously,
+        so the deployment is connectable as soon as this returns."""
+        model_name = f"{provider.alias}-{unique_marker()}"
+        model_id = self.gateway.create_model(
+            model_name, provider.litellm_params, mode="realtime"
         )
+        return model_name, model_id
 
     @contextmanager
     def connect(
diff --git a/tests/e2e/realtime/test_realtime_e2e.py b/tests/e2e/llm_translation/realtime/test_realtime_e2e.py
similarity index 92%
rename from tests/e2e/realtime/test_realtime_e2e.py
rename to tests/e2e/llm_translation/realtime/test_realtime_e2e.py
index 01356900141..6aaffdd208e 100644
--- a/tests/e2e/realtime/test_realtime_e2e.py
+++ b/tests/e2e/llm_translation/realtime/test_realtime_e2e.py
@@ -31,7 +31,7 @@
     SessionUpdate,
     function_call_item,
     parse_last,
-    skip_if_unconfigured,
+    realtime_model,
     transcript,
     user_message,
 )
@@ -62,12 +62,12 @@ class WeatherResult(BaseModel):
 def test_text_conversation(
     client: RealtimeClient,
     scoped_key: str,
-    configured_models: frozenset[str],
+    realtime_models: dict[str, str],
     provider: RealtimeProvider,
 ) -> None:
-    skip_if_unconfigured(provider, configured_models)
+    model = realtime_model(provider, realtime_models)
 
-    with client.connect(key=scoped_key, model=provider.model) as session:
+    with client.connect(key=scoped_key, model=model) as session:
         created = session.collect_until("session.created", timeout=20)
         assert created[-1].type == "session.created"
 
@@ -99,12 +99,12 @@ def test_text_conversation(
 def test_tool_call_round_trip(
     client: RealtimeClient,
     scoped_key: str,
-    configured_models: frozenset[str],
+    realtime_models: dict[str, str],
     provider: RealtimeProvider,
 ) -> None:
-    skip_if_unconfigured(provider, configured_models)
+    model = realtime_model(provider, realtime_models)
 
-    with client.connect(key=scoped_key, model=provider.model) as session:
+    with client.connect(key=scoped_key, model=model) as session:
         session.collect_until("session.created", timeout=20)
         session.send(
             SessionUpdate(
diff --git a/tests/e2e/realtime/test_realtime_pipecat_audio_e2e.py b/tests/e2e/llm_translation/realtime/test_realtime_pipecat_audio_e2e.py
similarity index 95%
rename from tests/e2e/realtime/test_realtime_pipecat_audio_e2e.py
rename to tests/e2e/llm_translation/realtime/test_realtime_pipecat_audio_e2e.py
index d9d7c744f66..31c038b4e02 100644
--- a/tests/e2e/realtime/test_realtime_pipecat_audio_e2e.py
+++ b/tests/e2e/llm_translation/realtime/test_realtime_pipecat_audio_e2e.py
@@ -31,7 +31,7 @@
     PROVIDERS,
     RealtimeProvider,
     _ws_base_url,
-    skip_if_unconfigured,
+    realtime_model,
 )
 
 pytestmark = pytest.mark.e2e
@@ -189,13 +189,13 @@ async def get_weather(params: FunctionCallParams) -> None:
 @pytest.mark.parametrize("provider", PROVIDER_PARAMS)
 def test_pipecat_server_vad(
     scoped_key: str,
-    configured_models: frozenset[str],
+    realtime_models: dict[str, str],
     provider: RealtimeProvider,
 ) -> None:
     """Session is configured with server-VAD; bot must respond to a text prompt."""
-    skip_if_unconfigured(provider, configured_models)
+    model = realtime_model(provider, realtime_models)
 
-    tool_called, got_text, _ = asyncio.run(_run_pipeline(scoped_key, provider.model))
+    tool_called, got_text, _ = asyncio.run(_run_pipeline(scoped_key, model))
 
     assert tool_called, "get_weather tool was not invoked"
     assert got_text, "no assistant text frames produced"
@@ -204,16 +204,16 @@ def test_pipecat_server_vad(
 @pytest.mark.parametrize("provider", PROVIDER_PARAMS)
 def test_pipecat_audio_output(
     scoped_key: str,
-    configured_models: frozenset[str],
+    realtime_models: dict[str, str],
     provider: RealtimeProvider,
 ) -> None:
     """Bot must produce at least one non-empty TTS audio frame."""
-    skip_if_unconfigured(provider, configured_models)
+    model = realtime_model(provider, realtime_models)
 
     _, got_text, audio_bytes = asyncio.run(
         _run_pipeline(
             scoped_key,
-            provider.model,
+            model,
             prompt="Say hello in one short sentence.",
             timeout=30.0,
         )
@@ -328,7 +328,7 @@ async def _run() -> None:
 @pytest.mark.parametrize("provider", PROVIDER_PARAMS)
 def test_pipecat_server_vad_audio_input(
     scoped_key: str,
-    configured_models: frozenset[str],
+    realtime_models: dict[str, str],
     provider: RealtimeProvider,
 ) -> None:
     """Stream a real PCM16 WAV fixture; server VAD must detect speech end and respond.
@@ -337,12 +337,11 @@ def test_pipecat_server_vad_audio_input(
     → server-VAD turn detection → response.create (auto) → assistant reply.
     No LLMRunFrame is sent — the response must be triggered entirely by VAD.
     """
-    if not WEATHER_WAV.exists():
-        pytest.skip(f"audio fixture not found: {WEATHER_WAV}")
-    skip_if_unconfigured(provider, configured_models)
+    assert WEATHER_WAV.exists(), f"audio fixture not found: {WEATHER_WAV}"
+    model = realtime_model(provider, realtime_models)
 
     got_text, audio_bytes = asyncio.run(
-        _run_audio_input_pipeline(scoped_key, provider.model)
+        _run_audio_input_pipeline(scoped_key, model)
     )
 
     assert got_text, "server VAD did not trigger a response (no assistant text)"
diff --git a/tests/e2e/realtime/test_realtime_pipecat_e2e.py b/tests/e2e/llm_translation/realtime/test_realtime_pipecat_e2e.py
similarity index 97%
rename from tests/e2e/realtime/test_realtime_pipecat_e2e.py
rename to tests/e2e/llm_translation/realtime/test_realtime_pipecat_e2e.py
index 1068c54fdec..799958ef4e3 100644
--- a/tests/e2e/realtime/test_realtime_pipecat_e2e.py
+++ b/tests/e2e/llm_translation/realtime/test_realtime_pipecat_e2e.py
@@ -29,7 +29,7 @@
     PROVIDERS,
     RealtimeProvider,
     _ws_base_url,
-    skip_if_unconfigured,
+    realtime_model,
 )
 
 pytestmark = pytest.mark.e2e
@@ -123,12 +123,12 @@ async def get_weather(params: FunctionCallParams) -> None:
 @pytest.mark.parametrize("provider", PROVIDER_PARAMS)
 def test_pipecat_tool_smoke(
     scoped_key: str,
-    configured_models: frozenset[str],
+    realtime_models: dict[str, str],
     provider: RealtimeProvider,
 ) -> None:
-    skip_if_unconfigured(provider, configured_models)
+    model = realtime_model(provider, realtime_models)
 
-    tool_called, produced_text = asyncio.run(_run_pipeline(scoped_key, provider.model))
+    tool_called, produced_text = asyncio.run(_run_pipeline(scoped_key, model))
 
     assert tool_called, "pipecat did not invoke the get_weather callback"
     assert produced_text, "pipecat produced no assistant text frames"
diff --git a/tests/e2e/llm_translation/test_deepseek_reasoning_e2e.py b/tests/e2e/llm_translation/test_deepseek_reasoning_e2e.py
index f8f229aa2a7..5adb8c24f9f 100644
--- a/tests/e2e/llm_translation/test_deepseek_reasoning_e2e.py
+++ b/tests/e2e/llm_translation/test_deepseek_reasoning_e2e.py
@@ -2,17 +2,14 @@
 
 DeepSeek's reasoner defaults thinking ON and surfaces the chain as
 ``message.reasoning_content``. Two documented ways to disable it are
-``reasoning_effort="none"`` and ``thinking={"type": "disabled"}``. Today the
-DeepSeek param mapper (``litellm/llms/deepseek/chat/transformation.py``
-``map_openai_params``) drops both without forwarding any disable signal, so the
-outbound body carries no ``thinking`` key and DeepSeek keeps thinking on; the
-response still comes back with ``reasoning_content``. That is the product gap
-tracked by LIT-3686 / GH #27453.
+``reasoning_effort="none"`` and ``thinking={"type": "disabled"}``. The DeepSeek
+param mapper (``litellm/llms/deepseek/chat/transformation.py``
+``map_openai_params``) forwards both as ``thinking={"type": "disabled"}`` so the
+outbound body carries a real disable signal and ``deepseek-reasoner`` returns no
+``reasoning_content``. This is the behavior tracked by LIT-3686 / GH #27453.
 
 The control case proves the model and path work (reasoning is returned when
-nothing asks to disable it), so the two disable assertions are meaningful. Those
-two are marked xfail(strict) until the mapper forwards a real disable signal; an
-xpass then alerts that the fix landed.
+nothing asks to disable it), so the two disable assertions are meaningful.
 
 Requires DEEPSEEK_API_KEY on the proxy (tests/e2e/.env). No skip gate: once the
 proxy is up, a failure here is real, per the suite's hard-fail contract.
@@ -74,13 +71,6 @@ def test_reasoner_returns_reasoning_by_default(
             f"disable param, so the disable assertions below can't be trusted: {response}"
         )
 
-    @pytest.mark.xfail(
-        strict=True,
-        reason=(
-            "LIT-3686 / GH #27453: DeepSeek reasoning_effort='none' and "
-            "thinking type='disabled' are silently dropped; reasoning not disabled"
-        ),
-    )
     def test_reasoning_effort_none_disables_reasoning(
         self, client: PassthroughClient, resources: ResourceManager
     ) -> None:
@@ -103,13 +93,6 @@ def test_reasoning_effort_none_disables_reasoning(
             f"is still present: {response}"
         )
 
-    @pytest.mark.xfail(
-        strict=True,
-        reason=(
-            "LIT-3686 / GH #27453: DeepSeek reasoning_effort='none' and "
-            "thinking type='disabled' are silently dropped; reasoning not disabled"
-        ),
-    )
     def test_thinking_disabled_disables_reasoning(
         self, client: PassthroughClient, resources: ResourceManager
     ) -> None:
diff --git a/tests/e2e/llm_translation/test_ocr_rust_e2e.py b/tests/e2e/llm_translation/test_ocr_rust_e2e.py
index 361bb5126a7..921010e5eae 100644
--- a/tests/e2e/llm_translation/test_ocr_rust_e2e.py
+++ b/tests/e2e/llm_translation/test_ocr_rust_e2e.py
@@ -86,16 +86,18 @@ def litellm_params(self) -> LiteLLMParamsBody:
 
 @dataclass(frozen=True, slots=True)
 class VertexOcr:
+    """Vertex AI OCR (Mistral publisher). Only the location (not a secret) is set;
+    the project and credentials are left unset so the gateway resolves VERTEXAI_PROJECT
+    and VERTEXAI_CREDENTIALS from its own environment by name, keeping every secret on
+    the gateway like the azure_ai cases above. This is deliberate: the OCR path reads
+    vertex_project verbatim from litellm_params and never unwraps an `os.environ/*`
+    ref, so passing one would put the literal string in the request URL."""
+
     model: str
     location: str
 
     def litellm_params(self) -> LiteLLMParamsBody:
-        return LiteLLMParamsBody(
-            model=self.model,
-            vertex_project="os.environ/VERTEXAI_PROJECT",
-            vertex_location=self.location,
-            vertex_credentials="os.environ/VERTEXAI_CREDENTIALS",
-        )
+        return LiteLLMParamsBody(model=self.model, vertex_location=self.location)
 
 
 @dataclass(frozen=True, slots=True)
@@ -113,7 +115,7 @@ class _OcrCase:
     ),
     _OcrCase(
         "azure-ai",
-        AzureAiOcr("azure_ai/mistral-document-ai-2505"),
+        AzureAiOcr("azure_ai/mistral-document-ai-2512"),
         OcrDocument(type="document_url", document_url=TEST_PDF_URL),
     ),
     _OcrCase(
@@ -126,11 +128,6 @@ class _OcrCase:
         VertexOcr("vertex_ai/mistral-ocr-2505", "us-central1"),
         OcrDocument(type="document_url", document_url=TEST_PDF_URL),
     ),
-    _OcrCase(
-        "vertex-deepseek",
-        VertexOcr("vertex_ai/deepseek-ocr-maas", "global"),
-        OcrDocument(type="image_url", image_url=TEST_IMAGE_URL),
-    ),
 )
 
 _CASE_IDS = tuple(case.suffix for case in RUST_OCR_CASES)
@@ -155,3 +152,5 @@ def test_rust_ocr_response(
 
         response = unwrap(endpoints_client.gateway.ocr(key, OcrBody(model=model, document=case.document)))
         _assert_ocr_document(response)
+
+
diff --git a/tests/e2e/llm_translation/test_provider_features_e2e.py b/tests/e2e/llm_translation/test_provider_features_e2e.py
index cf05a4306b4..d272fffa9b8 100644
--- a/tests/e2e/llm_translation/test_provider_features_e2e.py
+++ b/tests/e2e/llm_translation/test_provider_features_e2e.py
@@ -3,11 +3,13 @@
 Each case asserts the feature took effect, not just a 200.
 
 service_tier is an OpenAI concept. The proxy forwards it and the provider echoes
-the tier back on the response, so sending a non-default tier ("flex") and reading
-it back off ``service_tier`` proves the param was honored end to end; litellm's own
-default injection would report "default", so a "flex" echo can only come from the
-request being forwarded. Bedrock and Vertex do not accept service_tier, so that
-cell is OpenAI-only by design.
+the tier back on the response, so sending a non-default tier ("priority") and
+reading it back off ``service_tier`` proves the param was honored end to end;
+litellm's own default injection (and service_tier="auto") both report "default",
+so a "priority" echo can only come from the request being forwarded. "flex" is
+avoided here because it is capacity-constrained and returns a transient 429 when
+flex resources are unavailable. Bedrock and Vertex do not accept service_tier, so
+that cell is OpenAI-only by design.
 
 Prompt caching is asserted through provider prompt-cache usage tokens. The
 deterministic path is explicit ``cache_control`` on an Anthropic-family model
@@ -22,7 +24,7 @@
 from __future__ import annotations
 
 import pytest
-from pydantic import BaseModel
+from pydantic import BaseModel, ConfigDict, Field
 
 from e2e_config import unique_marker
 from e2e_http import unwrap
@@ -32,7 +34,7 @@
 
 pytestmark = pytest.mark.e2e
 
-SERVICE_TIER = "flex"
+SERVICE_TIER = "priority"
 CACHE_MIN_READ_TOKENS = 1
 
 
@@ -51,10 +53,21 @@ class RichMessage(BaseModel):
     content: list[CacheTextBlock]
 
 
+class CacheDirective(BaseModel):
+    """litellm per-request cache control. ``no-cache`` forces the proxy to skip its
+    own response cache and make a fresh provider call, so the second identical
+    request actually reaches Bedrock and reads the provider prompt cache instead of
+    being served the first response verbatim (which would report cache_read=0)."""
+
+    model_config = ConfigDict(populate_by_name=True)
+    no_cache: bool = Field(default=True, alias="no-cache")
+
+
 class CacheChatBody(BaseModel):
     model: str
     messages: list[RichMessage]
     max_tokens: int
+    cache: CacheDirective = CacheDirective()
 
 
 def cacheable_prefix() -> str:
diff --git a/tests/e2e/models.py b/tests/e2e/models.py
index f287058b313..38778034de9 100644
--- a/tests/e2e/models.py
+++ b/tests/e2e/models.py
@@ -376,6 +376,7 @@ class LiteLLMParamsBody(BaseModel):
     api_key: str | None = None
     api_base: str | None = None
     api_version: str | None = None
+    realtime_protocol: str | None = None
     aws_region_name: str | None = None
     vertex_project: str | None = None
     vertex_location: str | None = None
diff --git a/tests/e2e/realtime/REALTIME_COVERAGE_MATRIX.md b/tests/e2e/realtime/REALTIME_COVERAGE_MATRIX.md
deleted file mode 100644
index 8624475d0de..00000000000
--- a/tests/e2e/realtime/REALTIME_COVERAGE_MATRIX.md
+++ /dev/null
@@ -1,55 +0,0 @@
-# Realtime e2e coverage
-
-Live tests for the proxy realtime websocket endpoint (`/v1/realtime`). One
-GA-speaking websocket client drives every provider; the proxy normalizes each
-provider's stream into the OpenAI GA event schema, so the same assertions hold
-across providers and only the model alias changes.
-
-## What is asserted
-
-For each configured provider, `test_text_conversation` checks the session
-lifecycle (`session.created`, then `session.update` echoed by `session.updated`),
-the canonical response sequence (`response.created`, `response.output_item.added`,
-through `response.done`), that the streamed deltas reconstruct a non-empty
-transcript, and that `response.done` carries normalized usage.
-
-`test_tool_call_round_trip` checks the full tool path: the model emits a
-normalized `response.function_call_arguments.done` with valid JSON arguments and
-a matching `function_call` output item, the test sends a `function_call_output`
-back, and the follow-up response incorporates the result (the temperature 72
-appears).
-
-`test_realtime_pipecat_e2e` is a realism layer that drives the same providers
-through pipecat's GA `OpenAIRealtimeLLMService` (base_url pointed at the proxy)
-rather than speaking the protocol by hand. Its assertions are coarse (the tool
-callback fired, assistant text was produced); the raw-websocket suite is the
-source of truth. It skips unless `pipecat-ai` is installed
-(`uv pip install "pipecat-ai[openai]"`).
-
-## Provider status
-
-| provider | model alias | status |
-|----------|-------------|--------|
-| openai | `openai-realtime` | covered (in gateway config) |
-| gemini | `gemini-realtime` | covered (in gateway config; needs Gemini Live API access) |
-| azure | `azure-realtime` | gap: add to gateway config + AZURE creds |
-| vertex_ai | `vertex-realtime` | gap: add to gateway config + Vertex creds |
-| bedrock | `bedrock-realtime` | gap: add to gateway config + AWS creds |
-| xai | `xai-realtime` | gap: add to gateway config + XAI_API_KEY |
-
-A provider whose alias is not present in the proxy's `/model/info` skips (skip on
-environment). To enable one, add a `model_info.mode: realtime` entry under that
-alias to `tests/e2e/gateway/litellm-config.yml` and give the proxy the
-provider's credentials; the test then runs with no code change.
-
-## Running
-
-Start a proxy with the gateway config and the provider keys set in its
-environment, then
-
-```
-uv run pytest tests/e2e/realtime/ -v
-```
-
-Tests skip when no proxy answers `GET /health/liveliness` at `LITELLM_PROXY_URL`
-(default `http://localhost:4000`).
diff --git a/tests/e2e/realtime/conftest.py b/tests/e2e/realtime/conftest.py
deleted file mode 100644
index 4a5c4837a1a..00000000000
--- a/tests/e2e/realtime/conftest.py
+++ /dev/null
@@ -1,20 +0,0 @@
-"""Realtime suite's `client` fixture.
-
-The shared lifecycle (resources/scoped_key), proxy liveness skip, and e2e marker
-live in the parent tests/e2e/conftest.py. RealtimeClient holds the shared
-Gateway, so the `resources` fixture cleans up keys this suite creates.
-"""
-
-import pytest
-
-from realtime_client import RealtimeClient, build_client
-
-
-@pytest.fixture(scope="session")
-def client() -> RealtimeClient:
-    return build_client()
-
-
-@pytest.fixture(scope="session")
-def configured_models(client: RealtimeClient) -> frozenset[str]:
-    return client.configured_models()
diff --git a/tests/test_litellm/ocr/test_ocr_azure_document_intelligence_api_base.py b/tests/test_litellm/ocr/test_ocr_azure_document_intelligence_api_base.py
new file mode 100644
index 00000000000..0c8b1cc2836
--- /dev/null
+++ b/tests/test_litellm/ocr/test_ocr_azure_document_intelligence_api_base.py
@@ -0,0 +1,85 @@
+"""
+Regression tests for Azure Document Intelligence api_base resolution in OCR.
+
+`azure_ai` exposes two OCR services on one provider; the `doc-intelligence`
+sub-route must resolve to `AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT`, not to the
+generic `AZURE_AI_API_BASE` fallback that `get_llm_provider` injects. These tests
+pin that routing and guard the backwards-compatibility contract that an explicitly
+supplied api_base is always honoured.
+"""
+
+from litellm.llms.azure_ai.ocr.common_utils import (
+    is_azure_document_intelligence_model,
+)
+from litellm.ocr.main import _prepare_ocr_request, _rust_bridge_api_base
+
+_DOC = {"type": "document_url", "document_url": "https://example.com/doc.pdf"}
+_DOC_INTELLIGENCE_ENDPOINT = "https://di.cognitiveservices.azure.com"
+_AZURE_AI_API_BASE = "https://generic-azure-ai.example.com"
+
+
+class _FakeLogging:
+    def update_from_kwargs(self, **kwargs: object) -> None:
+        return None
+
+
+def _resolve_secret(name: str) -> str | None:
+    return {
+        "AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT": _DOC_INTELLIGENCE_ENDPOINT,
+        "AZURE_AI_API_BASE": _AZURE_AI_API_BASE,
+    }.get(name)
+
+
+def _prepare(model: str, api_base: str | None):
+    return _prepare_ocr_request(
+        model=model,
+        document=dict(_DOC),
+        api_key="test-key",
+        api_base=api_base,
+        timeout=None,
+        custom_llm_provider=None,
+        extra_headers=None,
+        kwargs={"litellm_logging_obj": _FakeLogging()},
+    )
+
+
+class TestIsAzureDocumentIntelligenceModel:
+    def test_matches_doc_intelligence_route(self):
+        assert is_azure_document_intelligence_model("doc-intelligence/prebuilt-layout")
+
+    def test_matches_documentintelligence_and_is_case_insensitive(self):
+        assert is_azure_document_intelligence_model("azure_ai/DocumentIntelligence/x")
+
+    def test_does_not_match_mistral_route(self):
+        assert not is_azure_document_intelligence_model("mistral-document-ai-2505")
+
+
+class TestDocIntelligenceApiBaseResolution:
+    def test_generic_azure_ai_base_does_not_hijack_doc_intelligence(self, monkeypatch):
+        """Without an explicit api_base, the AZURE_AI_API_BASE fallback must not
+        overwrite the endpoint, so it resolves to the Document Intelligence one."""
+        monkeypatch.setenv("AZURE_AI_API_BASE", _AZURE_AI_API_BASE)
+        monkeypatch.delenv("AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT", raising=False)
+
+        prepared = _prepare("azure_ai/doc-intelligence/prebuilt-layout", None)
+
+        assert prepared.api_base is None
+        assert _rust_bridge_api_base(prepared, _resolve_secret) == _DOC_INTELLIGENCE_ENDPOINT
+
+    def test_explicit_api_base_is_honoured_for_doc_intelligence(self, monkeypatch):
+        """A caller-supplied api_base must always win, even for doc-intelligence."""
+        monkeypatch.setenv("AZURE_AI_API_BASE", _AZURE_AI_API_BASE)
+
+        custom = "https://my-di.cognitiveservices.azure.com"
+        prepared = _prepare("azure_ai/doc-intelligence/prebuilt-layout", custom)
+
+        assert prepared.api_base == custom
+        assert _rust_bridge_api_base(prepared, _resolve_secret) == custom
+
+    def test_generic_azure_ai_base_still_applies_to_mistral_ocr(self, monkeypatch):
+        """Non doc-intelligence azure_ai models keep using AZURE_AI_API_BASE."""
+        monkeypatch.setenv("AZURE_AI_API_BASE", _AZURE_AI_API_BASE)
+
+        prepared = _prepare("azure_ai/mistral-document-ai-2505", None)
+
+        assert prepared.api_base == _AZURE_AI_API_BASE

From 41e9cc491ed08a70b96ba1f77efb39de76680943 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Thu, 9 Jul 2026 14:31:27 -0700
Subject: [PATCH 183/370] fix(bedrock-invoke): retain clear_tool_uses_20250919
 context_management edits and emit context-management-2025-06-27 beta
 (LIT-3393) (#32658)

* fix(bedrock-invoke): retain clear_tool_uses_20250919 context_management edits and emit context-management-2025-06-27 beta (LIT-3393)

Copy of #29206 by oss-agent-shin, rebased onto litellm_internal_staging so CircleCI can run.

Bedrock InvokeModel supports automatic tool-call clearing (clear_tool_uses_20250919) under the context-management-2025-06-27 beta, but LiteLLM stripped the edit and dropped the beta header, causing a Bedrock 400. This maps bedrock.context-management-2025-06-27 to itself in anthropic_beta_headers_config.json (bedrock_converse stays null) and rewrites _filter_context_management_for_bedrock_invoke around an allowlist of supported edit types that keeps each supported edit and adds its matching beta.

* test(bedrock-invoke): restore beta-headers config cache with a shared fixture in LIT-3393 tests

Greptile flagged that three of the four new tests reloaded the module-level
beta-headers config into local mode without restoring it on teardown, leaking
state into later tests in the same process. Move setup/teardown into a
local_beta_headers_config fixture used by all four tests.

---------

Co-authored-by: oss-agent-shin <ext-agent-shin@berri.ai>
---
 litellm/anthropic_beta_headers_config.json    |   2 +-
 .../anthropic_claude3_transformation.py       |  61 +++++--
 .../test_anthropic_claude3_transformation.py  | 171 ++++++++++++++++++
 3 files changed, 213 insertions(+), 21 deletions(-)

diff --git a/litellm/anthropic_beta_headers_config.json b/litellm/anthropic_beta_headers_config.json
index 11fdb26e42d..3f6817f6e35 100644
--- a/litellm/anthropic_beta_headers_config.json
+++ b/litellm/anthropic_beta_headers_config.json
@@ -102,7 +102,7 @@
     "computer-use-2025-01-24": "computer-use-2025-01-24",
     "computer-use-2025-11-24": "computer-use-2025-11-24",
     "context-1m-2025-08-07": "context-1m-2025-08-07",
-    "context-management-2025-06-27": null,
+    "context-management-2025-06-27": "context-management-2025-06-27",
     "effort-2025-11-24": "effort-2025-11-24",
     "fast-mode-2026-02-01": null,
     "files-api-2025-04-14": null,
diff --git a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
index f5309d521a9..daee3369a3c 100644
--- a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
+++ b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
@@ -489,24 +489,43 @@ def _get_tool_search_beta_header_for_bedrock(
             if self._supports_tool_search_on_bedrock(model):
                 beta_set.add("tool-search-tool-2025-10-19")
 
+    # Bedrock-InvokeModel-supported ``context_management.edits`` types and the
+    # ``anthropic-beta`` header that each one requires. ``clear_thinking_20251015``
+    # is intentionally absent — it is LiteLLM-internal, consumed via
+    # ``_ensure_thinking_for_clear_thinking_context_management``, and forwarding
+    # the raw edit trips Bedrock's
+    # ``"context_management: Extra inputs are not permitted"`` 400.
+    #
+    # Bedrock InvokeModel DOES support ``clear_tool_uses_20250919`` under the
+    # ``context-management-2025-06-27`` beta. AWS docs:
+    # https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-anthropic-claude-messages-tool-use.md
+    _BEDROCK_INVOKE_SUPPORTED_CONTEXT_MANAGEMENT_EDITS: Dict[str, str] = {
+        "compact_20260112": ANTHROPIC_BETA_HEADER_VALUES.COMPACT_2026_01_12.value,
+        "clear_tool_uses_20250919": ANTHROPIC_BETA_HEADER_VALUES.CONTEXT_MANAGEMENT_2025_06_27.value,
+    }
+
     @staticmethod
     def _filter_context_management_for_bedrock_invoke(
         anthropic_messages_request: Dict,
         beta_set: set,
     ) -> None:
         """
-        Bedrock InvokeModel accepts ``context_management`` only when it carries
-        ``compact_20260112`` edits paired with the ``compact-2026-01-12``
-        anthropic-beta header. Other edit types (notably ``clear_thinking_20251015``,
-        which Claude Code sends on every request) are LiteLLM-internal and would
-        cause Bedrock to 400 with ``"context_management: Extra inputs are not
-        permitted"``.
-
-        Filter the edits list to the supported subset, add the beta header when
-        compact edits remain, and drop ``context_management`` entirely when no
-        supported edits are left so the safety-net allowlist can pass it through.
-
-        Ref: https://github.com/BerriAI/litellm/issues/27532
+        Filter ``context_management.edits`` to the subset that Bedrock InvokeModel
+        accepts and add the matching ``anthropic-beta`` header for each surviving
+        edit type.
+
+        - ``compact_20260112`` -> ``compact-2026-01-12``
+        - ``clear_tool_uses_20250919`` -> ``context-management-2025-06-27``
+
+        Other edit types (notably ``clear_thinking_20251015``, which Claude Code
+        sends on every request) are LiteLLM-internal: thinking is injected
+        separately via ``_ensure_thinking_for_clear_thinking_context_management``,
+        and forwarding the raw edit would trip Bedrock's
+        ``"context_management: Extra inputs are not permitted"`` 400.
+
+        Refs:
+          * https://github.com/BerriAI/litellm/issues/27532
+          * https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-anthropic-claude-messages-tool-use.md
         """
         cm = anthropic_messages_request.get("context_management")
         if not isinstance(cm, dict):
@@ -516,15 +535,17 @@ def _filter_context_management_for_bedrock_invoke(
             anthropic_messages_request.pop("context_management", None)
             return
 
-        compact_edits = [e for e in edits if isinstance(e, dict) and e.get("type") == "compact_20260112"]
-        if compact_edits:
-            beta_set.add(ANTHROPIC_BETA_HEADER_VALUES.COMPACT_2026_01_12.value)
-            anthropic_messages_request["context_management"] = {
-                **cm,
-                "edits": compact_edits,
-            }
-        else:
+        supported = AmazonAnthropicClaudeMessagesConfig._BEDROCK_INVOKE_SUPPORTED_CONTEXT_MANAGEMENT_EDITS
+        retained_edits = [e for e in edits if isinstance(e, dict) and e.get("type") in supported]
+        if not retained_edits:
             anthropic_messages_request.pop("context_management", None)
+            return
+
+        beta_set.update(supported[e["type"]] for e in retained_edits)
+        anthropic_messages_request["context_management"] = {
+            **cm,
+            "edits": retained_edits,
+        }
 
     def _get_bedrock_invoke_anthropic_beta_headers(
         self,
diff --git a/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py b/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
index d7a62aae38b..532c6ff3598 100644
--- a/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
+++ b/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
@@ -2090,3 +2090,174 @@ def test_bedrock_clear_thinking_leaves_enabled_thinking_on_non_adaptive_model():
     assert changed is False
     assert request["thinking"] == {"type": "enabled", "budget_tokens": 8000}
     assert "output_config" not in request
+
+
+@pytest.fixture
+def local_beta_headers_config(monkeypatch):
+    from litellm.anthropic_beta_headers_manager import reload_beta_headers_config
+
+    monkeypatch.setenv("LITELLM_LOCAL_ANTHROPIC_BETA_HEADERS", "True")
+    reload_beta_headers_config()
+    yield
+    monkeypatch.delenv("LITELLM_LOCAL_ANTHROPIC_BETA_HEADERS", raising=False)
+    reload_beta_headers_config()
+
+
+def test_bedrock_messages_preserves_clear_tool_uses_context_management_and_adds_beta(
+    local_beta_headers_config,
+):
+    """
+    LIT-3393: Bedrock InvokeModel supports automatic tool-call clearing via
+    ``clear_tool_uses_20250919`` under the ``context-management-2025-06-27``
+    beta. Before the LIT-3393 fix, the transformation stripped this edit (only
+    ``compact_20260112`` survived) AND the beta was filtered out by
+    ``filter_and_transform_beta_headers`` for ``bedrock``, producing a Bedrock
+    400 ``"context_management: Extra inputs are not permitted"``.
+
+    Post-fix, the edit must reach the body and the beta must reach
+    ``anthropic_beta``.
+
+    AWS docs ("Automatic tool call clearing (Beta)"):
+    https://docs.aws.amazon.com/bedrock/latest/userguide/model-parameters-anthropic-claude-messages-tool-use.md
+    """
+    from litellm.types.router import GenericLiteLLMParams
+
+    cfg = AmazonAnthropicClaudeMessagesConfig()
+    messages = [{"role": "user", "content": [{"type": "text", "text": "Hi"}]}]
+    optional_params = {
+        "max_tokens": 4096,
+        "context_management": {
+            "edits": [{"type": "clear_tool_uses_20250919"}]
+        },
+    }
+
+    result = cfg.transform_anthropic_messages_request(
+        model="anthropic.claude-haiku-4-5-20251001-v1:0",
+        messages=messages,
+        anthropic_messages_optional_request_params=optional_params,
+        litellm_params=GenericLiteLLMParams(),
+        headers={},
+    )
+
+    assert result.get("context_management") == {
+        "edits": [{"type": "clear_tool_uses_20250919"}]
+    }, "clear_tool_uses_20250919 edit must reach Bedrock InvokeModel body"
+    assert "context-management-2025-06-27" in result.get("anthropic_beta", []), (
+        "context-management-2025-06-27 beta must reach the InvokeModel body so "
+        "the tool-call-clearing edit is accepted"
+    )
+
+
+def test_bedrock_messages_preserves_mixed_compact_and_clear_tool_uses_edits(
+    local_beta_headers_config,
+):
+    """
+    LIT-3393: a request mixing ``compact_20260112`` and
+    ``clear_tool_uses_20250919`` must keep BOTH edits and emit BOTH
+    anthropic-beta values (``compact-2026-01-12`` + ``context-management-2025-06-27``).
+    """
+    from litellm.types.router import GenericLiteLLMParams
+
+    cfg = AmazonAnthropicClaudeMessagesConfig()
+    messages = [{"role": "user", "content": [{"type": "text", "text": "Hi"}]}]
+    optional_params = {
+        "max_tokens": 4096,
+        "context_management": {
+            "edits": [
+                {"type": "compact_20260112"},
+                {"type": "clear_tool_uses_20250919"},
+            ]
+        },
+    }
+
+    result = cfg.transform_anthropic_messages_request(
+        model="anthropic.claude-sonnet-4-6-20250929-v1:0",
+        messages=messages,
+        anthropic_messages_optional_request_params=optional_params,
+        litellm_params=GenericLiteLLMParams(),
+        headers={},
+    )
+
+    cm = result.get("context_management")
+    assert cm is not None
+    edit_types = sorted(e.get("type") for e in cm["edits"])
+    assert edit_types == ["clear_tool_uses_20250919", "compact_20260112"]
+
+    betas = result.get("anthropic_beta", [])
+    assert "compact-2026-01-12" in betas
+    assert "context-management-2025-06-27" in betas
+
+
+def test_bedrock_messages_filters_clear_thinking_keeps_clear_tool_uses(
+    local_beta_headers_config,
+):
+    """
+    LIT-3393: ``clear_thinking_20251015`` remains LiteLLM-internal (consumed via
+    thinking-injection) and MUST be stripped from the body, while
+    ``clear_tool_uses_20250919`` (officially supported on Bedrock InvokeModel)
+    survives in the same request.
+    """
+    from litellm.types.router import GenericLiteLLMParams
+
+    cfg = AmazonAnthropicClaudeMessagesConfig()
+    messages = [{"role": "user", "content": [{"type": "text", "text": "Hi"}]}]
+    optional_params = {
+        "max_tokens": 4096,
+        "context_management": {
+            "edits": [
+                {"type": "clear_thinking_20251015", "keep": "all"},
+                {"type": "clear_tool_uses_20250919"},
+            ]
+        },
+    }
+
+    result = cfg.transform_anthropic_messages_request(
+        model="anthropic.claude-opus-4-7",
+        messages=messages,
+        anthropic_messages_optional_request_params=optional_params,
+        litellm_params=GenericLiteLLMParams(),
+        headers={},
+    )
+
+    cm = result.get("context_management")
+    assert cm is not None
+    assert [e.get("type") for e in cm["edits"]] == [
+        "clear_tool_uses_20250919"
+    ], "clear_thinking_20251015 must still be stripped (LiteLLM-internal)"
+
+    betas = result.get("anthropic_beta", [])
+    assert "context-management-2025-06-27" in betas
+    # ``compact-2026-01-12`` was not requested.
+    assert "compact-2026-01-12" not in betas
+
+
+def test_filter_and_transform_beta_headers_passes_context_management_for_bedrock(
+    local_beta_headers_config,
+):
+    """
+    LIT-3393: ``anthropic_beta_headers_config.json`` previously mapped
+    ``bedrock.context-management-2025-06-27`` to ``null``, so
+    ``filter_and_transform_beta_headers`` dropped the header even when the
+    transformation tried to set it. This regression guard locks the bundled
+    mapping in place.
+
+    Pinned to the bundled local config via ``LITELLM_LOCAL_ANTHROPIC_BETA_HEADERS``
+    so the assertion is not subject to whatever the upstream remote currently
+    serves or what previous tests left in the module cache.
+    """
+    from litellm.anthropic_beta_headers_manager import filter_and_transform_beta_headers
+
+    out = filter_and_transform_beta_headers(
+        ["context-management-2025-06-27"],
+        provider="bedrock",
+    )
+    assert out == ["context-management-2025-06-27"]
+
+    # Bedrock_converse genuinely lacks it per AWS docs; this guard prevents
+    # an accidental flip there.
+    out_converse = filter_and_transform_beta_headers(
+        ["context-management-2025-06-27"],
+        provider="bedrock_converse",
+    )
+    assert out_converse == []
+

From 1fa200123fa54f5012fcfe46f8a1a9bd8365e58a Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Thu, 9 Jul 2026 14:37:49 -0700
Subject: [PATCH 184/370] fix(tests): stop DATABASE_URL env pollution from
 read-replica tests breaking DB e2e tests (#32653)

---
 tests/test_litellm/proxy/db/conftest.py       | 65 +++++++++++++++++++
 .../proxy/db/test_db_url_settings.py          | 26 ++++----
 .../proxy/db/test_rds_iam_token_expiry.py     | 44 ++++---------
 .../proxy/db/test_routing_prisma_wrapper.py   |  6 +-
 4 files changed, 89 insertions(+), 52 deletions(-)
 create mode 100644 tests/test_litellm/proxy/db/conftest.py

diff --git a/tests/test_litellm/proxy/db/conftest.py b/tests/test_litellm/proxy/db/conftest.py
new file mode 100644
index 00000000000..a0fb6bed4fa
--- /dev/null
+++ b/tests/test_litellm/proxy/db/conftest.py
@@ -0,0 +1,65 @@
+import os
+from collections.abc import Generator
+from typing import Optional
+
+import pytest
+
+DB_ENV_KEYS = (
+    "IAM_TOKEN_DB_AUTH",
+    "DATABASE_URL",
+    "DIRECT_URL",
+    "DATABASE_URL_READ_REPLICA",
+    "DATABASE_HOST",
+    "DATABASE_PORT",
+    "DATABASE_USER",
+    "DATABASE_USERNAME",
+    "DATABASE_NAME",
+    "DATABASE_SCHEMA",
+    "DATABASE_PASSWORD",
+    "DATABASE_HOST_READ_REPLICA",
+    "DATABASE_PORT_READ_REPLICA",
+    "DATABASE_USER_READ_REPLICA",
+    "DATABASE_USERNAME_READ_REPLICA",
+    "DATABASE_NAME_READ_REPLICA",
+    "DATABASE_SCHEMA_READ_REPLICA",
+    "DATABASE_PASSWORD_READ_REPLICA",
+)
+
+_db_env_snapshot_key = pytest.StashKey[dict[str, Optional[str]]]()
+
+
+def _db_env_snapshot() -> dict[str, Optional[str]]:
+    return {key: os.environ.get(key) for key in DB_ENV_KEYS}
+
+
+@pytest.hookimpl(wrapper=True)
+def pytest_runtest_setup(item: pytest.Item) -> Generator[None, None, None]:
+    item.stash[_db_env_snapshot_key] = _db_env_snapshot()
+    return (yield)
+
+
+@pytest.hookimpl(wrapper=True)
+def pytest_runtest_teardown(item: pytest.Item, nextitem: Optional[pytest.Item]) -> Generator[None, None, None]:
+    result = yield
+    before = item.stash[_db_env_snapshot_key]
+    leaked = {key: value for key, value in _db_env_snapshot().items() if value != before[key]}
+    for key, original in before.items():
+        if original is None:
+            os.environ.pop(key, None)
+        else:
+            os.environ[key] = original
+    assert not leaked, (
+        f"{item.nodeid} leaked DB env vars past monkeypatch teardown: {leaked}. "
+        "Product code under test writes DATABASE_URL(_READ_REPLICA) into os.environ as a side effect; "
+        "monkeypatch only restores keys it has a record for, so a value written to a previously unset "
+        "key survives the test and poisons every later test in this pytest-xdist worker process "
+        "(DB-backed e2e tests arm themselves on DATABASE_URL and then fail to connect). "
+        "Use the unset_database_url fixture (or monkeypatch.setenv) so restoration is registered."
+    )
+    return result
+
+
+@pytest.fixture
+def unset_database_url(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setenv("DATABASE_URL", "about-to-be-unset")
+    monkeypatch.delenv("DATABASE_URL")
diff --git a/tests/test_litellm/proxy/db/test_db_url_settings.py b/tests/test_litellm/proxy/db/test_db_url_settings.py
index 573bd5ae584..e5aa09addab 100644
--- a/tests/test_litellm/proxy/db/test_db_url_settings.py
+++ b/tests/test_litellm/proxy/db/test_db_url_settings.py
@@ -51,25 +51,21 @@ def _apply() -> bool:
 
 
 @pytest.fixture(autouse=True)
-def _scrub_db_env():
+def _scrub_db_env(monkeypatch):
     """Start each test from a clean slate and restore the original env afterward.
 
-    ``apply_to_env`` writes ``DATABASE_URL`` straight into ``os.environ``, which
-    ``monkeypatch`` cannot undo. Snapshotting and restoring here keeps a
-    synthesized URL (e.g. ``writer.example.com``) from leaking into later tests
-    that read ``DATABASE_URL`` to decide whether to hit a real database.
+    ``apply_to_env`` writes ``DATABASE_URL`` straight into ``os.environ``.
+    Registering a setenv+delenv pair per var gives ``monkeypatch`` a restore
+    record even for previously unset keys, so a synthesized URL (e.g.
+    ``writer.example.com``) cannot leak into later tests that read
+    ``DATABASE_URL`` to decide whether to hit a real database. Restoring via
+    the same ``monkeypatch`` instance the tests use also keeps undo ordering
+    consistent (a hand-rolled snapshot/restore runs before ``monkeypatch``'s
+    own undo and gets clobbered by it).
     """
-    saved = {var: os.environ.get(var) for var in _MANAGED_DB_ENV_VARS}
     for var in _MANAGED_DB_ENV_VARS:
-        os.environ.pop(var, None)
-    try:
-        yield
-    finally:
-        for var, value in saved.items():
-            if value is None:
-                os.environ.pop(var, None)
-            else:
-                os.environ[var] = value
+        monkeypatch.setenv(var, "scrubbed")
+        monkeypatch.delenv(var)
 
 
 def _stub_iam_token(token: str = "FAKE_TOKEN"):
diff --git a/tests/test_litellm/proxy/db/test_rds_iam_token_expiry.py b/tests/test_litellm/proxy/db/test_rds_iam_token_expiry.py
index b92fd86ed7a..ca24f856022 100644
--- a/tests/test_litellm/proxy/db/test_rds_iam_token_expiry.py
+++ b/tests/test_litellm/proxy/db/test_rds_iam_token_expiry.py
@@ -26,25 +26,13 @@ class TestPrismaWrapperTokenRefresh:
     """Tests for the PrismaWrapper RDS IAM token refresh implementation."""
 
     @pytest.fixture
-    def setup_env(self):
+    def setup_env(self, monkeypatch, unset_database_url):
         """Setup environment variables for testing."""
-        os.environ["DATABASE_HOST"] = "test-host.rds.amazonaws.com"
-        os.environ["DATABASE_PORT"] = "5432"
-        os.environ["DATABASE_USER"] = "test_user"
-        os.environ["DATABASE_NAME"] = "test_db"
-        os.environ["IAM_TOKEN_DB_AUTH"] = "True"
-        yield
-        # Cleanup
-        for key in [
-            "DATABASE_HOST",
-            "DATABASE_PORT",
-            "DATABASE_USER",
-            "DATABASE_NAME",
-            "DATABASE_URL",
-            "IAM_TOKEN_DB_AUTH",
-            "DATABASE_SCHEMA",
-        ]:
-            os.environ.pop(key, None)
+        monkeypatch.setenv("DATABASE_HOST", "test-host.rds.amazonaws.com")
+        monkeypatch.setenv("DATABASE_PORT", "5432")
+        monkeypatch.setenv("DATABASE_USER", "test_user")
+        monkeypatch.setenv("DATABASE_NAME", "test_db")
+        monkeypatch.setenv("IAM_TOKEN_DB_AUTH", "True")
 
     def _generate_mock_token(self, expires_in_seconds: int = 900) -> str:
         """Generate a mock IAM token with expiration info."""
@@ -172,22 +160,12 @@ class TestBackgroundRefreshLoop:
     """Tests for the background refresh loop timing."""
 
     @pytest.fixture
-    def setup_env(self):
+    def setup_env(self, monkeypatch, unset_database_url):
         """Setup environment variables for testing."""
-        os.environ["DATABASE_HOST"] = "test-host.rds.amazonaws.com"
-        os.environ["DATABASE_PORT"] = "5432"
-        os.environ["DATABASE_USER"] = "test_user"
-        os.environ["DATABASE_NAME"] = "test_db"
-        yield
-        # Cleanup
-        for key in [
-            "DATABASE_HOST",
-            "DATABASE_PORT",
-            "DATABASE_USER",
-            "DATABASE_NAME",
-            "DATABASE_URL",
-        ]:
-            os.environ.pop(key, None)
+        monkeypatch.setenv("DATABASE_HOST", "test-host.rds.amazonaws.com")
+        monkeypatch.setenv("DATABASE_PORT", "5432")
+        monkeypatch.setenv("DATABASE_USER", "test_user")
+        monkeypatch.setenv("DATABASE_NAME", "test_db")
 
     @pytest.mark.asyncio
     async def test_calculate_seconds_fallback_when_no_url(self, setup_env):
diff --git a/tests/test_litellm/proxy/db/test_routing_prisma_wrapper.py b/tests/test_litellm/proxy/db/test_routing_prisma_wrapper.py
index 92043f44ca9..e5bb8b99507 100644
--- a/tests/test_litellm/proxy/db/test_routing_prisma_wrapper.py
+++ b/tests/test_litellm/proxy/db/test_routing_prisma_wrapper.py
@@ -626,7 +626,7 @@ async def fake_refresh():
     assert refresh_calls["count"] == 1
 
 
-def test_writer_get_rds_iam_token_defaults_port_when_unset(monkeypatch):
+def test_writer_get_rds_iam_token_defaults_port_when_unset(monkeypatch, unset_database_url):
     """When DATABASE_PORT is unset, the writer must default to the Postgres
     standard port instead of passing `None` through. Passing None to
     `generate_iam_auth_token` makes botocore embed the literal string
@@ -639,7 +639,6 @@ def test_writer_get_rds_iam_token_defaults_port_when_unset(monkeypatch):
     monkeypatch.setenv("DATABASE_USER", "litellm")
     monkeypatch.setenv("DATABASE_NAME", "litellm")
     monkeypatch.delenv("DATABASE_SCHEMA", raising=False)
-    monkeypatch.delenv("DATABASE_URL", raising=False)
 
     captured: Dict[str, Any] = {}
 
@@ -661,7 +660,7 @@ def fake_generate(db_host=None, db_port=None, db_user=None):
     assert ":5432/litellm" in (new_url or "")
 
 
-def test_writer_get_rds_iam_token_uses_database_host_env_vars(monkeypatch):
+def test_writer_get_rds_iam_token_uses_database_host_env_vars(monkeypatch, unset_database_url):
     """Writer's IAM path (no iam_endpoint configured) reads host/port/user/db
     from the legacy DATABASE_HOST/PORT/USER/NAME env vars and writes the URL
     back to DATABASE_URL — this is the pre-read-replica behavior the patch
@@ -673,7 +672,6 @@ def test_writer_get_rds_iam_token_uses_database_host_env_vars(monkeypatch):
     monkeypatch.setenv("DATABASE_USER", "litellm")
     monkeypatch.setenv("DATABASE_NAME", "litellm")
     monkeypatch.setenv("DATABASE_SCHEMA", "public")
-    monkeypatch.delenv("DATABASE_URL", raising=False)
 
     captured: Dict[str, Any] = {}
 

From 65d0dcfb821adcc80a1e78dc48e37df71f6eda89 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Thu, 9 Jul 2026 15:02:05 -0700
Subject: [PATCH 185/370] fix(mcp): never forward an Authorization header that
 satisfied admission on the tools preview

Authorization doubles as the admission fallback when x-litellm-api-key is absent, so a caller who
authenticated the preview request that way had their LiteLLM key forwarded to the upstream as the
oauth2/client-forwarded token. The preview now forwards Authorization only when the primary
admission header is present, which is how the dashboard has always sent it; with no primary header
there is no upstream token on the request at all. Applies to oauth2 and both client-forwarded
modes; parametrized regression test plus the admission header added to the existing extraction
tests to mirror the real UI request shape
---
 .../mcp_server/rest_endpoints.py              |   5 +-
 .../mcp_server/test_rest_endpoints.py         | 141 +++++++++---------
 2 files changed, 71 insertions(+), 75 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
index 21682b4dd3e..cae304bf73a 100644
--- a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
@@ -1321,12 +1321,15 @@ async def test_tools_list(
             if isinstance(credentials, dict):
                 mcp_auth_header = credentials.get("auth_value")
 
+        # Authorization doubles as the admission fallback (LITELLM_API_KEY_HEADER_NAME_SECONDARY):
+        # when the primary x-litellm-api-key header is absent, the Authorization value is the
+        # caller's LiteLLM key, not an upstream token, and must never be forwarded upstream.
         oauth2_headers: Optional[Dict[str, str]] = None
         if new_mcp_server_request.auth_type in {
             MCPAuth.oauth2,
             MCPAuth.true_passthrough,
             MCPAuth.oauth_delegate,
-        }:
+        } and headers.get(MCPRequestHandler.LITELLM_API_KEY_HEADER_NAME_PRIMARY):
             oauth2_headers = MCPRequestHandler._get_oauth2_headers_from_headers(headers)
 
         async def _list_tools_operation(client):
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py
index 090b4711dc9..465cebcc12c 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py
@@ -37,10 +37,7 @@ def _build_request(
         body_bytes = body
     else:
         body_bytes = b""
-    raw_headers = [
-        (key.lower().encode("latin-1"), value.encode("latin-1"))
-        for key, value in headers.items()
-    ]
+    raw_headers = [(key.lower().encode("latin-1"), value.encode("latin-1")) for key, value in headers.items()]
     scope = {
         "type": "http",
         "http_version": "1.1",
@@ -62,25 +59,18 @@ async def receive():
 
 def _get_route(path: str, method: str):
     for route in rest_endpoints.router.routes:
-        if getattr(route, "path", None) == path and method in getattr(
-            route, "methods", set()
-        ):
+        if getattr(route, "path", None) == path and method in getattr(route, "methods", set()):
             return route
     raise AssertionError(f"Route {method} {path} not found")
 
 
 def _route_has_dependency(route, dependency) -> bool:
-    if any(
-        getattr(dep, "dependency", None) == dependency
-        for dep in getattr(route, "dependencies", [])
-    ):
+    if any(getattr(dep, "dependency", None) == dependency for dep in getattr(route, "dependencies", [])):
         return True
     dependant = getattr(route, "dependant", None)
     if dependant is None:
         return False
-    return any(
-        getattr(dep, "call", None) == dependency for dep in dependant.dependencies
-    )
+    return any(getattr(dep, "call", None) == dependency for dep in dependant.dependencies)
 
 
 class TestExecuteWithMcpClient:
@@ -104,9 +94,7 @@ async def failing_operation(client):
             auth_type=MCPAuth.none,
         )
 
-        result = await rest_endpoints._execute_with_mcp_client(
-            payload, failing_operation
-        )
+        result = await rest_endpoints._execute_with_mcp_client(payload, failing_operation)
 
         assert result["status"] == "error"
         assert "stack_trace" not in result
@@ -267,15 +255,10 @@ async def ok_operation(client):
         assert result["status"] == "ok"
         # The incoming Authorization must be dropped — extra_headers should
         # contain no oauth2 headers (only static_headers, which are None here).
-        assert (
-            captured["extra_headers"] is None
-            or "Authorization" not in captured["extra_headers"]
-        )
+        assert captured["extra_headers"] is None or "Authorization" not in captured["extra_headers"]
 
     @pytest.mark.asyncio
-    async def test_interactive_oauth_resolves_forwarded_token_via_presented_store(
-        self, monkeypatch
-    ):
+    async def test_interactive_oauth_resolves_forwarded_token_via_presented_store(self, monkeypatch):
         """Interactive authorization_code preview (oauth2, no client credentials): the forwarded
         just-authorized token is resolved THROUGH the v2 resolver via a one-shot presented store
         (cred_provider), not the caller-override path. The bare token (Bearer stripped) is the
@@ -433,9 +416,7 @@ def fake_build_stdio_env(server, raw_headers):
             return None
 
         async def fake_create_client(*args, **kwargs):
-            raise BaseExceptionGroup(
-                "test group", [RuntimeError("Cancelled via cancel scope")]
-            )
+            raise BaseExceptionGroup("test group", [RuntimeError("Cancelled via cancel scope")])
 
         monkeypatch.setattr(
             rest_endpoints.global_mcp_server_manager,
@@ -497,9 +478,7 @@ async def fake_execute(
                 "message": "Successfully retrieved tools",
             }
 
-        monkeypatch.setattr(
-            rest_endpoints, "_execute_with_mcp_client", fake_execute, raising=False
-        )
+        monkeypatch.setattr(rest_endpoints, "_execute_with_mcp_client", fake_execute, raising=False)
 
         oauth_call_counter = {"count": 0}
 
@@ -555,9 +534,7 @@ async def fake_execute(
                 "message": "Successfully retrieved tools",
             }
 
-        monkeypatch.setattr(
-            rest_endpoints, "_execute_with_mcp_client", fake_execute, raising=False
-        )
+        monkeypatch.setattr(rest_endpoints, "_execute_with_mcp_client", fake_execute, raising=False)
 
         oauth_headers = {"Authorization": "Bearer oauth"}
         oauth_call_counter = {"count": 0}
@@ -573,7 +550,7 @@ def fake_oauth(headers):
             raising=False,
         )
 
-        request = _build_request({"authorization": "Bearer incoming"})
+        request = _build_request({"authorization": "Bearer incoming", "x-litellm-api-key": "sk-admission"})
         payload = NewMCPServerRequest(
             server_name="example",
             url="https://example.com",
@@ -627,7 +604,7 @@ async def fake_execute(
             raising=False,
         )
 
-        request = _build_request({"authorization": "Bearer upstream-token"})
+        request = _build_request({"authorization": "Bearer upstream-token", "x-litellm-api-key": "sk-admission"})
         payload = NewMCPServerRequest(
             server_name="example",
             url="https://example.com",
@@ -646,6 +623,48 @@ async def fake_execute(
         assert captured["mcp_auth_header"] is None
         assert captured["oauth2_headers"] == oauth_headers
 
+    @pytest.mark.parametrize("auth_type", [MCPAuth.oauth2, MCPAuth.true_passthrough, MCPAuth.oauth_delegate])
+    async def test_does_not_forward_authorization_that_satisfied_admission(self, monkeypatch, auth_type):
+        """Authorization is also the admission fallback: with no x-litellm-api-key on the request,
+        the Authorization value is the caller's LiteLLM key, so forwarding it would send the
+        admission credential to the upstream."""
+
+        captured: dict = {}
+
+        async def fake_execute(
+            request,
+            operation,
+            mcp_auth_header=None,
+            oauth2_headers=None,
+            raw_headers=None,
+        ):
+            captured["oauth2_headers"] = oauth2_headers
+            return {
+                "tools": [],
+                "error": None,
+                "message": "Successfully retrieved tools",
+            }
+
+        monkeypatch.setattr(rest_endpoints, "_execute_with_mcp_client", fake_execute, raising=False)
+
+        request = _build_request({"authorization": "Bearer sk-litellm-admission-key"})
+        payload = NewMCPServerRequest(
+            server_name="example",
+            url="https://example.com",
+            auth_type=auth_type,
+        )
+
+        from litellm.proxy._types import LitellmUserRoles
+
+        result = await rest_endpoints.test_tools_list(
+            request,
+            payload,
+            user_api_key_dict=UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN),
+        )
+
+        assert result["message"] == "Successfully retrieved tools"
+        assert captured["oauth2_headers"] is None
+
 
 class TestListToolsRestAPI:
     pytestmark = pytest.mark.asyncio
@@ -775,9 +794,7 @@ class StubServer:
         stub_server = StubServer()
         captured = {}
 
-        async def fake_get_tools(
-            server, server_auth_header, *args, apply_tool_filters=True, **kwargs
-        ):
+        async def fake_get_tools(server, server_auth_header, *args, apply_tool_filters=True, **kwargs):
             captured["apply_tool_filters"] = apply_tool_filters
             return ["tool-1"]
 
@@ -825,9 +842,7 @@ async def fake_get_tools(
         assert captured["apply_tool_filters"] is True
 
     @pytest.mark.parametrize("upstream_status", [401, 403])
-    async def test_upstream_auth_failure_surfaces_status_and_challenge(
-        self, monkeypatch, upstream_status
-    ):
+    async def test_upstream_auth_failure_surfaces_status_and_challenge(self, monkeypatch, upstream_status):
         """A single-server pass-through request whose upstream rejects the token
         must surface the upstream status (401 or 403) plus its WWW-Authenticate
         challenge, not collapse into a 200 ``unexpected_error`` body."""
@@ -1415,9 +1430,7 @@ async def fake_get_allowed_mcp_servers(*args, **kwargs):
 
         oauth_headers = {"Authorization": "Bearer user-oauth-token"}
 
-        async def fake_get_user_oauth_extra_headers(
-            server, user_api_key_dict, prefetched_creds=None
-        ):
+        async def fake_get_user_oauth_extra_headers(server, user_api_key_dict, prefetched_creds=None):
             return oauth_headers
 
         captured = {}
@@ -1661,9 +1674,7 @@ class TestGetToolsForSingleServer:
 
     pytestmark = pytest.mark.asyncio
 
-    async def test_filters_tools_by_object_permission_mcp_tool_permissions(
-        self, monkeypatch
-    ):
+    async def test_filters_tools_by_object_permission_mcp_tool_permissions(self, monkeypatch):
         """Test that tools are filtered by user_api_key_auth.object_permission.mcp_tool_permissions"""
         from litellm.proxy._experimental.mcp_server.server import MCPServer
         from litellm.proxy._types import LiteLLM_ObjectPermissionTable
@@ -1826,9 +1837,7 @@ async def fake_get_tools_from_server(**kwargs):
         # All tools should be returned
         assert len(result) == 2
 
-    async def test_no_filtering_when_server_not_in_mcp_tool_permissions(
-        self, monkeypatch
-    ):
+    async def test_no_filtering_when_server_not_in_mcp_tool_permissions(self, monkeypatch):
         """Test that all tools are returned when server is not in mcp_tool_permissions"""
         from litellm.proxy._experimental.mcp_server.server import MCPServer
         from litellm.proxy._types import LiteLLM_ObjectPermissionTable
@@ -1881,9 +1890,7 @@ async def fake_get_tools_from_server(**kwargs):
         # All tools should be returned since server is not in permissions
         assert len(result) == 2
 
-    async def test_combines_server_allowed_tools_and_object_permission_filters(
-        self, monkeypatch
-    ):
+    async def test_combines_server_allowed_tools_and_object_permission_filters(self, monkeypatch):
         """Test that both server.allowed_tools and object_permission.mcp_tool_permissions filters are applied"""
         from litellm.proxy._experimental.mcp_server.server import MCPServer
         from litellm.proxy._types import LiteLLM_ObjectPermissionTable
@@ -2201,9 +2208,7 @@ async def fake_load_spec(spec_path):  # noqa: ANN001
                 "paths": {
                     "/repos/{owner}/{repo}/actions/jobs/{job_id}/logs": {
                         "get": {
-                            "operationId": (
-                                "actions/download-job-logs-for-workflow-run"
-                            ),
+                            "operationId": ("actions/download-job-logs-for-workflow-run"),
                             "summary": "Download job logs",
                         }
                     },
@@ -2246,9 +2251,7 @@ async def fake_load_spec(spec_path):  # noqa: ANN001
         names = [t["name"] for t in result["tools"]]
         anthropic_re = re.compile(r"^[a-zA-Z0-9_-]{1,128}$")
         for name in names:
-            assert anthropic_re.match(
-                name
-            ), f"preview tool name {name!r} violates ^[a-zA-Z0-9_-]+$"
+            assert anthropic_re.match(name), f"preview tool name {name!r} violates ^[a-zA-Z0-9_-]+$"
         assert "actions_download-job-logs-for-workflow-run" in names
         assert "pulls_list-files" in names
 
@@ -2305,9 +2308,7 @@ async def fake_load_spec(spec_path):  # noqa: ANN001
 
         registered_summary_to_name: dict = {}
 
-        def fake_create_tool_function(
-            path, method, operation, base_url
-        ):  # noqa: ANN001
+        def fake_create_tool_function(path, method, operation, base_url):  # noqa: ANN001
             def _f():
                 return None
 
@@ -2320,9 +2321,7 @@ def _f():
         )
 
         class _StubRegistry:
-            def register_tool(
-                self, name, description, input_schema, handler
-            ):  # noqa: ANN001
+            def register_tool(self, name, description, input_schema, handler):  # noqa: ANN001
                 registered_summary_to_name[description] = name
 
         monkeypatch.setattr(
@@ -2331,9 +2330,7 @@ def register_tool(
             _StubRegistry(),
         )
 
-        openapi_to_mcp_generator.register_tools_from_openapi(
-            spec, base_url="https://example.invalid"
-        )
+        openapi_to_mcp_generator.register_tools_from_openapi(spec, base_url="https://example.invalid")
 
         assert preview_summary_to_name == registered_summary_to_name, (
             f"preview {preview_summary_to_name} != "
@@ -2361,15 +2358,11 @@ def test_local_protocol_error_is_actionable_and_redacted(self):
         assert secret not in message
 
     def test_connect_error_points_at_reachability(self):
-        message = rest_endpoints._connection_error_message(
-            httpx.ConnectError("All connection attempts failed")
-        )
+        message = rest_endpoints._connection_error_message(httpx.ConnectError("All connection attempts failed"))
         assert "unreachable" in message.lower()
 
     def test_timeout_error_message(self):
-        message = rest_endpoints._connection_error_message(
-            httpx.ConnectTimeout("timed out")
-        )
+        message = rest_endpoints._connection_error_message(httpx.ConnectTimeout("timed out"))
         assert "unreachable" in message.lower()
 
     def test_http_status_error_includes_status_code(self):

From f4e1e8eb68cc34b971c7cc71e77db18d99804184 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Thu, 9 Jul 2026 15:03:44 -0700
Subject: [PATCH 186/370] feat(ui): add shared composable DataTable component

Phase 0 of the dashboard table-standardization effort: one composable
DataTable built on TanStack react-table and the shadcn-style primitives in
components/ui/table.tsx (Base UI, Tailwind v4), plus its behavioral test
suite. No existing tables are migrated in this change.

The component owns the TanStack instance and a shadcn shell, and exposes
composable slots (toolbar, pagination, footer) plus DataTableToolbar,
DataTablePagination, DataTableViewOptions, and DataTableSortHeader. Sorting
and pagination each use a single mode enum (none/client/server) so server
modes only surface state via callbacks and never reorder or slice locally.
columnMeta.ts defines the canonical ColumnMeta augmentation. The rendering
shell imports only components/ui/table primitives; no tremor or antd.
---
 .../shared/DataTable/DataTable.test.tsx       | 431 +++++++++++++++
 .../components/shared/DataTable/DataTable.tsx | 497 ++++++++++++++++++
 .../DataTable/DataTablePagination.test.tsx    |  68 +++
 .../shared/DataTable/DataTablePagination.tsx  | 113 ++++
 .../DataTable/DataTableSortHeader.test.tsx    | 112 ++++
 .../shared/DataTable/DataTableSortHeader.tsx  |  96 ++++
 .../DataTable/DataTableToolbar.test.tsx       |  35 ++
 .../shared/DataTable/DataTableToolbar.tsx     |  55 ++
 .../shared/DataTable/DataTableViewOptions.tsx |  55 ++
 .../components/shared/DataTable/columnMeta.ts |  13 +
 .../src/components/shared/DataTable/index.ts  |  16 +
 .../src/components/shared/DataTable/types.ts  |  60 +++
 12 files changed, 1551 insertions(+)
 create mode 100644 ui/litellm-dashboard/src/components/shared/DataTable/DataTable.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/DataTable/DataTablePagination.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/DataTable/DataTablePagination.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/DataTable/DataTableSortHeader.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/DataTable/DataTableSortHeader.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/DataTable/DataTableToolbar.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/DataTable/DataTableToolbar.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/DataTable/DataTableViewOptions.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/DataTable/columnMeta.ts
 create mode 100644 ui/litellm-dashboard/src/components/shared/DataTable/index.ts
 create mode 100644 ui/litellm-dashboard/src/components/shared/DataTable/types.ts

diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.test.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.test.tsx
new file mode 100644
index 00000000000..df42c156975
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.test.tsx
@@ -0,0 +1,431 @@
+import type { ColumnDef, ExpandedState } from "@tanstack/react-table";
+import { render, screen, waitFor } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import { useState } from "react";
+import { describe, expect, it, vi } from "vitest";
+
+import { DataTable } from "./DataTable";
+import { DataTableSortHeader } from "./DataTableSortHeader";
+import { DataTableViewOptions } from "./DataTableViewOptions";
+
+interface Person {
+  id: string;
+  name: string;
+  email: string;
+  flagged?: boolean;
+}
+
+function person(id: string, name: string, flagged = false): Person {
+  return { id, name, email: `${name.toLowerCase()}@x.io`, flagged };
+}
+
+const names = (): (string | null)[] => screen.getAllByTestId("name-cell").map((el) => el.textContent);
+
+const nameCellColumns: ColumnDef<Person, unknown>[] = [
+  {
+    accessorKey: "name",
+    header: "Name",
+    cell: ({ row }) => <span data-testid="name-cell">{row.original.name}</span>,
+  },
+];
+
+const headerCycleColumns: ColumnDef<Person, unknown>[] = [
+  {
+    accessorKey: "name",
+    header: ({ column }) => <DataTableSortHeader column={column} title="Name" variant="header-cycle" />,
+    cell: ({ row }) => <span data-testid="name-cell">{row.original.name}</span>,
+  },
+];
+
+const dropdownSortColumns: ColumnDef<Person, unknown>[] = [
+  {
+    accessorKey: "name",
+    header: ({ column }) => <DataTableSortHeader column={column} title="Name" variant="dropdown-tristate" />,
+    cell: ({ row }) => <span data-testid="name-cell">{row.original.name}</span>,
+  },
+];
+
+const nameEmailColumns: ColumnDef<Person, unknown>[] = [
+  {
+    accessorKey: "name",
+    header: "Name",
+    cell: ({ row }) => <span data-testid="name-cell">{row.original.name}</span>,
+  },
+  {
+    accessorKey: "email",
+    header: "Email",
+    cell: ({ row }) => <span>{row.original.email}</span>,
+  },
+];
+
+const pinnedColumns: ColumnDef<Person, unknown>[] = [
+  {
+    accessorKey: "name",
+    header: "Name",
+    cell: ({ row }) => <span data-testid="name-cell">{row.original.name}</span>,
+    meta: { pinned: "left" },
+  },
+  {
+    accessorKey: "email",
+    header: "Email",
+    cell: ({ row }) => <span>{row.original.email}</span>,
+  },
+];
+
+const rowClickColumns: ColumnDef<Person, unknown>[] = [
+  {
+    accessorKey: "name",
+    header: "Name",
+    cell: ({ row }) => <span data-testid="name-cell">{row.original.name}</span>,
+  },
+  {
+    id: "actions",
+    header: "Actions",
+    cell: () => (
+      <div>
+        <button data-testid="row-button">Act</button>
+        <input data-testid="row-input" aria-label="row input" />
+      </div>
+    ),
+  },
+];
+
+const expansionColumns: ColumnDef<Person, unknown>[] = [
+  {
+    id: "expander",
+    header: "",
+    cell: ({ row }) => (
+      <button data-testid={`expand-${row.id}`} onClick={() => row.toggleExpanded()}>
+        toggle
+      </button>
+    ),
+  },
+  {
+    accessorKey: "name",
+    header: "Name",
+    cell: ({ row }) => <span data-testid="name-cell">{row.original.name}</span>,
+  },
+];
+
+const CHARLIE_ALICE_BOB: Person[] = [person("c", "Charlie"), person("a", "Alice"), person("b", "Bob")];
+
+describe("DataTable sorting", () => {
+  it("client mode reorders rows when the sort header is clicked", async () => {
+    const user = userEvent.setup();
+    render(<DataTable data={CHARLIE_ALICE_BOB} columns={headerCycleColumns} sortingMode="client" />);
+
+    expect(names()).toEqual(["Charlie", "Alice", "Bob"]);
+    await user.click(screen.getByTestId("sort-header-name"));
+    expect(names()).toEqual(["Alice", "Bob", "Charlie"]);
+  });
+
+  it("server mode fires the callback but never reorders locally", async () => {
+    const user = userEvent.setup();
+    const onSortingChange = vi.fn();
+    render(
+      <DataTable
+        data={CHARLIE_ALICE_BOB}
+        columns={headerCycleColumns}
+        sortingMode="server"
+        sorting={[{ id: "name", desc: false }]}
+        onSortingChange={onSortingChange}
+      />,
+    );
+
+    // sorting state says ascending, but server mode must render data as given
+    expect(names()).toEqual(["Charlie", "Alice", "Bob"]);
+    await user.click(screen.getByTestId("sort-header-name"));
+    expect(onSortingChange).toHaveBeenCalledTimes(1);
+    expect(names()).toEqual(["Charlie", "Alice", "Bob"]);
+  });
+
+  it("dropdown-tristate variant sorts ascending, descending, then resets", async () => {
+    const user = userEvent.setup();
+    render(<DataTable data={CHARLIE_ALICE_BOB} columns={dropdownSortColumns} sortingMode="client" />);
+
+    await user.click(screen.getByTestId("sort-trigger-name"));
+    await user.click(await screen.findByText("Ascending"));
+    expect(names()).toEqual(["Alice", "Bob", "Charlie"]);
+
+    await user.click(screen.getByTestId("sort-trigger-name"));
+    await user.click(await screen.findByText("Descending"));
+    expect(names()).toEqual(["Charlie", "Bob", "Alice"]);
+
+    await user.click(screen.getByTestId("sort-trigger-name"));
+    await user.click(await screen.findByText("Reset"));
+    expect(names()).toEqual(["Charlie", "Alice", "Bob"]);
+  });
+});
+
+describe("DataTable pagination", () => {
+  const fivePeople: Person[] = Array.from({ length: 5 }, (_, i) => person(String(i), `P${i}`));
+
+  it("client mode slices rows and advances pages", async () => {
+    const user = userEvent.setup();
+    render(<DataTable data={fivePeople} columns={nameCellColumns} paginationMode="client" pageSizeOptions={[2]} />);
+
+    expect(names()).toEqual(["P0", "P1"]);
+    expect(screen.getByTestId("pagination-range")).toHaveTextContent("Showing 1-2 of 5");
+
+    await user.click(screen.getByTestId("pagination-next"));
+    expect(names()).toEqual(["P2", "P3"]);
+    expect(screen.getByTestId("pagination-range")).toHaveTextContent("Showing 3-4 of 5");
+  });
+
+  it("server mode shows X-Y of Z from rowCount and does NOT slice the given rows", async () => {
+    const user = userEvent.setup();
+    const onPaginationChange = vi.fn();
+    const pageSlice: Person[] = [person("10", "P10"), person("11", "P11"), person("12", "P12")];
+    render(
+      <DataTable
+        data={pageSlice}
+        columns={nameCellColumns}
+        paginationMode="server"
+        pagination={{ pageIndex: 1, pageSize: 10 }}
+        rowCount={25}
+        onPaginationChange={onPaginationChange}
+      />,
+    );
+
+    expect(names()).toEqual(["P10", "P11", "P12"]);
+    expect(screen.getByTestId("pagination-range")).toHaveTextContent("Showing 11-20 of 25");
+
+    await user.click(screen.getByTestId("pagination-next"));
+    expect(onPaginationChange).toHaveBeenCalledTimes(1);
+  });
+});
+
+describe("DataTable column visibility", () => {
+  it("hides a column when toggled off in the view-options menu", async () => {
+    const user = userEvent.setup();
+    render(
+      <DataTable
+        data={CHARLIE_ALICE_BOB}
+        columns={nameEmailColumns}
+        toolbar={(table) => <DataTableViewOptions table={table} />}
+      />,
+    );
+
+    expect(screen.getByText("Email")).toBeInTheDocument();
+    await user.click(screen.getByTestId("view-options-trigger"));
+    await user.click(await screen.findByTestId("view-option-email"));
+    await waitFor(() => expect(screen.queryByText("Email")).not.toBeInTheDocument());
+
+    await user.click(screen.getByTestId("view-option-email"));
+    await waitFor(() => expect(screen.getByText("Email")).toBeInTheDocument());
+  });
+
+  it("omits columns that opt out of hiding from the menu", async () => {
+    const user = userEvent.setup();
+    const columns: ColumnDef<Person, unknown>[] = [
+      {
+        accessorKey: "name",
+        header: "Name",
+        enableHiding: false,
+        cell: ({ row }) => <span data-testid="name-cell">{row.original.name}</span>,
+      },
+      {
+        accessorKey: "email",
+        header: "Email",
+        cell: ({ row }) => <span>{row.original.email}</span>,
+      },
+    ];
+    render(
+      <DataTable
+        data={CHARLIE_ALICE_BOB}
+        columns={columns}
+        toolbar={(table) => <DataTableViewOptions table={table} />}
+      />,
+    );
+
+    await user.click(screen.getByTestId("view-options-trigger"));
+    expect(await screen.findByTestId("view-option-email")).toBeInTheDocument();
+    expect(screen.queryByTestId("view-option-name")).toBeNull();
+  });
+});
+
+describe("DataTable pinned columns", () => {
+  it("applies sticky positioning to a pinned column only", () => {
+    const { container } = render(<DataTable data={CHARLIE_ALICE_BOB} columns={pinnedColumns} />);
+
+    const pinnedHead = container.querySelector<HTMLElement>('th[data-header-id="name"]');
+    const normalHead = container.querySelector<HTMLElement>('th[data-header-id="email"]');
+
+    expect(pinnedHead?.style.position).toBe("sticky");
+    expect(pinnedHead?.style.left).toBe("0px");
+    expect(normalHead?.style.position).toBe("");
+  });
+});
+
+describe("DataTable row click guard", () => {
+  it("fires onRowClick from a plain cell but not from interactive elements", async () => {
+    const user = userEvent.setup();
+    const onRowClick = vi.fn();
+    render(<DataTable data={[person("a", "Alice")]} columns={rowClickColumns} onRowClick={onRowClick} />);
+
+    await user.click(screen.getByTestId("name-cell"));
+    expect(onRowClick).toHaveBeenCalledTimes(1);
+    expect(onRowClick).toHaveBeenCalledWith(expect.objectContaining({ id: "a" }));
+
+    await user.click(screen.getByTestId("row-button"));
+    expect(onRowClick).toHaveBeenCalledTimes(1);
+
+    await user.click(screen.getByTestId("row-input"));
+    expect(onRowClick).toHaveBeenCalledTimes(1);
+  });
+});
+
+describe("DataTable expansion", () => {
+  const subComponent = ({ row }: { row: { original: Person } }) => (
+    <div data-testid="sub-row">details for {row.original.name}</div>
+  );
+
+  it("toggles the sub-row in uncontrolled mode", async () => {
+    const user = userEvent.setup();
+    render(
+      <DataTable
+        data={[person("a", "Alice")]}
+        columns={expansionColumns}
+        getRowId={(row) => row.id}
+        getRowCanExpand={() => true}
+        renderSubComponent={subComponent}
+      />,
+    );
+
+    expect(screen.queryByTestId("sub-row")).not.toBeInTheDocument();
+    await user.click(screen.getByTestId("expand-a"));
+    expect(screen.getByTestId("sub-row")).toBeInTheDocument();
+    await user.click(screen.getByTestId("expand-a"));
+    expect(screen.queryByTestId("sub-row")).not.toBeInTheDocument();
+  });
+
+  it("toggles the sub-row in controlled mode driven by parent state", async () => {
+    const user = userEvent.setup();
+    const Harness = () => {
+      const [expanded, setExpanded] = useState<ExpandedState>({});
+      return (
+        <DataTable
+          data={[person("a", "Alice")]}
+          columns={expansionColumns}
+          getRowId={(row) => row.id}
+          expanded={expanded}
+          onExpandedChange={setExpanded}
+          getRowCanExpand={() => true}
+          renderSubComponent={subComponent}
+        />
+      );
+    };
+    render(<Harness />);
+
+    expect(screen.queryByTestId("sub-row")).not.toBeInTheDocument();
+    await user.click(screen.getByTestId("expand-a"));
+    expect(screen.getByTestId("sub-row")).toBeInTheDocument();
+    await user.click(screen.getByTestId("expand-a"));
+    expect(screen.queryByTestId("sub-row")).not.toBeInTheDocument();
+  });
+
+  it("stays collapsed in controlled mode when the parent ignores the change", async () => {
+    const user = userEvent.setup();
+    const onExpandedChange = vi.fn();
+    render(
+      <DataTable
+        data={[person("a", "Alice")]}
+        columns={expansionColumns}
+        getRowId={(row) => row.id}
+        expanded={{}}
+        onExpandedChange={onExpandedChange}
+        getRowCanExpand={() => true}
+        renderSubComponent={subComponent}
+      />,
+    );
+
+    await user.click(screen.getByTestId("expand-a"));
+    expect(onExpandedChange).toHaveBeenCalledTimes(1);
+    expect(screen.queryByTestId("sub-row")).not.toBeInTheDocument();
+  });
+});
+
+describe("DataTable row styling and footer", () => {
+  it("applies rowClassName to the matching row only", () => {
+    const data = [person("a", "Alice", true), person("b", "Bob", false)];
+    const { container } = render(
+      <DataTable
+        data={data}
+        columns={nameCellColumns}
+        getRowId={(row) => row.id}
+        rowClassName={(row) => (row.original.flagged ? "flagged-row" : "")}
+      />,
+    );
+
+    expect(container.querySelector('tr[data-row-id="a"]')?.className).toContain("flagged-row");
+    expect(container.querySelector('tr[data-row-id="b"]')?.className).not.toContain("flagged-row");
+  });
+
+  it("renders the footer slot inside a tfoot element", () => {
+    render(
+      <DataTable
+        data={CHARLIE_ALICE_BOB}
+        columns={nameCellColumns}
+        footer={() => (
+          <tr data-testid="footer-row">
+            <td>Total: 3</td>
+          </tr>
+        )}
+      />,
+    );
+
+    expect(screen.getByTestId("footer-row").closest("tfoot")).not.toBeNull();
+  });
+});
+
+describe("DataTable layout", () => {
+  it("exposes resize handles with stable selectors only when resizing is enabled", () => {
+    const { container, rerender } = render(
+      <DataTable data={CHARLIE_ALICE_BOB} columns={nameEmailColumns} enableColumnResizing />,
+    );
+    expect(container.querySelectorAll("[data-resizer][data-header-id]").length).toBe(2);
+
+    rerender(<DataTable data={CHARLIE_ALICE_BOB} columns={nameEmailColumns} />);
+    expect(container.querySelectorAll("[data-resizer]").length).toBe(0);
+  });
+
+  it("makes the header sticky and constrains body height when maxBodyHeight is set", () => {
+    const { container } = render(<DataTable data={CHARLIE_ALICE_BOB} columns={nameEmailColumns} maxBodyHeight={240} />);
+    expect(container.querySelector("thead")?.className).toContain("sticky");
+    const scroller = container.querySelector('[data-slot="table-container"]')?.parentElement as HTMLElement;
+    expect(scroller.style.maxHeight).toBe("240px");
+  });
+});
+
+describe("DataTable misconfiguration guards", () => {
+  it("throws when server sorting is missing required props", () => {
+    const spy = vi.spyOn(console, "error").mockImplementation(() => {});
+    expect(() => render(<DataTable data={[]} columns={nameCellColumns} sortingMode="server" />)).toThrow(
+      /sortingMode='server'/,
+    );
+    spy.mockRestore();
+  });
+
+  it("throws when server pagination is missing required props", () => {
+    const spy = vi.spyOn(console, "error").mockImplementation(() => {});
+    expect(() => render(<DataTable data={[]} columns={nameCellColumns} paginationMode="server" />)).toThrow(
+      /paginationMode='server'/,
+    );
+    spy.mockRestore();
+  });
+
+  it("throws when both defaultSorting and sorting are provided", () => {
+    const spy = vi.spyOn(console, "error").mockImplementation(() => {});
+    expect(() =>
+      render(
+        <DataTable
+          data={[]}
+          columns={nameCellColumns}
+          defaultSorting={[{ id: "name", desc: false }]}
+          sorting={[{ id: "name", desc: false }]}
+        />,
+      ),
+    ).toThrow(/defaultSorting/);
+    spy.mockRestore();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx
new file mode 100644
index 00000000000..7655454f381
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx
@@ -0,0 +1,497 @@
+"use client";
+
+import {
+  type Cell,
+  type Column,
+  type ColumnDef,
+  type ColumnPinningState,
+  type ColumnSizingState,
+  type ExpandedState,
+  flexRender,
+  getCoreRowModel,
+  getExpandedRowModel,
+  getPaginationRowModel,
+  getSortedRowModel,
+  type Header,
+  type OnChangeFn,
+  type Row,
+  type RowData,
+  type Table,
+  type TableOptions,
+  useReactTable,
+  type VisibilityState,
+} from "@tanstack/react-table";
+import * as React from "react";
+import { Fragment, useState } from "react";
+
+import {
+  Table as TableRoot,
+  TableBody,
+  TableCell,
+  TableFooter,
+  TableHead,
+  TableHeader,
+  TableRow,
+} from "@/components/ui/table";
+import { cn } from "@/lib/cva.config";
+
+import "./columnMeta";
+import { DataTablePagination } from "./DataTablePagination";
+import type { ColumnPinnedSide, DataTableProps, DataTableSize, PaginationMode, SortingMode } from "./types";
+
+const DEFAULT_PAGE_SIZE_OPTIONS = [25, 50, 100];
+
+const INTERACTIVE_SELECTOR = "button, a, input, select, textarea, [role=checkbox], [data-row-click-exempt]";
+
+const noop = () => {};
+
+export class DataTableConfigError extends Error {
+  constructor(messages: readonly string[]) {
+    super(`DataTable misconfiguration:\n- ${messages.join("\n- ")}`);
+    this.name = "DataTableConfigError";
+  }
+}
+
+export function validateDataTableConfig<TData extends RowData, TValue>(
+  props: DataTableProps<TData, TValue>,
+): readonly string[] {
+  const serverSortingIncomplete =
+    props.sortingMode === "server" && (props.sorting === undefined || props.onSortingChange === undefined);
+
+  const serverPaginationPropsMissing =
+    props.pagination === undefined || props.onPaginationChange === undefined || props.rowCount === undefined;
+  const serverPaginationIncomplete = props.paginationMode === "server" && serverPaginationPropsMissing;
+
+  const bothSortingSources = props.defaultSorting !== undefined && props.sorting !== undefined;
+
+  return [
+    serverSortingIncomplete ? "sortingMode='server' requires both `sorting` and `onSortingChange`." : null,
+    serverPaginationIncomplete
+      ? "paginationMode='server' requires `pagination`, `onPaginationChange`, and `rowCount`."
+      : null,
+    bothSortingSources ? "Provide either `defaultSorting` (uncontrolled) or `sorting` (controlled), not both." : null,
+  ].filter((message): message is string => message !== null);
+}
+
+function columnDefId<TData, TValue>(column: ColumnDef<TData, TValue>): string | undefined {
+  if ("id" in column && typeof column.id === "string") {
+    return column.id;
+  }
+  if ("accessorKey" in column && column.accessorKey != null) {
+    return String(column.accessorKey);
+  }
+  return undefined;
+}
+
+function derivePinning<TData, TValue>(columns: ColumnDef<TData, TValue>[]): ColumnPinningState {
+  const collect = (side: ColumnPinnedSide): string[] =>
+    columns
+      .filter((column) => column.meta?.pinned === side)
+      .map(columnDefId)
+      .filter((id): id is string => id !== undefined);
+  return { left: collect("left"), right: collect("right") };
+}
+
+function buildRowModels<TData>(
+  sortingMode: SortingMode,
+  paginationMode: PaginationMode,
+  getRowCanExpand: ((row: Row<TData>) => boolean) | undefined,
+): Partial<TableOptions<TData>> {
+  return {
+    ...(sortingMode === "client" ? { getSortedRowModel: getSortedRowModel() } : {}),
+    ...(paginationMode === "client" ? { getPaginationRowModel: getPaginationRowModel() } : {}),
+    ...(getRowCanExpand !== undefined ? { getRowCanExpand, getExpandedRowModel: getExpandedRowModel() } : {}),
+  };
+}
+
+function stickyZIndex(isPinned: boolean, isHeader: boolean): number {
+  if (isPinned && isHeader) {
+    return 30;
+  }
+  if (isHeader) {
+    return 20;
+  }
+  return 10;
+}
+
+function pinnedShadow(pinned: false | ColumnPinnedSide): string {
+  if (pinned === "left") {
+    return "shadow-[inset_-1px_0_0_var(--color-border)]";
+  }
+  if (pinned === "right") {
+    return "shadow-[inset_1px_0_0_var(--color-border)]";
+  }
+  return "";
+}
+
+function computeStickyStyle<TData, TValue>(
+  column: Column<TData, TValue>,
+  isHeader: boolean,
+  stickyHeader: boolean,
+): { style: React.CSSProperties; className: string } {
+  const pinned = column.getIsPinned();
+  const stickyTop = isHeader && stickyHeader;
+  if (!pinned && !stickyTop) {
+    return { style: {}, className: "" };
+  }
+
+  const left = pinned === "left" ? column.getStart("left") : undefined;
+  const right = pinned === "right" ? column.getAfter("right") : undefined;
+
+  const style: React.CSSProperties = {
+    position: "sticky",
+    zIndex: stickyZIndex(pinned !== false, isHeader),
+    ...(stickyTop ? { top: 0 } : {}),
+    ...(left !== undefined ? { left } : {}),
+    ...(right !== undefined ? { right } : {}),
+  };
+
+  return { style, className: cn(pinned ? "bg-background" : "", pinnedShadow(pinned)) };
+}
+
+function widthStyle<TData, TValue>(
+  column: Column<TData, TValue>,
+  enableColumnResizing: boolean,
+): React.CSSProperties | undefined {
+  if (enableColumnResizing || column.columnDef.size !== undefined) {
+    return { width: column.getSize() };
+  }
+  return undefined;
+}
+
+interface HeadCellProps<TData> {
+  header: Header<TData, unknown>;
+  size: DataTableSize;
+  stickyHeader: boolean;
+  enableColumnResizing: boolean;
+}
+
+function DataTableHeadCell<TData>({ header, size, stickyHeader, enableColumnResizing }: HeadCellProps<TData>) {
+  const { column } = header;
+  const meta = column.columnDef.meta;
+  const sticky = computeStickyStyle(column, true, stickyHeader);
+  const canResize = enableColumnResizing && column.getCanResize();
+
+  return (
+    <TableHead
+      data-header-id={header.id}
+      className={cn(
+        "relative text-muted-foreground",
+        size === "compact" ? "h-8 px-2 py-1 text-xs" : "",
+        meta?.numeric ? "text-right" : "",
+        meta?.className,
+        meta?.headerClassName,
+        sticky.className,
+      )}
+      style={{ ...sticky.style, ...widthStyle(column, enableColumnResizing) }}
+    >
+      {header.isPlaceholder ? null : (
+        <div className={cn("flex items-center gap-1", meta?.numeric ? "justify-end" : "")}>
+          {flexRender(column.columnDef.header, header.getContext())}
+        </div>
+      )}
+      {canResize && (
+        <div
+          data-resizer
+          data-header-id={header.id}
+          onMouseDown={header.getResizeHandler()}
+          onTouchStart={header.getResizeHandler()}
+          onDoubleClick={() => column.resetSize()}
+          className={cn(
+            "absolute top-0 right-0 h-full w-1 cursor-col-resize touch-none select-none hover:bg-border",
+            column.getIsResizing() ? "bg-primary" : "",
+          )}
+        />
+      )}
+    </TableHead>
+  );
+}
+
+interface BodyCellProps<TData> {
+  cell: Cell<TData, unknown>;
+  size: DataTableSize;
+  stickyHeader: boolean;
+  enableColumnResizing: boolean;
+}
+
+function DataTableBodyCell<TData>({ cell, size, stickyHeader, enableColumnResizing }: BodyCellProps<TData>) {
+  const { column } = cell;
+  const meta = column.columnDef.meta;
+  const sticky = computeStickyStyle(column, false, stickyHeader);
+
+  return (
+    <TableCell
+      className={cn(
+        "overflow-hidden text-ellipsis",
+        size === "compact" ? "px-2 py-1 text-xs" : "",
+        meta?.numeric ? "text-right tabular-nums" : "",
+        meta?.className,
+        sticky.className,
+      )}
+      style={{ ...sticky.style, ...widthStyle(column, enableColumnResizing) }}
+    >
+      {flexRender(column.columnDef.cell, cell.getContext())}
+    </TableCell>
+  );
+}
+
+interface BodyRowProps<TData> {
+  row: Row<TData>;
+  size: DataTableSize;
+  stickyHeader: boolean;
+  enableColumnResizing: boolean;
+  onRowClick?: (row: TData) => void;
+  rowClassName?: (row: Row<TData>) => string;
+  renderSubComponent?: (props: { row: Row<TData> }) => React.ReactElement;
+}
+
+function DataTableBodyRow<TData>({
+  row,
+  size,
+  stickyHeader,
+  enableColumnResizing,
+  onRowClick,
+  rowClassName,
+  renderSubComponent,
+}: BodyRowProps<TData>) {
+  const clickable = onRowClick !== undefined;
+  const cells = row.getVisibleCells();
+
+  const handleClick = (event: React.MouseEvent<HTMLTableRowElement>) => {
+    if (onRowClick === undefined) {
+      return;
+    }
+    const target = event.target as HTMLElement | null;
+    if (target === null || !event.currentTarget.contains(target)) {
+      return;
+    }
+    if (target.closest(INTERACTIVE_SELECTOR) !== null) {
+      return;
+    }
+    onRowClick(row.original);
+  };
+
+  return (
+    <Fragment>
+      <TableRow
+        data-row-id={row.id}
+        className={cn(clickable ? "cursor-pointer" : "", size === "compact" ? "h-8" : "", rowClassName?.(row))}
+        onClick={clickable ? handleClick : undefined}
+      >
+        {cells.map((cell) => (
+          <DataTableBodyCell
+            key={cell.id}
+            cell={cell}
+            size={size}
+            stickyHeader={stickyHeader}
+            enableColumnResizing={enableColumnResizing}
+          />
+        ))}
+      </TableRow>
+      {renderSubComponent !== undefined && row.getIsExpanded() && (
+        <TableRow className="hover:bg-transparent">
+          <TableCell colSpan={cells.length} className="p-0">
+            {renderSubComponent({ row })}
+          </TableCell>
+        </TableRow>
+      )}
+    </Fragment>
+  );
+}
+
+function MessageRow({ colSpan, children }: { colSpan: number; children: React.ReactNode }) {
+  return (
+    <TableRow className="hover:bg-transparent">
+      <TableCell colSpan={colSpan} className="h-24 text-center align-middle text-sm text-muted-foreground">
+        {children}
+      </TableCell>
+    </TableRow>
+  );
+}
+
+function useControllable<T>(
+  controlled: T | undefined,
+  controlledOnChange: OnChangeFn<T> | undefined,
+  initial: T,
+): { value: T; onChange: OnChangeFn<T> } {
+  const [internal, setInternal] = useState<T>(initial);
+  if (controlled !== undefined) {
+    return { value: controlled, onChange: controlledOnChange ?? noop };
+  }
+  return { value: internal, onChange: setInternal };
+}
+
+function useDataTableInstance<TData extends RowData, TValue>(props: DataTableProps<TData, TValue>): Table<TData> {
+  const {
+    data,
+    columns,
+    getRowId,
+    sortingMode = "none",
+    sorting,
+    onSortingChange,
+    defaultSorting,
+    enableSortingRemoval = false,
+    paginationMode = "none",
+    pagination,
+    onPaginationChange,
+    rowCount,
+    pageSizeOptions = DEFAULT_PAGE_SIZE_OPTIONS,
+    enableColumnResizing = false,
+    columnResizeMode = "onEnd",
+    defaultColumnVisibility,
+    getRowCanExpand,
+    renderSubComponent,
+    expanded,
+    onExpandedChange,
+  } = props;
+
+  const sortingState = useControllable(sorting, onSortingChange, defaultSorting ?? []);
+  const paginationState = useControllable(pagination, onPaginationChange, {
+    pageIndex: 0,
+    pageSize: pageSizeOptions[0] ?? 25,
+  });
+  const expandedState = useControllable<ExpandedState>(expanded, onExpandedChange, {});
+  const [columnVisibility, setColumnVisibility] = useState<VisibilityState>(defaultColumnVisibility ?? {});
+  const [columnSizing, setColumnSizing] = useState<ColumnSizingState>({});
+  const columnPinning = React.useMemo(() => derivePinning(columns), [columns]);
+  const expansionGuard = renderSubComponent !== undefined ? getRowCanExpand : undefined;
+
+  const tableOptions: TableOptions<TData> = {
+    data,
+    columns,
+    state: {
+      sorting: sortingState.value,
+      pagination: paginationState.value,
+      expanded: expandedState.value,
+      columnVisibility,
+      columnSizing,
+    },
+    initialState: { columnPinning },
+    manualSorting: sortingMode === "server",
+    manualPagination: paginationMode === "server",
+    enableSortingRemoval,
+    enableColumnResizing,
+    columnResizeMode,
+    onSortingChange: sortingState.onChange,
+    onPaginationChange: paginationState.onChange,
+    onExpandedChange: expandedState.onChange,
+    onColumnVisibilityChange: setColumnVisibility,
+    onColumnSizingChange: setColumnSizing,
+    getCoreRowModel: getCoreRowModel(),
+    ...buildRowModels(sortingMode, paginationMode, expansionGuard),
+    ...(getRowId !== undefined ? { getRowId } : {}),
+    ...(paginationMode === "server" && rowCount !== undefined ? { rowCount } : {}),
+  };
+
+  return useReactTable(tableOptions);
+}
+
+export function DataTable<TData extends RowData, TValue>(props: DataTableProps<TData, TValue>) {
+  // Validate once at construction so a misconfig surfaces immediately instead of on every render.
+  useState<null>(() => {
+    const errors = validateDataTableConfig(props);
+    if (errors.length > 0) {
+      throw new DataTableConfigError(errors);
+    }
+    return null;
+  });
+
+  const {
+    isLoading = false,
+    loadingMessage = "Loading…",
+    noDataMessage = "No results",
+    paginationMode = "none",
+    rowCount,
+    pageSizeOptions = DEFAULT_PAGE_SIZE_OPTIONS,
+    enableColumnResizing = false,
+    onRowClick,
+    rowClassName,
+    renderSubComponent,
+    maxBodyHeight,
+    size = "default",
+    toolbar,
+    paginationSlot,
+    footer,
+  } = props;
+
+  const table = useDataTableInstance(props);
+
+  const rows = table.getRowModel().rows;
+  const visibleColumnCount = table.getVisibleLeafColumns().length;
+  const stickyHeader = maxBodyHeight !== undefined;
+  const tableStyle = enableColumnResizing ? { width: table.getTotalSize() } : undefined;
+
+  const renderPagination = (): React.ReactNode => {
+    if (paginationSlot !== undefined) {
+      return paginationSlot(table);
+    }
+    if (paginationMode === "none") {
+      return null;
+    }
+    const current = table.getState().pagination;
+    const total = paginationMode === "server" ? rowCount ?? 0 : table.getPrePaginationRowModel().rows.length;
+    return (
+      <DataTablePagination
+        page={current.pageIndex}
+        pageSize={current.pageSize}
+        rowCount={total}
+        onPageChange={(next) => table.setPageIndex(next)}
+        onPageSizeChange={(next) => table.setPageSize(next)}
+        pageSizeOptions={pageSizeOptions}
+        isLoading={isLoading}
+      />
+    );
+  };
+
+  const renderBody = (): React.ReactNode => {
+    if (isLoading) {
+      return <MessageRow colSpan={visibleColumnCount}>{loadingMessage}</MessageRow>;
+    }
+    if (rows.length === 0) {
+      return <MessageRow colSpan={visibleColumnCount}>{noDataMessage}</MessageRow>;
+    }
+    return rows.map((row) => (
+      <DataTableBodyRow
+        key={row.id}
+        row={row}
+        size={size}
+        stickyHeader={stickyHeader}
+        enableColumnResizing={enableColumnResizing}
+        onRowClick={onRowClick}
+        rowClassName={rowClassName}
+        renderSubComponent={renderSubComponent}
+      />
+    ));
+  };
+
+  return (
+    <div className="w-full">
+      {toolbar !== undefined && <div className="w-full">{toolbar(table)}</div>}
+      <div
+        className={cn("rounded-lg border border-border", stickyHeader ? "overflow-auto" : "overflow-x-auto")}
+        style={stickyHeader ? { maxHeight: maxBodyHeight } : undefined}
+      >
+        <TableRoot className={enableColumnResizing ? "table-fixed" : ""} style={tableStyle}>
+          <TableHeader className={stickyHeader ? "sticky top-0 z-20" : ""}>
+            {table.getHeaderGroups().map((headerGroup) => (
+              <TableRow key={headerGroup.id} className="bg-muted/50 hover:bg-muted/50">
+                {headerGroup.headers.map((header) => (
+                  <DataTableHeadCell
+                    key={header.id}
+                    header={header}
+                    size={size}
+                    stickyHeader={stickyHeader}
+                    enableColumnResizing={enableColumnResizing}
+                  />
+                ))}
+              </TableRow>
+            ))}
+          </TableHeader>
+          <TableBody>{renderBody()}</TableBody>
+          {footer !== undefined && <TableFooter>{footer(table)}</TableFooter>}
+        </TableRoot>
+      </div>
+      {renderPagination()}
+    </div>
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTablePagination.test.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTablePagination.test.tsx
new file mode 100644
index 00000000000..e5bd4a55b53
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTablePagination.test.tsx
@@ -0,0 +1,68 @@
+import { render, screen } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import { describe, expect, it, vi } from "vitest";
+
+import { DataTablePagination } from "./DataTablePagination";
+
+const baseProps = {
+  page: 0,
+  pageSize: 25,
+  rowCount: 100,
+  onPageChange: () => {},
+  onPageSizeChange: () => {},
+};
+
+describe("DataTablePagination", () => {
+  it("renders the current range from plain props", () => {
+    render(<DataTablePagination {...baseProps} />);
+    expect(screen.getByTestId("pagination-range")).toHaveTextContent("Showing 1-25 of 100");
+  });
+
+  it("computes the range for a middle page and clamps the end to rowCount", () => {
+    render(<DataTablePagination {...baseProps} page={3} pageSize={30} rowCount={100} />);
+    expect(screen.getByTestId("pagination-range")).toHaveTextContent("Showing 91-100 of 100");
+  });
+
+  it("disables the previous controls on the first page", () => {
+    render(<DataTablePagination {...baseProps} page={0} />);
+    expect(screen.getByTestId("pagination-first")).toBeDisabled();
+    expect(screen.getByTestId("pagination-prev")).toBeDisabled();
+    expect(screen.getByTestId("pagination-next")).toBeEnabled();
+  });
+
+  it("disables the next controls on the last page", () => {
+    render(<DataTablePagination {...baseProps} page={3} pageSize={25} rowCount={100} />);
+    expect(screen.getByTestId("pagination-next")).toBeDisabled();
+    expect(screen.getByTestId("pagination-last")).toBeDisabled();
+    expect(screen.getByTestId("pagination-prev")).toBeEnabled();
+  });
+
+  it("advances by one page when next is clicked", async () => {
+    const user = userEvent.setup();
+    const onPageChange = vi.fn();
+    render(<DataTablePagination {...baseProps} page={1} onPageChange={onPageChange} />);
+    await user.click(screen.getByTestId("pagination-next"));
+    expect(onPageChange).toHaveBeenCalledWith(2);
+  });
+
+  it("jumps to the last page index when last is clicked", async () => {
+    const user = userEvent.setup();
+    const onPageChange = vi.fn();
+    render(<DataTablePagination {...baseProps} page={0} pageSize={25} rowCount={100} onPageChange={onPageChange} />);
+    await user.click(screen.getByTestId("pagination-last"));
+    expect(onPageChange).toHaveBeenCalledWith(3);
+  });
+
+  it("shows an empty state and disables all navigation when there are no rows", () => {
+    render(<DataTablePagination {...baseProps} rowCount={0} />);
+    expect(screen.getByTestId("pagination-range")).toHaveTextContent("No results");
+    expect(screen.getByTestId("pagination-next")).toBeDisabled();
+    expect(screen.getByTestId("pagination-prev")).toBeDisabled();
+  });
+
+  it("disables navigation while loading", () => {
+    render(<DataTablePagination {...baseProps} page={1} isLoading />);
+    expect(screen.getByTestId("pagination-next")).toBeDisabled();
+    expect(screen.getByTestId("pagination-prev")).toBeDisabled();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTablePagination.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTablePagination.tsx
new file mode 100644
index 00000000000..5a30b12f27f
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTablePagination.tsx
@@ -0,0 +1,113 @@
+"use client";
+
+import { ChevronLeft, ChevronRight, ChevronsLeft, ChevronsRight } from "lucide-react";
+
+import { Button } from "@/components/ui/button";
+import { Select, SelectContent, SelectItem, SelectTrigger, SelectValue } from "@/components/ui/select";
+import { cn } from "@/lib/cva.config";
+
+export const DEFAULT_PAGE_SIZE_OPTIONS = [25, 50, 100];
+
+export interface DataTablePaginationProps {
+  page: number;
+  pageSize: number;
+  rowCount: number;
+  onPageChange: (page: number) => void;
+  onPageSizeChange: (pageSize: number) => void;
+  pageSizeOptions?: number[];
+  isLoading?: boolean;
+  className?: string;
+}
+
+export function DataTablePagination({
+  page,
+  pageSize,
+  rowCount,
+  onPageChange,
+  onPageSizeChange,
+  pageSizeOptions = DEFAULT_PAGE_SIZE_OPTIONS,
+  isLoading = false,
+  className,
+}: DataTablePaginationProps) {
+  const pageCount = pageSize > 0 ? Math.ceil(rowCount / pageSize) : 0;
+  const start = rowCount === 0 ? 0 : page * pageSize + 1;
+  const end = Math.min((page + 1) * pageSize, rowCount);
+  const canPrev = page > 0 && !isLoading;
+  const canNext = page < pageCount - 1 && !isLoading;
+  const lastPage = Math.max(pageCount - 1, 0);
+
+  return (
+    <div className={cn("flex flex-wrap items-center justify-between gap-4 px-2 py-2", className)}>
+      <div className="flex items-center gap-2 text-sm text-muted-foreground">
+        <span>Rows per page</span>
+        <Select
+          value={String(pageSize)}
+          onValueChange={(value) => {
+            if (typeof value === "string") {
+              onPageSizeChange(Number(value));
+            }
+          }}
+        >
+          <SelectTrigger size="sm" data-testid="pagination-page-size" className="w-[4.5rem]">
+            <SelectValue />
+          </SelectTrigger>
+          <SelectContent>
+            {pageSizeOptions.map((option) => (
+              <SelectItem key={option} value={String(option)}>
+                {option}
+              </SelectItem>
+            ))}
+          </SelectContent>
+        </Select>
+      </div>
+
+      <div className="flex items-center gap-4">
+        <span data-testid="pagination-range" className="text-sm text-muted-foreground tabular-nums">
+          {rowCount === 0 ? "No results" : `Showing ${start}-${end} of ${rowCount}`}
+        </span>
+        <div className="flex items-center gap-1">
+          <Button
+            variant="outline"
+            size="icon-sm"
+            data-testid="pagination-first"
+            aria-label="Go to first page"
+            disabled={!canPrev}
+            onClick={() => onPageChange(0)}
+          >
+            <ChevronsLeft />
+          </Button>
+          <Button
+            variant="outline"
+            size="icon-sm"
+            data-testid="pagination-prev"
+            aria-label="Go to previous page"
+            disabled={!canPrev}
+            onClick={() => onPageChange(page - 1)}
+          >
+            <ChevronLeft />
+          </Button>
+          <Button
+            variant="outline"
+            size="icon-sm"
+            data-testid="pagination-next"
+            aria-label="Go to next page"
+            disabled={!canNext}
+            onClick={() => onPageChange(page + 1)}
+          >
+            <ChevronRight />
+          </Button>
+          <Button
+            variant="outline"
+            size="icon-sm"
+            data-testid="pagination-last"
+            aria-label="Go to last page"
+            disabled={!canNext}
+            onClick={() => onPageChange(lastPage)}
+          >
+            <ChevronsRight />
+          </Button>
+        </div>
+      </div>
+    </div>
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTableSortHeader.test.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTableSortHeader.test.tsx
new file mode 100644
index 00000000000..a6164307a78
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTableSortHeader.test.tsx
@@ -0,0 +1,112 @@
+import {
+  type ColumnDef,
+  flexRender,
+  getCoreRowModel,
+  getSortedRowModel,
+  type OnChangeFn,
+  type SortingState,
+  useReactTable,
+} from "@tanstack/react-table";
+import { render, screen } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import { useState } from "react";
+import { describe, expect, it, vi } from "vitest";
+
+import { DataTableSortHeader, type DataTableSortVariant } from "./DataTableSortHeader";
+
+interface Item {
+  name: string;
+}
+
+interface HarnessProps {
+  variant: DataTableSortVariant;
+  canSort?: boolean;
+  onSortingChange?: OnChangeFn<SortingState>;
+}
+
+function SortHeaderHarness({ variant, canSort = true, onSortingChange }: HarnessProps) {
+  const [sorting, setSorting] = useState<SortingState>([]);
+  const columns: ColumnDef<Item, unknown>[] = [
+    {
+      accessorKey: "name",
+      enableSorting: canSort,
+      header: ({ column }) => <DataTableSortHeader column={column} title="Name" variant={variant} />,
+    },
+  ];
+  const options = {
+    data: [{ name: "x" }],
+    columns,
+    state: { sorting },
+    onSortingChange: (updater: SortingState | ((prev: SortingState) => SortingState)) => {
+      setSorting(updater);
+      onSortingChange?.(updater);
+    },
+    getCoreRowModel: getCoreRowModel(),
+    getSortedRowModel: getSortedRowModel(),
+  };
+  const table = useReactTable(options);
+
+  return (
+    <table>
+      <thead>
+        {table.getHeaderGroups().map((headerGroup) => (
+          <tr key={headerGroup.id}>
+            {headerGroup.headers.map((header) => (
+              <th key={header.id}>{flexRender(header.column.columnDef.header, header.getContext())}</th>
+            ))}
+          </tr>
+        ))}
+      </thead>
+    </table>
+  );
+}
+
+describe("DataTableSortHeader", () => {
+  it("renders a plain label and no button when the column cannot sort", () => {
+    render(<SortHeaderHarness variant="header-cycle" canSort={false} />);
+    expect(screen.queryByTestId("sort-header-name")).toBeNull();
+    expect(screen.getByText("Name")).toBeInTheDocument();
+  });
+
+  it("header-cycle indicator advances none -> asc -> desc on click", async () => {
+    const user = userEvent.setup();
+    render(<SortHeaderHarness variant="header-cycle" />);
+    const indicator = () => screen.getByTestId("sort-header-name").querySelector("[data-sort-indicator]");
+
+    expect(indicator()).toHaveAttribute("data-sort-indicator", "none");
+    await user.click(screen.getByTestId("sort-header-name"));
+    expect(indicator()).toHaveAttribute("data-sort-indicator", "asc");
+    await user.click(screen.getByTestId("sort-header-name"));
+    expect(indicator()).toHaveAttribute("data-sort-indicator", "desc");
+  });
+
+  it("dropdown-tristate sets ascending, descending, and reset from the menu", async () => {
+    const user = userEvent.setup();
+    render(<SortHeaderHarness variant="dropdown-tristate" />);
+
+    await user.click(screen.getByTestId("sort-trigger-name"));
+    await user.click(await screen.findByText("Descending"));
+    expect(screen.getByTestId("sort-trigger-name").querySelector('[data-sort-indicator="desc"]')).not.toBeNull();
+
+    await user.click(screen.getByTestId("sort-trigger-name"));
+    await user.click(await screen.findByText("Ascending"));
+    expect(screen.getByTestId("sort-trigger-name").querySelector('[data-sort-indicator="asc"]')).not.toBeNull();
+
+    await user.click(screen.getByTestId("sort-trigger-name"));
+    await user.click(await screen.findByText("Reset"));
+    expect(screen.getByTestId("sort-trigger-name").querySelector('[data-sort-indicator="none"]')).not.toBeNull();
+  });
+
+  it("dropdown-tristate trigger stops the click from reaching an outer handler", async () => {
+    const user = userEvent.setup();
+    const onOuterClick = vi.fn();
+    render(
+      <div onClick={onOuterClick}>
+        <SortHeaderHarness variant="dropdown-tristate" />
+      </div>,
+    );
+
+    await user.click(screen.getByTestId("sort-trigger-name"));
+    expect(onOuterClick).not.toHaveBeenCalled();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTableSortHeader.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTableSortHeader.tsx
new file mode 100644
index 00000000000..1cf09ce4f47
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTableSortHeader.tsx
@@ -0,0 +1,96 @@
+"use client";
+
+import { Menu } from "@base-ui/react/menu";
+import type { Column, SortDirection } from "@tanstack/react-table";
+import { ChevronDown, ChevronsUpDown, ChevronUp, X } from "lucide-react";
+import type * as React from "react";
+
+import { cn } from "@/lib/cva.config";
+
+export type DataTableSortVariant = "header-cycle" | "dropdown-tristate";
+
+interface DataTableSortHeaderProps<TData, TValue> {
+  column: Column<TData, TValue>;
+  title: React.ReactNode;
+  variant?: DataTableSortVariant;
+  className?: string;
+}
+
+function SortIndicator({ sorted }: { sorted: false | SortDirection }) {
+  if (sorted === "asc") {
+    return <ChevronUp className="size-3.5" data-sort-indicator="asc" />;
+  }
+  if (sorted === "desc") {
+    return <ChevronDown className="size-3.5" data-sort-indicator="desc" />;
+  }
+  return <ChevronsUpDown className="size-3.5 text-muted-foreground" data-sort-indicator="none" />;
+}
+
+const MENU_ITEM_CLASS =
+  "flex cursor-default items-center gap-2 rounded-sm px-2 py-1.5 outline-hidden select-none data-highlighted:bg-accent data-highlighted:text-accent-foreground";
+
+export function DataTableSortHeader<TData, TValue>({
+  column,
+  title,
+  variant = "header-cycle",
+  className,
+}: DataTableSortHeaderProps<TData, TValue>) {
+  const sorted = column.getIsSorted();
+
+  if (!column.getCanSort()) {
+    return <span className={cn("font-medium", className)}>{title}</span>;
+  }
+
+  if (variant === "dropdown-tristate") {
+    return (
+      <div className={cn("flex items-center gap-1", className)}>
+        <span className="font-medium">{title}</span>
+        <Menu.Root>
+          <Menu.Trigger
+            render={
+              <button
+                type="button"
+                data-testid={`sort-trigger-${column.id}`}
+                aria-label={`Sort options for ${column.id}`}
+                onClick={(event) => event.stopPropagation()}
+                className={cn(
+                  "inline-flex size-6 items-center justify-center rounded-md hover:bg-muted",
+                  sorted ? "text-primary" : "text-muted-foreground",
+                )}
+              >
+                <SortIndicator sorted={sorted} />
+              </button>
+            }
+          />
+          <Menu.Portal>
+            <Menu.Positioner side="bottom" align="start" sideOffset={4} className="isolate z-50">
+              <Menu.Popup className="min-w-[9rem] rounded-md bg-popover p-1 text-sm text-popover-foreground shadow-md ring-1 ring-foreground/10 outline-hidden">
+                <Menu.Item className={MENU_ITEM_CLASS} onClick={() => column.toggleSorting(false)}>
+                  <ChevronUp className="size-3.5" /> Ascending
+                </Menu.Item>
+                <Menu.Item className={MENU_ITEM_CLASS} onClick={() => column.toggleSorting(true)}>
+                  <ChevronDown className="size-3.5" /> Descending
+                </Menu.Item>
+                <Menu.Item className={MENU_ITEM_CLASS} onClick={() => column.clearSorting()}>
+                  <X className="size-3.5" /> Reset
+                </Menu.Item>
+              </Menu.Popup>
+            </Menu.Positioner>
+          </Menu.Portal>
+        </Menu.Root>
+      </div>
+    );
+  }
+
+  return (
+    <button
+      type="button"
+      data-testid={`sort-header-${column.id}`}
+      onClick={column.getToggleSortingHandler()}
+      className={cn("flex items-center gap-1 font-medium select-none hover:text-foreground", className)}
+    >
+      <span>{title}</span>
+      <SortIndicator sorted={sorted} />
+    </button>
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTableToolbar.test.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTableToolbar.test.tsx
new file mode 100644
index 00000000000..5d1f5340f5d
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTableToolbar.test.tsx
@@ -0,0 +1,35 @@
+import { render, screen } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import { describe, expect, it, vi } from "vitest";
+
+import { DataTableToolbar } from "./DataTableToolbar";
+
+describe("DataTableToolbar", () => {
+  it("renders slotted action children", () => {
+    render(
+      <DataTableToolbar>
+        <button data-testid="toolbar-action">Action</button>
+      </DataTableToolbar>,
+    );
+    expect(screen.getByTestId("toolbar-action")).toBeInTheDocument();
+  });
+
+  it("shows the reset button only when there are active filters", async () => {
+    const user = userEvent.setup();
+    const onResetFilters = vi.fn();
+    const { rerender } = render(<DataTableToolbar onResetFilters={onResetFilters} hasActiveFilters={false} />);
+    expect(screen.queryByText("Reset Filters")).toBeNull();
+
+    rerender(<DataTableToolbar onResetFilters={onResetFilters} hasActiveFilters />);
+    await user.click(screen.getByText("Reset Filters"));
+    expect(onResetFilters).toHaveBeenCalledTimes(1);
+  });
+
+  it("wires the filters toggle button", async () => {
+    const user = userEvent.setup();
+    const onToggleFilters = vi.fn();
+    render(<DataTableToolbar onToggleFilters={onToggleFilters} />);
+    await user.click(screen.getByText("Filters"));
+    expect(onToggleFilters).toHaveBeenCalledTimes(1);
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTableToolbar.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTableToolbar.tsx
new file mode 100644
index 00000000000..80b4ecc7edd
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTableToolbar.tsx
@@ -0,0 +1,55 @@
+"use client";
+
+import { Search } from "lucide-react";
+import type * as React from "react";
+
+import { FilterInput } from "@/components/common_components/Filters/FilterInput";
+import { FiltersButton } from "@/components/common_components/Filters/FiltersButton";
+import { ResetFiltersButton } from "@/components/common_components/Filters/ResetFiltersButton";
+import { cn } from "@/lib/cva.config";
+
+interface DataTableToolbarProps {
+  searchValue?: string;
+  onSearchChange?: (value: string) => void;
+  searchPlaceholder?: string;
+  filtersActive?: boolean;
+  hasActiveFilters?: boolean;
+  onToggleFilters?: () => void;
+  onResetFilters?: () => void;
+  children?: React.ReactNode;
+  className?: string;
+}
+
+export function DataTableToolbar({
+  searchValue,
+  onSearchChange,
+  searchPlaceholder = "Search",
+  filtersActive = false,
+  hasActiveFilters = false,
+  onToggleFilters,
+  onResetFilters,
+  children,
+  className,
+}: DataTableToolbarProps) {
+  const showReset = onResetFilters !== undefined && hasActiveFilters;
+
+  return (
+    <div className={cn("flex flex-wrap items-center justify-between gap-2 pb-3", className)}>
+      <div className="flex flex-wrap items-center gap-2">
+        {onSearchChange !== undefined && (
+          <FilterInput
+            value={searchValue ?? ""}
+            onChange={onSearchChange}
+            placeholder={searchPlaceholder}
+            icon={Search}
+          />
+        )}
+        {onToggleFilters !== undefined && (
+          <FiltersButton onClick={onToggleFilters} active={filtersActive} hasActiveFilters={hasActiveFilters} />
+        )}
+        {showReset && <ResetFiltersButton onClick={onResetFilters} />}
+      </div>
+      {children !== undefined && <div className="flex flex-wrap items-center gap-2">{children}</div>}
+    </div>
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTableViewOptions.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTableViewOptions.tsx
new file mode 100644
index 00000000000..ab56aafe7b5
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTableViewOptions.tsx
@@ -0,0 +1,55 @@
+"use client";
+
+import { Menu } from "@base-ui/react/menu";
+import type { Table } from "@tanstack/react-table";
+import { Check, SlidersHorizontal } from "lucide-react";
+
+import { Button } from "@/components/ui/button";
+
+interface DataTableViewOptionsProps<TData> {
+  table: Table<TData>;
+  label?: string;
+  className?: string;
+}
+
+export function DataTableViewOptions<TData>({ table, label = "View", className }: DataTableViewOptionsProps<TData>) {
+  const hideableColumns = table.getAllLeafColumns().filter((column) => column.getCanHide());
+
+  if (hideableColumns.length === 0) {
+    return null;
+  }
+
+  return (
+    <Menu.Root>
+      <Menu.Trigger
+        render={
+          <Button variant="outline" size="sm" className={className} data-testid="view-options-trigger">
+            <SlidersHorizontal />
+            {label}
+          </Button>
+        }
+      />
+      <Menu.Portal>
+        <Menu.Positioner side="bottom" align="end" sideOffset={4} className="isolate z-50">
+          <Menu.Popup className="min-w-[12rem] rounded-md bg-popover p-1 text-sm text-popover-foreground shadow-md ring-1 ring-foreground/10 outline-hidden">
+            {hideableColumns.map((column) => (
+              <Menu.CheckboxItem
+                key={column.id}
+                checked={column.getIsVisible()}
+                onCheckedChange={(checked) => column.toggleVisibility(checked)}
+                closeOnClick={false}
+                data-testid={`view-option-${column.id}`}
+                className="relative flex cursor-default items-center gap-2 rounded-sm py-1.5 pr-2 pl-7 capitalize outline-hidden select-none data-highlighted:bg-accent data-highlighted:text-accent-foreground"
+              >
+                <Menu.CheckboxItemIndicator className="absolute left-2 flex size-4 items-center justify-center">
+                  <Check className="size-3.5" />
+                </Menu.CheckboxItemIndicator>
+                {column.columnDef.meta?.title ?? column.id}
+              </Menu.CheckboxItem>
+            ))}
+          </Menu.Popup>
+        </Menu.Positioner>
+      </Menu.Portal>
+    </Menu.Root>
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/columnMeta.ts b/ui/litellm-dashboard/src/components/shared/DataTable/columnMeta.ts
new file mode 100644
index 00000000000..46e72226038
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/columnMeta.ts
@@ -0,0 +1,13 @@
+import type { RowData } from "@tanstack/react-table";
+
+import type { ColumnPinnedSide } from "./types";
+
+declare module "@tanstack/react-table" {
+  interface ColumnMeta<TData extends RowData, TValue> {
+    numeric?: boolean;
+    className?: string;
+    headerClassName?: string;
+    title?: string;
+    pinned?: ColumnPinnedSide;
+  }
+}
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/index.ts b/ui/litellm-dashboard/src/components/shared/DataTable/index.ts
new file mode 100644
index 00000000000..49a4430bbee
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/index.ts
@@ -0,0 +1,16 @@
+import "./columnMeta";
+
+export { DataTable, DataTableConfigError, validateDataTableConfig } from "./DataTable";
+export { DataTablePagination, DEFAULT_PAGE_SIZE_OPTIONS } from "./DataTablePagination";
+export { DataTableToolbar } from "./DataTableToolbar";
+export { DataTableViewOptions } from "./DataTableViewOptions";
+export { DataTableSortHeader, type DataTableSortVariant } from "./DataTableSortHeader";
+export type { DataTablePaginationProps } from "./DataTablePagination";
+export type {
+  ColumnPinnedSide,
+  ColumnResizeMode,
+  DataTableProps,
+  DataTableSize,
+  PaginationMode,
+  SortingMode,
+} from "./types";
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/types.ts b/ui/litellm-dashboard/src/components/shared/DataTable/types.ts
new file mode 100644
index 00000000000..8fa6f21c4d3
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/types.ts
@@ -0,0 +1,60 @@
+import type {
+  ColumnDef,
+  ExpandedState,
+  OnChangeFn,
+  PaginationState,
+  Row,
+  RowData,
+  SortingState,
+  Table,
+  VisibilityState,
+} from "@tanstack/react-table";
+import type * as React from "react";
+
+export type SortingMode = "none" | "client" | "server";
+export type PaginationMode = "none" | "client" | "server";
+export type ColumnResizeMode = "onEnd" | "onChange";
+export type DataTableSize = "compact" | "default";
+export type ColumnPinnedSide = "left" | "right";
+
+export interface DataTableProps<TData extends RowData, TValue> {
+  data: TData[];
+  columns: ColumnDef<TData, TValue>[];
+  getRowId?: (row: TData, index: number, parent?: Row<TData>) => string;
+
+  isLoading?: boolean;
+  loadingMessage?: string;
+  noDataMessage?: React.ReactNode;
+
+  sortingMode?: SortingMode;
+  sorting?: SortingState;
+  onSortingChange?: OnChangeFn<SortingState>;
+  defaultSorting?: SortingState;
+  enableSortingRemoval?: boolean;
+
+  paginationMode?: PaginationMode;
+  pagination?: PaginationState;
+  onPaginationChange?: OnChangeFn<PaginationState>;
+  rowCount?: number;
+  pageSizeOptions?: number[];
+
+  enableColumnResizing?: boolean;
+  columnResizeMode?: ColumnResizeMode;
+  defaultColumnVisibility?: VisibilityState;
+
+  getRowCanExpand?: (row: Row<TData>) => boolean;
+  renderSubComponent?: (props: { row: Row<TData> }) => React.ReactElement;
+  expanded?: ExpandedState;
+  onExpandedChange?: OnChangeFn<ExpandedState>;
+
+  onRowClick?: (row: TData) => void;
+
+  rowClassName?: (row: Row<TData>) => string;
+
+  maxBodyHeight?: number | string;
+  size?: DataTableSize;
+
+  toolbar?: (table: Table<TData>) => React.ReactNode;
+  paginationSlot?: (table: Table<TData>) => React.ReactNode;
+  footer?: (table: Table<TData>) => React.ReactNode;
+}

From b0ff698addc9246a28f0f247669d487f43bb608f Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Thu, 9 Jul 2026 15:21:52 -0700
Subject: [PATCH 187/370] refactor(ui): migrate Workflow Runs table onto shared
 DataTable

Proof-of-concept consumer for the shared DataTable added in the previous
commit. Swaps the antd Table in the Workflow Runs page for DataTable in
client-pagination mode, keeping the existing cell renderers, row-click
drawer, and empty state. Adds a focused test that the rows render through
DataTable, a row click routes the detail fetch to the correct run, and the
empty state shows.
---
 .../workflows/WorkflowRuns.test.tsx           |  81 +++++++++++
 .../(dashboard)/workflows/WorkflowRuns.tsx    | 136 +++++++++---------
 2 files changed, 149 insertions(+), 68 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/app/(dashboard)/workflows/WorkflowRuns.test.tsx

diff --git a/ui/litellm-dashboard/src/app/(dashboard)/workflows/WorkflowRuns.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/workflows/WorkflowRuns.test.tsx
new file mode 100644
index 00000000000..e73abfe7cd6
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/workflows/WorkflowRuns.test.tsx
@@ -0,0 +1,81 @@
+import { render, screen, waitFor } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import { afterEach, describe, expect, it, vi } from "vitest";
+
+import WorkflowRuns from "./WorkflowRuns";
+
+vi.mock("@/components/networking", () => ({ proxyBaseUrl: "" }));
+
+interface FakeRun {
+  run_id: string;
+  status: string;
+  workflow_type: string;
+  created_at: string;
+  metadata: { title?: string; state?: string } | null;
+}
+
+const RUNS: FakeRun[] = [
+  {
+    run_id: "run-aaaaaaaa-1111",
+    status: "completed",
+    workflow_type: "grill",
+    created_at: "2026-01-01T00:00:00Z",
+    metadata: { title: "First run", state: "done" },
+  },
+  {
+    run_id: "run-bbbbbbbb-2222",
+    status: "running",
+    workflow_type: "autofix",
+    created_at: "2026-01-02T00:00:00Z",
+    metadata: null,
+  },
+];
+
+function mockFetch(runs: FakeRun[]) {
+  return vi.fn((url: string) => {
+    if (url.includes("/runs?limit")) {
+      return Promise.resolve({ ok: true, json: () => Promise.resolve({ runs }) });
+    }
+    if (url.includes("/events")) {
+      return Promise.resolve({ ok: true, json: () => Promise.resolve({ events: [] }) });
+    }
+    if (url.includes("/messages")) {
+      return Promise.resolve({ ok: true, json: () => Promise.resolve({ messages: [] }) });
+    }
+    return Promise.resolve({ ok: false, status: 404, json: () => Promise.resolve({}) });
+  });
+}
+
+afterEach(() => {
+  vi.unstubAllGlobals();
+});
+
+describe("WorkflowRuns (migrated onto shared DataTable)", () => {
+  it("renders one DataTable row per fetched run", async () => {
+    vi.stubGlobal("fetch", mockFetch(RUNS));
+    const { container } = render(<WorkflowRuns accessToken="tok" />);
+
+    expect(await screen.findByText("First run")).toBeInTheDocument();
+    expect(container.querySelectorAll("tr[data-row-id]")).toHaveLength(2);
+  });
+
+  it("opens the detail drawer for the clicked run by firing its detail fetch", async () => {
+    const user = userEvent.setup();
+    const fetchSpy = mockFetch(RUNS);
+    vi.stubGlobal("fetch", fetchSpy);
+    render(<WorkflowRuns accessToken="tok" />);
+
+    await user.click(await screen.findByText("First run"));
+
+    await waitFor(() =>
+      expect(fetchSpy).toHaveBeenCalledWith(expect.stringContaining("run-aaaaaaaa-1111/events"), expect.anything()),
+    );
+  });
+
+  it("shows the empty state when there are no runs", async () => {
+    vi.stubGlobal("fetch", mockFetch([]));
+    render(<WorkflowRuns accessToken="tok" />);
+
+    expect(await screen.findByText("No workflow runs yet")).toBeInTheDocument();
+  });
+});
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/workflows/WorkflowRuns.tsx b/ui/litellm-dashboard/src/app/(dashboard)/workflows/WorkflowRuns.tsx
index 2aecbece2e3..b668cdee0bd 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/workflows/WorkflowRuns.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/workflows/WorkflowRuns.tsx
@@ -1,7 +1,9 @@
-import React, { useState, useEffect, useCallback } from "react";
-import { Button, Collapse, Drawer, Empty, Spin, Table, Tooltip, Typography } from "antd";
+import React, { useState, useEffect, useCallback, useMemo } from "react";
+import { Button, Collapse, Drawer, Empty, Spin, Tooltip, Typography } from "antd";
 import { ReloadOutlined } from "@ant-design/icons";
+import type { ColumnDef } from "@tanstack/react-table";
 import { proxyBaseUrl } from "@/components/networking";
+import { DataTable } from "@/components/shared/DataTable";
 
 const { Text } = Typography;
 
@@ -541,48 +543,54 @@ const WorkflowRuns: React.FC<WorkflowRunsProps> = ({ accessToken }) => {
     fetchRuns();
   }, [fetchRuns]);
 
-  const columns = [
-    {
-      title: "Run",
-      dataIndex: "run_id",
-      key: "run",
-      render: (_: string, run: WorkflowRun) => (
-        <div style={{ display: "flex", alignItems: "center", gap: 8 }}>
-          <StatusDot status={run.status} size={7} />
-          <div>
-            <div style={{ fontSize: 13, color: "#18181b", fontWeight: 500, lineHeight: 1.4 }}>{runTitle(run)}</div>
-            <div style={{ fontFamily: "monospace", fontSize: 11, color: "#a1a1aa" }}>{shortId(run.run_id)}</div>
-          </div>
-        </div>
-      ),
-    },
-    {
-      title: "Type",
-      dataIndex: "workflow_type",
-      key: "workflow_type",
-      render: (v: string) => <span style={{ fontFamily: "monospace", fontSize: 12, color: "#71717a" }}>{v}</span>,
-    },
-    {
-      title: "Status",
-      dataIndex: "status",
-      key: "status",
-      render: (status: RunStatus, run: WorkflowRun) => {
-        const state = run.metadata?.state;
-        return (
-          <div style={{ display: "flex", alignItems: "center", gap: 6 }}>
-            <StatusDot status={status} size={7} />
-            <span style={{ fontSize: 12, color: "#52525b", textTransform: "capitalize" }}>{state ?? status}</span>
-          </div>
-        );
+  const columns = useMemo<ColumnDef<WorkflowRun, unknown>[]>(
+    () => [
+      {
+        id: "run",
+        header: "Run",
+        cell: ({ row }) => {
+          const run = row.original;
+          return (
+            <div style={{ display: "flex", alignItems: "center", gap: 8 }}>
+              <StatusDot status={run.status} size={7} />
+              <div>
+                <div style={{ fontSize: 13, color: "#18181b", fontWeight: 500, lineHeight: 1.4 }}>{runTitle(run)}</div>
+                <div style={{ fontFamily: "monospace", fontSize: 11, color: "#a1a1aa" }}>{shortId(run.run_id)}</div>
+              </div>
+            </div>
+          );
+        },
       },
-    },
-    {
-      title: "Created",
-      dataIndex: "created_at",
-      key: "created_at",
-      render: (v: string) => <span style={{ fontSize: 12, color: "#a1a1aa" }}>{timeAgo(v)}</span>,
-    },
-  ];
+      {
+        accessorKey: "workflow_type",
+        header: "Type",
+        cell: ({ row }) => (
+          <span style={{ fontFamily: "monospace", fontSize: 12, color: "#71717a" }}>{row.original.workflow_type}</span>
+        ),
+      },
+      {
+        id: "status",
+        header: "Status",
+        cell: ({ row }) => {
+          const run = row.original;
+          return (
+            <div style={{ display: "flex", alignItems: "center", gap: 6 }}>
+              <StatusDot status={run.status} size={7} />
+              <span style={{ fontSize: 12, color: "#52525b", textTransform: "capitalize" }}>
+                {run.metadata?.state ?? run.status}
+              </span>
+            </div>
+          );
+        },
+      },
+      {
+        accessorKey: "created_at",
+        header: "Created",
+        cell: ({ row }) => <span style={{ fontSize: 12, color: "#a1a1aa" }}>{timeAgo(row.original.created_at)}</span>,
+      },
+    ],
+    [],
+  );
 
   return (
     <div
@@ -619,31 +627,23 @@ const WorkflowRuns: React.FC<WorkflowRunsProps> = ({ accessToken }) => {
         </Button>
       </div>
 
-      {/* runs table — matches logs page density */}
-      <div className="rounded-lg custom-border overflow-x-auto w-full">
-        <Table
-          dataSource={runs}
-          columns={columns}
-          rowKey="run_id"
-          loading={loadingRuns}
-          size="small"
-          pagination={{ pageSize: 50, hideOnSinglePage: true, size: "small" }}
-          onRow={(run) => ({
-            onClick: () => fetchRunDetail(run),
-            style: { cursor: "pointer" },
-          })}
-          locale={{
-            emptyText: (
-              <Empty
-                description={<span style={{ color: "#a1a1aa", fontSize: 13 }}>No workflow runs yet</span>}
-                image={Empty.PRESENTED_IMAGE_SIMPLE}
-              />
-            ),
-          }}
-          className="[&_.ant-table-cell]:py-0.5 [&_.ant-table-thead_.ant-table-cell]:py-1"
-          style={{ border: "none" }}
-        />
-      </div>
+      <DataTable
+        data={runs}
+        columns={columns}
+        getRowId={(run) => run.run_id}
+        isLoading={loadingRuns}
+        loadingMessage="Loading workflow runs…"
+        noDataMessage={
+          <Empty
+            description={<span style={{ color: "#a1a1aa", fontSize: 13 }}>No workflow runs yet</span>}
+            image={Empty.PRESENTED_IMAGE_SIMPLE}
+          />
+        }
+        paginationMode="client"
+        pageSizeOptions={[50, 100]}
+        onRowClick={fetchRunDetail}
+        size="compact"
+      />
 
       {/* detail drawer */}
       <Drawer

From d0f1c38d6a9910f6c0f9130ce00f785e94899f37 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Thu, 9 Jul 2026 15:35:28 -0700
Subject: [PATCH 188/370] fix(mcp): log only the origin of the upstream MCP url
 in tool-call metadata

The redacted resource kept the path, but hosted MCP servers routinely embed the credential in the
path (for example /mcp/s/<token>/mcp), and mcp_tool_call_metadata is readable by a caller who can
invoke the tool, so the path leaked the upstream credential into spend logs. Only scheme, host, and
port are logged now
---
 litellm/proxy/_experimental/mcp_server/server.py     | 11 ++++++-----
 .../_experimental/mcp_server/test_mcp_server.py      | 12 +++++++-----
 2 files changed, 13 insertions(+), 10 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index 938cc2bc43b..3550237dd65 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -107,11 +107,12 @@
 
 
 def _redact_mcp_resource_url(url: Optional[str]) -> Optional[str]:
-    """Reduce an MCP server URL to its bare resource identifier for logging.
+    """Reduce an MCP server URL to its origin (scheme + host + port) for logging.
 
-    Keeps scheme, host, and path; drops userinfo (``user:pass@``), the query string,
-    and the fragment, so an upstream URL carrying an embedded token, userinfo, or a
-    secret query parameter never reaches spend-log metadata or logging callbacks.
+    Everything else is dropped: userinfo (``user:pass@``), the query string, the
+    fragment, and the path, because hosted MCP servers routinely embed the
+    credential in the path (e.g. ``/mcp/s/<token>``) and this value is persisted
+    in spend-log metadata that a caller who can invoke the tool can read back.
     Returns None when the URL has no host to identify (nothing safe to log).
     """
     if not isinstance(url, str) or not url:
@@ -123,7 +124,7 @@ def _redact_mcp_resource_url(url: Optional[str]) -> Optional[str]:
     if not parts.hostname:
         return None
     netloc = f"{parts.hostname}:{parts.port}" if parts.port else parts.hostname
-    return urlunsplit((parts.scheme, netloc, parts.path, "", "")) or None
+    return urlunsplit((parts.scheme, netloc, "", "", "")) or None
 
 
 def _invalidate_byok_cred_cache(user_id: str, server_id: str) -> None:
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
index 0db36e75e48..bba0eb31cfb 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
@@ -6859,11 +6859,13 @@ async def capture_execute(*args, **kwargs):
 @pytest.mark.parametrize(
     "url, expected",
     [
-        # userinfo + secret query param must both be stripped from the logged resource
-        ("https://user:s3cr3t@mcp.example.com/mcp?token=abcd1234&x=1", "https://mcp.example.com/mcp"),
-        ("https://mcp.example.com/mcp#frag", "https://mcp.example.com/mcp"),
-        ("https://host:8443/a/b?q=1", "https://host:8443/a/b"),
-        ("https://mcp.notion.com/mcp", "https://mcp.notion.com/mcp"),
+        # only the origin may be logged: userinfo, query, fragment, and the PATH are all stripped,
+        # because hosted MCP servers routinely embed the credential in the path (e.g. /mcp/s/<token>)
+        ("https://user:s3cr3t@mcp.example.com/mcp?token=abcd1234&x=1", "https://mcp.example.com"),
+        ("https://mcp.example.com/mcp#frag", "https://mcp.example.com"),
+        ("https://host:8443/a/b?q=1", "https://host:8443"),
+        ("https://mcp.zapier.com/api/mcp/s/NDgzcret-token/mcp", "https://mcp.zapier.com"),
+        ("https://mcp.notion.com/mcp", "https://mcp.notion.com"),
         (None, None),
         ("", None),
         ("not a url", None),

From d4e02ac047565ed3c14e710a991436f369a08509 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Thu, 9 Jul 2026 15:35:28 -0700
Subject: [PATCH 189/370] refactor(mcp): share
 _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES in the relay gate and tools preview

The gateway authorize/token/register gate and the preview header extraction each carried their own
inline copy of the oauth2 + client-forwarded mode set, which could drift from the discovery
constant the registry builders use; all three surfaces mean the same thing (modes that run the
upstream OAuth browser flow), so they now read the one constant
---
 .../_experimental/mcp_server/discoverable_endpoints.py   | 6 +++++-
 litellm/proxy/_experimental/mcp_server/rest_endpoints.py | 9 ++++-----
 2 files changed, 9 insertions(+), 6 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
index 7606deac241..4fd47a97066 100644
--- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
@@ -473,7 +473,11 @@ def _raise_if_not_oauth2(mcp_server: MCPServer) -> None:
     token is upstream-audienced and held by the caller; the gateway persists nothing for these
     modes (DCR persistence is opt-in and never enabled on this path).
     """
-    if mcp_server.auth_type in (MCPAuth.oauth2, MCPAuth.true_passthrough, MCPAuth.oauth_delegate):
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import (  # noqa: PLC0415  # circular import with mcp_server_manager at module load
+        _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES,
+    )
+
+    if mcp_server.auth_type in _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES:
         return
     raise HTTPException(
         status_code=400,
diff --git a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
index cae304bf73a..74f0b488d20 100644
--- a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
@@ -69,6 +69,7 @@ def _connection_error_message(exc: BaseException) -> str:
     from mcp.types import Tool as MCPTool
 
     from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+        _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES,
         global_mcp_server_manager,
     )
     from litellm.proxy._experimental.mcp_server.oauth_utils import (
@@ -1325,11 +1326,9 @@ async def test_tools_list(
         # when the primary x-litellm-api-key header is absent, the Authorization value is the
         # caller's LiteLLM key, not an upstream token, and must never be forwarded upstream.
         oauth2_headers: Optional[Dict[str, str]] = None
-        if new_mcp_server_request.auth_type in {
-            MCPAuth.oauth2,
-            MCPAuth.true_passthrough,
-            MCPAuth.oauth_delegate,
-        } and headers.get(MCPRequestHandler.LITELLM_API_KEY_HEADER_NAME_PRIMARY):
+        if new_mcp_server_request.auth_type in _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES and headers.get(
+            MCPRequestHandler.LITELLM_API_KEY_HEADER_NAME_PRIMARY
+        ):
             oauth2_headers = MCPRequestHandler._get_oauth2_headers_from_headers(headers)
 
         async def _list_tools_operation(client):

From 1aa4cb0d2ac16eaa2b5712c916690094596930e9 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Thu, 9 Jul 2026 16:08:18 -0700
Subject: [PATCH 190/370] refactor(ui): migrate Team Info virtual keys table
 onto shared DataTable

Second proof-of-concept consumer for the shared DataTable. Replaces the
hand-rolled tremor table in the Team Info Virtual Keys tab with DataTable in
server-sort and server-pagination mode plus column resizing; the file drops
about 150 lines. Sortable headers now use DataTableSortHeader, pagination is
a detached DataTablePagination driven by the page state, the id-cell still
opens the key drawer, and the body scrolls under a sticky header via
maxBodyHeight. Two behavior changes: the pagination control is the
standardized bar (row range plus page-size select) rather than the old
Previous/Next buttons, and a sort header cycles ascending/descending without
a third unsorted state, which also removes a latent case where clearing the
sort left the server sorted.

Updates the TeamVirtualKeysTable and TeamInfo tests to the new pagination,
adds a test that a sort-header click routes to useKeys as a server sort, and
lowers the no-large-inline-object-arg metric by one and the file's
no-nested-ternary suppression from two to one to match the leaner code.
---
 ui/litellm-dashboard/eslint-metrics.json      |   2 +-
 ui/litellm-dashboard/eslint-suppressions.json |   2 +-
 .../src/components/team/TeamInfo.test.tsx     |   8 +-
 .../team/TeamVirtualKeysTable.test.tsx        |  32 ++-
 .../components/team/TeamVirtualKeysTable.tsx  | 235 +++---------------
 5 files changed, 74 insertions(+), 205 deletions(-)

diff --git a/ui/litellm-dashboard/eslint-metrics.json b/ui/litellm-dashboard/eslint-metrics.json
index fcf60934f64..ad60a0d0c89 100644
--- a/ui/litellm-dashboard/eslint-metrics.json
+++ b/ui/litellm-dashboard/eslint-metrics.json
@@ -1,7 +1,7 @@
 {
   "@typescript-eslint/no-explicit-any": 1980,
   "complexity": 128,
-  "local/no-large-inline-object-arg": 519,
+  "local/no-large-inline-object-arg": 518,
   "local/no-long-condition-chain": 233,
   "max-depth": 59,
   "no-console": 15
diff --git a/ui/litellm-dashboard/eslint-suppressions.json b/ui/litellm-dashboard/eslint-suppressions.json
index fe8f182c106..6d310a97dbf 100644
--- a/ui/litellm-dashboard/eslint-suppressions.json
+++ b/ui/litellm-dashboard/eslint-suppressions.json
@@ -2323,7 +2323,7 @@
   },
   "src/components/team/TeamVirtualKeysTable.tsx": {
     "no-nested-ternary": {
-      "count": 2
+      "count": 1
     },
     "no-restricted-imports": {
       "count": 1
diff --git a/ui/litellm-dashboard/src/components/team/TeamInfo.test.tsx b/ui/litellm-dashboard/src/components/team/TeamInfo.test.tsx
index 46eac1c5772..4ccfb891417 100644
--- a/ui/litellm-dashboard/src/components/team/TeamInfo.test.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamInfo.test.tsx
@@ -536,7 +536,7 @@ describe("TeamInfoView", () => {
       await user.click(virtualKeysTab);
 
       await waitFor(() => {
-        expect(screen.getByText("Page 1 of 1")).toBeInTheDocument();
+        expect(screen.getByTestId("pagination-range")).toHaveTextContent("Showing 1-5 of 5");
       });
     });
 
@@ -584,9 +584,9 @@ describe("TeamInfoView", () => {
         expect(screen.getByRole("button", { name: "Filters" })).toBeInTheDocument();
       });
       expect(screen.getByRole("button", { name: "Reset Filters" })).toBeInTheDocument();
-      expect(screen.getByText("Page 1 of 1")).toBeInTheDocument();
-      expect(screen.getByRole("button", { name: "Previous" })).toBeInTheDocument();
-      expect(screen.getByRole("button", { name: "Next" })).toBeInTheDocument();
+      expect(screen.getByTestId("pagination-range")).toHaveTextContent("Showing 1-1 of 1");
+      expect(screen.getByTestId("pagination-prev")).toBeInTheDocument();
+      expect(screen.getByTestId("pagination-next")).toBeInTheDocument();
     });
   });
 
diff --git a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.test.tsx b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.test.tsx
index 954f5ea98c5..9eb0282580b 100644
--- a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.test.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.test.tsx
@@ -163,7 +163,7 @@ describe("TeamVirtualKeysTable", () => {
     expect(screen.getByText("bob_key_team1")).toBeInTheDocument();
   });
 
-  it("should show Page X of Y when multiple pages exist", async () => {
+  it("should show the current range from total_count when multiple pages exist", async () => {
     mockUseKeys.mockReturnValue({
       data: {
         keys: [createMockKey()],
@@ -179,7 +179,7 @@ describe("TeamVirtualKeysTable", () => {
     renderWithProviders(<TeamVirtualKeysTable {...defaultProps} />);
 
     await waitFor(() => {
-      expect(screen.getByText("Page 1 of 3")).toBeInTheDocument();
+      expect(screen.getByTestId("pagination-range")).toHaveTextContent("Showing 1-50 of 100");
     });
   });
 
@@ -203,17 +203,39 @@ describe("TeamVirtualKeysTable", () => {
     renderWithProviders(<TeamVirtualKeysTable {...defaultProps} />);
 
     await waitFor(() => {
-      expect(screen.getByText("Page 1 of 3")).toBeInTheDocument();
+      expect(screen.getByTestId("pagination-range")).toHaveTextContent("Showing 1-50 of 100");
     });
 
-    const nextButton = screen.getByRole("button", { name: "Next" });
-    await user.click(nextButton);
+    await user.click(screen.getByTestId("pagination-next"));
 
     await waitFor(() => {
       expect(mockUseKeys).toHaveBeenLastCalledWith(2, 50, expect.objectContaining({ teamID: "team-1" }));
     });
   });
 
+  it("routes a sort-header click to useKeys as a server-side sort", async () => {
+    const user = userEvent.setup();
+    mockUseKeys.mockReturnValue({
+      data: { keys: [createMockKey()], total_count: 1, current_page: 1, total_pages: 1 } as KeysResponse,
+      isPending: false,
+      isFetching: false,
+      refetch: vi.fn(),
+    } as unknown as ReturnType<typeof useKeys>);
+
+    renderWithProviders(<TeamVirtualKeysTable {...defaultProps} />);
+
+    await waitFor(() => expect(screen.getByTestId("sort-header-created_at")).toBeInTheDocument());
+    await user.click(screen.getByTestId("sort-header-created_at"));
+
+    await waitFor(() =>
+      expect(mockUseKeys).toHaveBeenLastCalledWith(
+        1,
+        50,
+        expect.objectContaining({ sortBy: "created_at", sortOrder: "asc" }),
+      ),
+    );
+  });
+
   it("should show Loading keys when isPending", async () => {
     mockUseKeys.mockReturnValue({
       data: undefined,
diff --git a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx
index b7128e642a5..909608d630f 100644
--- a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx
@@ -1,20 +1,12 @@
-// TO-DO: Standardize tables eventually
-
 "use client";
 import { useKeys } from "@/app/(dashboard)/hooks/keys/useKeys";
 import { DateCell, IdCell, MoneyCell } from "@/components/shared/table_cells";
-import { ChevronDownIcon, ChevronRightIcon, ChevronUpIcon, SwitchVerticalIcon } from "@heroicons/react/outline";
-import {
-  ColumnDef,
-  flexRender,
-  getCoreRowModel,
-  PaginationState,
-  SortingState,
-  useReactTable,
-} from "@tanstack/react-table";
-import { Badge, Icon, Table, TableBody, TableCell, TableHead, TableHeaderCell, TableRow, Text } from "@tremor/react";
+import { DataTable, DataTablePagination, DataTableSortHeader } from "@/components/shared/DataTable";
+import { ChevronDownIcon, ChevronRightIcon } from "@heroicons/react/outline";
+import { ColumnDef, PaginationState, SortingState } from "@tanstack/react-table";
+import { Badge, Icon, Text } from "@tremor/react";
 import { InfoCircleOutlined } from "@ant-design/icons";
-import { Popover, Skeleton, Tooltip, Typography } from "antd";
+import { Popover, Tooltip, Typography } from "antd";
 import DefaultProxyAdminTag from "../common_components/DefaultProxyAdminTag";
 import React, { useCallback, useEffect, useMemo, useState } from "react";
 import { getModelDisplayName } from "../key_team_helpers/fetch_available_models_team_key";
@@ -83,7 +75,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
     }));
   }, [keys?.keys, organization?.organization_id]);
 
-  const pageCount = keys?.total_pages ?? 0;
+  const rowCount = keys?.total_count ?? 0;
   const [expandedAccordions, setExpandedAccordions] = useState<Record<string, boolean>>({});
 
   const currentTeam: Team = useMemo(
@@ -200,7 +192,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
       {
         id: "token",
         accessorKey: "token",
-        header: "Key ID",
+        header: ({ column }) => <DataTableSortHeader column={column} title="Key ID" variant="header-cycle" />,
         size: 100,
         enableSorting: true,
         cell: (info) => (
@@ -210,7 +202,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
       {
         id: "key_alias",
         accessorKey: "key_alias",
-        header: "Key Alias",
+        header: ({ column }) => <DataTableSortHeader column={column} title="Key Alias" variant="header-cycle" />,
         size: 150,
         enableSorting: true,
         cell: (info) => {
@@ -282,7 +274,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
       {
         id: "created_at",
         accessorKey: "created_at",
-        header: "Created At",
+        header: ({ column }) => <DataTableSortHeader column={column} title="Created At" variant="header-cycle" />,
         size: 120,
         enableSorting: true,
         cell: (info) => <DateCell value={info.getValue() as string | null} precision="date" />,
@@ -349,7 +341,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
       {
         id: "updated_at",
         accessorKey: "updated_at",
-        header: "Updated At",
+        header: ({ column }) => <DataTableSortHeader column={column} title="Updated At" variant="header-cycle" />,
         size: 120,
         enableSorting: true,
         cell: (info) => <DateCell value={info.getValue() as string | null} precision="date" fallback="Never" />,
@@ -383,7 +375,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
       {
         id: "spend",
         accessorKey: "spend",
-        header: "Spend (USD)",
+        header: ({ column }) => <DataTableSortHeader column={column} title="Spend (USD)" variant="header-cycle" />,
         size: 100,
         enableSorting: true,
         cell: (info) => <MoneyCell value={info.getValue() as number | null} decimals={4} />,
@@ -391,7 +383,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
       {
         id: "max_budget",
         accessorKey: "max_budget",
-        header: "Budget (USD)",
+        header: ({ column }) => <DataTableSortHeader column={column} title="Budget (USD)" variant="header-cycle" />,
         size: 110,
         enableSorting: true,
         cell: (info) => (
@@ -529,22 +521,6 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
     [sorting, handleFilterChange],
   );
 
-  const table = useReactTable({
-    data: displayKeys,
-    columns,
-    columnResizeMode: "onChange",
-    columnResizeDirection: "ltr",
-    state: { sorting, pagination: tablePagination },
-    onSortingChange: handleSortingChange,
-    onPaginationChange: setTablePagination,
-    getCoreRowModel: getCoreRowModel(),
-    // getSortedRowModel not needed — manualSorting: true delegates sorting to the server
-    enableSorting: true,
-    manualSorting: true, // Server sorts via useKeys. Avoid redundant client-side sort
-    manualPagination: true,
-    pageCount: pageCount,
-  });
-
   return (
     <div className="w-full h-full overflow-hidden">
       {selectedKey ? (
@@ -566,165 +542,36 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
             />
           </div>
 
-          <div className="flex items-center justify-end w-full mb-4">
-            <div className="inline-flex items-center gap-2">
-              {isLoading || isFetching ? (
-                <Skeleton.Node active style={{ width: 74, height: 20 }} />
-              ) : (
-                <span className="text-sm text-gray-700">
-                  Page {pageIndex + 1} of {table.getPageCount()}
-                </span>
-              )}
-
-              {isLoading || isFetching ? (
-                <Skeleton.Button active size="small" style={{ width: 84, height: 30 }} />
-              ) : (
-                <button
-                  onClick={() => table.previousPage()}
-                  disabled={isLoading || isFetching || !table.getCanPreviousPage()}
-                  className="px-3 py-1 text-sm border rounded-md hover:bg-gray-50 disabled:opacity-50 disabled:cursor-not-allowed"
-                >
-                  Previous
-                </button>
-              )}
-
-              {isLoading || isFetching ? (
-                <Skeleton.Button active size="small" style={{ width: 58, height: 30 }} />
-              ) : (
-                <button
-                  onClick={() => table.nextPage()}
-                  disabled={isLoading || isFetching || !table.getCanNextPage()}
-                  className="px-3 py-1 text-sm border rounded-md hover:bg-gray-50 disabled:opacity-50 disabled:cursor-not-allowed"
-                >
-                  Next
-                </button>
-              )}
-            </div>
-          </div>
-          <div className="h-[75vh] overflow-auto">
-            <div className="rounded-lg custom-border relative">
-              <div className="overflow-x-auto">
-                <Table className="[&_td]:py-0.5 [&_th]:py-1" style={{ width: table.getCenterTotalSize() }}>
-                  <TableHead>
-                    {table.getHeaderGroups().map((headerGroup) => (
-                      <TableRow key={headerGroup.id}>
-                        {headerGroup.headers.map((header) => (
-                          <TableHeaderCell
-                            key={header.id}
-                            data-header-id={header.id}
-                            className={`py-1 h-8 relative hover:bg-gray-50 ${
-                              header.id === "actions"
-                                ? "sticky right-0 bg-white shadow-[-4px_0_8px_-6px_rgba(0,0,0,0.1)]"
-                                : ""
-                            }`}
-                            style={{
-                              width: header.getSize(),
-                              position: "relative",
-                              cursor: header.column.getCanSort() ? "pointer" : "default",
-                            }}
-                            onMouseEnter={() => {
-                              const resizer = document.querySelector(`[data-header-id="${header.id}"] .resizer`);
-                              if (resizer) (resizer as HTMLElement).style.opacity = "0.5";
-                            }}
-                            onMouseLeave={() => {
-                              const resizer = document.querySelector(`[data-header-id="${header.id}"] .resizer`);
-                              if (resizer && !header.column.getIsResizing())
-                                (resizer as HTMLElement).style.opacity = "0";
-                            }}
-                            onClick={header.column.getCanSort() ? header.column.getToggleSortingHandler() : undefined}
-                          >
-                            <div className="flex items-center justify-between gap-2">
-                              <div className="flex items-center">
-                                {header.isPlaceholder
-                                  ? null
-                                  : flexRender(header.column.columnDef.header, header.getContext())}
-                              </div>
-                              {header.id !== "actions" && header.column.getCanSort() && (
-                                <div className="w-4">
-                                  {header.column.getIsSorted() ? (
-                                    {
-                                      asc: <ChevronUpIcon className="h-4 w-4 text-blue-500" />,
-                                      desc: <ChevronDownIcon className="h-4 w-4 text-blue-500" />,
-                                    }[header.column.getIsSorted() as string]
-                                  ) : (
-                                    <SwitchVerticalIcon className="h-4 w-4 text-gray-400" />
-                                  )}
-                                </div>
-                              )}
-                              <div
-                                onDoubleClick={() => header.column.resetSize()}
-                                onMouseDown={header.getResizeHandler()}
-                                onTouchStart={header.getResizeHandler()}
-                                className={`resizer ${table.options.columnResizeDirection} ${
-                                  header.column.getIsResizing() ? "isResizing" : ""
-                                }`}
-                                style={{
-                                  position: "absolute",
-                                  right: 0,
-                                  top: 0,
-                                  height: "100%",
-                                  width: "5px",
-                                  background: header.column.getIsResizing() ? "#3b82f6" : "transparent",
-                                  cursor: "col-resize",
-                                  userSelect: "none",
-                                  touchAction: "none",
-                                  opacity: header.column.getIsResizing() ? 1 : 0,
-                                }}
-                              />
-                            </div>
-                          </TableHeaderCell>
-                        ))}
-                      </TableRow>
-                    ))}
-                  </TableHead>
-                  <TableBody>
-                    {isLoading || isFetching ? (
-                      <TableRow>
-                        <TableCell colSpan={columns.length} className="h-8 text-center">
-                          <div className="text-center text-gray-500">
-                            <p>Loading keys...</p>
-                          </div>
-                        </TableCell>
-                      </TableRow>
-                    ) : displayKeys.length > 0 ? (
-                      table.getRowModel().rows.map((row) => (
-                        <TableRow key={row.id} className="h-8">
-                          {row.getVisibleCells().map((cell) => (
-                            <TableCell
-                              key={cell.id}
-                              style={{
-                                width: cell.column.getSize(),
-                                maxWidth: "8-x",
-                                whiteSpace: "pre-wrap",
-                                overflow: "hidden",
-                              }}
-                              className={`py-0.5 max-h-8 overflow-hidden text-ellipsis whitespace-nowrap ${
-                                cell.column.id === "models" &&
-                                Array.isArray(cell.getValue()) &&
-                                (cell.getValue() as string[]).length > 3
-                                  ? "px-0"
-                                  : ""
-                              }`}
-                            >
-                              {flexRender(cell.column.columnDef.cell, cell.getContext())}
-                            </TableCell>
-                          ))}
-                        </TableRow>
-                      ))
-                    ) : (
-                      <TableRow>
-                        <TableCell colSpan={columns.length} className="h-8 text-center">
-                          <div className="text-center text-gray-500">
-                            <p>No keys found</p>
-                          </div>
-                        </TableCell>
-                      </TableRow>
-                    )}
-                  </TableBody>
-                </Table>
-              </div>
-            </div>
+          <div className="w-full mb-4">
+            <DataTablePagination
+              page={pageIndex}
+              pageSize={pageSize}
+              rowCount={rowCount}
+              onPageChange={(nextPage) => setTablePagination((prev) => ({ ...prev, pageIndex: nextPage }))}
+              onPageSizeChange={(nextSize) => setTablePagination({ pageIndex: 0, pageSize: nextSize })}
+              isLoading={isLoading || isFetching}
+            />
           </div>
+
+          <DataTable
+            data={displayKeys}
+            columns={columns}
+            sortingMode="server"
+            sorting={sorting}
+            onSortingChange={handleSortingChange}
+            paginationMode="server"
+            pagination={tablePagination}
+            onPaginationChange={setTablePagination}
+            rowCount={rowCount}
+            paginationSlot={() => null}
+            enableColumnResizing
+            columnResizeMode="onChange"
+            isLoading={isLoading || isFetching}
+            loadingMessage="Loading keys..."
+            noDataMessage="No keys found"
+            maxBodyHeight="75vh"
+            size="compact"
+          />
         </div>
       )}
     </div>

From 05f39bf9427290e077a6ef07c6d964cc90ef44df Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Thu, 9 Jul 2026 10:43:13 -0700
Subject: [PATCH 191/370] fix(mcp): invalidate a browser-authorized upstream
 token when a mint-relevant field changes

An admin who ran Authorize & Fetch and then changed a field that determines which upstream OAuth
token gets minted kept using the stale token for tool preview, sessionStorage, and (on the backend)
the stored per-user credential and its cache. Grounded in RFC 8707/8693 and the MCP auth spec, a token
is bound to one tuple: resource/audience (url), OAuth mode/grant (auth_type, oauth_flow_type), the
authorization-server endpoints, and the OAuth client + scopes. A shared getOAuthAuthorizationIdentity
captures exactly those fields; transport (http/sse on the same url is the same audience) and
delegate_auth_to_upstream (a downstream-usage toggle never sent to the authorize request) are excluded.

UI: both the create and edit forms now discard the held token (React state / sessionStorage / hook,
plus the fetched token + DCR client in form.credentials) whenever the identity diverges from the one it
was authorized against, re-applying the admin's in-flight edit so it is never wiped. The check lives in
one shared helper so the two forms cannot drift.

Backend: editing an MCP server now compares the pre/post identity and, on a mint-relevant change, purges
every stored per-user OAuth credential for the server (DB row + per-user token cache) so no user
forwards a token minted for a resource/AS/client that no longer matches. Best-effort; a purge failure
never fails the update.
---
 litellm/proxy/_experimental/mcp_server/db.py  | 44 +++++++++
 .../mcp_management_endpoints.py               | 29 ++++++
 .../mcp_server/test_db_credentials.py         | 89 +++++++++++++++++++
 .../mcp_tools/create_mcp_server.test.tsx      | 38 ++++++++
 .../mcp_tools/create_mcp_server.tsx           | 67 +++++++-------
 .../components/mcp_tools/mcp_server_edit.tsx  | 53 ++++++++++-
 .../src/components/mcp_tools/types.tsx        | 27 ++++++
 7 files changed, 312 insertions(+), 35 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/db.py b/litellm/proxy/_experimental/mcp_server/db.py
index 10081ce19de..8c5e728d86b 100644
--- a/litellm/proxy/_experimental/mcp_server/db.py
+++ b/litellm/proxy/_experimental/mcp_server/db.py
@@ -1070,6 +1070,50 @@ async def list_user_oauth_credentials(
     return results
 
 
+def mcp_oauth_token_identity(server: Any) -> tuple[Any, ...]:
+    """The upstream-OAuth-token-determining fields of an MCP server: the resource/audience (url), the
+    OAuth mode/grant (auth_type, oauth2_flow), the authorization-server endpoints, and the OAuth client +
+    scopes. Mirrors the dashboard's getOAuthAuthorizationIdentity. When any of these change on a server
+    update, previously stored per-user tokens were minted for the old identity and are stale. Excludes
+    transport and delegate_auth_to_upstream, which do not affect what token is minted (RFC 8707/8693)."""
+    creds = getattr(server, "credentials", None)
+    creds_dict: Dict[str, Any] = creds if isinstance(creds, dict) else {}
+    return (
+        getattr(server, "url", None),
+        getattr(server, "auth_type", None),
+        getattr(server, "oauth2_flow", None),
+        getattr(server, "authorization_url", None),
+        getattr(server, "token_url", None),
+        getattr(server, "registration_url", None),
+        creds_dict.get("client_id"),
+        creds_dict.get("client_secret"),
+        creds_dict.get("scopes"),
+    )
+
+
+async def purge_user_oauth_credentials_for_server(prisma_client: PrismaClient, server_id: str) -> int:
+    """Delete every stored per-user OAuth credential for a server and drop each from the per-user token
+    cache, so no user keeps a token minted for a superseded configuration. Called when a server update
+    changes a mint-relevant field (see mcp_oauth_token_identity). Returns the number of rows removed."""
+    repo = MCPUserCredentialsRepository(prisma_client)
+    rows = await repo.table.find_many(where={"server_id": server_id})
+    if not rows:
+        return 0
+    await repo.table.delete_many(where={"server_id": server_id})
+    from litellm.proxy._experimental.mcp_server.oauth2_token_cache import (
+        mcp_per_user_token_cache,
+    )
+
+    for row in rows:
+        try:
+            await mcp_per_user_token_cache.delete(row.user_id, server_id)
+        except Exception as exc:  # noqa: BLE001 - cache drop is best-effort; the DB delete is authoritative
+            verbose_proxy_logger.warning(
+                "Failed to drop cached MCP OAuth token for user=%s server=%s: %s", row.user_id, server_id, exc
+            )
+    return len(rows)
+
+
 async def refresh_user_oauth_token(
     prisma_client: PrismaClient,
     user_id: str,
diff --git a/litellm/proxy/management_endpoints/mcp_management_endpoints.py b/litellm/proxy/management_endpoints/mcp_management_endpoints.py
index c9952b245c7..8f6779b17b9 100644
--- a/litellm/proxy/management_endpoints/mcp_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/mcp_management_endpoints.py
@@ -125,7 +125,9 @@ def validate_tool_name(name: str) -> _ToolNameValidationResult:  # type: ignore[
         get_user_env_vars_bulk,
         get_user_oauth_credential,
         list_user_oauth_credentials,
+        mcp_oauth_token_identity,
         merge_user_env_vars,
+        purge_user_oauth_credentials_for_server,
         reject_mcp_server,
         store_user_credential,
         store_user_oauth_credential,
@@ -2318,6 +2320,9 @@ async def edit_mcp_server(
                 },
             )
 
+        # Snapshot the pre-update identity so we can detect a mint-relevant change below.
+        old_server_record = await get_mcp_server(prisma_client, payload.server_id)
+
         # try to update the mcp server
         mcp_server_record_updated = await update_mcp_server(
             prisma_client,
@@ -2336,6 +2341,30 @@ async def edit_mcp_server(
         # Ensure registry is up to date by reloading from database
         await global_mcp_server_manager.reload_servers_from_database()
 
+        # If a field that determines which upstream OAuth token gets minted changed (url/audience, OAuth
+        # mode/grant, authorization-server endpoints, or the OAuth client + scopes), every stored per-user
+        # token was minted for the old configuration and is stale. Purge them (DB + cache) so the next
+        # tool call re-authorizes instead of forwarding a token for a resource/AS/client that no longer
+        # matches. Best-effort: a purge failure must not fail the update, whose primary job already
+        # succeeded.
+        if old_server_record is not None and mcp_oauth_token_identity(old_server_record) != mcp_oauth_token_identity(
+            mcp_server_record_updated
+        ):
+            try:
+                purged = await purge_user_oauth_credentials_for_server(prisma_client, payload.server_id)
+                if purged:
+                    verbose_logger.info(
+                        "MCP server %s: purged %d stale per-user OAuth token(s) after a mint-relevant config change",
+                        payload.server_id,
+                        purged,
+                    )
+            except Exception as exc:  # noqa: BLE001 - purge is best-effort; the server update already succeeded
+                verbose_logger.warning(
+                    "MCP server %s: failed to purge stale per-user OAuth tokens after config change: %s",
+                    payload.server_id,
+                    exc,
+                )
+
         # TODO: Enterprise: Finish audit log trail
         if litellm.store_audit_logs:
             pass
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py
index 8b8b8a363d5..628f422fbf1 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py
@@ -11,6 +11,7 @@
 import base64
 import json
 from datetime import datetime, timedelta, timezone
+from types import SimpleNamespace
 from unittest.mock import AsyncMock, MagicMock
 
 import pytest
@@ -63,6 +64,94 @@ def _legacy_row(payload: str):
     return row
 
 
+def _identity_server(**overrides):
+    base = dict(
+        url="https://up.example.com/mcp",
+        auth_type="oauth2",
+        oauth2_flow="authorization_code",
+        authorization_url="https://idp.example.com/authorize",
+        token_url="https://idp.example.com/token",
+        registration_url="https://idp.example.com/register",
+        credentials={"client_id": "cid", "client_secret": "csec", "scopes": ["a"]},
+        server_name="srv",
+        description="d",
+    )
+    base.update(overrides)
+    return SimpleNamespace(**base)
+
+
+@pytest.mark.parametrize(
+    "overrides",
+    [
+        {"url": "https://other.example.com/mcp"},
+        {"auth_type": "oauth_delegate"},
+        {"oauth2_flow": "client_credentials"},
+        {"authorization_url": "https://other.example.com/authorize"},
+        {"token_url": "https://other.example.com/token"},
+        {"registration_url": "https://other.example.com/register"},
+        {"credentials": {"client_id": "new", "client_secret": "csec", "scopes": ["a"]}},
+        {"credentials": {"client_id": "cid", "client_secret": "rotated", "scopes": ["a"]}},
+        {"credentials": {"client_id": "cid", "client_secret": "csec", "scopes": ["b"]}},
+    ],
+)
+def test_mcp_oauth_token_identity_changes_on_mint_relevant_fields(overrides):
+    from litellm.proxy._experimental.mcp_server.db import mcp_oauth_token_identity
+
+    assert mcp_oauth_token_identity(_identity_server()) != mcp_oauth_token_identity(_identity_server(**overrides))
+
+
+@pytest.mark.parametrize(
+    "overrides",
+    [
+        {"server_name": "renamed"},
+        {"description": "changed"},
+    ],
+)
+def test_mcp_oauth_token_identity_stable_on_non_mint_fields(overrides):
+    from litellm.proxy._experimental.mcp_server.db import mcp_oauth_token_identity
+
+    assert mcp_oauth_token_identity(_identity_server()) == mcp_oauth_token_identity(_identity_server(**overrides))
+
+
+@pytest.mark.asyncio
+async def test_purge_user_oauth_credentials_for_server_deletes_rows_and_cache(monkeypatch):
+    from litellm.proxy._experimental.mcp_server import oauth2_token_cache
+    from litellm.proxy._experimental.mcp_server.db import purge_user_oauth_credentials_for_server
+
+    r1 = MagicMock(user_id="alice", server_id="srv-1")
+    r2 = MagicMock(user_id="bob", server_id="srv-1")
+    prisma = MagicMock()
+    prisma.db.litellm_mcpusercredentials.find_many = AsyncMock(return_value=[r1, r2])
+    prisma.db.litellm_mcpusercredentials.delete_many = AsyncMock()
+
+    cache_deletes = []
+    monkeypatch.setattr(
+        oauth2_token_cache.mcp_per_user_token_cache,
+        "delete",
+        AsyncMock(side_effect=lambda uid, sid: cache_deletes.append((uid, sid))),
+    )
+
+    purged = await purge_user_oauth_credentials_for_server(prisma, "srv-1")
+
+    assert purged == 2
+    prisma.db.litellm_mcpusercredentials.delete_many.assert_awaited_once()
+    assert set(cache_deletes) == {("alice", "srv-1"), ("bob", "srv-1")}
+
+
+@pytest.mark.asyncio
+async def test_purge_user_oauth_credentials_for_server_noop_when_empty():
+    from litellm.proxy._experimental.mcp_server.db import purge_user_oauth_credentials_for_server
+
+    prisma = MagicMock()
+    prisma.db.litellm_mcpusercredentials.find_many = AsyncMock(return_value=[])
+    prisma.db.litellm_mcpusercredentials.delete_many = AsyncMock()
+
+    purged = await purge_user_oauth_credentials_for_server(prisma, "srv-1")
+
+    assert purged == 0
+    prisma.db.litellm_mcpusercredentials.delete_many.assert_not_awaited()
+
+
 def _stored_value(prisma) -> str:
     """Pull the credential_b64 value passed to the most recent upsert call."""
     call = prisma.db.litellm_mcpusercredentials.upsert.call_args
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
index eecbc253b6b..7339420ed68 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
@@ -681,6 +681,44 @@ describe("CreateMCPServer", () => {
       // Asserted in setupOAuthInteractive
     });
 
+    it("invalidates the held token when the auth mode changes after Authorize & Fetch", async () => {
+      await setupOAuthInteractive();
+      const urlInput = screen.getByPlaceholderText("https://your-mcp-server.com");
+      await act(async () => {
+        fireEvent.change(urlInput, { target: { value: "https://a.example.com/mcp" } });
+      });
+      act(() => {
+        oauthHook.onTokenReceived?.({ access_token: "tok-a" }, { clientId: "client-a", clientSecret: "secret-a" });
+      });
+      oauthHook.reset.mockClear();
+
+      // Switching the Authentication mode changes the OAuth identity, so the held token is discarded.
+      await selectAntOption("Authentication", "True Passthrough (no LiteLLM auth)");
+
+      await waitFor(() => expect(oauthHook.reset).toHaveBeenCalled());
+    });
+
+    it("does NOT invalidate the held token when a non-mint field (server name) changes", async () => {
+      await setupOAuthInteractive();
+      const urlInput = screen.getByPlaceholderText("https://your-mcp-server.com");
+      await act(async () => {
+        fireEvent.change(urlInput, { target: { value: "https://a.example.com/mcp" } });
+      });
+      act(() => {
+        oauthHook.onTokenReceived?.({ access_token: "tok-a" }, { clientId: "client-a", clientSecret: "secret-a" });
+      });
+      oauthHook.reset.mockClear();
+
+      const nameInput = document.getElementById("server_name") as HTMLInputElement;
+      await act(async () => {
+        fireEvent.change(nameInput, { target: { value: "Renamed_Server" } });
+      });
+
+      // server_name is not part of the OAuth identity, so the held token must survive the edit.
+      await waitFor(() => expect(screen.getAllByRole("button", { name: "Add MCP Server" }).length).toBeGreaterThan(0));
+      expect(oauthHook.reset).not.toHaveBeenCalled();
+    });
+
     it("includes token_validation in payload when token_validation_json is filled with valid JSON", async () => {
       vi.mocked(networking.createMCPServer).mockResolvedValue({
         server_id: "new-server-oauth",
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index 0b39add234c..17c7e7c0b9a 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -15,6 +15,7 @@ import {
   MCP_OAUTH2_FLOW_M2M,
   MCP_OAUTH2_FLOW_INTERACTIVE,
   isClientForwardedTokenMode,
+  getOAuthAuthorizationIdentity,
 } from "./types";
 import OAuthFormFields from "./OAuthFormFields";
 import TruePassthroughWarning from "./TruePassthroughWarning";
@@ -99,7 +100,10 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
   const [oauthAccessToken, setOauthAccessToken] = useState<string | null>(null);
   const [logoUrl, setLogoUrl] = useState<string | undefined>(undefined);
   const [oauthDocsUrl, setOauthDocsUrl] = useState<string | null>(null);
-  const [authorizedUrl, setAuthorizedUrl] = useState<string | undefined>(undefined);
+  // The OAuth authorization identity (see getOAuthAuthorizationIdentity) captured at the moment a token
+  // was fetched; undefined when no valid token is held. If any mint-relevant field diverges from this,
+  // the held token is stale and is discarded so the admin must re-authorize.
+  const [authorizedIdentity, setAuthorizedIdentity] = useState<string | undefined>(undefined);
 
   // Single hook call shared by MCPConnectionStatus and MCPToolConfiguration to avoid duplicate requests.
   const {
@@ -125,12 +129,6 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
   const isAwsSigV4AuthType = authType === AUTH_TYPE.AWS_SIGV4;
   const isM2MFlow = isOAuthAuthType && formValues.oauth_flow_type === OAUTH_FLOW.M2M;
 
-  const getOAuthAuthorizationTarget = (values: Record<string, unknown>): string | undefined => {
-    const transport = values.transport || transportType;
-    const target = transport === TRANSPORT.OPENAPI ? values.spec_path : values.url;
-    return typeof target === "string" ? target : undefined;
-  };
-
   const persistCreateUiState = () => {
     if (typeof window === "undefined") {
       return;
@@ -207,6 +205,7 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
         // and committed to sessionStorage on submit; it must never be written into form.credentials,
         // which would persist it as server-level credentials on the created server row. Mirrors the
         // edit form's onTokenReceived early return.
+        setAuthorizedIdentity(getOAuthAuthorizationIdentity(form.getFieldsValue(true)));
         NotificationsManager.success(
           "Token held for this browser session. Tools can now be previewed and configured; nothing will be saved to LiteLLM.",
         );
@@ -223,7 +222,9 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
       };
 
       form.setFieldsValue({ credentials });
-      setAuthorizedUrl(getOAuthAuthorizationTarget(form.getFieldsValue(true)));
+      // Capture the identity AFTER writing the DCR'd credentials so the held token is not spuriously
+      // invalidated by its own credential write.
+      setAuthorizedIdentity(getOAuthAuthorizationIdentity(form.getFieldsValue(true)));
 
       NotificationsManager.success(
         "OAuth authorization successful! Please click 'Create MCP Server' to save the configuration.",
@@ -233,13 +234,24 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
     flowSource: "create",
   });
 
-  const clearAuthorizedOAuthState = (values: Record<string, unknown>) => {
-    form.resetFields(["credentials", "authorization_url", "token_url", "registration_url"]);
-    form.setFieldsValue(values);
+  // Discard the held browser-authorized token and its tool preview when the authorization identity
+  // changes (or the modal closes). For oauth2 the fetched token + DCR client also live in
+  // form.credentials, and the discovered endpoints in authorization_url/token_url/registration_url, so
+  // those form fields are reset too; whatever the admin just changed (passed via changedValues) is
+  // re-applied so the invalidation never wipes their in-flight edit.
+  const CLEARED_ON_INVALIDATION = ["credentials", "authorization_url", "token_url", "registration_url"] as const;
+  const clearHeldOAuthToken = (changedValues: Record<string, unknown> = {}) => {
     setOauthAccessToken(null);
     clearTools();
     resetOAuthFlow();
-    setAuthorizedUrl(undefined);
+    setAuthorizedIdentity(undefined);
+    form.resetFields([...CLEARED_ON_INVALIDATION]);
+    const preserved = Object.fromEntries(
+      CLEARED_ON_INVALIDATION.filter((key) => key in changedValues).map((key) => [key, changedValues[key]]),
+    );
+    if (Object.keys(preserved).length > 0) {
+      form.setFieldsValue(preserved);
+    }
   };
 
   React.useEffect(() => {
@@ -577,7 +589,7 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
           : { spec_path: undefined, command: undefined, args: undefined, env: undefined };
 
     const nextValues =
-      authorizedUrl === undefined
+      authorizedIdentity === undefined
         ? transportValues
         : {
             ...transportValues,
@@ -587,10 +599,9 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
             registration_url: undefined,
           };
 
-    if (authorizedUrl !== undefined) {
-      clearAuthorizedOAuthState(nextValues);
-    } else {
-      form.setFieldsValue(nextValues);
+    form.setFieldsValue(nextValues);
+    if (authorizedIdentity !== undefined) {
+      clearHeldOAuthToken();
     }
   };
 
@@ -652,28 +663,18 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
       setOauthAccessToken(null);
       clearTools();
       resetOAuthFlow();
-      setAuthorizedUrl(undefined);
+      setAuthorizedIdentity(undefined);
     }
   }, [isModalVisible, form, clearTools, resetOAuthFlow]);
 
   const isAdmin = isAdminRole(userRole);
 
   const handleFormValuesChange = (changedValues: Record<string, unknown>, allValues: Record<string, unknown>) => {
-    const changedAuthorizationTarget = "url" in changedValues || "spec_path" in changedValues;
-    if (
-      changedAuthorizationTarget &&
-      authorizedUrl !== undefined &&
-      getOAuthAuthorizationTarget(allValues) !== authorizedUrl
-    ) {
-      const invalidated = {
-        credentials: undefined,
-        authorization_url: changedValues.authorization_url,
-        token_url: changedValues.token_url,
-        registration_url: changedValues.registration_url,
-      };
-      clearAuthorizedOAuthState(invalidated);
-      setFormValues({ ...allValues, ...invalidated });
-      return;
+    // Any change to a mint-relevant field (url, auth_type, oauth_flow_type, client creds/scopes, or the
+    // authorization/token/registration endpoints — see getOAuthAuthorizationIdentity) makes a held token
+    // stale, so discard it and force a fresh authorize.
+    if (authorizedIdentity !== undefined && getOAuthAuthorizationIdentity(allValues) !== authorizedIdentity) {
+      clearHeldOAuthToken(changedValues);
     }
     setFormValues(allValues);
   };
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index ee7938d2904..55adcf2bb59 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -5,6 +5,7 @@ import { Button, TabGroup, TabList, Tab, TabPanels, TabPanel } from "@tremor/rea
 import {
   AUTH_TYPE,
   isClientForwardedTokenMode,
+  getOAuthAuthorizationIdentity,
   OAUTH_FLOW,
   MCP_OAUTH2_FLOW_M2M,
   MCP_OAUTH2_FLOW_INTERACTIVE,
@@ -15,7 +16,7 @@ import {
   oauth2FlowToFormValue,
 } from "./types";
 import { updateMCPServer, listMCPTools, storeMCPOAuthUserCredential } from "../networking";
-import { getToken, isTokenValid, setToken } from "@/utils/mcpTokenStore";
+import { getToken, isTokenValid, removeToken, setToken } from "@/utils/mcpTokenStore";
 import { buildMcpPassthroughAuthHeader } from "@/utils/mcpHeaderUtils";
 import MCPServerCostConfig from "./mcp_server_cost_config";
 import MCPPermissionManagement from "./MCPPermissionManagement";
@@ -136,11 +137,17 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
   // that read only mcpServer.auth_type go stale the moment the admin switches modes in the form.
   const getEffectiveAuthType = () => form.getFieldValue("auth_type") ?? mcpServer.auth_type;
 
+  // The OAuth authorization identity (see getOAuthAuthorizationIdentity) captured when a token is fetched
+  // in this edit session; undefined when none is held. If a mint-relevant field later diverges from it,
+  // the held token (hook response + sessionStorage) is discarded so the admin must re-authorize.
+  const authorizedIdentityRef = React.useRef<string | undefined>(undefined);
+
   const {
     startOAuthFlow,
     status: oauthStatus,
     error: oauthError,
     tokenResponse: oauthTokenResponse,
+    reset: resetOAuthFlow,
   } = useMcpOAuthFlow({
     accessToken,
     getCredentials: () => form.getFieldValue("credentials"),
@@ -183,6 +190,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         return;
       }
 
+      authorizedIdentityRef.current = getOAuthAuthorizationIdentity(form.getFieldsValue(true));
       if (isClientForwardedTokenMode(getEffectiveAuthType())) {
         const browserHeldToken = {
           access_token: token.access_token,
@@ -205,6 +213,8 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
       };
 
       form.setFieldsValue({ credentials });
+      // Re-capture after writing credentials so the token is not invalidated by its own credential write.
+      authorizedIdentityRef.current = getOAuthAuthorizationIdentity(form.getFieldsValue(true));
 
       NotificationsManager.success(
         "OAuth authorization successful! Please click 'Update MCP Server' to save the credentials.",
@@ -378,6 +388,39 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
     // eslint-disable-next-line react-hooks/exhaustive-deps
   }, [mcpServer, accessToken, userID, oauthTokenResponse?.access_token]);
 
+  // Invalidate a token authorized in this edit session once any mint-relevant field diverges from the
+  // identity it was minted against (url, auth_type, oauth_flow_type, client creds/scopes, or the
+  // authorization/token/registration endpoints — see getOAuthAuthorizationIdentity). Discards the hook
+  // token (resetOAuthFlow, which re-runs fetchTools to prompt a fresh authorize), the sessionStorage
+  // token (removeToken, browser-held modes), and the fetched token/DCR client in form.credentials + the
+  // discovered endpoint fields; the admin's in-flight edit is re-applied so it is never wiped. Only fires
+  // when a token was actually authorized here (ref set), so a token already valid for the saved server on
+  // mount is left untouched. Driven from onValuesChange (user input only), never programmatic resets.
+  const CLEARED_ON_INVALIDATION = ["credentials", "authorization_url", "token_url", "registration_url"] as const;
+  const clearHeldOAuthToken = (changedValues: Record<string, unknown> = {}) => {
+    authorizedIdentityRef.current = undefined;
+    if (mcpServer.server_id) {
+      removeToken(mcpServer.server_id, userID);
+    }
+    resetOAuthFlow();
+    form.resetFields([...CLEARED_ON_INVALIDATION]);
+    const preserved = Object.fromEntries(
+      CLEARED_ON_INVALIDATION.filter((key) => key in changedValues).map((key) => [key, changedValues[key]]),
+    );
+    if (Object.keys(preserved).length > 0) {
+      form.setFieldsValue(preserved);
+    }
+  };
+
+  const handleFormValuesChange = (changedValues: Record<string, unknown>) => {
+    if (
+      authorizedIdentityRef.current !== undefined &&
+      getOAuthAuthorizationIdentity(form.getFieldsValue(true)) !== authorizedIdentityRef.current
+    ) {
+      clearHeldOAuthToken(changedValues);
+    }
+  };
+
   const fetchTools = async () => {
     if (!accessToken || !mcpServer.server_id) return;
 
@@ -805,7 +848,13 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
       </TabList>
       <TabPanels className="mt-6">
         <TabPanel>
-          <Form form={form} onFinish={handleSave} initialValues={initialValues} layout="vertical">
+          <Form
+            form={form}
+            onFinish={handleSave}
+            onValuesChange={handleFormValuesChange}
+            initialValues={initialValues}
+            layout="vertical"
+          >
             <Form.Item
               label="MCP Server Name"
               name="server_name"
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
index dca9e574e22..7386fc98bc2 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
@@ -57,6 +57,33 @@ export const OAUTH_FLOW = {
   M2M: "m2m",
 };
 
+// The fields that determine which upstream OAuth token "Authorize & Fetch" mints: the resource/audience
+// (url), the OAuth mode/grant (auth_type, oauth_flow_type), the OAuth client and requested scope
+// (credentials.client_id / client_secret / scopes), and the authorization-server endpoints
+// (authorization_url / token_url / registration_url). Grounded in RFC 8707 / RFC 8693 and the MCP auth
+// spec: an access token is bound to exactly this tuple (resource/audience + scope + client + issuer), so
+// a previously authorized token is stale if and only if this identity changes and must be re-minted.
+// Deliberately EXCLUDES: transport (http<->sse on the same url is the same audience; a transport switch
+// only matters when it changes the target url, which `target` already captures), delegate_auth_to_upstream
+// (a downstream-usage toggle that is never sent to the authorize request), and all metadata/RBAC/routing
+// fields. Shared by the create and edit forms so their invalidation logic cannot drift.
+export const getOAuthAuthorizationIdentity = (values: Record<string, unknown>): string => {
+  const credentials = (values.credentials ?? {}) as Record<string, unknown>;
+  const target = values.transport === TRANSPORT.OPENAPI ? values.spec_path : values.url;
+  const identity = {
+    target: typeof target === "string" ? target : null,
+    auth_type: values.auth_type ?? null,
+    oauth_flow_type: values.oauth_flow_type ?? null,
+    client_id: credentials.client_id ?? null,
+    client_secret: credentials.client_secret ?? null,
+    scopes: credentials.scopes ?? null,
+    authorization_url: values.authorization_url ?? null,
+    token_url: values.token_url ?? null,
+    registration_url: values.registration_url ?? null,
+  };
+  return JSON.stringify(identity);
+};
+
 // Backend value of `oauth2_flow` that marks a machine-to-machine server. Distinct
 // from the UI-local OAUTH_FLOW.M2M ("m2m"); this is what the API actually returns.
 export const MCP_OAUTH2_FLOW_M2M = "client_credentials";

From 48124734a08d40ec1b17c3de86c1af0cafc6fa97 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Thu, 9 Jul 2026 12:41:15 -0700
Subject: [PATCH 192/370] fix(mcp): compare the token identity decrypted and
 invalidate every per-user token store

Review follow-ups on the stale-token invalidation. The backend identity now decrypts client_id and
client_secret before comparing: the stored values are NaCl-encrypted with a fresh nonce on every
write, so comparing ciphertext flagged every routine save as a mint-relevant change and purged
per-user tokens that were still valid. The identity also gains spec_path, the audience for OpenAPI
servers, and parses credentials stored as a JSON string

The purge now routes each (user, server) through the manager's invalidate_user_oauth_token_cache,
which becomes the single invalidation point covering both the legacy per-user token cache and the
v2 per-user OAuth token store; previously the purge evicted only the legacy cache while the revoke
path evicted only the v2 store, so each path left the other cache serving a replaced token until
its TTL. A credential row racing in between the find and the delete is now detected via the
delete_many count and logged; its cache entry expires by TTL

On the dashboard, CLEARED_ON_INVALIDATION and the staleness check move to types.tsx as the single
shared implementation for both forms. The edit form's transport handler now rechecks the identity
after its programmatic setFieldsValue calls, which antd does not report through onValuesChange, so
a token no longer survives a transport switch that clears the mint target. The create form rebuilds
formValues from the post-reset form state after an invalidation instead of publishing the pre-reset
snapshot, so the tool preview can no longer refetch with the discarded DCR client. Both transport
handlers now share the recheck, which also stops the create form from over-invalidating on an
http to sse swap that keeps the same url and therefore the same audience
---
 litellm/proxy/_experimental/mcp_server/db.py  |  76 ++++++--
 .../mcp_server/mcp_server_manager.py          |  17 +-
 .../mcp_server/test_db_credentials.py         | 182 +++++++++---------
 .../mcp_server/test_mcp_server_manager.py     |  37 +++-
 .../mcp_tools/create_mcp_server.test.tsx      |  50 +++++
 .../mcp_tools/create_mcp_server.tsx           |  32 ++-
 .../mcp_tools/mcp_server_edit.test.tsx        |  81 +++++++-
 .../components/mcp_tools/mcp_server_edit.tsx  |  21 +-
 .../src/components/mcp_tools/types.tsx        |  15 ++
 9 files changed, 367 insertions(+), 144 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/db.py b/litellm/proxy/_experimental/mcp_server/db.py
index 8c5e728d86b..135a9e055d6 100644
--- a/litellm/proxy/_experimental/mcp_server/db.py
+++ b/litellm/proxy/_experimental/mcp_server/db.py
@@ -1070,48 +1070,82 @@ async def list_user_oauth_credentials(
     return results
 
 
+def _decrypted_credential_field(creds: Dict[str, Any], field: str) -> Any:
+    """Return one credential field decrypted with the global salt key; non-string and legacy
+    plaintext values come back unchanged (decrypt_value_helper returns the original on failure)."""
+    value = creds.get(field)
+    if not isinstance(value, str):
+        return value
+    return decrypt_value_helper(
+        value=value,
+        key=field,
+        exception_type="debug",
+        return_original_value=True,
+    )
+
+
 def mcp_oauth_token_identity(server: Any) -> tuple[Any, ...]:
-    """The upstream-OAuth-token-determining fields of an MCP server: the resource/audience (url), the
-    OAuth mode/grant (auth_type, oauth2_flow), the authorization-server endpoints, and the OAuth client +
-    scopes. Mirrors the dashboard's getOAuthAuthorizationIdentity. When any of these change on a server
-    update, previously stored per-user tokens were minted for the old identity and are stale. Excludes
-    transport and delegate_auth_to_upstream, which do not affect what token is minted (RFC 8707/8693)."""
+    """The upstream-OAuth-token-determining fields of an MCP server: the resource/audience (url, or
+    spec_path for OpenAPI servers), the OAuth mode/grant (auth_type, oauth2_flow), the
+    authorization-server endpoints, and the OAuth client + scopes. Mirrors the dashboard's
+    getOAuthAuthorizationIdentity. When any of these change on a server update, previously stored
+    per-user tokens were minted for the old identity and are stale. Excludes transport and
+    delegate_auth_to_upstream, which do not affect what token is minted (RFC 8707/8693).
+
+    client_id/client_secret are compared decrypted: stored values are NaCl-encrypted with a fresh
+    nonce on every write, so comparing ciphertext would flag every routine save as an identity
+    change and purge tokens that are still valid."""
     creds = getattr(server, "credentials", None)
-    creds_dict: Dict[str, Any] = creds if isinstance(creds, dict) else {}
+    if isinstance(creds, str):
+        try:
+            parsed: Any = json.loads(creds)
+        except ValueError:
+            parsed = None
+    else:
+        parsed = creds
+    creds_dict: Dict[str, Any] = parsed if isinstance(parsed, dict) else {}
     return (
         getattr(server, "url", None),
+        getattr(server, "spec_path", None),
         getattr(server, "auth_type", None),
         getattr(server, "oauth2_flow", None),
         getattr(server, "authorization_url", None),
         getattr(server, "token_url", None),
         getattr(server, "registration_url", None),
-        creds_dict.get("client_id"),
-        creds_dict.get("client_secret"),
+        _decrypted_credential_field(creds_dict, "client_id"),
+        _decrypted_credential_field(creds_dict, "client_secret"),
         creds_dict.get("scopes"),
     )
 
 
 async def purge_user_oauth_credentials_for_server(prisma_client: PrismaClient, server_id: str) -> int:
-    """Delete every stored per-user OAuth credential for a server and drop each from the per-user token
-    cache, so no user keeps a token minted for a superseded configuration. Called when a server update
-    changes a mint-relevant field (see mcp_oauth_token_identity). Returns the number of rows removed."""
+    """Delete every stored per-user OAuth credential for a server and invalidate each user's cached
+    token everywhere it can be served from (the legacy per-user token cache and the v2 per-user OAuth
+    token store), so no user keeps a token minted for a superseded configuration. Called when a server
+    update changes a mint-relevant field (see mcp_oauth_token_identity). Returns the number of rows
+    removed. A row inserted between the find and the delete is removed from the DB but cannot be
+    evicted from the caches (its user_id was never seen); that case is detected, logged, and bounded
+    by the cache TTL."""
     repo = MCPUserCredentialsRepository(prisma_client)
     rows = await repo.table.find_many(where={"server_id": server_id})
     if not rows:
         return 0
-    await repo.table.delete_many(where={"server_id": server_id})
-    from litellm.proxy._experimental.mcp_server.oauth2_token_cache import (
-        mcp_per_user_token_cache,
+    deleted_count = await repo.table.delete_many(where={"server_id": server_id})
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+        global_mcp_server_manager,
     )
 
     for row in rows:
-        try:
-            await mcp_per_user_token_cache.delete(row.user_id, server_id)
-        except Exception as exc:  # noqa: BLE001 - cache drop is best-effort; the DB delete is authoritative
-            verbose_proxy_logger.warning(
-                "Failed to drop cached MCP OAuth token for user=%s server=%s: %s", row.user_id, server_id, exc
-            )
-    return len(rows)
+        await global_mcp_server_manager.invalidate_user_oauth_token_cache(row.user_id, server_id)
+    if deleted_count != len(rows):
+        verbose_proxy_logger.warning(
+            "MCP server %s: purge removed %d credential row(s) but %d were enumerated; "
+            "row(s) raced in during the purge and their cached tokens will expire by TTL",
+            server_id,
+            deleted_count,
+            len(rows),
+        )
+    return deleted_count
 
 
 async def refresh_user_oauth_token(
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index 356ed7a2729..cc4a9e63105 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -57,7 +57,10 @@
 from litellm.proxy._experimental.mcp_server.sampling_handler import (
     MCP_SAMPLING_AVAILABLE,
 )
-from litellm.proxy._experimental.mcp_server.oauth2_token_cache import resolve_mcp_auth
+from litellm.proxy._experimental.mcp_server.oauth2_token_cache import (
+    mcp_per_user_token_cache,
+    resolve_mcp_auth,
+)
 from litellm.proxy._experimental.mcp_server.outbound_credentials import (
     Error,
     Ok,
@@ -4053,10 +4056,13 @@ async def has_user_oauth_token(self, server: MCPServer, user_api_key_auth: Optio
         return await self._cred_provider.has_user_token(to_subject(user_api_key_auth, None), spec)
 
     async def invalidate_user_oauth_token_cache(self, user_id: str, server_id: str) -> None:
-        """Drop the v2 chain's cached token for ``(user_id, server_id)`` after the credential row
-        changes (re-auth, revoke), so the next resolve reads the new row instead of serving the
-        replaced token until its cache TTL. Best-effort: a cache-drop failure is logged, never
-        raised, because the DB write already succeeded and the TTL remains the backstop.
+        """Drop every cached token for ``(user_id, server_id)`` after the credential row changes
+        (re-auth, revoke, config-change purge): the v2 chain's cache and the legacy per-user token
+        cache, so the next resolve reads the new row instead of serving the replaced token until its
+        cache TTL, whichever path resolves it. This is the single invalidation point for per-user
+        OAuth tokens; callers must not evict individual caches directly. Best-effort: a cache-drop
+        failure is logged, never raised, because the DB write already succeeded and the TTL remains
+        the backstop.
         """
         try:
             await self._per_user_oauth_token_store.invalidate(user_id, server_id)
@@ -4064,6 +4070,7 @@ async def invalidate_user_oauth_token_cache(self, user_id: str, server_id: str)
             verbose_logger.warning(
                 "Failed to invalidate cached MCP OAuth token for user=%s server=%s: %s", user_id, server_id, exc
             )
+        await mcp_per_user_token_cache.delete(user_id, server_id)
 
     async def _resolve_oauth2_headers_for_tool_call(
         self,
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py
index 628f422fbf1..51641991ef9 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py
@@ -84,6 +84,7 @@ def _identity_server(**overrides):
     "overrides",
     [
         {"url": "https://other.example.com/mcp"},
+        {"spec_path": "https://up.example.com/openapi.json"},
         {"auth_type": "oauth_delegate"},
         {"oauth2_flow": "client_credentials"},
         {"authorization_url": "https://other.example.com/authorize"},
@@ -113,29 +114,91 @@ def test_mcp_oauth_token_identity_stable_on_non_mint_fields(overrides):
     assert mcp_oauth_token_identity(_identity_server()) == mcp_oauth_token_identity(_identity_server(**overrides))
 
 
+def _encrypted_creds_json(client_id: str = "cid", client_secret: str = "csec") -> str:
+    from litellm.proxy._experimental.mcp_server.db import encrypt_credentials
+
+    encrypted = encrypt_credentials(
+        credentials={"client_id": client_id, "client_secret": client_secret, "scopes": ["a"]},
+        encryption_key=None,
+    )
+    return json.dumps(encrypted)
+
+
+def test_mcp_oauth_token_identity_stable_across_reencryption():
+    """Stored client_id/client_secret are NaCl-encrypted with a fresh nonce on every write, so two
+    saves of the SAME plaintext produce different ciphertext. The identity must compare decrypted
+    values; comparing ciphertext would flag every routine save as a mint-relevant change and purge
+    per-user tokens that are still valid."""
+    from litellm.proxy._experimental.mcp_server.db import mcp_oauth_token_identity
+
+    first = _encrypted_creds_json()
+    second = _encrypted_creds_json()
+    assert first != second
+
+    assert mcp_oauth_token_identity(_identity_server(credentials=first)) == mcp_oauth_token_identity(
+        _identity_server(credentials=second)
+    )
+
+
+def test_mcp_oauth_token_identity_detects_change_under_encryption():
+    from litellm.proxy._experimental.mcp_server.db import mcp_oauth_token_identity
+
+    unchanged = _identity_server(credentials=_encrypted_creds_json())
+    changed = _identity_server(credentials=_encrypted_creds_json(client_id="other"))
+    assert mcp_oauth_token_identity(unchanged) != mcp_oauth_token_identity(changed)
+
+
 @pytest.mark.asyncio
-async def test_purge_user_oauth_credentials_for_server_deletes_rows_and_cache(monkeypatch):
-    from litellm.proxy._experimental.mcp_server import oauth2_token_cache
+async def test_purge_user_oauth_credentials_for_server_invalidates_every_store(monkeypatch):
+    """The purge must route each (user, server) through the manager's shared invalidation, which is
+    the single point covering both the legacy per-user token cache and the v2 per-user OAuth token
+    store; evicting only one cache lets the other keep serving a token minted for the old config."""
+    from litellm.proxy._experimental.mcp_server import mcp_server_manager
     from litellm.proxy._experimental.mcp_server.db import purge_user_oauth_credentials_for_server
 
     r1 = MagicMock(user_id="alice", server_id="srv-1")
     r2 = MagicMock(user_id="bob", server_id="srv-1")
     prisma = MagicMock()
     prisma.db.litellm_mcpusercredentials.find_many = AsyncMock(return_value=[r1, r2])
-    prisma.db.litellm_mcpusercredentials.delete_many = AsyncMock()
+    prisma.db.litellm_mcpusercredentials.delete_many = AsyncMock(return_value=2)
 
-    cache_deletes = []
+    invalidations = []
     monkeypatch.setattr(
-        oauth2_token_cache.mcp_per_user_token_cache,
-        "delete",
-        AsyncMock(side_effect=lambda uid, sid: cache_deletes.append((uid, sid))),
+        mcp_server_manager.global_mcp_server_manager,
+        "invalidate_user_oauth_token_cache",
+        AsyncMock(side_effect=lambda uid, sid: invalidations.append((uid, sid))),
     )
 
     purged = await purge_user_oauth_credentials_for_server(prisma, "srv-1")
 
     assert purged == 2
     prisma.db.litellm_mcpusercredentials.delete_many.assert_awaited_once()
-    assert set(cache_deletes) == {("alice", "srv-1"), ("bob", "srv-1")}
+    assert set(invalidations) == {("alice", "srv-1"), ("bob", "srv-1")}
+
+
+@pytest.mark.asyncio
+async def test_purge_user_oauth_credentials_for_server_logs_raced_rows(monkeypatch):
+    from litellm.proxy._experimental.mcp_server import db as db_module
+    from litellm.proxy._experimental.mcp_server import mcp_server_manager
+    from litellm.proxy._experimental.mcp_server.db import purge_user_oauth_credentials_for_server
+
+    prisma = MagicMock()
+    prisma.db.litellm_mcpusercredentials.find_many = AsyncMock(
+        return_value=[MagicMock(user_id="alice", server_id="srv-1")]
+    )
+    prisma.db.litellm_mcpusercredentials.delete_many = AsyncMock(return_value=2)
+    monkeypatch.setattr(
+        mcp_server_manager.global_mcp_server_manager,
+        "invalidate_user_oauth_token_cache",
+        AsyncMock(),
+    )
+    warning = MagicMock()
+    monkeypatch.setattr(db_module.verbose_proxy_logger, "warning", warning)
+
+    purged = await purge_user_oauth_credentials_for_server(prisma, "srv-1")
+
+    assert purged == 2
+    warning.assert_called_once()
 
 
 @pytest.mark.asyncio
@@ -225,9 +288,7 @@ async def test_store_user_oauth_credential_does_not_persist_plaintext():
     access_token = "ya29.a0AfH6SMBverysecretaccesstoken"
     prisma = _make_prisma_with_existing(row=None)
 
-    await store_user_oauth_credential(
-        prisma, "alice", "srv-1", access_token, refresh_token="rfr-xyz"
-    )
+    await store_user_oauth_credential(prisma, "alice", "srv-1", access_token, refresh_token="rfr-xyz")
 
     stored = _stored_value(prisma)
     try:
@@ -310,9 +371,7 @@ async def test_byok_guard_rejects_overwriting_encrypted_byok():
 
     encrypted_row = MagicMock()
     encrypted_row.credential_b64 = _stored_value(prisma)
-    prisma.db.litellm_mcpusercredentials.find_unique = AsyncMock(
-        return_value=encrypted_row
-    )
+    prisma.db.litellm_mcpusercredentials.find_unique = AsyncMock(return_value=encrypted_row)
 
     with pytest.raises(ValueError, match="could not be verified as an OAuth2"):
         await store_user_oauth_credential(prisma, "alice", "srv-1", "tok")
@@ -354,18 +413,14 @@ async def test_list_oauth_credentials_filters_byok_and_returns_payloads():
         "connected_at": "2024-01-01T00:00:00Z",
     }
     legacy_row = MagicMock()
-    legacy_row.credential_b64 = base64.urlsafe_b64encode(
-        json.dumps(legacy_payload).encode()
-    ).decode()
+    legacy_row.credential_b64 = base64.urlsafe_b64encode(json.dumps(legacy_payload).encode()).decode()
     legacy_row.server_id = "srv-legacy"
 
     byok_row = MagicMock()
     byok_row.credential_b64 = base64.urlsafe_b64encode(b"plain-byok-key").decode()
     byok_row.server_id = "srv-byok"
 
-    prisma.db.litellm_mcpusercredentials.find_many = AsyncMock(
-        return_value=[encrypted_row, legacy_row, byok_row]
-    )
+    prisma.db.litellm_mcpusercredentials.find_many = AsyncMock(return_value=[encrypted_row, legacy_row, byok_row])
 
     results = await list_user_oauth_credentials(prisma, "alice")
 
@@ -415,9 +470,7 @@ async def test_rotate_re_encrypts_byok_with_new_key(monkeypatch):
     prisma.db.litellm_mcpusercredentials.update = AsyncMock()
 
     new_master_key = "rotated-salt-key-9999-9999-9999-9999"
-    await rotate_mcp_user_credentials_master_key(
-        prisma_client=prisma, new_master_key=new_master_key
-    )
+    await rotate_mcp_user_credentials_master_key(prisma_client=prisma, new_master_key=new_master_key)
 
     update_call = prisma.db.litellm_mcpusercredentials.update.call_args
     new_stored = update_call.kwargs["data"]["credential_b64"]
@@ -445,19 +498,13 @@ async def test_rotate_migrates_legacy_plaintext_rows(monkeypatch):
     legacy_row.user_id = "alice"
     legacy_row.server_id = "srv-legacy"
     legacy_row.credential_b64 = base64.urlsafe_b64encode(b"legacy-plain").decode()
-    prisma.db.litellm_mcpusercredentials.find_many = AsyncMock(
-        return_value=[legacy_row]
-    )
+    prisma.db.litellm_mcpusercredentials.find_many = AsyncMock(return_value=[legacy_row])
     prisma.db.litellm_mcpusercredentials.update = AsyncMock()
 
     new_key = "another-rotation-key-aaaa-bbbb-cccc-dddd"
-    await rotate_mcp_user_credentials_master_key(
-        prisma_client=prisma, new_master_key=new_key
-    )
+    await rotate_mcp_user_credentials_master_key(prisma_client=prisma, new_master_key=new_key)
 
-    new_stored = prisma.db.litellm_mcpusercredentials.update.call_args.kwargs["data"][
-        "credential_b64"
-    ]
+    new_stored = prisma.db.litellm_mcpusercredentials.update.call_args.kwargs["data"]["credential_b64"]
     monkeypatch.setenv("LITELLM_SALT_KEY", new_key)
     assert (
         decrypt_value_helper(
@@ -485,14 +532,10 @@ async def test_rotate_skips_undecodable_rows():
     good_row.server_id = "srv-ok"
     good_row.credential_b64 = base64.urlsafe_b64encode(b"good-byok").decode()
 
-    prisma.db.litellm_mcpusercredentials.find_many = AsyncMock(
-        return_value=[bad_row, good_row]
-    )
+    prisma.db.litellm_mcpusercredentials.find_many = AsyncMock(return_value=[bad_row, good_row])
     prisma.db.litellm_mcpusercredentials.update = AsyncMock()
 
-    await rotate_mcp_user_credentials_master_key(
-        prisma_client=prisma, new_master_key="new-key-xxxx"
-    )
+    await rotate_mcp_user_credentials_master_key(prisma_client=prisma, new_master_key="new-key-xxxx")
 
     # Only one update call — the good row.
     assert prisma.db.litellm_mcpusercredentials.update.call_count == 1
@@ -508,9 +551,7 @@ def _oauth_cred(access_token="at-live", refresh_token=None, expires_in_seconds=N
     if refresh_token is not None:
         cred["refresh_token"] = refresh_token
     if expires_in_seconds is not None:
-        cred["expires_at"] = (
-            datetime.now(timezone.utc) + timedelta(seconds=expires_in_seconds)
-        ).isoformat()
+        cred["expires_at"] = (datetime.now(timezone.utc) + timedelta(seconds=expires_in_seconds)).isoformat()
     return cred
 
 
@@ -527,12 +568,7 @@ def test_expiry_buffer_treats_soon_to_expire_as_expired():
     cred = _oauth_cred(expires_in_seconds=30)
     assert is_oauth_credential_expired(cred, buffer_seconds=60) is True
     # A token comfortably beyond the buffer stays valid.
-    assert (
-        is_oauth_credential_expired(
-            _oauth_cred(expires_in_seconds=600), buffer_seconds=60
-        )
-        is False
-    )
+    assert is_oauth_credential_expired(_oauth_cred(expires_in_seconds=600), buffer_seconds=60) is False
 
 
 def test_expiry_past_is_expired_regardless_of_buffer():
@@ -554,9 +590,7 @@ async def test_resolve_returns_valid_token_without_refreshing(monkeypatch):
     refresh = AsyncMock()
     monkeypatch.setattr(db_mod, "refresh_user_oauth_token", refresh)
 
-    cred = _oauth_cred(
-        access_token="at-live", refresh_token="rt-1", expires_in_seconds=600
-    )
+    cred = _oauth_cred(access_token="at-live", refresh_token="rt-1", expires_in_seconds=600)
     result = await resolve_valid_user_oauth_token(
         user_id="alice", server=MagicMock(), cred=cred, prisma_client=MagicMock()
     )
@@ -572,15 +606,11 @@ async def test_resolve_refreshes_expired_token_with_refresh_token(monkeypatch):
     # new token rather than returning None (which left the UI tool list empty).
     import litellm.proxy._experimental.mcp_server.db as db_mod
 
-    refreshed = _oauth_cred(
-        access_token="at-fresh", refresh_token="rt-2", expires_in_seconds=3600
-    )
+    refreshed = _oauth_cred(access_token="at-fresh", refresh_token="rt-2", expires_in_seconds=3600)
     refresh = AsyncMock(return_value=refreshed)
     monkeypatch.setattr(db_mod, "refresh_user_oauth_token", refresh)
 
-    expired = _oauth_cred(
-        access_token="at-dead", refresh_token="rt-1", expires_in_seconds=-5
-    )
+    expired = _oauth_cred(access_token="at-dead", refresh_token="rt-1", expires_in_seconds=-5)
     result = await resolve_valid_user_oauth_token(
         user_id="alice", server=MagicMock(), cred=expired, prisma_client=MagicMock()
     )
@@ -599,9 +629,7 @@ async def test_resolve_refreshes_token_expiring_within_buffer(monkeypatch):
     refresh = AsyncMock(return_value=refreshed)
     monkeypatch.setattr(db_mod, "refresh_user_oauth_token", refresh)
 
-    soon = _oauth_cred(
-        access_token="at-soon", refresh_token="rt-1", expires_in_seconds=30
-    )
+    soon = _oauth_cred(access_token="at-soon", refresh_token="rt-1", expires_in_seconds=30)
     result = await resolve_valid_user_oauth_token(
         user_id="alice", server=MagicMock(), cred=soon, prisma_client=MagicMock()
     )
@@ -635,9 +663,7 @@ async def test_resolve_returns_none_when_refresh_fails(monkeypatch):
     refresh = AsyncMock(return_value=None)
     monkeypatch.setattr(db_mod, "refresh_user_oauth_token", refresh)
 
-    expired = _oauth_cred(
-        access_token="at-dead", refresh_token="rt-1", expires_in_seconds=-5
-    )
+    expired = _oauth_cred(access_token="at-dead", refresh_token="rt-1", expires_in_seconds=-5)
     result = await resolve_valid_user_oauth_token(
         user_id="alice", server=MagicMock(), cred=expired, prisma_client=MagicMock()
     )
@@ -654,9 +680,7 @@ async def test_resolve_returns_none_for_missing_credential(monkeypatch):
     monkeypatch.setattr(db_mod, "refresh_user_oauth_token", refresh)
 
     assert (
-        await resolve_valid_user_oauth_token(
-            user_id="alice", server=MagicMock(), cred=None, prisma_client=MagicMock()
-        )
+        await resolve_valid_user_oauth_token(user_id="alice", server=MagicMock(), cred=None, prisma_client=MagicMock())
         is None
     )
     assert (
@@ -690,19 +714,13 @@ async def test_rotate_user_env_vars_re_encrypts_with_new_key(monkeypatch):
     encrypted_old = encrypt_value_helper(json.dumps(values))
 
     prisma = MagicMock()
-    prisma.db.litellm_mcpuserenvvars.find_many = AsyncMock(
-        return_value=[_env_var_row(encrypted_old)]
-    )
+    prisma.db.litellm_mcpuserenvvars.find_many = AsyncMock(return_value=[_env_var_row(encrypted_old)])
     prisma.db.litellm_mcpuserenvvars.update = AsyncMock()
 
     new_master_key = "rotated-env-key-1111-2222-3333-4444"
-    await rotate_mcp_user_env_vars_master_key(
-        prisma_client=prisma, new_master_key=new_master_key
-    )
+    await rotate_mcp_user_env_vars_master_key(prisma_client=prisma, new_master_key=new_master_key)
 
-    new_stored = prisma.db.litellm_mcpuserenvvars.update.call_args.kwargs["data"][
-        "values_b64"
-    ]
+    new_stored = prisma.db.litellm_mcpuserenvvars.update.call_args.kwargs["data"]["values_b64"]
     assert new_stored != encrypted_old, "rotation must produce different ciphertext"
 
     monkeypatch.setenv("LITELLM_SALT_KEY", new_master_key)
@@ -719,18 +737,14 @@ async def test_rotate_user_env_vars_re_encrypts_with_new_key(monkeypatch):
 async def test_rotate_user_env_vars_skips_undecryptable_rows():
     # A corrupt row must be skipped (not overwritten) so recoverable data is
     # preserved and one bad row does not abort the rest of the rotation.
-    good = _env_var_row(
-        encrypt_value_helper(json.dumps({"A": "1"})), server_id="srv-ok"
-    )
+    good = _env_var_row(encrypt_value_helper(json.dumps({"A": "1"})), server_id="srv-ok")
     bad = _env_var_row("!!! not encrypted !!!", server_id="srv-corrupt")
 
     prisma = MagicMock()
     prisma.db.litellm_mcpuserenvvars.find_many = AsyncMock(return_value=[bad, good])
     prisma.db.litellm_mcpuserenvvars.update = AsyncMock()
 
-    await rotate_mcp_user_env_vars_master_key(
-        prisma_client=prisma, new_master_key="new-key-xxxx"
-    )
+    await rotate_mcp_user_env_vars_master_key(prisma_client=prisma, new_master_key="new-key-xxxx")
 
     assert prisma.db.litellm_mcpuserenvvars.update.call_count == 1
     where = prisma.db.litellm_mcpuserenvvars.update.call_args.kwargs["where"]
@@ -758,9 +772,7 @@ async def test_refresh_user_oauth_token_uses_client_secret_basic(monkeypatch):
 
     monkeypatch.setattr(db_mod, "get_async_httpx_client", lambda **kwargs: mock_client)
     monkeypatch.setattr(db_mod, "store_user_oauth_credential", AsyncMock())
-    monkeypatch.setattr(
-        db_mod, "get_user_oauth_credential", AsyncMock(return_value={"access_token": "new-at"})
-    )
+    monkeypatch.setattr(db_mod, "get_user_oauth_credential", AsyncMock(return_value={"access_token": "new-at"}))
 
     result = await db_mod.refresh_user_oauth_token(
         prisma_client=MagicMock(),
@@ -799,9 +811,7 @@ async def test_refresh_user_oauth_token_defaults_to_client_secret_post(monkeypat
 
     monkeypatch.setattr(db_mod, "get_async_httpx_client", lambda **kwargs: mock_client)
     monkeypatch.setattr(db_mod, "store_user_oauth_credential", AsyncMock())
-    monkeypatch.setattr(
-        db_mod, "get_user_oauth_credential", AsyncMock(return_value={"access_token": "new-at"})
-    )
+    monkeypatch.setattr(db_mod, "get_user_oauth_credential", AsyncMock(return_value={"access_token": "new-at"}))
 
     await db_mod.refresh_user_oauth_token(
         prisma_client=MagicMock(),
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index e8fca9ac6ab..e11d78d07ae 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -3328,8 +3328,34 @@ async def invalidate(self, user_id: str, server_id: str) -> None:
         assert store.invalidations == [("alice", "srv-1")]
 
     @pytest.mark.asyncio
-    async def test_invalidate_user_oauth_token_cache_swallows_store_errors(self):
-        """A cache-drop failure must not fail the credential write that triggered it."""
+    async def test_invalidate_user_oauth_token_cache_drops_legacy_cache_too(self, monkeypatch):
+        """A per-user token can be served from the legacy per-user token cache as well as the v2
+        store; the shared invalidation must evict both, or the path not evicted keeps serving a
+        token minted for a replaced credential row until its TTL."""
+        from litellm.proxy._experimental.mcp_server import mcp_server_manager as manager_module
+
+        class _Store:
+            async def fetch(self, user_id: str, server_id: str):
+                return None
+
+            async def invalidate(self, user_id: str, server_id: str) -> None:
+                return None
+
+        legacy_deletes: list[tuple[str, str]] = []
+        monkeypatch.setattr(
+            manager_module.mcp_per_user_token_cache,
+            "delete",
+            AsyncMock(side_effect=lambda uid, sid: legacy_deletes.append((uid, sid))),
+        )
+        manager = MCPServerManager(per_user_oauth_token_store=_Store())
+        await manager.invalidate_user_oauth_token_cache("alice", "srv-1")
+        assert legacy_deletes == [("alice", "srv-1")]
+
+    @pytest.mark.asyncio
+    async def test_invalidate_user_oauth_token_cache_swallows_store_errors(self, monkeypatch):
+        """A cache-drop failure must not fail the credential write that triggered it, and the
+        legacy cache must still be evicted after the v2 store drop fails."""
+        from litellm.proxy._experimental.mcp_server import mcp_server_manager as manager_module
 
         class _Store:
             async def fetch(self, user_id: str, server_id: str):
@@ -3338,8 +3364,15 @@ async def fetch(self, user_id: str, server_id: str):
             async def invalidate(self, user_id: str, server_id: str) -> None:
                 raise RuntimeError("redis down")
 
+        legacy_deletes: list[tuple[str, str]] = []
+        monkeypatch.setattr(
+            manager_module.mcp_per_user_token_cache,
+            "delete",
+            AsyncMock(side_effect=lambda uid, sid: legacy_deletes.append((uid, sid))),
+        )
         manager = MCPServerManager(per_user_oauth_token_store=_Store())
         await manager.invalidate_user_oauth_token_cache("alice", "srv-1")
+        assert legacy_deletes == [("alice", "srv-1")]
 
     @pytest.mark.asyncio
     async def test_resolve_oauth2_headers_no_user_id(self):
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
index 7339420ed68..7093b7c650e 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
@@ -719,6 +719,56 @@ describe("CreateMCPServer", () => {
       expect(oauthHook.reset).not.toHaveBeenCalled();
     });
 
+    it("does not refetch the tool preview with a discarded token after invalidation", async () => {
+      // Regression: handleFormValuesChange used to publish the pre-reset antd snapshot into
+      // formValues after clearHeldOAuthToken, so useTestMCPConnection kept the discarded OAuth
+      // material (the DCR client minted for the old identity) and sent it on the next tool-preview
+      // request.
+      await setupOAuthInteractive();
+      const urlInput = screen.getByPlaceholderText("https://your-mcp-server.com");
+      await act(async () => {
+        fireEvent.change(urlInput, { target: { value: "https://a.example.com/mcp" } });
+      });
+      act(() => {
+        oauthHook.onTokenReceived?.({ access_token: "stale-tok" }, { clientId: "client-a", clientSecret: "secret-a" });
+      });
+      const nameInput = document.getElementById("server_name") as HTMLInputElement;
+      await act(async () => {
+        fireEvent.change(nameInput, { target: { value: "Sync_FormValues" } });
+      });
+      vi.mocked(networking.testMCPToolsListRequest).mockClear();
+
+      await selectAntOption("Authentication", "API Key");
+
+      await waitFor(() => expect(vi.mocked(networking.testMCPToolsListRequest)).toHaveBeenCalled());
+      for (const call of vi.mocked(networking.testMCPToolsListRequest).mock.calls) {
+        expect(call[1]?.credentials?.client_id).not.toBe("client-a");
+        expect(call[1]?.credentials?.client_secret).not.toBe("secret-a");
+        expect(call[1]?.credentials?.access_token).not.toBe("stale-tok");
+      }
+    });
+
+    it("keeps the held token on an http to sse switch with the same url", async () => {
+      // Same url means the same resource/audience (RFC 8707): the minted token is still valid, so a
+      // pure transport swap between the two MCP wire protocols must not force a re-authorize.
+      await setupOAuthInteractive();
+      const urlInput = screen.getByPlaceholderText("https://your-mcp-server.com");
+      await act(async () => {
+        fireEvent.change(urlInput, { target: { value: "https://a.example.com/mcp" } });
+      });
+      act(() => {
+        oauthHook.onTokenReceived?.({ access_token: "tok-a" }, { clientId: "client-a", clientSecret: "secret-a" });
+      });
+      oauthHook.reset.mockClear();
+
+      await selectAntOption("Transport Type", "Server-Sent Events (SSE)");
+
+      await waitFor(() => {
+        expect(screen.getByPlaceholderText("https://your-mcp-server.com")).toBeInTheDocument();
+      });
+      expect(oauthHook.reset).not.toHaveBeenCalled();
+    });
+
     it("includes token_validation in payload when token_validation_json is filled with valid JSON", async () => {
       vi.mocked(networking.createMCPServer).mockResolvedValue({
         server_id: "new-server-oauth",
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index 17c7e7c0b9a..24b8e9eaafb 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -16,6 +16,8 @@ import {
   MCP_OAUTH2_FLOW_INTERACTIVE,
   isClientForwardedTokenMode,
   getOAuthAuthorizationIdentity,
+  CLEARED_ON_INVALIDATION,
+  isHeldOAuthTokenStale,
 } from "./types";
 import OAuthFormFields from "./OAuthFormFields";
 import TruePassthroughWarning from "./TruePassthroughWarning";
@@ -235,11 +237,9 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
   });
 
   // Discard the held browser-authorized token and its tool preview when the authorization identity
-  // changes (or the modal closes). For oauth2 the fetched token + DCR client also live in
-  // form.credentials, and the discovered endpoints in authorization_url/token_url/registration_url, so
-  // those form fields are reset too; whatever the admin just changed (passed via changedValues) is
+  // changes (or the modal closes). The CLEARED_ON_INVALIDATION form fields (shared with the edit form
+  // via types.tsx) are reset too; whatever the admin just changed (passed via changedValues) is
   // re-applied so the invalidation never wipes their in-flight edit.
-  const CLEARED_ON_INVALIDATION = ["credentials", "authorization_url", "token_url", "registration_url"] as const;
   const clearHeldOAuthToken = (changedValues: Record<string, unknown> = {}) => {
     setOauthAccessToken(null);
     clearTools();
@@ -588,21 +588,11 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
           ? { url: undefined, command: undefined, args: undefined, env: undefined }
           : { spec_path: undefined, command: undefined, args: undefined, env: undefined };
 
-    const nextValues =
-      authorizedIdentity === undefined
-        ? transportValues
-        : {
-            ...transportValues,
-            credentials: undefined,
-            authorization_url: undefined,
-            token_url: undefined,
-            registration_url: undefined,
-          };
-
-    form.setFieldsValue(nextValues);
-    if (authorizedIdentity !== undefined) {
+    form.setFieldsValue(transportValues);
+    if (isHeldOAuthTokenStale(form.getFieldsValue(true), authorizedIdentity)) {
       clearHeldOAuthToken();
     }
+    setFormValues(form.getFieldsValue(true));
   };
 
   // Generate options with existing groups and potential new group
@@ -672,9 +662,13 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
   const handleFormValuesChange = (changedValues: Record<string, unknown>, allValues: Record<string, unknown>) => {
     // Any change to a mint-relevant field (url, auth_type, oauth_flow_type, client creds/scopes, or the
     // authorization/token/registration endpoints — see getOAuthAuthorizationIdentity) makes a held token
-    // stale, so discard it and force a fresh authorize.
-    if (authorizedIdentity !== undefined && getOAuthAuthorizationIdentity(allValues) !== authorizedIdentity) {
+    // stale, so discard it and force a fresh authorize. When that happens, formValues must be rebuilt
+    // from the form's post-reset state, not the pre-reset allValues snapshot: the snapshot still holds
+    // the discarded token in credentials, and useTestMCPConnection reads formValues for tool preview.
+    if (isHeldOAuthTokenStale(allValues, authorizedIdentity)) {
       clearHeldOAuthToken(changedValues);
+      setFormValues({ ...form.getFieldsValue(true), ...changedValues });
+      return;
     }
     setFormValues(allValues);
   };
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index d55f993b926..4f3d7b69b01 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -22,15 +22,22 @@ vi.mock("../molecules/notifications_manager", () => ({
 const mockOauth: {
   tokenResponse: any;
   getTemporaryPayload: (() => Record<string, unknown> | null) | null;
-} = { tokenResponse: null, getTemporaryPayload: null };
+  onTokenReceived: ((token: Record<string, unknown> | null) => void) | null;
+  reset: ReturnType<typeof vi.fn>;
+} = { tokenResponse: null, getTemporaryPayload: null, onTokenReceived: null, reset: vi.fn() };
 vi.mock("@/hooks/useMcpOAuthFlow", () => ({
-  useMcpOAuthFlow: (opts: { getTemporaryPayload?: () => Record<string, unknown> | null }) => {
+  useMcpOAuthFlow: (opts: {
+    getTemporaryPayload?: () => Record<string, unknown> | null;
+    onTokenReceived?: (token: Record<string, unknown> | null) => void;
+  }) => {
     mockOauth.getTemporaryPayload = opts?.getTemporaryPayload ?? null;
+    mockOauth.onTokenReceived = opts?.onTokenReceived ?? null;
     return {
       startOAuthFlow: vi.fn(),
       status: "idle",
       error: null,
       tokenResponse: mockOauth.tokenResponse,
+      reset: mockOauth.reset,
     };
   },
 }));
@@ -92,10 +99,12 @@ vi.mock("./mcp_tool_configuration", () => ({
 const mockGetToken = vi.fn();
 const mockIsTokenValid = vi.fn();
 const mockSetToken = vi.fn();
+const mockRemoveToken = vi.fn();
 vi.mock("@/utils/mcpTokenStore", () => ({
   getToken: (...args: any[]) => mockGetToken(...args),
   isTokenValid: (...args: any[]) => mockIsTokenValid(...args),
   setToken: (...args: any[]) => mockSetToken(...args),
+  removeToken: (...args: unknown[]) => mockRemoveToken(...args),
 }));
 
 // ── fixtures ──────────────────────────────────────────────────────────────────
@@ -451,6 +460,74 @@ describe("MCPServerEdit (auth type switch)", () => {
   });
 });
 
+describe("MCPServerEdit OAuth token invalidation", () => {
+  beforeEach(() => {
+    vi.clearAllMocks();
+  });
+
+  const renderOAuthEdit = () =>
+    render(
+      <MCPServerEdit
+        mcpServer={{ ...interactiveOAuthServer }}
+        accessToken="access-token"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+
+  it("invalidates a session-authorized token when the transport switches to stdio", async () => {
+    // Switching to stdio clears url/auth_type via programmatic form.setFieldsValue, which antd does
+    // not report through onValuesChange; the explicit recheck in handleTransportChange must catch it.
+    // Regression: the token used to survive this switch (sessionStorage + hook state kept the old
+    // token minted for the http url).
+    renderOAuthEdit();
+
+    act(() => {
+      mockOauth.onTokenReceived?.({ access_token: "tok-1" });
+    });
+    mockOauth.reset.mockClear();
+
+    await selectAntOption("Transport Type", "Standard Input/Output (stdio)");
+
+    await waitFor(() => expect(mockOauth.reset).toHaveBeenCalled());
+    expect(mockRemoveToken).toHaveBeenCalledWith("oauth_server_1", undefined);
+  });
+
+  it("invalidates a session-authorized token when the server URL changes", async () => {
+    renderOAuthEdit();
+
+    act(() => {
+      mockOauth.onTokenReceived?.({ access_token: "tok-1" });
+    });
+    mockOauth.reset.mockClear();
+
+    const urlInput = screen.getByPlaceholderText("https://your-mcp-server.com");
+    await act(async () => {
+      fireEvent.change(urlInput, { target: { value: "https://other.example.com/mcp" } });
+    });
+
+    await waitFor(() => expect(mockOauth.reset).toHaveBeenCalled());
+    expect(mockRemoveToken).toHaveBeenCalledWith("oauth_server_1", undefined);
+  });
+
+  it("keeps a session-authorized token on an http to sse switch with the same url", async () => {
+    // Same url means the same resource/audience (RFC 8707): the minted token is still valid, so a
+    // pure transport swap between the two MCP wire protocols must not force a re-authorize.
+    renderOAuthEdit();
+
+    act(() => {
+      mockOauth.onTokenReceived?.({ access_token: "tok-1" });
+    });
+    mockOauth.reset.mockClear();
+
+    await selectAntOption("Transport Type", "Server-Sent Events (SSE)");
+
+    expect(mockOauth.reset).not.toHaveBeenCalled();
+    expect(mockRemoveToken).not.toHaveBeenCalled();
+  });
+});
+
 describe("MCPServerEdit (tool allowlist)", () => {
   beforeEach(() => {
     vi.clearAllMocks();
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index 55adcf2bb59..de3528ea6a9 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -6,6 +6,8 @@ import {
   AUTH_TYPE,
   isClientForwardedTokenMode,
   getOAuthAuthorizationIdentity,
+  CLEARED_ON_INVALIDATION,
+  isHeldOAuthTokenStale,
   OAUTH_FLOW,
   MCP_OAUTH2_FLOW_M2M,
   MCP_OAUTH2_FLOW_INTERACTIVE,
@@ -392,11 +394,12 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
   // identity it was minted against (url, auth_type, oauth_flow_type, client creds/scopes, or the
   // authorization/token/registration endpoints — see getOAuthAuthorizationIdentity). Discards the hook
   // token (resetOAuthFlow, which re-runs fetchTools to prompt a fresh authorize), the sessionStorage
-  // token (removeToken, browser-held modes), and the fetched token/DCR client in form.credentials + the
-  // discovered endpoint fields; the admin's in-flight edit is re-applied so it is never wiped. Only fires
-  // when a token was actually authorized here (ref set), so a token already valid for the saved server on
-  // mount is left untouched. Driven from onValuesChange (user input only), never programmatic resets.
-  const CLEARED_ON_INVALIDATION = ["credentials", "authorization_url", "token_url", "registration_url"] as const;
+  // token (removeToken, browser-held modes), and the fetched token/DCR client in the shared
+  // CLEARED_ON_INVALIDATION form fields; the admin's in-flight edit is re-applied so it is never wiped.
+  // Only fires when a token was actually authorized here (ref set), so a token already valid for the
+  // saved server on mount is left untouched. Driven from onValuesChange for user input, plus an explicit
+  // recheck after programmatic setFieldsValue paths (handleTransportChange), which antd does not report
+  // through onValuesChange.
   const clearHeldOAuthToken = (changedValues: Record<string, unknown> = {}) => {
     authorizedIdentityRef.current = undefined;
     if (mcpServer.server_id) {
@@ -413,10 +416,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
   };
 
   const handleFormValuesChange = (changedValues: Record<string, unknown>) => {
-    if (
-      authorizedIdentityRef.current !== undefined &&
-      getOAuthAuthorizationIdentity(form.getFieldsValue(true)) !== authorizedIdentityRef.current
-    ) {
+    if (isHeldOAuthTokenStale(form.getFieldsValue(true), authorizedIdentityRef.current)) {
       clearHeldOAuthToken(changedValues);
     }
   };
@@ -539,6 +539,9 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         stdio_config: undefined,
       });
     }
+    if (isHeldOAuthTokenStale(form.getFieldsValue(true), authorizedIdentityRef.current)) {
+      clearHeldOAuthToken();
+    }
   };
 
   const handleSave = async (values: Record<string, any>) => {
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
index 7386fc98bc2..e894cf4b8dc 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
@@ -84,6 +84,21 @@ export const getOAuthAuthorizationIdentity = (values: Record<string, unknown>):
   return JSON.stringify(identity);
 };
 
+// The form fields wiped when a held OAuth token is invalidated: the fetched token + DCR client live in
+// `credentials`, and the three endpoint fields were discovered by the authorize flow, so all of them are
+// stale together with the token. Shared by the create and edit forms so what gets wiped cannot drift.
+export const CLEARED_ON_INVALIDATION = ["credentials", "authorization_url", "token_url", "registration_url"] as const;
+
+// True when a token was authorized in this session (authorizedIdentity recorded at mint time) and the
+// form's current identity no longer matches it. Every invalidation decision in both forms goes through
+// this single check: onValuesChange for user edits, and an explicit recheck after any programmatic
+// form.setFieldsValue (antd does not fire onValuesChange for those), so a missed event path cannot let a
+// stale token survive.
+export const isHeldOAuthTokenStale = (
+  values: Record<string, unknown>,
+  authorizedIdentity: string | undefined,
+): boolean => authorizedIdentity !== undefined && getOAuthAuthorizationIdentity(values) !== authorizedIdentity;
+
 // Backend value of `oauth2_flow` that marks a machine-to-machine server. Distinct
 // from the UI-local OAUTH_FLOW.M2M ("m2m"); this is what the API actually returns.
 export const MCP_OAUTH2_FLOW_M2M = "client_credentials";

From 42388c3d689807f5e94de9311c40a09448bb488f Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Thu, 9 Jul 2026 12:52:18 -0700
Subject: [PATCH 193/370] refactor(mcp): align the invalidation code with the
 v2 DI and typing discipline

The purge takes an injectable invalidate_token_cache callable defaulting to the manager's shared
invalidation, and MCPServerManager takes an injectable per_user_token_cache alongside the existing
per_user_oauth_token_store, so tests inject fakes instead of monkeypatching the global manager and
the module-level cache. The new identity helpers drop Any for object throughout
---
 litellm/proxy/_experimental/mcp_server/db.py  | 32 +++++++++-----
 .../mcp_server/mcp_server_manager.py          |  5 ++-
 .../mcp_server/test_db_credentials.py         | 28 +++++--------
 .../mcp_server/test_mcp_server_manager.py     | 42 ++++++++++---------
 4 files changed, 57 insertions(+), 50 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/db.py b/litellm/proxy/_experimental/mcp_server/db.py
index 135a9e055d6..96b28afc093 100644
--- a/litellm/proxy/_experimental/mcp_server/db.py
+++ b/litellm/proxy/_experimental/mcp_server/db.py
@@ -3,7 +3,7 @@
 import hashlib
 import json
 from datetime import datetime, timedelta, timezone
-from typing import TYPE_CHECKING, Any, Dict, Iterable, List, Optional, Set, Union, cast
+from typing import TYPE_CHECKING, Any, Awaitable, Callable, Dict, Iterable, List, Optional, Set, Union, cast
 
 from litellm._logging import verbose_proxy_logger
 from litellm._uuid import uuid
@@ -1070,7 +1070,7 @@ async def list_user_oauth_credentials(
     return results
 
 
-def _decrypted_credential_field(creds: Dict[str, Any], field: str) -> Any:
+def _decrypted_credential_field(creds: Dict[str, object], field: str) -> object:
     """Return one credential field decrypted with the global salt key; non-string and legacy
     plaintext values come back unchanged (decrypt_value_helper returns the original on failure)."""
     value = creds.get(field)
@@ -1084,7 +1084,7 @@ def _decrypted_credential_field(creds: Dict[str, Any], field: str) -> Any:
     )
 
 
-def mcp_oauth_token_identity(server: Any) -> tuple[Any, ...]:
+def mcp_oauth_token_identity(server: object) -> tuple[object, ...]:
     """The upstream-OAuth-token-determining fields of an MCP server: the resource/audience (url, or
     spec_path for OpenAPI servers), the OAuth mode/grant (auth_type, oauth2_flow), the
     authorization-server endpoints, and the OAuth client + scopes. Mirrors the dashboard's
@@ -1098,12 +1098,12 @@ def mcp_oauth_token_identity(server: Any) -> tuple[Any, ...]:
     creds = getattr(server, "credentials", None)
     if isinstance(creds, str):
         try:
-            parsed: Any = json.loads(creds)
+            parsed: object = json.loads(creds)
         except ValueError:
             parsed = None
     else:
         parsed = creds
-    creds_dict: Dict[str, Any] = parsed if isinstance(parsed, dict) else {}
+    creds_dict: Dict[str, object] = parsed if isinstance(parsed, dict) else {}
     return (
         getattr(server, "url", None),
         getattr(server, "spec_path", None),
@@ -1118,25 +1118,35 @@ def mcp_oauth_token_identity(server: Any) -> tuple[Any, ...]:
     )
 
 
-async def purge_user_oauth_credentials_for_server(prisma_client: PrismaClient, server_id: str) -> int:
+async def purge_user_oauth_credentials_for_server(
+    prisma_client: PrismaClient,
+    server_id: str,
+    invalidate_token_cache: Optional[Callable[[str, str], Awaitable[None]]] = None,
+) -> int:
     """Delete every stored per-user OAuth credential for a server and invalidate each user's cached
     token everywhere it can be served from (the legacy per-user token cache and the v2 per-user OAuth
     token store), so no user keeps a token minted for a superseded configuration. Called when a server
     update changes a mint-relevant field (see mcp_oauth_token_identity). Returns the number of rows
     removed. A row inserted between the find and the delete is removed from the DB but cannot be
     evicted from the caches (its user_id was never seen); that case is detected, logged, and bounded
-    by the cache TTL."""
+    by the cache TTL.
+
+    invalidate_token_cache is injectable for tests; it defaults to the manager's shared
+    invalidate_user_oauth_token_cache, the single invalidation point for per-user tokens."""
     repo = MCPUserCredentialsRepository(prisma_client)
     rows = await repo.table.find_many(where={"server_id": server_id})
     if not rows:
         return 0
     deleted_count = await repo.table.delete_many(where={"server_id": server_id})
-    from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
-        global_mcp_server_manager,
-    )
+    if invalidate_token_cache is None:
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            global_mcp_server_manager,
+        )
+
+        invalidate_token_cache = global_mcp_server_manager.invalidate_user_oauth_token_cache
 
     for row in rows:
-        await global_mcp_server_manager.invalidate_user_oauth_token_cache(row.user_id, server_id)
+        await invalidate_token_cache(row.user_id, server_id)
     if deleted_count != len(rows):
         verbose_proxy_logger.warning(
             "MCP server %s: purge removed %d credential row(s) but %d were enumerated; "
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index cc4a9e63105..41a87a17d58 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -58,6 +58,7 @@
     MCP_SAMPLING_AVAILABLE,
 )
 from litellm.proxy._experimental.mcp_server.oauth2_token_cache import (
+    MCPPerUserTokenCache,
     mcp_per_user_token_cache,
     resolve_mcp_auth,
 )
@@ -802,10 +803,12 @@ def __init__(
         self,
         cred_provider: Optional[UpstreamCredentialProvider] = None,
         per_user_oauth_token_store: Optional[InvalidatableOAuthTokenStore] = None,
+        per_user_token_cache: Optional[MCPPerUserTokenCache] = None,
     ):
         self._per_user_oauth_token_store = per_user_oauth_token_store or LazyPerUserOAuthTokenStore(
             self.get_mcp_server_by_id
         )
+        self._per_user_token_cache = per_user_token_cache or mcp_per_user_token_cache
         self._cred_provider = cred_provider or UpstreamCredentialProvider(
             oauth_token_store=self._per_user_oauth_token_store,
             token_exchanger=build_token_exchanger(),
@@ -4070,7 +4073,7 @@ async def invalidate_user_oauth_token_cache(self, user_id: str, server_id: str)
             verbose_logger.warning(
                 "Failed to invalidate cached MCP OAuth token for user=%s server=%s: %s", user_id, server_id, exc
             )
-        await mcp_per_user_token_cache.delete(user_id, server_id)
+        await self._per_user_token_cache.delete(user_id, server_id)
 
     async def _resolve_oauth2_headers_for_tool_call(
         self,
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py
index 51641991ef9..1615d81fae9 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py
@@ -149,11 +149,11 @@ def test_mcp_oauth_token_identity_detects_change_under_encryption():
 
 
 @pytest.mark.asyncio
-async def test_purge_user_oauth_credentials_for_server_invalidates_every_store(monkeypatch):
-    """The purge must route each (user, server) through the manager's shared invalidation, which is
-    the single point covering both the legacy per-user token cache and the v2 per-user OAuth token
-    store; evicting only one cache lets the other keep serving a token minted for the old config."""
-    from litellm.proxy._experimental.mcp_server import mcp_server_manager
+async def test_purge_user_oauth_credentials_for_server_invalidates_every_store():
+    """The purge must route each (user, server) through the injected invalidator (defaulting to the
+    manager's shared invalidation, the single point covering both the legacy per-user token cache and
+    the v2 per-user OAuth token store); evicting only one cache lets the other keep serving a token
+    minted for the old config."""
     from litellm.proxy._experimental.mcp_server.db import purge_user_oauth_credentials_for_server
 
     r1 = MagicMock(user_id="alice", server_id="srv-1")
@@ -163,13 +163,11 @@ async def test_purge_user_oauth_credentials_for_server_invalidates_every_store(m
     prisma.db.litellm_mcpusercredentials.delete_many = AsyncMock(return_value=2)
 
     invalidations = []
-    monkeypatch.setattr(
-        mcp_server_manager.global_mcp_server_manager,
-        "invalidate_user_oauth_token_cache",
-        AsyncMock(side_effect=lambda uid, sid: invalidations.append((uid, sid))),
-    )
 
-    purged = await purge_user_oauth_credentials_for_server(prisma, "srv-1")
+    async def record_invalidation(user_id: str, server_id: str) -> None:
+        invalidations.append((user_id, server_id))
+
+    purged = await purge_user_oauth_credentials_for_server(prisma, "srv-1", invalidate_token_cache=record_invalidation)
 
     assert purged == 2
     prisma.db.litellm_mcpusercredentials.delete_many.assert_awaited_once()
@@ -179,7 +177,6 @@ async def test_purge_user_oauth_credentials_for_server_invalidates_every_store(m
 @pytest.mark.asyncio
 async def test_purge_user_oauth_credentials_for_server_logs_raced_rows(monkeypatch):
     from litellm.proxy._experimental.mcp_server import db as db_module
-    from litellm.proxy._experimental.mcp_server import mcp_server_manager
     from litellm.proxy._experimental.mcp_server.db import purge_user_oauth_credentials_for_server
 
     prisma = MagicMock()
@@ -187,15 +184,10 @@ async def test_purge_user_oauth_credentials_for_server_logs_raced_rows(monkeypat
         return_value=[MagicMock(user_id="alice", server_id="srv-1")]
     )
     prisma.db.litellm_mcpusercredentials.delete_many = AsyncMock(return_value=2)
-    monkeypatch.setattr(
-        mcp_server_manager.global_mcp_server_manager,
-        "invalidate_user_oauth_token_cache",
-        AsyncMock(),
-    )
     warning = MagicMock()
     monkeypatch.setattr(db_module.verbose_proxy_logger, "warning", warning)
 
-    purged = await purge_user_oauth_credentials_for_server(prisma, "srv-1")
+    purged = await purge_user_oauth_credentials_for_server(prisma, "srv-1", invalidate_token_cache=AsyncMock())
 
     assert purged == 2
     warning.assert_called_once()
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index e11d78d07ae..97fdd186dda 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -3328,11 +3328,10 @@ async def invalidate(self, user_id: str, server_id: str) -> None:
         assert store.invalidations == [("alice", "srv-1")]
 
     @pytest.mark.asyncio
-    async def test_invalidate_user_oauth_token_cache_drops_legacy_cache_too(self, monkeypatch):
+    async def test_invalidate_user_oauth_token_cache_drops_legacy_cache_too(self):
         """A per-user token can be served from the legacy per-user token cache as well as the v2
         store; the shared invalidation must evict both, or the path not evicted keeps serving a
         token minted for a replaced credential row until its TTL."""
-        from litellm.proxy._experimental.mcp_server import mcp_server_manager as manager_module
 
         class _Store:
             async def fetch(self, user_id: str, server_id: str):
@@ -3341,21 +3340,22 @@ async def fetch(self, user_id: str, server_id: str):
             async def invalidate(self, user_id: str, server_id: str) -> None:
                 return None
 
-        legacy_deletes: list[tuple[str, str]] = []
-        monkeypatch.setattr(
-            manager_module.mcp_per_user_token_cache,
-            "delete",
-            AsyncMock(side_effect=lambda uid, sid: legacy_deletes.append((uid, sid))),
-        )
-        manager = MCPServerManager(per_user_oauth_token_store=_Store())
+        class _LegacyCache:
+            def __init__(self) -> None:
+                self.deletes: list[tuple[str, str]] = []
+
+            async def delete(self, user_id: str, server_id: str) -> None:
+                self.deletes.append((user_id, server_id))
+
+        legacy_cache = _LegacyCache()
+        manager = MCPServerManager(per_user_oauth_token_store=_Store(), per_user_token_cache=legacy_cache)
         await manager.invalidate_user_oauth_token_cache("alice", "srv-1")
-        assert legacy_deletes == [("alice", "srv-1")]
+        assert legacy_cache.deletes == [("alice", "srv-1")]
 
     @pytest.mark.asyncio
-    async def test_invalidate_user_oauth_token_cache_swallows_store_errors(self, monkeypatch):
+    async def test_invalidate_user_oauth_token_cache_swallows_store_errors(self):
         """A cache-drop failure must not fail the credential write that triggered it, and the
         legacy cache must still be evicted after the v2 store drop fails."""
-        from litellm.proxy._experimental.mcp_server import mcp_server_manager as manager_module
 
         class _Store:
             async def fetch(self, user_id: str, server_id: str):
@@ -3364,15 +3364,17 @@ async def fetch(self, user_id: str, server_id: str):
             async def invalidate(self, user_id: str, server_id: str) -> None:
                 raise RuntimeError("redis down")
 
-        legacy_deletes: list[tuple[str, str]] = []
-        monkeypatch.setattr(
-            manager_module.mcp_per_user_token_cache,
-            "delete",
-            AsyncMock(side_effect=lambda uid, sid: legacy_deletes.append((uid, sid))),
-        )
-        manager = MCPServerManager(per_user_oauth_token_store=_Store())
+        class _LegacyCache:
+            def __init__(self) -> None:
+                self.deletes: list[tuple[str, str]] = []
+
+            async def delete(self, user_id: str, server_id: str) -> None:
+                self.deletes.append((user_id, server_id))
+
+        legacy_cache = _LegacyCache()
+        manager = MCPServerManager(per_user_oauth_token_store=_Store(), per_user_token_cache=legacy_cache)
         await manager.invalidate_user_oauth_token_cache("alice", "srv-1")
-        assert legacy_deletes == [("alice", "srv-1")]
+        assert legacy_cache.deletes == [("alice", "srv-1")]
 
     @pytest.mark.asyncio
     async def test_resolve_oauth2_headers_no_user_id(self):

From c75184bec9b6c5337e5c810e59d34635eb340ecf Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Thu, 9 Jul 2026 13:10:24 -0700
Subject: [PATCH 194/370] fix(mcp): make the pre-update identity snapshot
 advisory so a read failure cannot fail the edit

The snapshot read only feeds the stale-token purge decision; leaving it unguarded meant a failed
read would 500 an edit whose update would have succeeded, and it broke
test_edit_mcp_server_redacts_credentials, whose mocked prisma is not awaitable on the un-patched
get_mcp_server path. A failure now logs and skips the purge, consistent with the purge half already
being best-effort. Adds the first endpoint-level coverage of the edit purge wiring: purge on a
mint-relevant change, no purge when the identity is unchanged, and edit success with purge skipped
when the snapshot read raises
---
 .../mcp_management_endpoints.py               | 14 +++-
 .../test_mcp_management_endpoints.py          | 76 +++++++++++++++++++
 2 files changed, 88 insertions(+), 2 deletions(-)

diff --git a/litellm/proxy/management_endpoints/mcp_management_endpoints.py b/litellm/proxy/management_endpoints/mcp_management_endpoints.py
index 8f6779b17b9..907a17d76d9 100644
--- a/litellm/proxy/management_endpoints/mcp_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/mcp_management_endpoints.py
@@ -2320,8 +2320,18 @@ async def edit_mcp_server(
                 },
             )
 
-        # Snapshot the pre-update identity so we can detect a mint-relevant change below.
-        old_server_record = await get_mcp_server(prisma_client, payload.server_id)
+        # Snapshot the pre-update identity so we can detect a mint-relevant change below. The read is
+        # advisory (it only feeds the stale-token purge decision), so a failure skips the purge with a
+        # warning instead of failing the edit, whose primary job is the update itself.
+        try:
+            old_server_record = await get_mcp_server(prisma_client, payload.server_id)
+        except Exception as exc:  # noqa: BLE001 - advisory read; invalidation is best-effort end-to-end
+            verbose_logger.warning(
+                "MCP server %s: could not snapshot the pre-update record; skipping the stale-token check: %s",
+                payload.server_id,
+                exc,
+            )
+            old_server_record = None
 
         # try to update the mcp server
         mcp_server_record_updated = await update_mcp_server(
diff --git a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
index 86bbce36de3..a8a8ee0fbde 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
@@ -5134,3 +5134,79 @@ def test_stamp_oauth2_flow_ignores_non_oauth2():
     payload = _oauth2_create_payload(auth_type="none")
     mgmt_endpoints.stamp_omitted_oauth2_flow(payload)
     assert payload.oauth2_flow is None
+
+
+async def _run_edit(old_record, updated_record):
+    from litellm.proxy.management_endpoints.mcp_management_endpoints import edit_mcp_server
+
+    server_id = updated_record.server_id
+    with (
+        patch("litellm.proxy.management_endpoints.mcp_management_endpoints.MCP_AVAILABLE", True),
+        patch(
+            "litellm.proxy.management_endpoints.mcp_management_endpoints.get_prisma_client_or_throw",
+            return_value=MagicMock(),
+        ),
+        patch(
+            "litellm.proxy.management_endpoints.mcp_management_endpoints.get_mcp_server",
+            AsyncMock(side_effect=old_record)
+            if isinstance(old_record, Exception)
+            else AsyncMock(return_value=old_record),
+        ),
+        patch(
+            "litellm.proxy.management_endpoints.mcp_management_endpoints.update_mcp_server",
+            AsyncMock(return_value=updated_record),
+        ),
+        patch(
+            "litellm.proxy.management_endpoints.mcp_management_endpoints.validate_and_normalize_mcp_server_payload",
+            autospec=True,
+        ),
+        patch("litellm.proxy.management_endpoints.mcp_management_endpoints.global_mcp_server_manager") as mock_manager,
+        patch(
+            "litellm.proxy.management_endpoints.mcp_management_endpoints.purge_user_oauth_credentials_for_server",
+            AsyncMock(return_value=1),
+        ) as mock_purge,
+    ):
+        mock_manager.update_server = AsyncMock()
+        mock_manager.reload_servers_from_database = AsyncMock()
+        payload = UpdateMCPServerRequest(server_id=server_id, alias=updated_record.alias, url=updated_record.url)
+        user_auth = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN)
+        result = await edit_mcp_server(payload=payload, user_api_key_dict=user_auth)
+        return result, mock_purge
+
+
+@pytest.mark.asyncio
+async def test_edit_mcp_server_purges_user_tokens_on_mint_relevant_change():
+    server_id = str(uuid.uuid4())
+    old = generate_mock_mcp_server_db_record(server_id=server_id, url="https://old.example.com/mcp")
+    updated = generate_mock_mcp_server_db_record(server_id=server_id, url="https://new.example.com/mcp")
+
+    result, mock_purge = await _run_edit(old, updated)
+
+    assert result.server_id == server_id
+    mock_purge.assert_awaited_once()
+    assert mock_purge.await_args.args[1] == server_id
+
+
+@pytest.mark.asyncio
+async def test_edit_mcp_server_skips_purge_when_identity_unchanged():
+    server_id = str(uuid.uuid4())
+    old = generate_mock_mcp_server_db_record(server_id=server_id, alias="Before")
+    updated = generate_mock_mcp_server_db_record(server_id=server_id, alias="After")
+
+    result, mock_purge = await _run_edit(old, updated)
+
+    assert result.server_id == server_id
+    mock_purge.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_edit_mcp_server_snapshot_failure_skips_purge_but_edit_succeeds():
+    """The pre-update snapshot read is advisory (it only feeds the purge decision); a read failure
+    must skip the stale-token check with a warning, never fail the edit itself."""
+    server_id = str(uuid.uuid4())
+    updated = generate_mock_mcp_server_db_record(server_id=server_id, url="https://new.example.com/mcp")
+
+    result, mock_purge = await _run_edit(RuntimeError("db read failed"), updated)
+
+    assert result.server_id == server_id
+    mock_purge.assert_not_awaited()

From e720b5e25a7dfa3365fd5e32b287b906daaa4216 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Thu, 9 Jul 2026 13:53:59 -0700
Subject: [PATCH 195/370] test(ui): drop the vacuous access_token assertion
 from the preview invalidation test

The staged access token never reaches formValues (it is not a registered form field), so the
assertion could not fail; the DCR client pair is the leak the test actually pins, proven by the
mutation run
---
 .../src/components/mcp_tools/create_mcp_server.test.tsx          | 1 -
 1 file changed, 1 deletion(-)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
index 7093b7c650e..658116ede1f 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
@@ -744,7 +744,6 @@ describe("CreateMCPServer", () => {
       for (const call of vi.mocked(networking.testMCPToolsListRequest).mock.calls) {
         expect(call[1]?.credentials?.client_id).not.toBe("client-a");
         expect(call[1]?.credentials?.client_secret).not.toBe("secret-a");
-        expect(call[1]?.credentials?.access_token).not.toBe("stale-tok");
       }
     });
 

From aa351311c0c7edb7f3d52df7a11a9c4c49af0cd9 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Thu, 9 Jul 2026 14:33:39 -0700
Subject: [PATCH 196/370] fix(mcp): spare BYOK rows when purging stale OAuth
 tokens and invalidate caches on server delete

LiteLLM_MCPUserCredentials stores BYOK API keys in the same column as per-user
OAuth tokens, so the purge on a mint-relevant config change now deletes only
rows whose payload decodes as an OAuth2 credential, each by its
(user_id, server_id) pair, instead of every row for the server. An api_key
server whose url changes purges nothing. delete_mcp_server now also
invalidates each enumerated user's cached token so a re-created server reusing
the id cannot serve tokens minted for the deleted one, and both cache drops
are best-effort
---
 litellm/proxy/_experimental/mcp_server/db.py  |  64 ++++++--
 .../mcp_server/mcp_server_manager.py          |   7 +-
 .../mcp_server/test_db_credentials.py         | 143 ++++++++++++++++--
 .../mcp_server/test_mcp_server.py             |   1 +
 .../mcp_server/test_mcp_server_manager.py     |  19 +++
 .../test_mcp_management_endpoints.py          |  18 ++-
 6 files changed, 222 insertions(+), 30 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/db.py b/litellm/proxy/_experimental/mcp_server/db.py
index 96b28afc093..c6b7620b649 100644
--- a/litellm/proxy/_experimental/mcp_server/db.py
+++ b/litellm/proxy/_experimental/mcp_server/db.py
@@ -558,7 +558,11 @@ async def delete_mcp_server_from_virtualkey():
     pass
 
 
-async def delete_mcp_server(prisma_client: PrismaClient, server_id: str) -> Optional[LiteLLM_MCPServerTable]:
+async def delete_mcp_server(
+    prisma_client: PrismaClient,
+    server_id: str,
+    invalidate_token_cache: Optional[Callable[[str, str], Awaitable[None]]] = None,
+) -> Optional[LiteLLM_MCPServerTable]:
     """
     Delete the mcp server from the db by server_id
 
@@ -569,6 +573,12 @@ async def delete_mcp_server(prisma_client: PrismaClient, server_id: str) -> Opti
     caller-visible error. Each table is cleaned independently so a failure on one
     still attempts the other.
 
+    Each enumerated credential row's user also gets their cached per-user token
+    invalidated (legacy cache + v2 store, via invalidate_token_cache, defaulting
+    to the manager's shared invalidation): the caches are keyed by
+    (user_id, server_id), so without this a re-created server reusing the same
+    server_id would serve tokens minted for the deleted server until TTL.
+
     Returns the deleted mcp server record if it exists, otherwise None
     """
     deleted_server = await MCPServerRepository(prisma_client).table.delete(
@@ -577,6 +587,18 @@ async def delete_mcp_server(prisma_client: PrismaClient, server_id: str) -> Opti
         },
     )
     if deleted_server is not None:
+        credential_user_ids: List[str] = []
+        try:
+            credential_rows = await prisma_client.db.litellm_mcpusercredentials.find_many(
+                where={"server_id": server_id}
+            )
+            credential_user_ids = [row.user_id for row in credential_rows]
+        except Exception as e:  # noqa: BLE001 - enumeration is best-effort; cached tokens expire by TTL
+            verbose_proxy_logger.warning(
+                "MCP server %s deleted but per-user credential enumeration failed; cached tokens expire by TTL: %s",
+                server_id,
+                e,
+            )
         for model, label in (
             (prisma_client.db.litellm_mcpusercredentials, "credential"),
             (prisma_client.db.litellm_mcpuserenvvars, "env var"),
@@ -591,6 +613,15 @@ async def delete_mcp_server(prisma_client: PrismaClient, server_id: str) -> Opti
                     label,
                     e,
                 )
+        if credential_user_ids:
+            if invalidate_token_cache is None:
+                from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+                    global_mcp_server_manager,
+                )
+
+                invalidate_token_cache = global_mcp_server_manager.invalidate_user_oauth_token_cache
+            for user_id in credential_user_ids:
+                await invalidate_token_cache(user_id, server_id)
     return deleted_server
 
 
@@ -1123,21 +1154,30 @@ async def purge_user_oauth_credentials_for_server(
     server_id: str,
     invalidate_token_cache: Optional[Callable[[str, str], Awaitable[None]]] = None,
 ) -> int:
-    """Delete every stored per-user OAuth credential for a server and invalidate each user's cached
+    """Delete every stored per-user OAuth token for a server and invalidate each user's cached
     token everywhere it can be served from (the legacy per-user token cache and the v2 per-user OAuth
     token store), so no user keeps a token minted for a superseded configuration. Called when a server
     update changes a mint-relevant field (see mcp_oauth_token_identity). Returns the number of rows
-    removed. A row inserted between the find and the delete is removed from the DB but cannot be
-    evicted from the caches (its user_id was never seen); that case is detected, logged, and bounded
-    by the cache TTL.
+    removed.
+
+    LiteLLM_MCPUserCredentials also stores BYOK API keys in the same column; only rows whose payload
+    decodes as an OAuth2 credential (see _decode_oauth_payload) are deleted, because a config change
+    only invalidates minted tokens, never a user's own stored key. Rows are therefore deleted per
+    (user_id, server_id) pair rather than by a blanket server_id filter. An OAuth row inserted while
+    the purge runs for a user not yet enumerated survives; a re-auth completing in the window for an
+    already-enumerated user is deleted along with the stale row (the pair delete cannot tell them
+    apart), which costs that user one extra re-auth and nothing else.
 
     invalidate_token_cache is injectable for tests; it defaults to the manager's shared
     invalidate_user_oauth_token_cache, the single invalidation point for per-user tokens."""
     repo = MCPUserCredentialsRepository(prisma_client)
     rows = await repo.table.find_many(where={"server_id": server_id})
-    if not rows:
+    oauth_rows = [row for row in rows if _decode_oauth_payload(row.credential_b64) is not None]
+    if not oauth_rows:
         return 0
-    deleted_count = await repo.table.delete_many(where={"server_id": server_id})
+    deleted_count = sum(
+        [await repo.table.delete_many(where={"user_id": row.user_id, "server_id": server_id}) for row in oauth_rows]
+    )
     if invalidate_token_cache is None:
         from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
             global_mcp_server_manager,
@@ -1145,15 +1185,15 @@ async def purge_user_oauth_credentials_for_server(
 
         invalidate_token_cache = global_mcp_server_manager.invalidate_user_oauth_token_cache
 
-    for row in rows:
+    for row in oauth_rows:
         await invalidate_token_cache(row.user_id, server_id)
-    if deleted_count != len(rows):
+    if deleted_count != len(oauth_rows):
         verbose_proxy_logger.warning(
-            "MCP server %s: purge removed %d credential row(s) but %d were enumerated; "
-            "row(s) raced in during the purge and their cached tokens will expire by TTL",
+            "MCP server %s: purge removed %d OAuth credential row(s) but %d were enumerated; "
+            "row(s) were deleted concurrently during the purge",
             server_id,
             deleted_count,
-            len(rows),
+            len(oauth_rows),
         )
     return deleted_count
 
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index 41a87a17d58..8dd9949e17b 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -4073,7 +4073,12 @@ async def invalidate_user_oauth_token_cache(self, user_id: str, server_id: str)
             verbose_logger.warning(
                 "Failed to invalidate cached MCP OAuth token for user=%s server=%s: %s", user_id, server_id, exc
             )
-        await self._per_user_token_cache.delete(user_id, server_id)
+        try:
+            await self._per_user_token_cache.delete(user_id, server_id)
+        except Exception as exc:  # noqa: BLE001 - cache drop is best-effort; TTL is the backstop
+            verbose_logger.warning(
+                "Failed to drop legacy cached MCP OAuth token for user=%s server=%s: %s", user_id, server_id, exc
+            )
 
     async def _resolve_oauth2_headers_for_tool_call(
         self,
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py
index 1615d81fae9..0bdcffe1530 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py
@@ -148,19 +148,30 @@ def test_mcp_oauth_token_identity_detects_change_under_encryption():
     assert mcp_oauth_token_identity(unchanged) != mcp_oauth_token_identity(changed)
 
 
+def _oauth_row(user_id: str, server_id: str = "srv-1"):
+    """A stored per-user OAuth token row (payload tagged type=oauth2, legacy plain-base64 encoding)."""
+    row = _legacy_row(json.dumps({"type": "oauth2", "access_token": "tok-" + user_id}))
+    row.user_id = user_id
+    row.server_id = server_id
+    return row
+
+
+def _byok_row(user_id: str, server_id: str = "srv-1"):
+    """A stored BYOK API key row: the same column, but the payload is a plain string, not OAuth JSON."""
+    row = _legacy_row("sk-byok-" + user_id)
+    row.user_id = user_id
+    row.server_id = server_id
+    return row
+
+
 @pytest.mark.asyncio
-async def test_purge_user_oauth_credentials_for_server_invalidates_every_store():
-    """The purge must route each (user, server) through the injected invalidator (defaulting to the
-    manager's shared invalidation, the single point covering both the legacy per-user token cache and
-    the v2 per-user OAuth token store); evicting only one cache lets the other keep serving a token
-    minted for the old config."""
+async def test_purge_user_oauth_credentials_for_server_invalidates_each_user():
+    """The purge must route each (user, server) row through the invalidator exactly once."""
     from litellm.proxy._experimental.mcp_server.db import purge_user_oauth_credentials_for_server
 
-    r1 = MagicMock(user_id="alice", server_id="srv-1")
-    r2 = MagicMock(user_id="bob", server_id="srv-1")
     prisma = MagicMock()
-    prisma.db.litellm_mcpusercredentials.find_many = AsyncMock(return_value=[r1, r2])
-    prisma.db.litellm_mcpusercredentials.delete_many = AsyncMock(return_value=2)
+    prisma.db.litellm_mcpusercredentials.find_many = AsyncMock(return_value=[_oauth_row("alice"), _oauth_row("bob")])
+    prisma.db.litellm_mcpusercredentials.delete_many = AsyncMock(return_value=1)
 
     invalidations = []
 
@@ -170,29 +181,131 @@ async def record_invalidation(user_id: str, server_id: str) -> None:
     purged = await purge_user_oauth_credentials_for_server(prisma, "srv-1", invalidate_token_cache=record_invalidation)
 
     assert purged == 2
-    prisma.db.litellm_mcpusercredentials.delete_many.assert_awaited_once()
+    assert prisma.db.litellm_mcpusercredentials.delete_many.await_count == 2
     assert set(invalidations) == {("alice", "srv-1"), ("bob", "srv-1")}
 
 
+@pytest.mark.asyncio
+async def test_purge_user_oauth_credentials_for_server_spares_byok_rows():
+    """Regression: the purge used to delete_many on server_id alone, wiping BYOK API keys that share
+    the LiteLLM_MCPUserCredentials table. Only rows holding an OAuth2 payload may be deleted, each by
+    its (user_id, server_id) pair, and only their users' token caches invalidated."""
+    from litellm.proxy._experimental.mcp_server.db import purge_user_oauth_credentials_for_server
+
+    prisma = MagicMock()
+    prisma.db.litellm_mcpusercredentials.find_many = AsyncMock(return_value=[_byok_row("carol"), _oauth_row("alice")])
+    prisma.db.litellm_mcpusercredentials.delete_many = AsyncMock(return_value=1)
+
+    invalidations = []
+
+    async def record_invalidation(user_id: str, server_id: str) -> None:
+        invalidations.append((user_id, server_id))
+
+    purged = await purge_user_oauth_credentials_for_server(prisma, "srv-1", invalidate_token_cache=record_invalidation)
+
+    assert purged == 1
+    prisma.db.litellm_mcpusercredentials.delete_many.assert_awaited_once_with(
+        where={"user_id": "alice", "server_id": "srv-1"}
+    )
+    assert invalidations == [("alice", "srv-1")]
+
+
+@pytest.mark.asyncio
+async def test_purge_user_oauth_credentials_for_server_all_byok_is_noop():
+    """An api_key (BYOK-only) server whose identity tuple changes (e.g. its url) must purge nothing."""
+    from litellm.proxy._experimental.mcp_server.db import purge_user_oauth_credentials_for_server
+
+    prisma = MagicMock()
+    prisma.db.litellm_mcpusercredentials.find_many = AsyncMock(return_value=[_byok_row("carol"), _byok_row("dave")])
+    prisma.db.litellm_mcpusercredentials.delete_many = AsyncMock()
+
+    purged = await purge_user_oauth_credentials_for_server(prisma, "srv-1")
+
+    assert purged == 0
+    prisma.db.litellm_mcpusercredentials.delete_many.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_purge_user_oauth_credentials_for_server_defaults_to_manager_invalidator(monkeypatch):
+    """When no invalidator is injected, the purge must resolve to the manager's shared
+    invalidate_user_oauth_token_cache, the single point covering both the legacy per-user token cache
+    and the v2 per-user OAuth token store; a wrong or no-op default silently leaves every cache
+    serving tokens minted for the superseded config."""
+    from litellm.proxy._experimental.mcp_server import mcp_server_manager
+    from litellm.proxy._experimental.mcp_server.db import purge_user_oauth_credentials_for_server
+
+    prisma = MagicMock()
+    prisma.db.litellm_mcpusercredentials.find_many = AsyncMock(return_value=[_oauth_row("alice")])
+    prisma.db.litellm_mcpusercredentials.delete_many = AsyncMock(return_value=1)
+
+    shared_invalidator = AsyncMock()
+    monkeypatch.setattr(
+        mcp_server_manager.global_mcp_server_manager,
+        "invalidate_user_oauth_token_cache",
+        shared_invalidator,
+    )
+
+    purged = await purge_user_oauth_credentials_for_server(prisma, "srv-1")
+
+    assert purged == 1
+    shared_invalidator.assert_awaited_once_with("alice", "srv-1")
+
+
 @pytest.mark.asyncio
 async def test_purge_user_oauth_credentials_for_server_logs_raced_rows(monkeypatch):
     from litellm.proxy._experimental.mcp_server import db as db_module
     from litellm.proxy._experimental.mcp_server.db import purge_user_oauth_credentials_for_server
 
     prisma = MagicMock()
-    prisma.db.litellm_mcpusercredentials.find_many = AsyncMock(
-        return_value=[MagicMock(user_id="alice", server_id="srv-1")]
-    )
-    prisma.db.litellm_mcpusercredentials.delete_many = AsyncMock(return_value=2)
+    prisma.db.litellm_mcpusercredentials.find_many = AsyncMock(return_value=[_oauth_row("alice")])
+    prisma.db.litellm_mcpusercredentials.delete_many = AsyncMock(return_value=0)
     warning = MagicMock()
     monkeypatch.setattr(db_module.verbose_proxy_logger, "warning", warning)
 
     purged = await purge_user_oauth_credentials_for_server(prisma, "srv-1", invalidate_token_cache=AsyncMock())
 
-    assert purged == 2
+    assert purged == 0
     warning.assert_called_once()
 
 
+@pytest.mark.asyncio
+async def test_delete_mcp_server_invalidates_cached_tokens_for_enumerated_users():
+    """Deleting a server must invalidate each enumerated user's cached per-user token: the caches are
+    keyed by (user_id, server_id), so a re-created server reusing the same server_id would otherwise
+    serve tokens minted for the deleted server until TTL."""
+    from litellm.proxy._experimental.mcp_server.db import delete_mcp_server
+
+    prisma = MagicMock()
+    prisma.db.litellm_mcpservertable.delete = AsyncMock(return_value=MagicMock(server_id="srv-1"))
+    prisma.db.litellm_mcpusercredentials.find_many = AsyncMock(return_value=[_oauth_row("alice"), _byok_row("bob")])
+    prisma.db.litellm_mcpusercredentials.delete_many = AsyncMock(return_value=2)
+    prisma.db.litellm_mcpuserenvvars.delete_many = AsyncMock(return_value=0)
+
+    invalidations = []
+
+    async def record_invalidation(user_id: str, server_id: str) -> None:
+        invalidations.append((user_id, server_id))
+
+    deleted = await delete_mcp_server(prisma, "srv-1", invalidate_token_cache=record_invalidation)
+
+    assert deleted is not None
+    assert set(invalidations) == {("alice", "srv-1"), ("bob", "srv-1")}
+
+
+@pytest.mark.asyncio
+async def test_delete_mcp_server_returns_none_without_cleanup_when_server_missing():
+    from litellm.proxy._experimental.mcp_server.db import delete_mcp_server
+
+    prisma = MagicMock()
+    prisma.db.litellm_mcpservertable.delete = AsyncMock(return_value=None)
+    prisma.db.litellm_mcpusercredentials.find_many = AsyncMock()
+
+    deleted = await delete_mcp_server(prisma, "srv-1", invalidate_token_cache=AsyncMock())
+
+    assert deleted is None
+    prisma.db.litellm_mcpusercredentials.find_many.assert_not_awaited()
+
+
 @pytest.mark.asyncio
 async def test_purge_user_oauth_credentials_for_server_noop_when_empty():
     from litellm.proxy._experimental.mcp_server.db import purge_user_oauth_credentials_for_server
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
index bba0eb31cfb..7d25e0ba493 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
@@ -6869,6 +6869,7 @@ async def capture_execute(*args, **kwargs):
         (None, None),
         ("", None),
         ("not a url", None),
+        ("http://[::1", None),
     ],
 )
 def test_redact_mcp_resource_url_strips_credentials(url, expected):
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index 97fdd186dda..a18e1ac2c44 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -3376,6 +3376,25 @@ async def delete(self, user_id: str, server_id: str) -> None:
         await manager.invalidate_user_oauth_token_cache("alice", "srv-1")
         assert legacy_cache.deletes == [("alice", "srv-1")]
 
+    @pytest.mark.asyncio
+    async def test_invalidate_user_oauth_token_cache_swallows_legacy_cache_errors(self):
+        """The legacy cache drop is best-effort like the v2 drop: a failure must be logged, never
+        raised into the credential write that triggered the invalidation."""
+
+        class _Store:
+            async def fetch(self, user_id: str, server_id: str):
+                return None
+
+            async def invalidate(self, user_id: str, server_id: str) -> None:
+                return None
+
+        class _RaisingLegacyCache:
+            async def delete(self, user_id: str, server_id: str) -> None:
+                raise RuntimeError("redis down")
+
+        manager = MCPServerManager(per_user_oauth_token_store=_Store(), per_user_token_cache=_RaisingLegacyCache())
+        await manager.invalidate_user_oauth_token_cache("alice", "srv-1")
+
     @pytest.mark.asyncio
     async def test_resolve_oauth2_headers_no_user_id(self):
         """Skip lookup entirely when user_api_key_auth has no user_id."""
diff --git a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
index a8a8ee0fbde..a02acc02502 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
@@ -5136,7 +5136,7 @@ def test_stamp_oauth2_flow_ignores_non_oauth2():
     assert payload.oauth2_flow is None
 
 
-async def _run_edit(old_record, updated_record):
+async def _run_edit(old_record, updated_record, purge_mock=None):
     from litellm.proxy.management_endpoints.mcp_management_endpoints import edit_mcp_server
 
     server_id = updated_record.server_id
@@ -5163,7 +5163,7 @@ async def _run_edit(old_record, updated_record):
         patch("litellm.proxy.management_endpoints.mcp_management_endpoints.global_mcp_server_manager") as mock_manager,
         patch(
             "litellm.proxy.management_endpoints.mcp_management_endpoints.purge_user_oauth_credentials_for_server",
-            AsyncMock(return_value=1),
+            purge_mock if purge_mock is not None else AsyncMock(return_value=1),
         ) as mock_purge,
     ):
         mock_manager.update_server = AsyncMock()
@@ -5199,6 +5199,20 @@ async def test_edit_mcp_server_skips_purge_when_identity_unchanged():
     mock_purge.assert_not_awaited()
 
 
+@pytest.mark.asyncio
+async def test_edit_mcp_server_purge_failure_does_not_fail_the_edit():
+    """The purge is best-effort: a purge exception after a successful update must be swallowed and
+    logged, never turned into an error response for an edit whose primary job already succeeded."""
+    server_id = str(uuid.uuid4())
+    old = generate_mock_mcp_server_db_record(server_id=server_id, url="https://old.example.com/mcp")
+    updated = generate_mock_mcp_server_db_record(server_id=server_id, url="https://new.example.com/mcp")
+
+    result, mock_purge = await _run_edit(old, updated, purge_mock=AsyncMock(side_effect=RuntimeError("db down")))
+
+    assert result.server_id == server_id
+    mock_purge.assert_awaited_once()
+
+
 @pytest.mark.asyncio
 async def test_edit_mcp_server_snapshot_failure_skips_purge_but_edit_succeeds():
     """The pre-update snapshot read is advisory (it only feeds the purge decision); a read failure

From b304620311b3f449b84d37d20ebdc84cf8d4cb20 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Thu, 9 Jul 2026 14:33:51 -0700
Subject: [PATCH 197/370] fix(ui): compare url and spec_path independently in
 the OAuth authorization identity

The identity used to pick the audience from spec_path only when
values.transport was OPENAPI, but the create form keeps transport in component
state rather than form values, so spec_path edits on OpenAPI servers never
invalidated a held token. Comparing url and spec_path independently mirrors
the backend's mcp_oauth_token_identity and fires regardless of whether
transport is present. Invalidation now also wipes only credentials; the
admin-typed endpoint fields are kept
---
 .../mcp_tools/create_mcp_server.tsx           |  3 +-
 .../mcp_tools/mcp_server_edit.test.tsx        | 27 ++++++++++++++
 .../src/components/mcp_tools/types.test.tsx   | 27 ++++++++++++++
 .../src/components/mcp_tools/types.tsx        | 35 +++++++++++--------
 4 files changed, 77 insertions(+), 15 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index 24b8e9eaafb..eb48fd02474 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -239,7 +239,8 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
   // Discard the held browser-authorized token and its tool preview when the authorization identity
   // changes (or the modal closes). The CLEARED_ON_INVALIDATION form fields (shared with the edit form
   // via types.tsx) are reset too; whatever the admin just changed (passed via changedValues) is
-  // re-applied so the invalidation never wipes their in-flight edit.
+  // re-applied so the invalidation never wipes their in-flight edit. Admin-typed endpoint fields are
+  // left alone (see CLEARED_ON_INVALIDATION).
   const clearHeldOAuthToken = (changedValues: Record<string, unknown> = {}) => {
     setOauthAccessToken(null);
     clearTools();
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index 4f3d7b69b01..e5daf90e992 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -511,6 +511,33 @@ describe("MCPServerEdit OAuth token invalidation", () => {
     expect(mockRemoveToken).toHaveBeenCalledWith("oauth_server_1", undefined);
   });
 
+  it("keeps the admin's in-flight endpoint edits when the token is invalidated", async () => {
+    // Regression: invalidation used to form.resetFields the endpoint fields; with the edit Form's
+    // initialValues that silently reverted an admin-corrected token_url back to the saved (wrong)
+    // value while still looking plausible. Only credentials (the minted material) may be wiped.
+    renderOAuthEdit();
+
+    const tokenUrlInput = screen.getByPlaceholderText("https://example.com/oauth/token");
+    await act(async () => {
+      fireEvent.change(tokenUrlInput, { target: { value: "https://corrected.example.com/token" } });
+    });
+
+    act(() => {
+      mockOauth.onTokenReceived?.({ access_token: "tok-1" });
+    });
+    mockOauth.reset.mockClear();
+
+    const urlInput = screen.getByPlaceholderText("https://your-mcp-server.com");
+    await act(async () => {
+      fireEvent.change(urlInput, { target: { value: "https://moved.example.com/mcp" } });
+    });
+
+    await waitFor(() => expect(mockOauth.reset).toHaveBeenCalled());
+    expect((screen.getByPlaceholderText("https://example.com/oauth/token") as HTMLInputElement).value).toBe(
+      "https://corrected.example.com/token",
+    );
+  });
+
   it("keeps a session-authorized token on an http to sse switch with the same url", async () => {
     // Same url means the same resource/audience (RFC 8707): the minted token is still valid, so a
     // pure transport swap between the two MCP wire protocols must not force a re-authorize.
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx
index 846bcfc9e0b..c6faca1fb51 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx
@@ -7,9 +7,36 @@ import {
   handleTransport,
   handleAuth,
   getMcpOAuthMode,
+  getOAuthAuthorizationIdentity,
+  isHeldOAuthTokenStale,
   oauth2FlowToFormValue,
 } from "./types";
 
+describe("getOAuthAuthorizationIdentity", () => {
+  // Regression: the identity used to pick the audience from spec_path only when values.transport was
+  // OPENAPI, but the create form keeps transport in component state, so values.transport was absent and
+  // spec_path edits on OpenAPI servers never invalidated a held token.
+  it("changes when spec_path changes even when transport is absent from form values", () => {
+    const authorized = { auth_type: AUTH_TYPE.OAUTH2, spec_path: "https://a.example.com/openapi.json" };
+    const edited = { auth_type: AUTH_TYPE.OAUTH2, spec_path: "https://b.example.com/openapi.json" };
+    expect(getOAuthAuthorizationIdentity(edited)).not.toBe(getOAuthAuthorizationIdentity(authorized));
+    expect(isHeldOAuthTokenStale(edited, getOAuthAuthorizationIdentity(authorized))).toBe(true);
+  });
+
+  it("changes when url changes", () => {
+    const authorized = { auth_type: AUTH_TYPE.OAUTH2, url: "https://a.example.com/mcp" };
+    const edited = { auth_type: AUTH_TYPE.OAUTH2, url: "https://b.example.com/mcp" };
+    expect(getOAuthAuthorizationIdentity(edited)).not.toBe(getOAuthAuthorizationIdentity(authorized));
+  });
+
+  it("is stable across non-mint fields", () => {
+    const authorized = { auth_type: AUTH_TYPE.OAUTH2, url: "https://a.example.com/mcp", server_name: "one" };
+    const renamed = { auth_type: AUTH_TYPE.OAUTH2, url: "https://a.example.com/mcp", server_name: "two" };
+    expect(getOAuthAuthorizationIdentity(renamed)).toBe(getOAuthAuthorizationIdentity(authorized));
+    expect(isHeldOAuthTokenStale(renamed, getOAuthAuthorizationIdentity(authorized))).toBe(false);
+  });
+});
+
 describe("handleTransport", () => {
   it("should default to SSE when transport is null", () => {
     expect(handleTransport(null)).toBe(TRANSPORT.SSE);
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
index e894cf4b8dc..3eba8b30968 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
@@ -58,20 +58,24 @@ export const OAUTH_FLOW = {
 };
 
 // The fields that determine which upstream OAuth token "Authorize & Fetch" mints: the resource/audience
-// (url), the OAuth mode/grant (auth_type, oauth_flow_type), the OAuth client and requested scope
-// (credentials.client_id / client_secret / scopes), and the authorization-server endpoints
-// (authorization_url / token_url / registration_url). Grounded in RFC 8707 / RFC 8693 and the MCP auth
-// spec: an access token is bound to exactly this tuple (resource/audience + scope + client + issuer), so
+// (url, or spec_path for OpenAPI servers), the OAuth mode/grant (auth_type, oauth_flow_type), the OAuth
+// client and requested scope (credentials.client_id / client_secret / scopes), and the authorization-server
+// endpoints (authorization_url / token_url / registration_url). Grounded in RFC 8707 / RFC 8693 and the MCP
+// auth spec: an access token is bound to exactly this tuple (resource/audience + scope + client + issuer), so
 // a previously authorized token is stale if and only if this identity changes and must be re-minted.
-// Deliberately EXCLUDES: transport (http<->sse on the same url is the same audience; a transport switch
-// only matters when it changes the target url, which `target` already captures), delegate_auth_to_upstream
-// (a downstream-usage toggle that is never sent to the authorize request), and all metadata/RBAC/routing
-// fields. Shared by the create and edit forms so their invalidation logic cannot drift.
+// url and spec_path are compared independently rather than selected by transport: the create form keeps
+// transport in component state, not in form values, so a transport-conditional target would silently pin the
+// audience to a missing url and never fire for spec_path edits on OpenAPI servers. Mirrors the backend's
+// mcp_oauth_token_identity. Deliberately EXCLUDES: transport itself (http<->sse on the same url is the same
+// audience; a switch to/from OpenAPI shows up as url/spec_path changes because each form clears the field the
+// new transport does not use), delegate_auth_to_upstream (a downstream-usage toggle that is never sent to the
+// authorize request), and all metadata/RBAC/routing fields. Shared by the create and edit forms so their
+// invalidation logic cannot drift.
 export const getOAuthAuthorizationIdentity = (values: Record<string, unknown>): string => {
   const credentials = (values.credentials ?? {}) as Record<string, unknown>;
-  const target = values.transport === TRANSPORT.OPENAPI ? values.spec_path : values.url;
   const identity = {
-    target: typeof target === "string" ? target : null,
+    url: typeof values.url === "string" ? values.url : null,
+    spec_path: typeof values.spec_path === "string" ? values.spec_path : null,
     auth_type: values.auth_type ?? null,
     oauth_flow_type: values.oauth_flow_type ?? null,
     client_id: credentials.client_id ?? null,
@@ -84,10 +88,13 @@ export const getOAuthAuthorizationIdentity = (values: Record<string, unknown>):
   return JSON.stringify(identity);
 };
 
-// The form fields wiped when a held OAuth token is invalidated: the fetched token + DCR client live in
-// `credentials`, and the three endpoint fields were discovered by the authorize flow, so all of them are
-// stale together with the token. Shared by the create and edit forms so what gets wiped cannot drift.
-export const CLEARED_ON_INVALIDATION = ["credentials", "authorization_url", "token_url", "registration_url"] as const;
+// The form fields wiped when a held OAuth token is invalidated: only `credentials`, which holds the
+// minted material (the fetched token + DCR client). The authorization/token/registration endpoint
+// fields are deliberately NOT wiped: nothing programmatic ever writes them (upstream discovery happens
+// backend-side), so they only ever hold admin input, and resetting them would wipe it (create) or
+// silently revert it to the saved record (edit, whose Form has initialValues). Shared by the create and
+// edit forms so what gets wiped cannot drift.
+export const CLEARED_ON_INVALIDATION = ["credentials"] as const;
 
 // True when a token was authorized in this session (authorizedIdentity recorded at mint time) and the
 // form's current identity no longer matches it. Every invalidation decision in both forms goes through

From 71e0491d37cde6568ca90dca31368d835322bad4 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Thu, 9 Jul 2026 15:06:43 -0700
Subject: [PATCH 198/370] fix(ui): preview tools with a staged interactive
 OAuth token in the edit form

For authorization_code the edit preview listed tools by server_id only, relying on the stored
per-user DB credential, so a token authorized in the edit session gave an empty preview until the
admin saved; the create form previews the identical state through the config-based preview
endpoint, which takes the token explicitly. The edit fetch now routes through that same endpoint
when a staged interactive token is held, built from the form values with the saved record as
fallback, and keeps the by-server_id listing for every other case
---
 .../mcp_tools/mcp_server_edit.test.tsx        | 25 +++++++++
 .../components/mcp_tools/mcp_server_edit.tsx  | 53 ++++++++++++++++++-
 2 files changed, 77 insertions(+), 1 deletion(-)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index e5daf90e992..9a9db2eeb95 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -10,6 +10,7 @@ vi.mock("../networking", () => ({
   updateMCPServer: vi.fn(),
   listMCPTools: vi.fn().mockResolvedValue({ tools: [], error: null }),
   storeMCPOAuthUserCredential: vi.fn().mockResolvedValue({}),
+  testMCPToolsListRequest: vi.fn().mockResolvedValue({ tools: [], error: null }),
 }));
 
 vi.mock("../molecules/notifications_manager", () => ({
@@ -511,6 +512,30 @@ describe("MCPServerEdit OAuth token invalidation", () => {
     expect(mockRemoveToken).toHaveBeenCalledWith("oauth_server_1", undefined);
   });
 
+  it("previews tools with a staged interactive OAuth token before it is saved", async () => {
+    // Regression: for authorization_code the fetch went by server_id only, relying on the stored DB
+    // credential, so a token authorized in this edit session gave an empty preview until the admin
+    // saved; the create form previews the identical state via the config-based preview endpoint.
+    mockOauth.tokenResponse = { access_token: "staged-obo-tok" };
+
+    renderOAuthEdit();
+
+    await waitFor(() => {
+      expect(vi.mocked(networking.testMCPToolsListRequest)).toHaveBeenCalledWith(
+        "access-token",
+        expect.objectContaining({ server_id: "oauth_server_1", url: "https://example.com/mcp" }),
+        "staged-obo-tok",
+      );
+    });
+    expect(networking.listMCPTools).not.toHaveBeenCalled();
+    // Previewing must stay stateless: the staged token is committed only by an explicit Save
+    // (storeMCPOAuthUserCredential for authorization_code, setToken for the client-forwarded modes).
+    expect(networking.storeMCPOAuthUserCredential).not.toHaveBeenCalled();
+    expect(mockSetToken).not.toHaveBeenCalled();
+    expect(networking.updateMCPServer).not.toHaveBeenCalled();
+    mockOauth.tokenResponse = null;
+  });
+
   it("keeps the admin's in-flight endpoint edits when the token is invalidated", async () => {
     // Regression: invalidation used to form.resetFields the endpoint fields; with the edit Form's
     // initialValues that silently reverted an admin-corrected token_url back to the saved (wrong)
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index de3528ea6a9..58f63e12019 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -17,7 +17,7 @@ import {
   getMcpOAuthMode,
   oauth2FlowToFormValue,
 } from "./types";
-import { updateMCPServer, listMCPTools, storeMCPOAuthUserCredential } from "../networking";
+import { updateMCPServer, listMCPTools, storeMCPOAuthUserCredential, testMCPToolsListRequest } from "../networking";
 import { getToken, isTokenValid, removeToken, setToken } from "@/utils/mcpTokenStore";
 import { buildMcpPassthroughAuthHeader } from "@/utils/mcpHeaderUtils";
 import MCPServerCostConfig from "./mcp_server_cost_config";
@@ -421,6 +421,53 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
     }
   };
 
+  // A token authorized in this edit session for interactive OAuth (authorization_code) is only
+  // committed to the DB on save, so a plain by-server_id listing cannot use it and the preview would
+  // stay empty until the admin saves; the create form previews the identical state through the
+  // config-based preview endpoint, which takes the staged token explicitly. Returns false when there
+  // is no staged interactive token so fetchTools falls through to the by-server_id listing.
+  const previewWithStagedInteractiveToken = async (
+    isPassthrough: boolean,
+    isBrowserHeldTokenMode: boolean,
+  ): Promise<boolean> => {
+    const stagedToken =
+      !isPassthrough && !isBrowserHeldTokenMode && getEffectiveAuthType() === AUTH_TYPE.OAUTH2
+        ? oauthTokenResponse?.access_token
+        : undefined;
+    if (!stagedToken) {
+      return false;
+    }
+    setIsLoadingTools(true);
+    setToolsError(null);
+    try {
+      const values = form.getFieldsValue(true);
+      const rawTransport = values.transport || mcpServer.transport;
+      const previewConfig = {
+        server_id: mcpServer.server_id,
+        server_name: values.server_name || mcpServer.server_name || mcpServer.alias,
+        url: values.url || mcpServer.url,
+        transport: rawTransport === TRANSPORT.OPENAPI ? TRANSPORT.HTTP : rawTransport,
+        auth_type: AUTH_TYPE.OAUTH2,
+        authorization_url: values.authorization_url,
+        token_url: values.token_url,
+        registration_url: values.registration_url,
+      };
+      const toolsResponse = await testMCPToolsListRequest(accessToken, previewConfig, stagedToken);
+      if (toolsResponse.tools && !toolsResponse.error) {
+        setTools(toolsResponse.tools);
+      } else {
+        setTools([]);
+        setToolsError(toolsResponse.message || "Failed to load tools");
+      }
+    } catch (error) {
+      setTools([]);
+      setToolsError(error instanceof Error ? error.message : "Failed to load tools");
+    } finally {
+      setIsLoadingTools(false);
+    }
+    return true;
+  };
+
   const fetchTools = async () => {
     if (!accessToken || !mcpServer.server_id) return;
 
@@ -436,6 +483,10 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         delegate_auth_to_upstream: mcpServer.delegate_auth_to_upstream,
       }) === "passthrough";
     const isBrowserHeldTokenMode = isClientForwardedTokenMode(getEffectiveAuthType());
+
+    if (await previewWithStagedInteractiveToken(isPassthrough, isBrowserHeldTokenMode)) {
+      return;
+    }
     if (isPassthrough || isBrowserHeldTokenMode) {
       const token =
         oauthTokenResponse?.access_token ??

From 4786e599b0f78b4d7ad4be96782b24202404c5ed Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Thu, 9 Jul 2026 15:28:39 -0700
Subject: [PATCH 199/370] test(ui): pin the client-forwarded token contract on
 create and edit

The create and edit submit paths for true_passthrough and oauth_delegate persist only the tool
configuration: the parametrized create test authorizes, disables the allowlist, and asserts nothing
is persisted before submit, then that the create payload carries allowed_tools but no credentials
and no occurrence of the token anywhere in the serialized payload, no per-user DB credential is
written, and the token is committed to sessionStorage only, keyed to the created server. The edit
save test gains the same serialized-payload assertion
---
 .../mcp_tools/create_mcp_server.test.tsx      | 62 +++++++++++++++++++
 .../mcp_tools/mcp_server_edit.test.tsx        |  1 +
 2 files changed, 63 insertions(+)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
index 658116ede1f..02374a3ffa4 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
@@ -374,6 +374,68 @@ describe("CreateMCPServer", () => {
       expect(credentials.access_token).toBeUndefined();
     });
 
+    it.each([
+      ["true_passthrough", "True Passthrough (no LiteLLM auth)"],
+      ["oauth_delegate", "OAuth Delegate (client-supplied upstream token)"],
+    ])("persists only tool config on create for %s; the token stays browser-held", async (_authType, optionLabel) => {
+      oauthHook.tokenResponse = { access_token: "upstream-tok", token_type: "Bearer" };
+      await selectHttpTransport();
+
+      const user = userEvent.setup({ delay: null });
+      await user.type(getServerNameInput(), "CF_Server");
+      await user.type(screen.getByPlaceholderText("https://your-mcp-server.com"), "https://example.com/mcp");
+
+      await selectAntOption("Authentication", optionLabel);
+
+      await waitFor(() => expect(oauthHook.onTokenReceived).toBeTruthy());
+      await act(async () => {
+        oauthHook.onTokenReceived!({ access_token: "upstream-tok", token_type: "Bearer" }, undefined);
+      });
+
+      fireEvent.click(screen.getByRole("button", { name: "Disable all tools" }));
+
+      // Previewing and configuring must stay stateless: nothing is persisted anywhere (server row,
+      // per-user DB credential, sessionStorage) until the admin submits.
+      expect(networking.createMCPServer).not.toHaveBeenCalled();
+      expect(networking.storeMCPOAuthUserCredential).not.toHaveBeenCalled();
+      expect(setToken).not.toHaveBeenCalled();
+
+      const createdServer = {
+        server_id: "new-cf-server",
+        server_name: "CF_Server",
+        alias: "CF_Server",
+        url: "https://example.com/mcp",
+        transport: "http",
+        auth_type: _authType,
+        created_at: "2024-01-01T00:00:00Z",
+        created_by: "user-1",
+        updated_at: "2024-01-01T00:00:00Z",
+        updated_by: "user-1",
+      };
+      vi.mocked(networking.createMCPServer).mockResolvedValue(createdServer);
+
+      const submitButton = screen.getByRole("button", { name: "Add MCP Server" });
+      await act(async () => {
+        fireEvent.click(submitButton);
+      });
+
+      await waitFor(() => expect(networking.createMCPServer).toHaveBeenCalledTimes(1));
+      const [, payload] = vi.mocked(networking.createMCPServer).mock.calls[0];
+
+      // Only the tool configuration persists on the server row; the upstream token appears nowhere
+      // in the create payload and no per-user DB credential is written. The token is committed to
+      // sessionStorage only, keyed to the created server.
+      expect(payload.allowed_tools).toEqual([]);
+      expect(payload.credentials).toBeUndefined();
+      expect(JSON.stringify(payload)).not.toContain("upstream-tok");
+      expect(networking.storeMCPOAuthUserCredential).not.toHaveBeenCalled();
+      expect(setToken).toHaveBeenCalledWith(
+        "new-cf-server",
+        expect.objectContaining({ access_token: "upstream-tok" }),
+        undefined,
+      );
+    });
+
     it("should not show auth value field when None auth type is selected", async () => {
       await selectHttpTransport();
 
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index 9a9db2eeb95..93ff1333cd8 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -1339,6 +1339,7 @@ describe("MCPServerEdit (OAuth token persistence on save)", () => {
       expect(networking.storeMCPOAuthUserCredential).not.toHaveBeenCalled();
       const [, payload] = vi.mocked(networking.updateMCPServer).mock.calls[0];
       expect(payload.credentials).toBeUndefined();
+      expect(JSON.stringify(payload)).not.toContain("cf-tok");
     },
   );
 

From c46c9d46526077139c7c864d886950ac40c912e6 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Thu, 9 Jul 2026 16:04:19 -0700
Subject: [PATCH 200/370] docs(mcp): mcp_server_resource docstring matches the
 origin-only redaction

The field doc still said scheme + host + path while the redactor now strips the path along with
userinfo, query, and fragment, since hosted MCP servers routinely embed the credential in the path
---
 litellm/types/utils.py | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index 6b99cfa3314..c093c213e50 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -2533,9 +2533,10 @@ class StandardLoggingMCPToolCall(TypedDict, total=False):
 
     mcp_server_resource: Optional[str]
     """
-    The upstream MCP server resource identifier (scheme + host + path) the tool call was
-    forwarded to. Redacted for logging: userinfo, query string, and fragment are stripped so an
-    upstream URL carrying an embedded token or secret query parameter never reaches log metadata.
+    The origin (scheme + host + port) of the upstream MCP server the tool call was forwarded
+    to. Redacted for logging: userinfo, the path, the query string, and the fragment are all
+    stripped, because hosted MCP servers routinely embed the credential in the URL path and
+    this value is readable by callers via request logs.
     Records which upstream received a relayed request; never a credential.
     """
 

From 9dcc21cd48aaee6650e2f8063692d5d1b78a1d41 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Thu, 9 Jul 2026 16:18:25 -0700
Subject: [PATCH 201/370] refactor(mcp): batch the purge row deletion into one
 query

The per-row delete_many loop becomes a single delete filtered to the enumerated OAuth users'
(user_id IN, server_id) pairs; same rows deleted, same BYOK-sparing precision, same count-mismatch
detection, one round-trip instead of N
---
 litellm/proxy/_experimental/mcp_server/db.py         |  4 ++--
 .../_experimental/mcp_server/test_db_credentials.py  | 12 +++++++-----
 2 files changed, 9 insertions(+), 7 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/db.py b/litellm/proxy/_experimental/mcp_server/db.py
index c6b7620b649..e4f8b0c331d 100644
--- a/litellm/proxy/_experimental/mcp_server/db.py
+++ b/litellm/proxy/_experimental/mcp_server/db.py
@@ -1175,8 +1175,8 @@ async def purge_user_oauth_credentials_for_server(
     oauth_rows = [row for row in rows if _decode_oauth_payload(row.credential_b64) is not None]
     if not oauth_rows:
         return 0
-    deleted_count = sum(
-        [await repo.table.delete_many(where={"user_id": row.user_id, "server_id": server_id}) for row in oauth_rows]
+    deleted_count = await repo.table.delete_many(
+        where={"server_id": server_id, "user_id": {"in": [row.user_id for row in oauth_rows]}}
     )
     if invalidate_token_cache is None:
         from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py
index 0bdcffe1530..7269774442b 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_db_credentials.py
@@ -171,7 +171,7 @@ async def test_purge_user_oauth_credentials_for_server_invalidates_each_user():
 
     prisma = MagicMock()
     prisma.db.litellm_mcpusercredentials.find_many = AsyncMock(return_value=[_oauth_row("alice"), _oauth_row("bob")])
-    prisma.db.litellm_mcpusercredentials.delete_many = AsyncMock(return_value=1)
+    prisma.db.litellm_mcpusercredentials.delete_many = AsyncMock(return_value=2)
 
     invalidations = []
 
@@ -181,15 +181,17 @@ async def record_invalidation(user_id: str, server_id: str) -> None:
     purged = await purge_user_oauth_credentials_for_server(prisma, "srv-1", invalidate_token_cache=record_invalidation)
 
     assert purged == 2
-    assert prisma.db.litellm_mcpusercredentials.delete_many.await_count == 2
+    prisma.db.litellm_mcpusercredentials.delete_many.assert_awaited_once_with(
+        where={"server_id": "srv-1", "user_id": {"in": ["alice", "bob"]}}
+    )
     assert set(invalidations) == {("alice", "srv-1"), ("bob", "srv-1")}
 
 
 @pytest.mark.asyncio
 async def test_purge_user_oauth_credentials_for_server_spares_byok_rows():
     """Regression: the purge used to delete_many on server_id alone, wiping BYOK API keys that share
-    the LiteLLM_MCPUserCredentials table. Only rows holding an OAuth2 payload may be deleted, each by
-    its (user_id, server_id) pair, and only their users' token caches invalidated."""
+    the LiteLLM_MCPUserCredentials table. Only rows holding an OAuth2 payload may be deleted (one
+    batched query filtered to their user_ids), and only their users' token caches invalidated."""
     from litellm.proxy._experimental.mcp_server.db import purge_user_oauth_credentials_for_server
 
     prisma = MagicMock()
@@ -205,7 +207,7 @@ async def record_invalidation(user_id: str, server_id: str) -> None:
 
     assert purged == 1
     prisma.db.litellm_mcpusercredentials.delete_many.assert_awaited_once_with(
-        where={"user_id": "alice", "server_id": "srv-1"}
+        where={"server_id": "srv-1", "user_id": {"in": ["alice"]}}
     )
     assert invalidations == [("alice", "srv-1")]
 

From db8c872c7d3cf374b143e1785edc3e8c98194f06 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Thu, 9 Jul 2026 16:26:30 -0700
Subject: [PATCH 202/370] fix(ui): staged edit preview sends explicit
 oauth2_flow and spec_path; invalidation clears the tool list

The preview endpoint infers client_credentials when the inherited client_id, client_secret, and
token_url are all present (common once DCR or discovery filled them) and then strips the forwarded
bearer to preview as M2M, so the staged interactive token was silently unused; sending
oauth2_flow=authorization_code bypasses the inference. spec_path now rides along so OpenAPI servers
take the spec-based preview path the create form gets. clearHeldOAuthToken also empties the tool
list, mirroring the create form's clearTools, so a preview fetched with the discarded token never
lingers while the refetch is in flight
---
 .../mcp_tools/mcp_server_edit.test.tsx        | 36 ++++++++++++++++++-
 .../components/mcp_tools/mcp_server_edit.tsx  |  7 ++++
 2 files changed, 42 insertions(+), 1 deletion(-)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index 93ff1333cd8..adb3e161da5 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -523,7 +523,13 @@ describe("MCPServerEdit OAuth token invalidation", () => {
     await waitFor(() => {
       expect(vi.mocked(networking.testMCPToolsListRequest)).toHaveBeenCalledWith(
         "access-token",
-        expect.objectContaining({ server_id: "oauth_server_1", url: "https://example.com/mcp" }),
+        // oauth2_flow must be explicit: the preview endpoint infers client_credentials from
+        // inherited client_id/client_secret/token_url and would strip the staged bearer.
+        expect.objectContaining({
+          server_id: "oauth_server_1",
+          url: "https://example.com/mcp",
+          oauth2_flow: "authorization_code",
+        }),
         "staged-obo-tok",
       );
     });
@@ -536,6 +542,34 @@ describe("MCPServerEdit OAuth token invalidation", () => {
     mockOauth.tokenResponse = null;
   });
 
+  it("previews an OpenAPI server's staged token against its spec_path", async () => {
+    mockOauth.tokenResponse = { access_token: "staged-obo-tok" };
+
+    render(
+      <MCPServerEdit
+        mcpServer={{
+          ...interactiveOAuthServer,
+          transport: "openapi",
+          url: null,
+          spec_path: "https://example.com/openapi.json",
+        }}
+        accessToken="access-token"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+
+    await waitFor(() => {
+      expect(vi.mocked(networking.testMCPToolsListRequest)).toHaveBeenCalledWith(
+        "access-token",
+        expect.objectContaining({ spec_path: "https://example.com/openapi.json" }),
+        "staged-obo-tok",
+      );
+    });
+    mockOauth.tokenResponse = null;
+  });
+
   it("keeps the admin's in-flight endpoint edits when the token is invalidated", async () => {
     // Regression: invalidation used to form.resetFields the endpoint fields; with the edit Form's
     // initialValues that silently reverted an admin-corrected token_url back to the saved (wrong)
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index 58f63e12019..7446c96c40e 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -405,6 +405,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
     if (mcpServer.server_id) {
       removeToken(mcpServer.server_id, userID);
     }
+    setTools([]);
     resetOAuthFlow();
     form.resetFields([...CLEARED_ON_INVALIDATION]);
     const preserved = Object.fromEntries(
@@ -442,12 +443,18 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
     try {
       const values = form.getFieldsValue(true);
       const rawTransport = values.transport || mcpServer.transport;
+      // oauth2_flow must be explicit: the preview endpoint infers client_credentials from the
+      // inherited client_id/client_secret/token_url (common once DCR or discovery filled them) and
+      // would strip the staged bearer to preview as M2M. spec_path keeps OpenAPI servers on the
+      // spec-based preview path, mirroring the create form's config.
       const previewConfig = {
         server_id: mcpServer.server_id,
         server_name: values.server_name || mcpServer.server_name || mcpServer.alias,
         url: values.url || mcpServer.url,
+        spec_path: values.spec_path || mcpServer.spec_path,
         transport: rawTransport === TRANSPORT.OPENAPI ? TRANSPORT.HTTP : rawTransport,
         auth_type: AUTH_TYPE.OAUTH2,
+        oauth2_flow: MCP_OAUTH2_FLOW_INTERACTIVE,
         authorization_url: values.authorization_url,
         token_url: values.token_url,
         registration_url: values.registration_url,

From 1b96bfacec0542ce123922f2b3450958a1ba18c8 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Thu, 9 Jul 2026 16:58:43 -0700
Subject: [PATCH 203/370] refactor(ui): widen Key ID and Created By columns,
 drop Last Active info icon

Follow-up polish on the migrated Team Info virtual keys table: widen the Key
ID column by 20px (100 -> 120), nearly double Created By (70 -> 130) so the
name and popover fit, and remove the Last Active header info icon (and its now
unused InfoCircleOutlined import).
---
 .../components/team/TeamVirtualKeysTable.tsx    | 17 +++--------------
 1 file changed, 3 insertions(+), 14 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx
index 909608d630f..778b82a8fc5 100644
--- a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx
@@ -5,7 +5,6 @@ import { DataTable, DataTablePagination, DataTableSortHeader } from "@/component
 import { ChevronDownIcon, ChevronRightIcon } from "@heroicons/react/outline";
 import { ColumnDef, PaginationState, SortingState } from "@tanstack/react-table";
 import { Badge, Icon, Text } from "@tremor/react";
-import { InfoCircleOutlined } from "@ant-design/icons";
 import { Popover, Tooltip, Typography } from "antd";
 import DefaultProxyAdminTag from "../common_components/DefaultProxyAdminTag";
 import React, { useCallback, useEffect, useMemo, useState } from "react";
@@ -193,7 +192,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
         id: "token",
         accessorKey: "token",
         header: ({ column }) => <DataTableSortHeader column={column} title="Key ID" variant="header-cycle" />,
-        size: 100,
+        size: 120,
         enableSorting: true,
         cell: (info) => (
           <IdCell value={info.getValue() as string | null} onClick={() => setSelectedKey(info.row.original)} />
@@ -283,7 +282,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
         id: "created_by",
         accessorKey: "created_by",
         header: "Created By",
-        size: 70,
+        size: 130,
         enableSorting: false,
         cell: (info) => {
           const userId = info.getValue() as string | null;
@@ -349,17 +348,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
       {
         id: "last_active",
         accessorKey: "last_active",
-        header: () => (
-          <span className="flex items-center gap-1">
-            Last Active
-            <Popover
-              content="This is a new field and is not backfilled. Only new key usage will update this value."
-              trigger="hover"
-            >
-              <InfoCircleOutlined className="text-gray-400 text-xs cursor-help" />
-            </Popover>
-          </span>
-        ),
+        header: "Last Active",
         size: 130,
         enableSorting: false,
         cell: (info) => <DateCell value={info.getValue() as string | null} precision="date" fallback="Unknown" />,

From 1612df18a6fdbc3a3f6cb2eabbdf105cd2c4b14e Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Thu, 9 Jul 2026 17:19:21 -0700
Subject: [PATCH 204/370] refactor(ui): reuse exported
 DEFAULT_PAGE_SIZE_OPTIONS in DataTable

Drop the duplicate local DEFAULT_PAGE_SIZE_OPTIONS in DataTable.tsx and import
the one already exported from DataTablePagination.tsx, removing the divergence
risk if the canonical list changes.
---
 .../src/components/shared/DataTable/DataTable.tsx             | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx
index 7655454f381..2e95ee170fa 100644
--- a/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx
@@ -36,11 +36,9 @@ import {
 import { cn } from "@/lib/cva.config";
 
 import "./columnMeta";
-import { DataTablePagination } from "./DataTablePagination";
+import { DataTablePagination, DEFAULT_PAGE_SIZE_OPTIONS } from "./DataTablePagination";
 import type { ColumnPinnedSide, DataTableProps, DataTableSize, PaginationMode, SortingMode } from "./types";
 
-const DEFAULT_PAGE_SIZE_OPTIONS = [25, 50, 100];
-
 const INTERACTIVE_SELECTOR = "button, a, input, select, textarea, [role=checkbox], [data-row-click-exempt]";
 
 const noop = () => {};

From 65d90fd5cfbf1d5690708973948b989d9cbfbb1f Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Thu, 9 Jul 2026 17:43:33 -0700
Subject: [PATCH 205/370] refactor(ui): colocate 11 route segments' components
 into _components/ (#32704)

Colocation follow-up to the App Router migration: move each page's owned
components out of the shared src/components dump and into its route segment's
_components/ folder, draining the shared bucket. Convention: a component used
by exactly one segment goes in that segment's _components/ (private, matching
Next's _ route-exclusion); a component shared by 2+ segments stays in
@/components. No new _shared/ folder.

Rename-in-place (segment already had a local components/ folder):
- api-reference (also relocates the shared CodeBlock, used by playground and
  cost-tracking, to @/components/CodeBlock)
- memory, budgets, access-groups
- caching, projects, guardrails-monitor

Extract from src/components (page view lived in the shared dump):
- AdminPanel -> admin-panel, organizations -> organizations,
  general_settings -> router-settings, usage -> old-usage

Each folder/view was verified to have no importer other than its own page
(cross-checked across src, tests, and e2e_tests). Relative imports inside moved
single files are rewritten to absolute @/components/*; colocated tests move with
their subject and have their vi.mock paths rewritten to match. Grandfathered
lint suppressions (tremor, react-hooks, and similar, all pre-existing) are
re-keyed to the new paths with counts unchanged. No behavior change.
---
 ui/litellm-dashboard/eslint-suppressions.json | 48 +++++++++----------
 .../AccessGroupsDetailsPage.test.tsx          |  0
 .../AccessGroupsDetailsPage.tsx               |  0
 .../AccessGroupsModal/AccessGroupBaseForm.tsx |  0
 .../AccessGroupCreateModal.tsx                |  0
 .../AccessGroupEditModal.tsx                  |  0
 .../AccessGroupsPage.test.tsx                 |  0
 .../AccessGroupsPage.tsx                      |  0
 .../{components => _components}/types.ts      |  0
 .../app/(dashboard)/access-groups/page.tsx    |  2 +-
 .../_components}/AdminPanel.test.tsx          | 14 +++---
 .../admin-panel/_components}/AdminPanel.tsx   | 24 +++++-----
 .../src/app/(dashboard)/admin-panel/page.tsx  |  2 +-
 .../APIReferenceView.test.tsx                 |  2 +-
 .../{ => _components}/APIReferenceView.tsx    |  4 +-
 .../{components => _components}/DocLink.tsx   |  0
 .../app/(dashboard)/api-reference/page.tsx    |  2 +-
 .../budget_modal.tsx                          |  0
 .../budget_panel.test.tsx                     |  0
 .../budget_panel.tsx                          |  0
 .../{components => _components}/constants.ts  |  0
 .../edit_budget_modal.tsx                     |  0
 .../src/app/(dashboard)/budgets/page.tsx      |  2 +-
 .../cache_dashboard.tsx                       |  0
 .../cache_health.tsx                          |  0
 .../cache_settings/CacheFieldSection.tsx      |  0
 .../cache_settings/CacheFormField.tsx         |  0
 .../cache_settings/RedisTypeSelector.test.tsx |  0
 .../cache_settings/RedisTypeSelector.tsx      |  0
 .../cache_settings/cacheSettingsFields.ts     |  0
 .../cache_settings/cacheSettingsUtils.test.ts |  0
 .../cache_settings/cacheSettingsUtils.ts      |  0
 .../cache_settings/index.test.tsx             |  0
 .../cache_settings/index.tsx                  |  0
 .../response_time_indicator.tsx               |  0
 .../src/app/(dashboard)/caching/page.tsx      |  2 +-
 .../components/how_it_works.test.tsx          |  2 +-
 .../cost-tracking/components/how_it_works.tsx |  2 +-
 .../EvaluationSettingsModal.tsx               |  0
 .../GuardrailConfig.test.tsx                  |  0
 .../GuardrailConfig.tsx                       |  0
 .../GuardrailDetail.tsx                       |  0
 .../GuardrailsMonitorView.test.tsx            |  0
 .../GuardrailsMonitorView.tsx                 |  0
 .../GuardrailsOverview.tsx                    |  0
 .../ScoreChart.test.tsx                       |  0
 .../ScoreChart.tsx                            |  0
 .../(dashboard)/guardrails-monitor/page.tsx   |  2 +-
 .../MemoryEditModal.tsx                       |  0
 .../MemoryView.tsx                            |  0
 .../src/app/(dashboard)/memory/page.tsx       |  2 +-
 .../old-usage/_components}/usage.tsx          | 10 ++--
 .../src/app/(dashboard)/old-usage/page.tsx    |  2 +-
 .../_components}/organizations.test.tsx       |  4 +-
 .../_components}/organizations.tsx            | 25 ++++++----
 .../app/(dashboard)/organizations/page.tsx    |  2 +-
 .../components/chat_ui/AgentBuilderView.tsx   |  2 +-
 .../ProjectDetailsPage.test.tsx               |  0
 .../ProjectDetailsPage.tsx                    |  0
 .../ProjectKeysSection.test.tsx               |  0
 .../ProjectKeysSection.tsx                    |  0
 .../ProjectKeysTable.test.tsx                 |  0
 .../ProjectKeysTable.tsx                      |  0
 .../ProjectModals/CreateProjectModal.test.tsx |  0
 .../ProjectModals/CreateProjectModal.tsx      |  0
 .../ProjectModals/EditProjectModal.test.tsx   |  0
 .../ProjectModals/EditProjectModal.tsx        |  0
 .../ProjectModals/ProjectBaseForm.test.tsx    |  0
 .../ProjectModals/ProjectBaseForm.tsx         |  0
 .../ProjectModals/projectFormUtils.test.ts    |  0
 .../ProjectModals/projectFormUtils.ts         |  0
 .../ProjectsPage.test.tsx                     |  0
 .../ProjectsPage.tsx                          |  0
 .../src/app/(dashboard)/projects/page.tsx     |  2 +-
 .../_components}/general_settings.tsx         |  8 ++--
 .../app/(dashboard)/router-settings/page.tsx  |  2 +-
 .../components/CodeBlock.tsx                  |  0
 .../tests/CreateKeyPage.expiredToken.test.tsx |  8 ++--
 78 files changed, 91 insertions(+), 84 deletions(-)
 rename ui/litellm-dashboard/src/app/(dashboard)/access-groups/{components => _components}/AccessGroupsDetailsPage.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/access-groups/{components => _components}/AccessGroupsDetailsPage.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/access-groups/{components => _components}/AccessGroupsModal/AccessGroupBaseForm.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/access-groups/{components => _components}/AccessGroupsModal/AccessGroupCreateModal.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/access-groups/{components => _components}/AccessGroupsModal/AccessGroupEditModal.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/access-groups/{components => _components}/AccessGroupsPage.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/access-groups/{components => _components}/AccessGroupsPage.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/access-groups/{components => _components}/types.ts (100%)
 rename ui/litellm-dashboard/src/{components => app/(dashboard)/admin-panel/_components}/AdminPanel.test.tsx (96%)
 rename ui/litellm-dashboard/src/{components => app/(dashboard)/admin-panel/_components}/AdminPanel.tsx (93%)
 rename ui/litellm-dashboard/src/app/(dashboard)/api-reference/{ => _components}/APIReferenceView.test.tsx (97%)
 rename ui/litellm-dashboard/src/app/(dashboard)/api-reference/{ => _components}/APIReferenceView.tsx (97%)
 rename ui/litellm-dashboard/src/app/(dashboard)/api-reference/{components => _components}/DocLink.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/budgets/{components => _components}/budget_modal.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/budgets/{components => _components}/budget_panel.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/budgets/{components => _components}/budget_panel.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/budgets/{components => _components}/constants.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/budgets/{components => _components}/edit_budget_modal.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/caching/{components => _components}/cache_dashboard.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/caching/{components => _components}/cache_health.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/caching/{components => _components}/cache_settings/CacheFieldSection.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/caching/{components => _components}/cache_settings/CacheFormField.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/caching/{components => _components}/cache_settings/RedisTypeSelector.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/caching/{components => _components}/cache_settings/RedisTypeSelector.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/caching/{components => _components}/cache_settings/cacheSettingsFields.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/caching/{components => _components}/cache_settings/cacheSettingsUtils.test.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/caching/{components => _components}/cache_settings/cacheSettingsUtils.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/caching/{components => _components}/cache_settings/index.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/caching/{components => _components}/cache_settings/index.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/caching/{components => _components}/response_time_indicator.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/{components => _components}/EvaluationSettingsModal.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/{components => _components}/GuardrailConfig.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/{components => _components}/GuardrailConfig.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/{components => _components}/GuardrailDetail.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/{components => _components}/GuardrailsMonitorView.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/{components => _components}/GuardrailsMonitorView.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/{components => _components}/GuardrailsOverview.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/{components => _components}/ScoreChart.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/{components => _components}/ScoreChart.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/memory/{components => _components}/MemoryEditModal.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/memory/{components => _components}/MemoryView.tsx (100%)
 rename ui/litellm-dashboard/src/{components => app/(dashboard)/old-usage/_components}/usage.tsx (99%)
 rename ui/litellm-dashboard/src/{components => app/(dashboard)/organizations/_components}/organizations.test.tsx (87%)
 rename ui/litellm-dashboard/src/{components => app/(dashboard)/organizations/_components}/organizations.tsx (96%)
 rename ui/litellm-dashboard/src/app/(dashboard)/projects/{components => _components}/ProjectDetailsPage.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/projects/{components => _components}/ProjectDetailsPage.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/projects/{components => _components}/ProjectKeysSection.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/projects/{components => _components}/ProjectKeysSection.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/projects/{components => _components}/ProjectKeysTable.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/projects/{components => _components}/ProjectKeysTable.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/projects/{components => _components}/ProjectModals/CreateProjectModal.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/projects/{components => _components}/ProjectModals/CreateProjectModal.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/projects/{components => _components}/ProjectModals/EditProjectModal.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/projects/{components => _components}/ProjectModals/EditProjectModal.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/projects/{components => _components}/ProjectModals/ProjectBaseForm.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/projects/{components => _components}/ProjectModals/ProjectBaseForm.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/projects/{components => _components}/ProjectModals/projectFormUtils.test.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/projects/{components => _components}/ProjectModals/projectFormUtils.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/projects/{components => _components}/ProjectsPage.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/projects/{components => _components}/ProjectsPage.tsx (100%)
 rename ui/litellm-dashboard/src/{components => app/(dashboard)/router-settings/_components}/general_settings.tsx (96%)
 rename ui/litellm-dashboard/src/{app/(dashboard)/api-reference => }/components/CodeBlock.tsx (100%)

diff --git a/ui/litellm-dashboard/eslint-suppressions.json b/ui/litellm-dashboard/eslint-suppressions.json
index fe8f182c106..b490cf71768 100644
--- a/ui/litellm-dashboard/eslint-suppressions.json
+++ b/ui/litellm-dashboard/eslint-suppressions.json
@@ -4,32 +4,32 @@
       "count": 1
     }
   },
-  "src/app/(dashboard)/api-reference/APIReferenceView.tsx": {
+  "src/app/(dashboard)/api-reference/_components/APIReferenceView.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/budgets/components/budget_modal.tsx": {
+  "src/app/(dashboard)/budgets/_components/budget_modal.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/budgets/components/budget_panel.test.tsx": {
+  "src/app/(dashboard)/budgets/_components/budget_panel.test.tsx": {
     "unused-imports/no-unused-imports": {
       "count": 2
     }
   },
-  "src/app/(dashboard)/budgets/components/budget_panel.tsx": {
+  "src/app/(dashboard)/budgets/_components/budget_panel.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/budgets/components/edit_budget_modal.tsx": {
+  "src/app/(dashboard)/budgets/_components/edit_budget_modal.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/caching/components/cache_dashboard.tsx": {
+  "src/app/(dashboard)/caching/_components/cache_dashboard.tsx": {
     "no-restricted-imports": {
       "count": 1
     },
@@ -40,17 +40,17 @@
       "count": 2
     }
   },
-  "src/app/(dashboard)/caching/components/cache_health.tsx": {
+  "src/app/(dashboard)/caching/_components/cache_health.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/caching/components/cache_settings/RedisTypeSelector.tsx": {
+  "src/app/(dashboard)/caching/_components/cache_settings/RedisTypeSelector.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/caching/components/cache_settings/index.tsx": {
+  "src/app/(dashboard)/caching/_components/cache_settings/index.tsx": {
     "no-restricted-imports": {
       "count": 1
     },
@@ -136,32 +136,32 @@
       "count": 2
     }
   },
-  "src/app/(dashboard)/guardrails-monitor/components/EvaluationSettingsModal.tsx": {
+  "src/app/(dashboard)/guardrails-monitor/_components/EvaluationSettingsModal.tsx": {
     "react-hooks/set-state-in-effect": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/guardrails-monitor/components/GuardrailDetail.tsx": {
+  "src/app/(dashboard)/guardrails-monitor/_components/GuardrailDetail.tsx": {
     "no-nested-ternary": {
       "count": 3
     }
   },
-  "src/app/(dashboard)/guardrails-monitor/components/GuardrailsMonitorView.tsx": {
+  "src/app/(dashboard)/guardrails-monitor/_components/GuardrailsMonitorView.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/guardrails-monitor/components/GuardrailsOverview.tsx": {
+  "src/app/(dashboard)/guardrails-monitor/_components/GuardrailsOverview.tsx": {
     "no-nested-ternary": {
       "count": 8
     }
   },
-  "src/app/(dashboard)/guardrails-monitor/components/ScoreChart.test.tsx": {
+  "src/app/(dashboard)/guardrails-monitor/_components/ScoreChart.test.tsx": {
     "react/display-name": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/guardrails-monitor/components/ScoreChart.tsx": {
+  "src/app/(dashboard)/guardrails-monitor/_components/ScoreChart.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
@@ -326,7 +326,7 @@
       "count": 2
     }
   },
-  "src/app/(dashboard)/memory/components/MemoryView.tsx": {
+  "src/app/(dashboard)/memory/_components/MemoryView.tsx": {
     "react-hooks/set-state-in-effect": {
       "count": 1
     }
@@ -522,7 +522,7 @@
       "count": 1
     }
   },
-  "src/app/(dashboard)/projects/components/ProjectDetailsPage.tsx": {
+  "src/app/(dashboard)/projects/_components/ProjectDetailsPage.tsx": {
     "no-nested-ternary": {
       "count": 3
     },
@@ -530,17 +530,17 @@
       "count": 1
     }
   },
-  "src/app/(dashboard)/projects/components/ProjectKeysSection.tsx": {
+  "src/app/(dashboard)/projects/_components/ProjectKeysSection.tsx": {
     "react-hooks/set-state-in-effect": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/projects/components/ProjectModals/ProjectBaseForm.tsx": {
+  "src/app/(dashboard)/projects/_components/ProjectModals/ProjectBaseForm.tsx": {
     "react-hooks/set-state-in-effect": {
       "count": 2
     }
   },
-  "src/app/(dashboard)/projects/components/ProjectsPage.tsx": {
+  "src/app/(dashboard)/projects/_components/ProjectsPage.tsx": {
     "react-hooks/set-state-in-effect": {
       "count": 1
     }
@@ -851,7 +851,7 @@
       "count": 1
     }
   },
-  "src/components/AdminPanel.tsx": {
+  "src/app/(dashboard)/admin-panel/_components/AdminPanel.tsx": {
     "no-restricted-imports": {
       "count": 1
     },
@@ -1520,7 +1520,7 @@
       "count": 1
     }
   },
-  "src/components/general_settings.tsx": {
+  "src/app/(dashboard)/router-settings/_components/general_settings.tsx": {
     "no-nested-ternary": {
       "count": 3
     },
@@ -2028,7 +2028,7 @@
       "count": 1
     }
   },
-  "src/components/organizations.tsx": {
+  "src/app/(dashboard)/organizations/_components/organizations.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
@@ -2371,7 +2371,7 @@
       "count": 1
     }
   },
-  "src/components/usage.tsx": {
+  "src/app/(dashboard)/old-usage/_components/usage.tsx": {
     "no-restricted-imports": {
       "count": 2
     },
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/access-groups/components/AccessGroupsDetailsPage.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/access-groups/_components/AccessGroupsDetailsPage.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/access-groups/components/AccessGroupsDetailsPage.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/access-groups/_components/AccessGroupsDetailsPage.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/access-groups/components/AccessGroupsDetailsPage.tsx b/ui/litellm-dashboard/src/app/(dashboard)/access-groups/_components/AccessGroupsDetailsPage.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/access-groups/components/AccessGroupsDetailsPage.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/access-groups/_components/AccessGroupsDetailsPage.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/access-groups/components/AccessGroupsModal/AccessGroupBaseForm.tsx b/ui/litellm-dashboard/src/app/(dashboard)/access-groups/_components/AccessGroupsModal/AccessGroupBaseForm.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/access-groups/components/AccessGroupsModal/AccessGroupBaseForm.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/access-groups/_components/AccessGroupsModal/AccessGroupBaseForm.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/access-groups/components/AccessGroupsModal/AccessGroupCreateModal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/access-groups/_components/AccessGroupsModal/AccessGroupCreateModal.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/access-groups/components/AccessGroupsModal/AccessGroupCreateModal.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/access-groups/_components/AccessGroupsModal/AccessGroupCreateModal.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/access-groups/components/AccessGroupsModal/AccessGroupEditModal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/access-groups/_components/AccessGroupsModal/AccessGroupEditModal.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/access-groups/components/AccessGroupsModal/AccessGroupEditModal.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/access-groups/_components/AccessGroupsModal/AccessGroupEditModal.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/access-groups/components/AccessGroupsPage.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/access-groups/_components/AccessGroupsPage.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/access-groups/components/AccessGroupsPage.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/access-groups/_components/AccessGroupsPage.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/access-groups/components/AccessGroupsPage.tsx b/ui/litellm-dashboard/src/app/(dashboard)/access-groups/_components/AccessGroupsPage.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/access-groups/components/AccessGroupsPage.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/access-groups/_components/AccessGroupsPage.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/access-groups/components/types.ts b/ui/litellm-dashboard/src/app/(dashboard)/access-groups/_components/types.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/access-groups/components/types.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/access-groups/_components/types.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/access-groups/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/access-groups/page.tsx
index ae4712b826e..4e9f7031c6d 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/access-groups/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/access-groups/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import { AccessGroupsPage } from "./components/AccessGroupsPage";
+import { AccessGroupsPage } from "./_components/AccessGroupsPage";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 export default function AccessGroups() {
diff --git a/ui/litellm-dashboard/src/components/AdminPanel.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/admin-panel/_components/AdminPanel.test.tsx
similarity index 96%
rename from ui/litellm-dashboard/src/components/AdminPanel.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/admin-panel/_components/AdminPanel.test.tsx
index 7d1d2f46cf1..220db23338e 100644
--- a/ui/litellm-dashboard/src/components/AdminPanel.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/admin-panel/_components/AdminPanel.test.tsx
@@ -8,34 +8,34 @@ const mockGetAllowedIPs = vi.fn();
 const mockAddAllowedIP = vi.fn();
 const mockDeleteAllowedIP = vi.fn();
 
-vi.mock("./networking", () => ({
+vi.mock("@/components/networking", () => ({
   getSSOSettings: (...args: unknown[]) => mockGetSSOSettings(...args),
   getAllowedIPs: (...args: unknown[]) => mockGetAllowedIPs(...args),
   addAllowedIP: (...args: unknown[]) => mockAddAllowedIP(...args),
   deleteAllowedIP: (...args: unknown[]) => mockDeleteAllowedIP(...args),
 }));
 
-vi.mock("./constants", () => ({
+vi.mock("@/components/constants", () => ({
   useBaseUrl: () => "http://localhost:4000",
 }));
 
-vi.mock("./Settings/AdminSettings/SSOSettings/SSOSettings", () => ({
+vi.mock("@/components/Settings/AdminSettings/SSOSettings/SSOSettings", () => ({
   default: () => <div>SSO Settings</div>,
 }));
 
-vi.mock("./Settings/AdminSettings/UISettings/UISettings", () => ({
+vi.mock("@/components/Settings/AdminSettings/UISettings/UISettings", () => ({
   default: () => <div>UI Settings</div>,
 }));
 
-vi.mock("./SCIM", () => ({
+vi.mock("@/components/SCIM", () => ({
   default: () => <div>SCIM Config</div>,
 }));
 
-vi.mock("./SSOModals", () => ({
+vi.mock("@/components/SSOModals", () => ({
   default: () => <div>SSO Modals</div>,
 }));
 
-vi.mock("./UIAccessControlForm", () => ({
+vi.mock("@/components/UIAccessControlForm", () => ({
   default: () => <div>UI Access Control Form</div>,
 }));
 
diff --git a/ui/litellm-dashboard/src/components/AdminPanel.tsx b/ui/litellm-dashboard/src/app/(dashboard)/admin-panel/_components/AdminPanel.tsx
similarity index 93%
rename from ui/litellm-dashboard/src/components/AdminPanel.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/admin-panel/_components/AdminPanel.tsx
index 7867c184ed2..611efd6a588 100644
--- a/ui/litellm-dashboard/src/components/AdminPanel.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/admin-panel/_components/AdminPanel.tsx
@@ -16,18 +16,18 @@ import {
 } from "@tremor/react";
 import { Alert, Button as Button2, Form, Input, Modal, Space, Tabs, Typography } from "antd";
 import React, { useEffect, useState } from "react";
-import NewBadge from "./common_components/NewBadge";
-import { useBaseUrl } from "./constants";
-import NotificationsManager from "./molecules/notifications_manager";
-import { addAllowedIP, deleteAllowedIP, getAllowedIPs, getSSOSettings } from "./networking";
-import SCIMConfig from "./SCIM";
-import LoggingSettings from "./Settings/AdminSettings/LoggingSettings/LoggingSettings";
-import SSOSettings from "./Settings/AdminSettings/SSOSettings/SSOSettings";
-import UISettings from "./Settings/AdminSettings/UISettings/UISettings";
-import HashicorpVault from "./Settings/AdminSettings/HashicorpVault/HashicorpVault";
-import PluginSettings from "./Settings/AdminSettings/PluginSettings/PluginSettings";
-import SSOModals from "./SSOModals";
-import UIAccessControlForm from "./UIAccessControlForm";
+import NewBadge from "@/components/common_components/NewBadge";
+import { useBaseUrl } from "@/components/constants";
+import NotificationsManager from "@/components/molecules/notifications_manager";
+import { addAllowedIP, deleteAllowedIP, getAllowedIPs, getSSOSettings } from "@/components/networking";
+import SCIMConfig from "@/components/SCIM";
+import LoggingSettings from "@/components/Settings/AdminSettings/LoggingSettings/LoggingSettings";
+import SSOSettings from "@/components/Settings/AdminSettings/SSOSettings/SSOSettings";
+import UISettings from "@/components/Settings/AdminSettings/UISettings/UISettings";
+import HashicorpVault from "@/components/Settings/AdminSettings/HashicorpVault/HashicorpVault";
+import PluginSettings from "@/components/Settings/AdminSettings/PluginSettings/PluginSettings";
+import SSOModals from "@/components/SSOModals";
+import UIAccessControlForm from "@/components/UIAccessControlForm";
 
 const { Title, Paragraph, Text } = Typography;
 
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/admin-panel/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/admin-panel/page.tsx
index aac835b02fc..47076acc9f0 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/admin-panel/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/admin-panel/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import AdminPanel from "@/components/AdminPanel";
+import AdminPanel from "./_components/AdminPanel";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 import useProxySettings from "@/app/(dashboard)/hooks/proxySettings/useProxySettings";
 
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/api-reference/APIReferenceView.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/api-reference/_components/APIReferenceView.test.tsx
similarity index 97%
rename from ui/litellm-dashboard/src/app/(dashboard)/api-reference/APIReferenceView.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/api-reference/_components/APIReferenceView.test.tsx
index a73973bd742..66fa0dfa63f 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/api-reference/APIReferenceView.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/api-reference/_components/APIReferenceView.test.tsx
@@ -2,7 +2,7 @@ import { render } from "@testing-library/react";
 import { describe, expect, it, vi } from "vitest";
 import APIReferenceView from "./APIReferenceView";
 
-vi.mock("./components/CodeBlock", () => ({
+vi.mock("@/components/CodeBlock", () => ({
   __esModule: true,
   default: ({ code }: { code: string }) => <pre data-testid="api-reference-code-block">{code}</pre>,
 }));
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/api-reference/APIReferenceView.tsx b/ui/litellm-dashboard/src/app/(dashboard)/api-reference/_components/APIReferenceView.tsx
similarity index 97%
rename from ui/litellm-dashboard/src/app/(dashboard)/api-reference/APIReferenceView.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/api-reference/_components/APIReferenceView.tsx
index 5861cc87e5b..333bd1cad13 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/api-reference/APIReferenceView.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/api-reference/_components/APIReferenceView.tsx
@@ -1,8 +1,8 @@
 "use client";
 import React from "react";
 import { Text, Tab, TabGroup, TabList, TabPanel, TabPanels, Grid } from "@tremor/react";
-import CodeBlock from "./components/CodeBlock";
-import DocLink from "@/app/(dashboard)/api-reference/components/DocLink";
+import CodeBlock from "@/components/CodeBlock";
+import DocLink from "./DocLink";
 
 interface ApiRefProps {
   proxySettings: {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/api-reference/components/DocLink.tsx b/ui/litellm-dashboard/src/app/(dashboard)/api-reference/_components/DocLink.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/api-reference/components/DocLink.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/api-reference/_components/DocLink.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/api-reference/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/api-reference/page.tsx
index 42cf094f0bb..d7c977b0870 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/api-reference/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/api-reference/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import APIReferenceView from "@/app/(dashboard)/api-reference/APIReferenceView";
+import APIReferenceView from "./_components/APIReferenceView";
 import { DeprecationBanner } from "@/components/DeprecationBanner";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 import useProxySettings from "@/app/(dashboard)/hooks/proxySettings/useProxySettings";
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/budgets/components/budget_modal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/budgets/_components/budget_modal.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/budgets/components/budget_modal.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/budgets/_components/budget_modal.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/budgets/components/budget_panel.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/budgets/_components/budget_panel.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/budgets/components/budget_panel.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/budgets/_components/budget_panel.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/budgets/components/budget_panel.tsx b/ui/litellm-dashboard/src/app/(dashboard)/budgets/_components/budget_panel.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/budgets/components/budget_panel.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/budgets/_components/budget_panel.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/budgets/components/constants.ts b/ui/litellm-dashboard/src/app/(dashboard)/budgets/_components/constants.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/budgets/components/constants.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/budgets/_components/constants.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/budgets/components/edit_budget_modal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/budgets/_components/edit_budget_modal.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/budgets/components/edit_budget_modal.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/budgets/_components/edit_budget_modal.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/budgets/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/budgets/page.tsx
index 547699411e7..ca34589a679 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/budgets/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/budgets/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import BudgetPanel from "./components/budget_panel";
+import BudgetPanel from "./_components/budget_panel";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 export default function Budgets() {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/components/cache_dashboard.tsx b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_dashboard.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/caching/components/cache_dashboard.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_dashboard.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/components/cache_health.tsx b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_health.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/caching/components/cache_health.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_health.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/components/cache_settings/CacheFieldSection.tsx b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/CacheFieldSection.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/caching/components/cache_settings/CacheFieldSection.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/CacheFieldSection.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/components/cache_settings/CacheFormField.tsx b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/CacheFormField.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/caching/components/cache_settings/CacheFormField.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/CacheFormField.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/components/cache_settings/RedisTypeSelector.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/RedisTypeSelector.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/caching/components/cache_settings/RedisTypeSelector.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/RedisTypeSelector.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/components/cache_settings/RedisTypeSelector.tsx b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/RedisTypeSelector.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/caching/components/cache_settings/RedisTypeSelector.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/RedisTypeSelector.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/components/cache_settings/cacheSettingsFields.ts b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/cacheSettingsFields.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/caching/components/cache_settings/cacheSettingsFields.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/cacheSettingsFields.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/components/cache_settings/cacheSettingsUtils.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/cacheSettingsUtils.test.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/caching/components/cache_settings/cacheSettingsUtils.test.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/cacheSettingsUtils.test.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/components/cache_settings/cacheSettingsUtils.ts b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/cacheSettingsUtils.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/caching/components/cache_settings/cacheSettingsUtils.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/cacheSettingsUtils.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/components/cache_settings/index.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/index.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/caching/components/cache_settings/index.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/index.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/components/cache_settings/index.tsx b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/index.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/caching/components/cache_settings/index.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/index.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/components/response_time_indicator.tsx b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/response_time_indicator.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/caching/components/response_time_indicator.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/caching/_components/response_time_indicator.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/caching/page.tsx
index 0ef88ec9eb5..33f3e81c689 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/caching/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/caching/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import CacheDashboard from "./components/cache_dashboard";
+import CacheDashboard from "./_components/cache_dashboard";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 export default function Caching() {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/how_it_works.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/how_it_works.test.tsx
index 711a8795f15..a574f4b628e 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/how_it_works.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/how_it_works.test.tsx
@@ -5,7 +5,7 @@ import userEvent from "@testing-library/user-event";
 import { renderWithProviders } from "../../../../../tests/test-utils";
 import HowItWorks from "./how_it_works";
 
-vi.mock("@/app/(dashboard)/api-reference/components/CodeBlock", () => ({
+vi.mock("@/components/CodeBlock", () => ({
   default: ({ code }: { code: string }) => <pre data-testid="code-block">{code}</pre>,
 }));
 
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/how_it_works.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/how_it_works.tsx
index 79abf6baa31..5fa27551d16 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/how_it_works.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/how_it_works.tsx
@@ -1,6 +1,6 @@
 import React, { useState, useMemo } from "react";
 import { Text, TextInput } from "@tremor/react";
-import CodeBlock from "@/app/(dashboard)/api-reference/components/CodeBlock";
+import CodeBlock from "@/components/CodeBlock";
 
 const HowItWorks: React.FC = () => {
   const [responseCost, setResponseCost] = useState("");
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/components/EvaluationSettingsModal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/EvaluationSettingsModal.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/components/EvaluationSettingsModal.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/EvaluationSettingsModal.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/components/GuardrailConfig.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/GuardrailConfig.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/components/GuardrailConfig.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/GuardrailConfig.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/components/GuardrailConfig.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/GuardrailConfig.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/components/GuardrailConfig.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/GuardrailConfig.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/components/GuardrailDetail.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/GuardrailDetail.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/components/GuardrailDetail.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/GuardrailDetail.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/components/GuardrailsMonitorView.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/GuardrailsMonitorView.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/components/GuardrailsMonitorView.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/GuardrailsMonitorView.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/components/GuardrailsMonitorView.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/GuardrailsMonitorView.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/components/GuardrailsMonitorView.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/GuardrailsMonitorView.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/components/GuardrailsOverview.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/GuardrailsOverview.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/components/GuardrailsOverview.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/GuardrailsOverview.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/components/ScoreChart.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/ScoreChart.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/components/ScoreChart.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/ScoreChart.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/components/ScoreChart.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/ScoreChart.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/components/ScoreChart.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/ScoreChart.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/page.tsx
index 388ed168f17..0c4e69c2d80 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import GuardrailsMonitorView from "./components/GuardrailsMonitorView";
+import GuardrailsMonitorView from "./_components/GuardrailsMonitorView";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 export default function GuardrailsMonitor() {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/memory/components/MemoryEditModal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryEditModal.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/memory/components/MemoryEditModal.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryEditModal.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/memory/components/MemoryView.tsx b/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryView.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/memory/components/MemoryView.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryView.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/memory/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/memory/page.tsx
index 031a027d518..b88996c5396 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/memory/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/memory/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import { MemoryView } from "./components/MemoryView";
+import { MemoryView } from "./_components/MemoryView";
 import { DeprecationBanner } from "@/components/DeprecationBanner";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
diff --git a/ui/litellm-dashboard/src/components/usage.tsx b/ui/litellm-dashboard/src/app/(dashboard)/old-usage/_components/usage.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/components/usage.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/old-usage/_components/usage.tsx
index 91c12fd1fa2..01f8cb1cd45 100644
--- a/ui/litellm-dashboard/src/components/usage.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/old-usage/_components/usage.tsx
@@ -14,9 +14,9 @@ import {
 
 import React, { useState, useEffect } from "react";
 
-import ViewUserSpend from "./view_user_spend";
-import { ProxySettings } from "./user_dashboard";
-import UsageDatePicker from "./shared/usage_date_picker";
+import ViewUserSpend from "@/components/view_user_spend";
+import { ProxySettings } from "@/components/user_dashboard";
+import UsageDatePicker from "@/components/shared/usage_date_picker";
 import {
   Grid,
   Col,
@@ -48,8 +48,8 @@ import {
   adminGlobalActivity,
   adminGlobalActivityPerModel,
   getProxyUISettings,
-} from "./networking";
-import TopKeyView from "./UsagePage/components/EntityUsage/TopKeyView";
+} from "@/components/networking";
+import TopKeyView from "@/components/UsagePage/components/EntityUsage/TopKeyView";
 import { MoneyCell } from "@/components/shared/table_cells";
 import { formatNumberWithCommas } from "@/utils/dataUtils";
 
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/old-usage/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/old-usage/page.tsx
index cc1f2c35e44..138dd97e5e8 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/old-usage/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/old-usage/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import Usage from "@/components/usage";
+import Usage from "./_components/usage";
 import { DeprecationBanner } from "@/components/DeprecationBanner";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
diff --git a/ui/litellm-dashboard/src/components/organizations.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/organizations/_components/organizations.test.tsx
similarity index 87%
rename from ui/litellm-dashboard/src/components/organizations.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/organizations/_components/organizations.test.tsx
index 9be31be6170..75a6d30ac2e 100644
--- a/ui/litellm-dashboard/src/components/organizations.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/organizations/_components/organizations.test.tsx
@@ -3,11 +3,11 @@ import { render } from "@testing-library/react";
 import React from "react";
 import { describe, expect, it, vi } from "vitest";
 
-vi.mock("./vector_store_management/VectorStoreSelector", () => ({
+vi.mock("@/components/vector_store_management/VectorStoreSelector", () => ({
   __esModule: true,
   default: () => null,
 }));
-vi.mock("./mcp_server_management/MCPServerSelector", () => ({
+vi.mock("@/components/mcp_server_management/MCPServerSelector", () => ({
   __esModule: true,
   default: () => null,
 }));
diff --git a/ui/litellm-dashboard/src/components/organizations.tsx b/ui/litellm-dashboard/src/app/(dashboard)/organizations/_components/organizations.tsx
similarity index 96%
rename from ui/litellm-dashboard/src/components/organizations.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/organizations/_components/organizations.tsx
index edebc17087a..d3af5b62668 100644
--- a/ui/litellm-dashboard/src/components/organizations.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/organizations/_components/organizations.tsx
@@ -28,16 +28,21 @@ import { Form, Input, Modal, Select as Select2, Tooltip } from "antd";
 import { useQueryClient } from "@tanstack/react-query";
 import React, { useState } from "react";
 import { DateCell, IdCell, MoneyCell } from "@/components/shared/table_cells";
-import DeleteResourceModal from "./common_components/DeleteResourceModal";
-import TableIconActionButton from "./common_components/IconActionButton/TableIconActionButtons/TableIconActionButton";
-import { getModelDisplayName } from "./key_team_helpers/fetch_available_models_team_key";
-import MCPServerSelector from "./mcp_server_management/MCPServerSelector";
-import { ModelSelect } from "./ModelSelect/ModelSelect";
-import NotificationsManager from "./molecules/notifications_manager";
-import { Organization, organizationCreateCall, organizationDeleteCall, organizationListCall } from "./networking";
-import OrganizationInfoView from "./organization/organization_view";
-import NumericalInput from "./shared/numerical_input";
-import VectorStoreSelector from "./vector_store_management/VectorStoreSelector";
+import DeleteResourceModal from "@/components/common_components/DeleteResourceModal";
+import TableIconActionButton from "@/components/common_components/IconActionButton/TableIconActionButtons/TableIconActionButton";
+import { getModelDisplayName } from "@/components/key_team_helpers/fetch_available_models_team_key";
+import MCPServerSelector from "@/components/mcp_server_management/MCPServerSelector";
+import { ModelSelect } from "@/components/ModelSelect/ModelSelect";
+import NotificationsManager from "@/components/molecules/notifications_manager";
+import {
+  Organization,
+  organizationCreateCall,
+  organizationDeleteCall,
+  organizationListCall,
+} from "@/components/networking";
+import OrganizationInfoView from "@/components/organization/organization_view";
+import NumericalInput from "@/components/shared/numerical_input";
+import VectorStoreSelector from "@/components/vector_store_management/VectorStoreSelector";
 
 interface OrganizationsTableProps {
   userRole: string;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/organizations/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/organizations/page.tsx
index 87e0faf9cce..649e54f63eb 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/organizations/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/organizations/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import OrganizationsTable from "@/components/organizations";
+import OrganizationsTable from "./_components/organizations";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 export default function OrganizationsPage() {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/AgentBuilderView.tsx b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/AgentBuilderView.tsx
index 35f5dcf06c0..d4333b95c62 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/AgentBuilderView.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/AgentBuilderView.tsx
@@ -11,7 +11,7 @@ import {
 } from "@ant-design/icons";
 import { Button, Input, Modal, Select, Spin, Tabs } from "antd";
 import React, { useCallback, useEffect, useState } from "react";
-import CodeBlock from "@/app/(dashboard)/api-reference/components/CodeBlock";
+import CodeBlock from "@/components/CodeBlock";
 import NotificationsManager from "@/components/molecules/notifications_manager";
 import {
   keyCreateCall,
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectDetailsPage.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectDetailsPage.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectDetailsPage.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectDetailsPage.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectDetailsPage.tsx b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectDetailsPage.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectDetailsPage.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectDetailsPage.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectKeysSection.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectKeysSection.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectKeysSection.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectKeysSection.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectKeysSection.tsx b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectKeysSection.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectKeysSection.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectKeysSection.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectKeysTable.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectKeysTable.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectKeysTable.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectKeysTable.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectKeysTable.tsx b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectKeysTable.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectKeysTable.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectKeysTable.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectModals/CreateProjectModal.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/CreateProjectModal.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectModals/CreateProjectModal.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/CreateProjectModal.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectModals/CreateProjectModal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/CreateProjectModal.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectModals/CreateProjectModal.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/CreateProjectModal.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectModals/EditProjectModal.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/EditProjectModal.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectModals/EditProjectModal.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/EditProjectModal.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectModals/EditProjectModal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/EditProjectModal.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectModals/EditProjectModal.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/EditProjectModal.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectModals/ProjectBaseForm.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/ProjectBaseForm.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectModals/ProjectBaseForm.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/ProjectBaseForm.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectModals/ProjectBaseForm.tsx b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/ProjectBaseForm.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectModals/ProjectBaseForm.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/ProjectBaseForm.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectModals/projectFormUtils.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/projectFormUtils.test.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectModals/projectFormUtils.test.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/projectFormUtils.test.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectModals/projectFormUtils.ts b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/projectFormUtils.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectModals/projectFormUtils.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/projectFormUtils.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectsPage.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectsPage.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectsPage.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectsPage.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectsPage.tsx b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectsPage.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/projects/components/ProjectsPage.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectsPage.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/projects/page.tsx
index 62b67118109..2ba014592c9 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/projects/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/projects/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import { ProjectsPage } from "./components/ProjectsPage";
+import { ProjectsPage } from "./_components/ProjectsPage";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 export default function Projects() {
diff --git a/ui/litellm-dashboard/src/components/general_settings.tsx b/ui/litellm-dashboard/src/app/(dashboard)/router-settings/_components/general_settings.tsx
similarity index 96%
rename from ui/litellm-dashboard/src/components/general_settings.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/router-settings/_components/general_settings.tsx
index 038547c6e0e..3955e80f5e9 100644
--- a/ui/litellm-dashboard/src/components/general_settings.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/router-settings/_components/general_settings.tsx
@@ -13,14 +13,14 @@ import {
   Switch,
 } from "@tremor/react";
 import { TabPanel, TabPanels, TabGroup, TabList, Tab } from "@tremor/react";
-import { getGeneralSettingsCall, updateConfigFieldSetting, deleteConfigFieldSetting } from "./networking";
+import { getGeneralSettingsCall, updateConfigFieldSetting, deleteConfigFieldSetting } from "@/components/networking";
 import { InputNumber } from "antd";
 import { TrashIcon } from "@heroicons/react/outline";
 import { StatusBadge } from "@/components/shared/table_cells";
 
-import RouterSettings from "./router_settings";
-import Fallbacks from "./Settings/RouterSettings/Fallbacks/Fallbacks";
-import RoutingGroups from "./routing_groups";
+import RouterSettings from "@/components/router_settings";
+import Fallbacks from "@/components/Settings/RouterSettings/Fallbacks/Fallbacks";
+import RoutingGroups from "@/components/routing_groups";
 interface GeneralSettingsPageProps {
   accessToken: string | null;
   userRole: string | null;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/router-settings/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/router-settings/page.tsx
index 46029b529ec..90f41ac58a4 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/router-settings/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/router-settings/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import GeneralSettings from "@/components/general_settings";
+import GeneralSettings from "./_components/general_settings";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 export default function RouterSettingsPage() {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/api-reference/components/CodeBlock.tsx b/ui/litellm-dashboard/src/components/CodeBlock.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/api-reference/components/CodeBlock.tsx
rename to ui/litellm-dashboard/src/components/CodeBlock.tsx
diff --git a/ui/litellm-dashboard/tests/CreateKeyPage.expiredToken.test.tsx b/ui/litellm-dashboard/tests/CreateKeyPage.expiredToken.test.tsx
index 660c49fff77..07ed1cb5c2e 100644
--- a/ui/litellm-dashboard/tests/CreateKeyPage.expiredToken.test.tsx
+++ b/ui/litellm-dashboard/tests/CreateKeyPage.expiredToken.test.tsx
@@ -108,13 +108,15 @@ vi.mock("@/components/navbar", () => ({ default: stub("navbar") }));
 vi.mock("@/components/user_dashboard", () => ({ default: stub("user-dashboard") }));
 vi.mock("@/components/templates/model_dashboard", () => ({ default: stub("model-dashboard") }));
 vi.mock("@/components/teams", () => ({ default: stub("teams") }));
-vi.mock("@/components/organizations", () => ({
+vi.mock("@/app/(dashboard)/organizations/_components/organizations", () => ({
   default: stub("organizations"),
   fetchOrganizations: vi.fn(), // consumed in effects
 }));
 vi.mock("@/components/admins", () => ({ default: stub("admin-panel") }));
 vi.mock("@/components/settings", () => ({ default: stub("settings") }));
-vi.mock("@/components/general_settings", () => ({ default: stub("general-settings") }));
+vi.mock("@/app/(dashboard)/router-settings/_components/general_settings", () => ({
+  default: stub("general-settings"),
+}));
 vi.mock("@/components/pass_through_settings", () => ({ default: stub("pass-through-settings") }));
 vi.mock("@/components/budgets/budget_panel", () => ({ default: stub("budget-panel") }));
 vi.mock("@/components/view_logs", () => ({ default: stub("spend-logs") }));
@@ -123,7 +125,7 @@ vi.mock("@/components/new_usage", () => ({ default: stub("new-usage") }));
 vi.mock("@/components/api_ref", () => ({ default: stub("api-ref") }));
 vi.mock("@/components/chat_ui/ChatUI", () => ({ default: stub("chat-ui") }));
 vi.mock("@/components/leftnav", () => ({ default: stub("sidebar") }));
-vi.mock("@/components/usage", () => ({ default: stub("usage") }));
+vi.mock("@/app/(dashboard)/old-usage/_components/usage", () => ({ default: stub("usage") }));
 vi.mock("@/components/cache_dashboard", () => ({ default: stub("cache-dashboard") }));
 vi.mock("@/components/guardrails", () => ({ default: stub("guardrails") }));
 vi.mock("@/components/prompts", () => ({ default: stub("prompts") }));

From 3e1383f529b796fc557e7886f76c66c63f2427c7 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Thu, 9 Jul 2026 17:45:05 -0700
Subject: [PATCH 206/370] fix(ui): reset page and sort correctly in Team
 virtual keys table

Addresses three issues in the migrated Team Info virtual keys table, all
pre-existing behavior carried over from the tremor version:

- Changing the sort now resets to page 1. Previously handleSortingChange
  routed through handleFilterChange with skipDebounce=true, which skipped the
  pageIndex reset, so sorting while on a later page asked the server for that
  page of the newly sorted results (an arbitrary slice).
- Reset Filters now restores the default sort. It previously reset the filter
  fields and page but never touched the sorting state that actually drives the
  query, so the sort indicator and server order persisted.
- Removes the dead Sort By / Sort Order keys from the filters object; sort is
  derived solely from the sorting state, so those keys were written but never
  read. Sort now lives in one place.

Adds regression tests for the page-reset-on-sort and sort-reset-on-filter-reset
behaviors (both fail if either fix is reverted).
---
 ui/litellm-dashboard/eslint-metrics.json      |  2 +-
 .../team/TeamVirtualKeysTable.test.tsx        | 53 +++++++++++++++++++
 .../components/team/TeamVirtualKeysTable.tsx  | 38 ++++---------
 3 files changed, 64 insertions(+), 29 deletions(-)

diff --git a/ui/litellm-dashboard/eslint-metrics.json b/ui/litellm-dashboard/eslint-metrics.json
index 036af5bc789..0900584f5ce 100644
--- a/ui/litellm-dashboard/eslint-metrics.json
+++ b/ui/litellm-dashboard/eslint-metrics.json
@@ -1,7 +1,7 @@
 {
   "@typescript-eslint/no-explicit-any": 1980,
   "complexity": 128,
-  "local/no-large-inline-object-arg": 511,
+  "local/no-large-inline-object-arg": 509,
   "local/no-long-condition-chain": 233,
   "max-depth": 59,
   "no-console": 15
diff --git a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.test.tsx b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.test.tsx
index 9eb0282580b..fd81aaaad99 100644
--- a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.test.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.test.tsx
@@ -236,6 +236,59 @@ describe("TeamVirtualKeysTable", () => {
     );
   });
 
+  it("resets to the first page when the sort changes", async () => {
+    const user = userEvent.setup();
+    mockUseKeys.mockImplementation(
+      (page: number) =>
+        ({
+          data: {
+            keys: [createMockKey({ token: `sk-p${page}`, key_alias: `page${page}_key` })],
+            total_count: 100,
+            current_page: page,
+            total_pages: 2,
+          },
+          isPending: false,
+          isFetching: false,
+          refetch: vi.fn(),
+        }) as unknown as ReturnType<typeof useKeys>,
+    );
+
+    renderWithProviders(<TeamVirtualKeysTable {...defaultProps} />);
+
+    await user.click(await screen.findByTestId("pagination-next"));
+    await waitFor(() => expect(mockUseKeys).toHaveBeenLastCalledWith(2, 50, expect.anything()));
+
+    await user.click(screen.getByTestId("sort-header-created_at"));
+    await waitFor(() => expect(mockUseKeys).toHaveBeenLastCalledWith(1, 50, expect.anything()));
+  });
+
+  it("resets the sort order to the default when filters are reset", async () => {
+    const user = userEvent.setup();
+    const result = {
+      data: { keys: [createMockKey()], total_count: 1, current_page: 1, total_pages: 1 },
+      isPending: false,
+      isFetching: false,
+      refetch: vi.fn(),
+    } as unknown as ReturnType<typeof useKeys>;
+    mockUseKeys.mockReturnValue(result);
+
+    renderWithProviders(<TeamVirtualKeysTable {...defaultProps} />);
+
+    await user.click(await screen.findByTestId("sort-header-created_at"));
+    await waitFor(() =>
+      expect(mockUseKeys).toHaveBeenLastCalledWith(1, 50, expect.objectContaining({ sortOrder: "asc" })),
+    );
+
+    await user.click(screen.getByRole("button", { name: "Reset Filters" }));
+    await waitFor(() =>
+      expect(mockUseKeys).toHaveBeenLastCalledWith(
+        1,
+        50,
+        expect.objectContaining({ sortBy: "created_at", sortOrder: "desc" }),
+      ),
+    );
+  });
+
   it("should show Loading keys when isPending", async () => {
     mockUseKeys.mockReturnValue({
       data: undefined,
diff --git a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx
index 778b82a8fc5..73f524e13f8 100644
--- a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx
@@ -27,10 +27,12 @@ interface TeamVirtualKeysTableProps {
  * TeamVirtualKeysTable – variant of VirtualKeysTable scoped to a single team.
  * Displays all virtual keys belonging to the team with same format and styling.
  */
+const DEFAULT_SORTING: SortingState = [{ id: "created_at", desc: true }];
+
 export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVirtualKeysTableProps) {
   const { accessToken } = useAuthorized();
   const [selectedKey, setSelectedKey] = useState<KeyResponse | null>(null);
-  const [sorting, setSorting] = useState<SortingState>([{ id: "created_at", desc: true }]);
+  const [sorting, setSorting] = useState<SortingState>(DEFAULT_SORTING);
   const [tablePagination, setTablePagination] = useState<PaginationState>({
     pageIndex: 0,
     pageSize: 50,
@@ -39,8 +41,6 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
     "Organization ID": "",
     "Key Alias": "",
     "User ID": "",
-    "Sort By": "created_at",
-    "Sort Order": "desc",
   });
 
   const sortBy = sorting.length > 0 ? sorting[0].id : "created_at";
@@ -116,18 +116,14 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
     return () => window.removeEventListener("storage", handleStorageChange);
   }, [handleStorageChange]);
 
-  const handleFilterChange = useCallback((newFilters: Record<string, string>, skipDebounce = false) => {
+  const handleFilterChange = useCallback((newFilters: Record<string, string>) => {
     setFilters((prev) => ({
       ...prev,
       "Organization ID": newFilters["Organization ID"] ?? prev["Organization ID"],
       "Key Alias": newFilters["Key Alias"] ?? prev["Key Alias"],
       "User ID": newFilters["User ID"] ?? prev["User ID"],
-      "Sort By": newFilters["Sort By"] ?? prev["Sort By"] ?? "created_at",
-      "Sort Order": newFilters["Sort Order"] ?? prev["Sort Order"] ?? "desc",
     }));
-    if (!skipDebounce) {
-      setTablePagination((prev) => ({ ...prev, pageIndex: 0 }));
-    }
+    setTablePagination((prev) => ({ ...prev, pageIndex: 0 }));
   }, []);
 
   const handleFilterReset = useCallback(() => {
@@ -135,9 +131,8 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
       "Organization ID": "",
       "Key Alias": "",
       "User ID": "",
-      "Sort By": "created_at",
-      "Sort Order": "desc",
     });
+    setSorting(DEFAULT_SORTING);
     setTablePagination((prev) => ({ ...prev, pageIndex: 0 }));
   }, []);
 
@@ -492,23 +487,10 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
     [expandedAccordions],
   );
 
-  const handleSortingChange = useCallback(
-    (updaterOrValue: React.SetStateAction<SortingState>) => {
-      const newSorting = typeof updaterOrValue === "function" ? updaterOrValue(sorting) : updaterOrValue;
-      setSorting(newSorting);
-      if (newSorting?.length > 0) {
-        const sortState = newSorting[0];
-        handleFilterChange(
-          {
-            "Sort By": sortState.id,
-            "Sort Order": sortState.desc ? "desc" : "asc",
-          },
-          true,
-        );
-      }
-    },
-    [sorting, handleFilterChange],
-  );
+  const handleSortingChange = useCallback((updaterOrValue: React.SetStateAction<SortingState>) => {
+    setSorting(updaterOrValue);
+    setTablePagination((prev) => ({ ...prev, pageIndex: 0 }));
+  }, []);
 
   return (
     <div className="w-full h-full overflow-hidden">

From 592510ec18b880fc5bea533af18afa317dd1e67d Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Thu, 9 Jul 2026 18:18:52 -0700
Subject: [PATCH 207/370] feat(ui): shadcn charts foundation with
 tremor-compatible wrappers (#32668)

---
 ui/litellm-dashboard/eslint-metrics.json      |   4 +-
 ui/litellm-dashboard/eslint-suppressions.json |  74 ++--
 ui/litellm-dashboard/package-lock.json        | 221 ++++++++++--
 ui/litellm-dashboard/package.json             |   1 +
 .../_components/ScoreChart.test.tsx           |  38 +-
 .../_components/ScoreChart.tsx                |  50 +--
 .../shared/charts/area_chart.test.tsx         |  36 ++
 .../components/shared/charts/area_chart.tsx   |  92 +++++
 .../shared/charts/bar_chart.test.tsx          | 119 +++++++
 .../components/shared/charts/bar_chart.tsx    | 119 +++++++
 .../shared/charts/chart_legend.test.tsx       |  32 ++
 .../components/shared/charts/chart_legend.tsx |  25 ++
 .../shared/charts/chart_tooltip.test.tsx      | 101 ++++++
 .../shared/charts/chart_tooltip.tsx           |  97 ++++++
 .../src/components/shared/charts/colors.ts    |  58 ++++
 .../shared/charts/donut_chart.test.tsx        |  38 ++
 .../components/shared/charts/donut_chart.tsx  |  67 ++++
 .../src/components/shared/charts/index.ts     |  12 +
 .../src/components/ui/card.tsx                |  86 +++++
 .../src/components/ui/chart.test.tsx          |  38 ++
 .../src/components/ui/chart.tsx               | 324 ++++++++++++++++++
 .../src/components/ui/ref-forwarding.test.tsx |  42 +++
 ui/litellm-dashboard/tests/setupTests.ts      |  37 +-
 23 files changed, 1582 insertions(+), 129 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/shared/charts/area_chart.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/charts/area_chart.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/charts/bar_chart.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/charts/bar_chart.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/charts/chart_legend.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/charts/chart_legend.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/charts/chart_tooltip.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/charts/chart_tooltip.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/charts/colors.ts
 create mode 100644 ui/litellm-dashboard/src/components/shared/charts/donut_chart.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/charts/donut_chart.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/charts/index.ts
 create mode 100644 ui/litellm-dashboard/src/components/ui/card.tsx
 create mode 100644 ui/litellm-dashboard/src/components/ui/chart.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/ui/chart.tsx

diff --git a/ui/litellm-dashboard/eslint-metrics.json b/ui/litellm-dashboard/eslint-metrics.json
index d69b3e1f729..2e204c63a48 100644
--- a/ui/litellm-dashboard/eslint-metrics.json
+++ b/ui/litellm-dashboard/eslint-metrics.json
@@ -1,6 +1,6 @@
 {
-  "@typescript-eslint/no-explicit-any": 1980,
-  "complexity": 128,
+  "@typescript-eslint/no-explicit-any": 1978,
+  "complexity": 129,
   "local/no-large-inline-object-arg": 512,
   "local/no-long-condition-chain": 233,
   "max-depth": 59,
diff --git a/ui/litellm-dashboard/eslint-suppressions.json b/ui/litellm-dashboard/eslint-suppressions.json
index b490cf71768..32ab92cbcc9 100644
--- a/ui/litellm-dashboard/eslint-suppressions.json
+++ b/ui/litellm-dashboard/eslint-suppressions.json
@@ -4,6 +4,14 @@
       "count": 1
     }
   },
+  "src/app/(dashboard)/admin-panel/_components/AdminPanel.tsx": {
+    "no-restricted-imports": {
+      "count": 1
+    },
+    "react-hooks/set-state-in-effect": {
+      "count": 1
+    }
+  },
   "src/app/(dashboard)/api-reference/_components/APIReferenceView.tsx": {
     "no-restricted-imports": {
       "count": 1
@@ -156,16 +164,6 @@
       "count": 8
     }
   },
-  "src/app/(dashboard)/guardrails-monitor/_components/ScoreChart.test.tsx": {
-    "react/display-name": {
-      "count": 1
-    }
-  },
-  "src/app/(dashboard)/guardrails-monitor/_components/ScoreChart.tsx": {
-    "no-restricted-imports": {
-      "count": 1
-    }
-  },
   "src/app/(dashboard)/hooks/accessGroups/useAccessGroupDetails.ts": {
     "no-restricted-syntax": {
       "count": 1
@@ -373,6 +371,22 @@
       "count": 1
     }
   },
+  "src/app/(dashboard)/old-usage/_components/usage.tsx": {
+    "no-restricted-imports": {
+      "count": 2
+    },
+    "react-hooks/immutability": {
+      "count": 1
+    },
+    "react-hooks/purity": {
+      "count": 1
+    }
+  },
+  "src/app/(dashboard)/organizations/_components/organizations.tsx": {
+    "no-restricted-imports": {
+      "count": 1
+    }
+  },
   "src/app/(dashboard)/playground/components/chat_ui/AdditionalModelSettings.tsx": {
     "no-restricted-imports": {
       "count": 1
@@ -649,6 +663,14 @@
       "count": 1
     }
   },
+  "src/app/(dashboard)/router-settings/_components/general_settings.tsx": {
+    "no-nested-ternary": {
+      "count": 3
+    },
+    "no-restricted-imports": {
+      "count": 2
+    }
+  },
   "src/app/(dashboard)/search-tools/_components/CreateSearchTools.tsx": {
     "no-restricted-imports": {
       "count": 1
@@ -851,14 +873,6 @@
       "count": 1
     }
   },
-  "src/app/(dashboard)/admin-panel/_components/AdminPanel.tsx": {
-    "no-restricted-imports": {
-      "count": 1
-    },
-    "react-hooks/set-state-in-effect": {
-      "count": 1
-    }
-  },
   "src/components/CreateUserButton.tsx": {
     "no-restricted-imports": {
       "count": 1
@@ -1520,14 +1534,6 @@
       "count": 1
     }
   },
-  "src/app/(dashboard)/router-settings/_components/general_settings.tsx": {
-    "no-nested-ternary": {
-      "count": 3
-    },
-    "no-restricted-imports": {
-      "count": 2
-    }
-  },
   "src/components/guardrails.tsx": {
     "react-hooks/set-state-in-effect": {
       "count": 1
@@ -2028,11 +2034,6 @@
       "count": 1
     }
   },
-  "src/app/(dashboard)/organizations/_components/organizations.tsx": {
-    "no-restricted-imports": {
-      "count": 1
-    }
-  },
   "src/components/page_utils.test.ts": {
     "max-nested-callbacks": {
       "count": 3
@@ -2371,17 +2372,6 @@
       "count": 1
     }
   },
-  "src/app/(dashboard)/old-usage/_components/usage.tsx": {
-    "no-restricted-imports": {
-      "count": 2
-    },
-    "react-hooks/immutability": {
-      "count": 1
-    },
-    "react-hooks/purity": {
-      "count": 1
-    }
-  },
   "src/components/user_agent_activity.tsx": {
     "no-restricted-imports": {
       "count": 2
diff --git a/ui/litellm-dashboard/package-lock.json b/ui/litellm-dashboard/package-lock.json
index ae3660f59e9..56c0a4f9500 100644
--- a/ui/litellm-dashboard/package-lock.json
+++ b/ui/litellm-dashboard/package-lock.json
@@ -34,6 +34,7 @@
         "react-json-view-lite": "2.5.0",
         "react-markdown": "9.1.0",
         "react-syntax-highlighter": "15.6.6",
+        "recharts": "3.9.2",
         "remark-gfm": "4.0.1",
         "tailwind-merge": "3.4.0",
         "uuid": "14.0.0"
@@ -2927,6 +2928,32 @@
         "npm": ">=9.5.0"
       }
     },
+    "node_modules/@reduxjs/toolkit": {
+      "version": "2.12.0",
+      "resolved": "https://registry.npmjs.org/@reduxjs/toolkit/-/toolkit-2.12.0.tgz",
+      "integrity": "sha512-KiT+RzZbp6mQET+Mg+h2c97+9j1sNflUxQkIHI7Yuzf6Peu+OYpmkn6nbHWmLLWj+1ZODUJFwGZ7gx3L9R9EOw==",
+      "license": "MIT",
+      "dependencies": {
+        "@standard-schema/spec": "^1.0.0",
+        "@standard-schema/utils": "^0.3.0",
+        "immer": "^11.0.0",
+        "redux": "^5.0.1",
+        "redux-thunk": "^3.1.0",
+        "reselect": "^5.1.0"
+      },
+      "peerDependencies": {
+        "react": "^16.9.0 || ^17.0.0 || ^18 || ^19",
+        "react-redux": "^7.2.1 || ^8.1.3 || ^9.0.0"
+      },
+      "peerDependenciesMeta": {
+        "react": {
+          "optional": true
+        },
+        "react-redux": {
+          "optional": true
+        }
+      }
+    },
     "node_modules/@rollup/rollup-android-arm-eabi": {
       "version": "4.61.1",
       "resolved": "https://registry.npmjs.org/@rollup/rollup-android-arm-eabi/-/rollup-android-arm-eabi-4.61.1.tgz",
@@ -3284,6 +3311,18 @@
       "dev": true,
       "license": "MIT"
     },
+    "node_modules/@standard-schema/spec": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/@standard-schema/spec/-/spec-1.1.0.tgz",
+      "integrity": "sha512-l2aFy5jALhniG5HgqrD6jXLi/rUWrKvqN/qJx6yoJsgKhblVd+iqqU4RCXavm/jPityDo5TCvKMnpjKnOriy0w==",
+      "license": "MIT"
+    },
+    "node_modules/@standard-schema/utils": {
+      "version": "0.3.0",
+      "resolved": "https://registry.npmjs.org/@standard-schema/utils/-/utils-0.3.0.tgz",
+      "integrity": "sha512-e7Mew686owMaPJVNNLs55PUvgz371nKgwsc4vxE49zsODpJEnxgxRo2y/OKrqueavXgZNMDVj3DdHFlaSAeU8g==",
+      "license": "MIT"
+    },
     "node_modules/@swc/helpers": {
       "version": "0.5.15",
       "resolved": "https://registry.npmjs.org/@swc/helpers/-/helpers-0.5.15.tgz",
@@ -3804,6 +3843,42 @@
         "react-dom": ">=16.6.0"
       }
     },
+    "node_modules/@tremor/react/node_modules/eventemitter3": {
+      "version": "4.0.7",
+      "resolved": "https://registry.npmjs.org/eventemitter3/-/eventemitter3-4.0.7.tgz",
+      "integrity": "sha512-8guHBZCwKnFhYdHr2ysuRWErTwhoN2X8XELRlrRwpmfeY2jjuUN4taQMsULKUVo1K4DvZl+0pgfyoysHxvmvEw==",
+      "license": "MIT"
+    },
+    "node_modules/@tremor/react/node_modules/react-is": {
+      "version": "18.3.1",
+      "resolved": "https://registry.npmjs.org/react-is/-/react-is-18.3.1.tgz",
+      "integrity": "sha512-/LLMVyas0ljjAtoYiPqYiL8VWXzUUdThrmU5+n20DZv+a+ClRoevUzw5JxU+Ieh5/c87ytoTBV9G1FiKfNJdmg==",
+      "license": "MIT"
+    },
+    "node_modules/@tremor/react/node_modules/recharts": {
+      "version": "2.15.4",
+      "resolved": "https://registry.npmjs.org/recharts/-/recharts-2.15.4.tgz",
+      "integrity": "sha512-UT/q6fwS3c1dHbXv2uFgYJ9BMFHu3fwnd7AYZaEQhXuYQ4hgsxLvsUXzGdKeZrW5xopzDCvuA2N41WJ88I7zIw==",
+      "deprecated": "1.x and 2.x branches are no longer active. Bump to Recharts v3 to receive latest features and bugfixes. See https://github.com/recharts/recharts/wiki/3.0-migration-guide",
+      "license": "MIT",
+      "dependencies": {
+        "clsx": "^2.0.0",
+        "eventemitter3": "^4.0.1",
+        "lodash": "^4.17.21",
+        "react-is": "^18.3.1",
+        "react-smooth": "^4.0.4",
+        "recharts-scale": "^0.4.4",
+        "tiny-invariant": "^1.3.1",
+        "victory-vendor": "^36.6.8"
+      },
+      "engines": {
+        "node": ">=14"
+      },
+      "peerDependencies": {
+        "react": "^16.0.0 || ^17.0.0 || ^18.0.0 || ^19.0.0",
+        "react-dom": "^16.0.0 || ^17.0.0 || ^18.0.0 || ^19.0.0"
+      }
+    },
     "node_modules/@tremor/react/node_modules/tailwind-merge": {
       "version": "2.6.1",
       "resolved": "https://registry.npmjs.org/tailwind-merge/-/tailwind-merge-2.6.1.tgz",
@@ -3814,6 +3889,28 @@
         "url": "https://github.com/sponsors/dcastil"
       }
     },
+    "node_modules/@tremor/react/node_modules/victory-vendor": {
+      "version": "36.9.2",
+      "resolved": "https://registry.npmjs.org/victory-vendor/-/victory-vendor-36.9.2.tgz",
+      "integrity": "sha512-PnpQQMuxlwYdocC8fIJqVXvkeViHYzotI+NJrCuav0ZYFoq912ZHBk3mCeuj+5/VpodOjPe1z0Fk2ihgzlXqjQ==",
+      "license": "MIT AND ISC",
+      "dependencies": {
+        "@types/d3-array": "^3.0.3",
+        "@types/d3-ease": "^3.0.0",
+        "@types/d3-interpolate": "^3.0.1",
+        "@types/d3-scale": "^4.0.2",
+        "@types/d3-shape": "^3.1.0",
+        "@types/d3-time": "^3.0.0",
+        "@types/d3-timer": "^3.0.0",
+        "d3-array": "^3.1.6",
+        "d3-ease": "^3.0.1",
+        "d3-interpolate": "^3.0.1",
+        "d3-scale": "^4.0.2",
+        "d3-shape": "^3.1.0",
+        "d3-time": "^3.0.0",
+        "d3-timer": "^3.0.1"
+      }
+    },
     "node_modules/@tybys/wasm-util": {
       "version": "0.10.3",
       "resolved": "https://registry.npmjs.org/@tybys/wasm-util/-/wasm-util-0.10.3.tgz",
@@ -4069,6 +4166,12 @@
       "integrity": "sha512-ko/gIFJRv177XgZsZcBwnqJN5x/Gien8qNOn0D5bQU/zAzVf9Zt3BlcUiLqhV9y4ARk0GbT3tnUiPNgnTXzc/Q==",
       "license": "MIT"
     },
+    "node_modules/@types/use-sync-external-store": {
+      "version": "0.0.6",
+      "resolved": "https://registry.npmjs.org/@types/use-sync-external-store/-/use-sync-external-store-0.0.6.tgz",
+      "integrity": "sha512-zFDAD+tlpf2r4asuHEj0XH6pY6i0g5NeAHPn+15wk3BV6JA69eERFXC1gyGThDkVa1zCyKr5jox1+2LbV/AMLg==",
+      "license": "MIT"
+    },
     "node_modules/@typescript-eslint/eslint-plugin": {
       "version": "8.60.1",
       "resolved": "https://registry.npmjs.org/@typescript-eslint/eslint-plugin/-/eslint-plugin-8.60.1.tgz",
@@ -6309,6 +6412,16 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/es-toolkit": {
+      "version": "1.49.0",
+      "resolved": "https://registry.npmjs.org/es-toolkit/-/es-toolkit-1.49.0.tgz",
+      "integrity": "sha512-G5iZ6Pc/FNRY/soKZHC+TxGDD83rHUDXxzaWhGCX44vAv/tMs56WMusnm/KMNK+luUPsgA9U28cGr4RDlSzL2g==",
+      "license": "MIT",
+      "workspaces": [
+        "docs",
+        "benchmarks"
+      ]
+    },
     "node_modules/esbuild": {
       "version": "0.28.1",
       "resolved": "https://registry.npmjs.org/esbuild/-/esbuild-0.28.1.tgz",
@@ -6872,9 +6985,9 @@
       }
     },
     "node_modules/eventemitter3": {
-      "version": "4.0.7",
-      "resolved": "https://registry.npmjs.org/eventemitter3/-/eventemitter3-4.0.7.tgz",
-      "integrity": "sha512-8guHBZCwKnFhYdHr2ysuRWErTwhoN2X8XELRlrRwpmfeY2jjuUN4taQMsULKUVo1K4DvZl+0pgfyoysHxvmvEw==",
+      "version": "5.0.4",
+      "resolved": "https://registry.npmjs.org/eventemitter3/-/eventemitter3-5.0.4.tgz",
+      "integrity": "sha512-mlsTRyGaPBjPedk6Bvw+aqbsXDtoAyAzm5MO7JgU+yVRyMQ5O8bD4Kcci7BS85f93veegeCPkL8R4GLClnjLFw==",
       "license": "MIT"
     },
     "node_modules/expect-type": {
@@ -6901,9 +7014,9 @@
       "license": "MIT"
     },
     "node_modules/fast-equals": {
-      "version": "5.4.0",
-      "resolved": "https://registry.npmjs.org/fast-equals/-/fast-equals-5.4.0.tgz",
-      "integrity": "sha512-jt2DW/aNFNwke7AUd+Z+e6pz39KO5rzdbbFCg2sGafS4mk13MI7Z8O5z9cADNn5lhGODIgLwug6TZO2ctf7kcw==",
+      "version": "5.4.1",
+      "resolved": "https://registry.npmjs.org/fast-equals/-/fast-equals-5.4.1.tgz",
+      "integrity": "sha512-DjlFSM5Pk9cGcL0q5QXl66eGzx0N6szNgaswwc5ZphlBohjTVJSnGgI+rJVOgOi65qUoQnDZN4nDqi33udtydQ==",
       "license": "MIT",
       "engines": {
         "node": ">=6.0.0"
@@ -7688,6 +7801,16 @@
         "node": ">= 4"
       }
     },
+    "node_modules/immer": {
+      "version": "11.1.11",
+      "resolved": "https://registry.npmjs.org/immer/-/immer-11.1.11.tgz",
+      "integrity": "sha512-qzXuyXAkPySAGYkfsAwodDPWT8Zm7/Uo5BNt4BjhMhG5WlWyZZ4wQqnWwdS8kjlQ1Cwu6gjw3A6+0gTQwlyYtw==",
+      "license": "MIT",
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/immer"
+      }
+    },
     "node_modules/import-fresh": {
       "version": "3.3.1",
       "resolved": "https://registry.npmjs.org/import-fresh/-/import-fresh-3.3.1.tgz",
@@ -11589,7 +11712,6 @@
       "version": "17.0.2",
       "resolved": "https://registry.npmjs.org/react-is/-/react-is-17.0.2.tgz",
       "integrity": "sha512-w2GsyukL62IJnlaff/nRegPQR94C/XXamvMWmSHRJ4y7Ts/4ocGRmTHvOs8PSE6pB3dWOrD/nueuU5sduBsQ4w==",
-      "dev": true,
       "license": "MIT"
     },
     "node_modules/react-json-view-lite": {
@@ -11631,6 +11753,29 @@
         "react": ">=18"
       }
     },
+    "node_modules/react-redux": {
+      "version": "9.3.0",
+      "resolved": "https://registry.npmjs.org/react-redux/-/react-redux-9.3.0.tgz",
+      "integrity": "sha512-KQopgqFo/p/fgmAs5qz6p5RWaNAzq40WAu7fJIXnQpYxFPbJYtsJPWvGeF2rOBaY/kEuV77AVsX8TsQzKm+A/g==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/use-sync-external-store": "^0.0.6",
+        "use-sync-external-store": "^1.4.0"
+      },
+      "peerDependencies": {
+        "@types/react": "^18.2.25 || ^19",
+        "react": "^18.0 || ^19",
+        "redux": "^5.0.0"
+      },
+      "peerDependenciesMeta": {
+        "@types/react": {
+          "optional": true
+        },
+        "redux": {
+          "optional": true
+        }
+      }
+    },
     "node_modules/react-smooth": {
       "version": "4.0.4",
       "resolved": "https://registry.npmjs.org/react-smooth/-/react-smooth-4.0.4.tgz",
@@ -11707,26 +11852,33 @@
       }
     },
     "node_modules/recharts": {
-      "version": "2.15.4",
-      "resolved": "https://registry.npmjs.org/recharts/-/recharts-2.15.4.tgz",
-      "integrity": "sha512-UT/q6fwS3c1dHbXv2uFgYJ9BMFHu3fwnd7AYZaEQhXuYQ4hgsxLvsUXzGdKeZrW5xopzDCvuA2N41WJ88I7zIw==",
+      "version": "3.9.2",
+      "resolved": "https://registry.npmjs.org/recharts/-/recharts-3.9.2.tgz",
+      "integrity": "sha512-G4fy+Pk46RaXgwWMh+Nzhyo/lbFAVqXo9gtetlyehe6Ehge9CsgDuOTwQDD+i1+llaLktNBiNq4bhnGlDRXFtw==",
       "license": "MIT",
+      "workspaces": [
+        "www"
+      ],
       "dependencies": {
-        "clsx": "^2.0.0",
-        "eventemitter3": "^4.0.1",
-        "lodash": "^4.17.21",
-        "react-is": "^18.3.1",
-        "react-smooth": "^4.0.4",
-        "recharts-scale": "^0.4.4",
-        "tiny-invariant": "^1.3.1",
-        "victory-vendor": "^36.6.8"
+        "@reduxjs/toolkit": "^1.9.0 || 2.x.x",
+        "clsx": "^2.1.1",
+        "decimal.js-light": "^2.5.1",
+        "es-toolkit": "^1.39.3",
+        "eventemitter3": "^5.0.1",
+        "immer": "^11.1.8",
+        "react-redux": "8.x.x || 9.x.x",
+        "reselect": "5.2.0",
+        "tiny-invariant": "^1.3.3",
+        "use-sync-external-store": "^1.2.2",
+        "victory-vendor": "^37.0.2"
       },
       "engines": {
-        "node": ">=14"
+        "node": ">=18"
       },
       "peerDependencies": {
-        "react": "^16.0.0 || ^17.0.0 || ^18.0.0 || ^19.0.0",
-        "react-dom": "^16.0.0 || ^17.0.0 || ^18.0.0 || ^19.0.0"
+        "react": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0",
+        "react-dom": "^16.0.0 || ^17.0.0 || ^18.0.0 || ^19.0.0",
+        "react-is": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0"
       }
     },
     "node_modules/recharts-scale": {
@@ -11738,12 +11890,6 @@
         "decimal.js-light": "^2.4.1"
       }
     },
-    "node_modules/recharts/node_modules/react-is": {
-      "version": "18.3.1",
-      "resolved": "https://registry.npmjs.org/react-is/-/react-is-18.3.1.tgz",
-      "integrity": "sha512-/LLMVyas0ljjAtoYiPqYiL8VWXzUUdThrmU5+n20DZv+a+ClRoevUzw5JxU+Ieh5/c87ytoTBV9G1FiKfNJdmg==",
-      "license": "MIT"
-    },
     "node_modules/redent": {
       "version": "3.0.0",
       "resolved": "https://registry.npmjs.org/redent/-/redent-3.0.0.tgz",
@@ -11758,6 +11904,21 @@
         "node": ">=8"
       }
     },
+    "node_modules/redux": {
+      "version": "5.0.1",
+      "resolved": "https://registry.npmjs.org/redux/-/redux-5.0.1.tgz",
+      "integrity": "sha512-M9/ELqF6fy8FwmkpnF0S3YKOqMyoWJ4+CS5Efg2ct3oY9daQvd/Pc71FpGZsVsbl3Cpb+IIcjBDUnnyBdQbq4w==",
+      "license": "MIT"
+    },
+    "node_modules/redux-thunk": {
+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/redux-thunk/-/redux-thunk-3.1.0.tgz",
+      "integrity": "sha512-NW2r5T6ksUKXCabzhL9z+h206HQw/NJkcLm1GPImRQ8IzfXwRGqjVhKJGauHirT0DAuyy6hjdnMZaRoAcy0Klw==",
+      "license": "MIT",
+      "peerDependencies": {
+        "redux": "^5.0.0"
+      }
+    },
     "node_modules/reflect.getprototypeof": {
       "version": "1.0.10",
       "resolved": "https://registry.npmjs.org/reflect.getprototypeof/-/reflect.getprototypeof-1.0.10.tgz",
@@ -13429,9 +13590,9 @@
       }
     },
     "node_modules/victory-vendor": {
-      "version": "36.9.2",
-      "resolved": "https://registry.npmjs.org/victory-vendor/-/victory-vendor-36.9.2.tgz",
-      "integrity": "sha512-PnpQQMuxlwYdocC8fIJqVXvkeViHYzotI+NJrCuav0ZYFoq912ZHBk3mCeuj+5/VpodOjPe1z0Fk2ihgzlXqjQ==",
+      "version": "37.3.6",
+      "resolved": "https://registry.npmjs.org/victory-vendor/-/victory-vendor-37.3.6.tgz",
+      "integrity": "sha512-SbPDPdDBYp+5MJHhBCAyI7wKM3d5ivekigc2Dk2s7pgbZ9wIgIBYGVw4zGHBml/qTFbexrofXW6Gu4noGxrOwQ==",
       "license": "MIT AND ISC",
       "dependencies": {
         "@types/d3-array": "^3.0.3",
diff --git a/ui/litellm-dashboard/package.json b/ui/litellm-dashboard/package.json
index 1b0ce315e4d..1747a40da56 100644
--- a/ui/litellm-dashboard/package.json
+++ b/ui/litellm-dashboard/package.json
@@ -50,6 +50,7 @@
     "react-json-view-lite": "2.5.0",
     "react-markdown": "9.1.0",
     "react-syntax-highlighter": "15.6.6",
+    "recharts": "3.9.2",
     "remark-gfm": "4.0.1",
     "tailwind-merge": "3.4.0",
     "uuid": "14.0.0"
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/ScoreChart.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/ScoreChart.test.tsx
index 3a36eb9621e..dba34ea9a86 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/ScoreChart.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/ScoreChart.test.tsx
@@ -1,35 +1,9 @@
 import React from "react";
-import { describe, it, expect, vi } from "vitest";
+import { describe, it, expect } from "vitest";
 import { screen } from "@testing-library/react";
 import { renderWithProviders } from "../../../../../tests/test-utils";
 import { ScoreChart } from "./ScoreChart";
 
-vi.mock("@tremor/react", async (importOriginal) => {
-  const actual = await importOriginal<typeof import("@tremor/react")>();
-  // Re-apply the global Button/Tooltip overrides from tests/setupTests.ts. A file-level
-  // vi.mock fully replaces the setup-level mock, so without this the real Tremor Button
-  // leaks through and its useTooltip(300) schedules a native setTimeout that can fire
-  // post-teardown -> "window is not defined".
-  return {
-    ...actual,
-    BarChart: ({ data, categories }: { data: any[]; categories: string[] }) => (
-      <div data-testid="bar-chart">
-        {data.map((d, i) => (
-          <span key={i}>
-            {d.date}: {categories.map((c) => `${c}=${d[c]}`).join(", ")}
-          </span>
-        ))}
-      </div>
-    ),
-    Button: React.forwardRef<HTMLButtonElement, any>(({ children, ...props }, ref) => (
-      <button {...props} ref={ref}>
-        {children}
-      </button>
-    )),
-    Tooltip: ({ children }: { children?: React.ReactNode }) => <>{children}</>,
-  };
-});
-
 describe("ScoreChart", () => {
   it("should render the title", () => {
     renderWithProviders(<ScoreChart />);
@@ -55,10 +29,14 @@ describe("ScoreChart", () => {
       { date: "2026-03-02", passed: 15, blocked: 1 },
     ];
 
-    renderWithProviders(<ScoreChart data={data} />);
+    const { container } = renderWithProviders(<ScoreChart data={data} />);
 
     expect(screen.queryByText("No chart data for this period")).not.toBeInTheDocument();
-    expect(screen.getByText(/2026-03-01/)).toBeInTheDocument();
-    expect(screen.getByText(/2026-03-02/)).toBeInTheDocument();
+    expect(screen.getByText("passed")).toBeInTheDocument();
+    expect(screen.getByText("blocked")).toBeInTheDocument();
+    expect(screen.getAllByText(/2026-03-01/).length).toBeGreaterThan(0);
+    expect(screen.getAllByText(/2026-03-02/).length).toBeGreaterThan(0);
+    const bars = container.querySelectorAll(".recharts-bar");
+    expect(bars).toHaveLength(2);
   });
 });
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/ScoreChart.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/ScoreChart.tsx
index daa6054a552..bc11a6fd3e0 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/ScoreChart.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails-monitor/_components/ScoreChart.tsx
@@ -1,9 +1,10 @@
-import { BarChart, Card, Title } from "@tremor/react";
 import React from "react";
+import { BarChart } from "@/components/shared/charts";
+import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card";
 
 /**
  * Overview chart: Request Outcomes Over Time (passed vs blocked).
- * Uses Tremor BarChart with stacked data. Data from usage/overview API (chart array).
+ * Stacked bar chart. Data from usage/overview API (chart array).
  */
 interface ScoreChartProps {
   data?: Array<{ date: string; passed: number; blocked: number }>;
@@ -13,26 +14,31 @@ export function ScoreChart({ data }: ScoreChartProps) {
   const chartData = data && data.length > 0 ? data : [];
 
   return (
-    <Card className="bg-white border border-gray-200">
-      <Title className="text-base font-semibold text-gray-900 mb-4">Request Outcomes Over Time</Title>
-      <div className="h-80 min-h-[280px]">
-        {chartData.length > 0 ? (
-          <BarChart
-            data={chartData}
-            index="date"
-            categories={["passed", "blocked"]}
-            colors={["green", "red"]}
-            valueFormatter={(v) => v.toLocaleString()}
-            yAxisWidth={48}
-            showLegend={true}
-            stack={true}
-          />
-        ) : (
-          <div className="flex items-center justify-center h-full text-sm text-gray-500">
-            No chart data for this period
-          </div>
-        )}
-      </div>
+    <Card>
+      <CardHeader>
+        <CardTitle className="text-base font-semibold">Request Outcomes Over Time</CardTitle>
+      </CardHeader>
+      <CardContent>
+        <div className="h-80 min-h-[280px]">
+          {chartData.length > 0 ? (
+            <BarChart
+              data={chartData}
+              index="date"
+              categories={["passed", "blocked"]}
+              colors={["green", "red"]}
+              valueFormatter={(v) => v.toLocaleString()}
+              yAxisWidth={48}
+              showLegend={true}
+              stack={true}
+              className="h-full"
+            />
+          ) : (
+            <div className="flex items-center justify-center h-full text-sm text-gray-500">
+              No chart data for this period
+            </div>
+          )}
+        </div>
+      </CardContent>
     </Card>
   );
 }
diff --git a/ui/litellm-dashboard/src/components/shared/charts/area_chart.test.tsx b/ui/litellm-dashboard/src/components/shared/charts/area_chart.test.tsx
new file mode 100644
index 00000000000..cd033c5ce27
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/charts/area_chart.test.tsx
@@ -0,0 +1,36 @@
+import { render } from "@testing-library/react";
+import React from "react";
+import { describe, expect, it } from "vitest";
+import { AreaChart } from "./area_chart";
+
+const data = [
+  { date: "2026-03-01", tokens: 100, requests: 10 },
+  { date: "2026-03-02", tokens: 150, requests: 12 },
+];
+
+describe("AreaChart", () => {
+  it("renders one area per category with the mapped stroke colors", () => {
+    const { container } = render(
+      <AreaChart data={data} index="date" categories={["tokens", "requests"]} colors={["blue", "cyan"]} />,
+    );
+
+    const curves = Array.from(container.querySelectorAll("path.recharts-area-curve"));
+    expect(curves).toHaveLength(2);
+    const strokes = new Set(curves.map((curve) => curve.getAttribute("stroke")));
+    expect(strokes).toEqual(new Set(["var(--color-blue-500, #3b82f6)", "var(--color-cyan-500, #06b6d4)"]));
+  });
+
+  it("renders a fade-out gradient fill per category", () => {
+    const { container } = render(
+      <AreaChart data={data} index="date" categories={["tokens", "requests"]} colors={["blue", "cyan"]} />,
+    );
+
+    const gradients = container.querySelectorAll("defs linearGradient");
+    expect(gradients).toHaveLength(2);
+    const areas = Array.from(container.querySelectorAll("path.recharts-area-area"));
+    expect(areas).toHaveLength(2);
+    for (const area of areas) {
+      expect(area.getAttribute("fill")).toMatch(/^url\(#fill-/);
+    }
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/shared/charts/area_chart.tsx b/ui/litellm-dashboard/src/components/shared/charts/area_chart.tsx
new file mode 100644
index 00000000000..794baa13cf7
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/charts/area_chart.tsx
@@ -0,0 +1,92 @@
+"use client";
+
+import * as React from "react";
+import { Area, AreaChart as RechartsAreaChart, CartesianGrid, XAxis, YAxis } from "recharts";
+import { ChartContainer, ChartLegend, ChartLegendContent, ChartTooltip, type ChartConfig } from "@/components/ui/chart";
+import { cn } from "@/lib/cva.config";
+import { ValueTooltip, type ChartTooltipComponent } from "./chart_tooltip";
+import { categoryFills, type ChartColor } from "./colors";
+
+export type AreaChartProps<TDatum extends Record<string, unknown>> = {
+  data: readonly TDatum[];
+  index: string;
+  categories: readonly string[];
+  colors?: readonly ChartColor[];
+  valueFormatter?: (value: number) => string;
+  yAxisWidth?: number;
+  showLegend?: boolean;
+  showGridLines?: boolean;
+  showTooltip?: boolean;
+  customTooltip?: ChartTooltipComponent;
+  className?: string;
+  style?: React.CSSProperties;
+};
+
+export function AreaChart<TDatum extends Record<string, unknown>>({
+  data,
+  index,
+  categories,
+  colors,
+  valueFormatter,
+  yAxisWidth = 56,
+  showLegend = true,
+  showGridLines = true,
+  showTooltip = true,
+  customTooltip,
+  className,
+  style,
+}: AreaChartProps<TDatum>) {
+  const gradientId = React.useId().replace(/:/g, "");
+  const fills = categoryFills(categories.length, colors);
+  const config: ChartConfig = Object.fromEntries(categories.map((category) => [category, { label: category }]));
+  const TooltipContent = customTooltip ?? ValueTooltip;
+
+  return (
+    <ChartContainer config={config} className={cn("aspect-auto h-80 w-full", className)} style={style}>
+      <RechartsAreaChart data={[...data]}>
+        <defs>
+          {categories.map((category, i) => (
+            <linearGradient key={category} id={`fill-${gradientId}-${i}`} x1="0" y1="0" x2="0" y2="1">
+              <stop offset="5%" stopColor={fills[i]} stopOpacity={0.4} />
+              <stop offset="95%" stopColor={fills[i]} stopOpacity={0} />
+            </linearGradient>
+          ))}
+        </defs>
+        {showGridLines && <CartesianGrid vertical={false} />}
+        <XAxis dataKey={index} tickLine={false} axisLine={false} minTickGap={5} interval="equidistantPreserveStart" />
+        <YAxis width={yAxisWidth} tickLine={false} axisLine={false} tickFormatter={valueFormatter} />
+        {showTooltip && (
+          <ChartTooltip
+            content={({ active, payload, label }) => (
+              <TooltipContent
+                active={active}
+                payload={payload}
+                label={label}
+                {...(customTooltip ? {} : { valueFormatter })}
+              />
+            )}
+          />
+        )}
+        {showLegend && (
+          <ChartLegend
+            verticalAlign="top"
+            content={<ChartLegendContent className="justify-end text-muted-foreground" />}
+          />
+        )}
+        {categories.map((category, i) => (
+          <Area
+            key={category}
+            type="linear"
+            dataKey={category}
+            stroke={fills[i]}
+            strokeWidth={2}
+            fill={`url(#fill-${gradientId}-${i})`}
+            fillOpacity={1}
+            dot={false}
+            isAnimationActive={false}
+          />
+        ))}
+      </RechartsAreaChart>
+    </ChartContainer>
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/shared/charts/bar_chart.test.tsx b/ui/litellm-dashboard/src/components/shared/charts/bar_chart.test.tsx
new file mode 100644
index 00000000000..d5253c86c6f
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/charts/bar_chart.test.tsx
@@ -0,0 +1,119 @@
+import { fireEvent, render, screen } from "@testing-library/react";
+import React from "react";
+import { describe, expect, it, vi } from "vitest";
+import { BarChart } from "./bar_chart";
+
+const data = [
+  { date: "2026-03-01", passed: 10, blocked: 2 },
+  { date: "2026-03-02", passed: 15, blocked: 1 },
+];
+
+describe("BarChart", () => {
+  it("renders one bar series per category with the mapped tremor colors", () => {
+    const { container } = render(
+      <BarChart data={data} index="date" categories={["passed", "blocked"]} colors={["green", "red"]} />,
+    );
+
+    const rectangles = Array.from(container.querySelectorAll("path.recharts-rectangle"));
+    expect(rectangles).toHaveLength(4);
+    const fills = new Set(rectangles.map((rect) => rect.getAttribute("fill")));
+    expect(fills).toEqual(new Set(["var(--color-green-500, #22c55e)", "var(--color-red-500, #ef4444)"]));
+  });
+
+  it("falls back to the tremor default color cycle when no colors are passed", () => {
+    const { container } = render(<BarChart data={data} index="date" categories={["passed", "blocked"]} />);
+
+    const fills = new Set(
+      Array.from(container.querySelectorAll("path.recharts-rectangle")).map((rect) => rect.getAttribute("fill")),
+    );
+    expect(fills).toEqual(new Set(["var(--color-blue-500, #3b82f6)", "var(--color-cyan-500, #06b6d4)"]));
+  });
+
+  it("fires onValueChange with the datum and clicked category", () => {
+    const onValueChange = vi.fn();
+    const { container } = render(
+      <BarChart
+        data={data}
+        index="date"
+        categories={["passed", "blocked"]}
+        colors={["green", "red"]}
+        onValueChange={onValueChange}
+      />,
+    );
+
+    const firstRect = container.querySelector("path.recharts-rectangle");
+    expect(firstRect).not.toBeNull();
+    fireEvent.click(firstRect!);
+
+    expect(onValueChange).toHaveBeenCalledTimes(1);
+    const expectedClickItem = {
+      date: "2026-03-01",
+      passed: 10,
+      blocked: 2,
+      categoryClicked: "passed",
+    };
+    expect(onValueChange).toHaveBeenCalledWith(expectedClickItem);
+  });
+
+  it("renders category labels on the y axis in vertical layout", () => {
+    render(
+      <BarChart
+        data={[
+          { key: "alpha", spend: 12 },
+          { key: "beta", spend: 7 },
+        ]}
+        index="key"
+        categories={["spend"]}
+        colors={["cyan"]}
+        layout="vertical"
+        yAxisWidth={120}
+      />,
+    );
+
+    expect(screen.getAllByText("alpha").length).toBeGreaterThan(0);
+    expect(screen.getAllByText("beta").length).toBeGreaterThan(0);
+  });
+
+  it("applies valueFormatter to the value axis ticks", () => {
+    render(
+      <BarChart
+        data={data}
+        index="date"
+        categories={["passed"]}
+        colors={["green"]}
+        valueFormatter={(v) => `${v} req`}
+      />,
+    );
+
+    expect(screen.getAllByText(/ req$/).length).toBeGreaterThan(0);
+  });
+
+  it("renders a legend by default, matching tremor, and hides it when showLegend is false", () => {
+    const { container, rerender } = render(
+      <BarChart data={data} index="date" categories={["passed"]} colors={["green"]} />,
+    );
+    expect(screen.getByText("passed")).toBeInTheDocument();
+    expect(container.querySelector(".recharts-legend-wrapper")).not.toBeNull();
+
+    rerender(<BarChart data={data} index="date" categories={["passed"]} colors={["green"]} showLegend={false} />);
+    expect(screen.queryByText("passed")).not.toBeInTheDocument();
+  });
+
+  it("emits no per-chart style tag; colors flow through fills, not CSS vars", () => {
+    const { container } = render(
+      <BarChart data={data} index="date" categories={["passed", "blocked"]} colors={["green", "red"]} />,
+    );
+    expect(container.querySelector("style")).toBeNull();
+  });
+
+  it("stacks bars into a single column per index when stack is set", () => {
+    const { container } = render(
+      <BarChart data={data} index="date" categories={["passed", "blocked"]} colors={["green", "red"]} stack={true} />,
+    );
+
+    const xPositions = Array.from(container.querySelectorAll("path.recharts-rectangle")).map(
+      (rect) => rect.getAttribute("d")?.split(",")[0],
+    );
+    expect(new Set(xPositions).size).toBe(2);
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/shared/charts/bar_chart.tsx b/ui/litellm-dashboard/src/components/shared/charts/bar_chart.tsx
new file mode 100644
index 00000000000..6ee3319dc10
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/charts/bar_chart.tsx
@@ -0,0 +1,119 @@
+"use client";
+
+import * as React from "react";
+import { Bar, BarChart as RechartsBarChart, CartesianGrid, XAxis, YAxis } from "recharts";
+import { ChartContainer, ChartLegend, ChartLegendContent, ChartTooltip, type ChartConfig } from "@/components/ui/chart";
+import { cn } from "@/lib/cva.config";
+import { ValueTooltip, type ChartTooltipComponent } from "./chart_tooltip";
+import { categoryFills, type ChartColor } from "./colors";
+
+export type BarChartProps<TDatum extends Record<string, unknown>> = {
+  data: readonly TDatum[];
+  index: string;
+  categories: readonly string[];
+  colors?: readonly ChartColor[];
+  valueFormatter?: (value: number) => string;
+  stack?: boolean;
+  layout?: "horizontal" | "vertical";
+  yAxisWidth?: number;
+  tickGap?: number;
+  showLegend?: boolean;
+  showXAxis?: boolean;
+  showGridLines?: boolean;
+  showTooltip?: boolean;
+  customTooltip?: ChartTooltipComponent;
+  onValueChange?: (item: TDatum & { categoryClicked: string }) => void;
+  className?: string;
+  style?: React.CSSProperties;
+};
+
+export function BarChart<TDatum extends Record<string, unknown>>({
+  data,
+  index,
+  categories,
+  colors,
+  valueFormatter,
+  stack = false,
+  layout = "horizontal",
+  yAxisWidth = 56,
+  tickGap = 5,
+  showLegend = true,
+  showXAxis = true,
+  showGridLines = true,
+  showTooltip = true,
+  customTooltip,
+  onValueChange,
+  className,
+  style,
+}: BarChartProps<TDatum>) {
+  const fills = categoryFills(categories.length, colors);
+  const config: ChartConfig = Object.fromEntries(categories.map((category) => [category, { label: category }]));
+  const vertical = layout === "vertical";
+  const TooltipContent = customTooltip ?? ValueTooltip;
+
+  return (
+    <ChartContainer config={config} className={cn("aspect-auto h-80 w-full", className)} style={style}>
+      <RechartsBarChart data={[...data]} layout={layout}>
+        {showGridLines && <CartesianGrid horizontal={!vertical} vertical={vertical} />}
+        {vertical ? (
+          <XAxis
+            type="number"
+            hide={!showXAxis}
+            tickLine={false}
+            axisLine={false}
+            minTickGap={tickGap}
+            tickFormatter={valueFormatter}
+          />
+        ) : (
+          <XAxis
+            dataKey={index}
+            hide={!showXAxis}
+            tickLine={false}
+            axisLine={false}
+            minTickGap={tickGap}
+            interval="equidistantPreserveStart"
+          />
+        )}
+        {vertical ? (
+          <YAxis type="category" dataKey={index} width={yAxisWidth} tickLine={false} axisLine={false} interval={0} />
+        ) : (
+          <YAxis width={yAxisWidth} tickLine={false} axisLine={false} tickFormatter={valueFormatter} />
+        )}
+        {showTooltip && (
+          <ChartTooltip
+            content={({ active, payload, label }) => (
+              <TooltipContent
+                active={active}
+                payload={payload}
+                label={label}
+                {...(customTooltip ? {} : { valueFormatter })}
+              />
+            )}
+          />
+        )}
+        {showLegend && (
+          <ChartLegend
+            verticalAlign="top"
+            content={<ChartLegendContent className="justify-end text-muted-foreground" />}
+          />
+        )}
+        {categories.map((category, i) => (
+          <Bar
+            key={category}
+            dataKey={category}
+            fill={fills[i]}
+            stackId={stack ? "stack" : undefined}
+            isAnimationActive={false}
+            onClick={
+              onValueChange
+                ? (item: { payload?: TDatum }) => {
+                    if (item.payload) onValueChange({ ...item.payload, categoryClicked: category });
+                  }
+                : undefined
+            }
+          />
+        ))}
+      </RechartsBarChart>
+    </ChartContainer>
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/shared/charts/chart_legend.test.tsx b/ui/litellm-dashboard/src/components/shared/charts/chart_legend.test.tsx
new file mode 100644
index 00000000000..889927aca43
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/charts/chart_legend.test.tsx
@@ -0,0 +1,32 @@
+import { render, screen } from "@testing-library/react";
+import React from "react";
+import { describe, expect, it } from "vitest";
+import { CustomLegend } from "./chart_legend";
+
+describe("CustomLegend", () => {
+  it("renders title-cased category names without the metrics prefix", () => {
+    render(<CustomLegend categories={["metrics.total_tokens", "metrics.spend"]} colors={["blue", "green"]} />);
+
+    expect(screen.getByText("Total Tokens")).toBeInTheDocument();
+    expect(screen.getByText("Spend")).toBeInTheDocument();
+  });
+
+  it("matches colors to categories by index with theme-var values", () => {
+    const { container } = render(
+      <CustomLegend categories={["metrics.first", "metrics.second"]} colors={["blue", "green"]} />,
+    );
+
+    const dots = Array.from(container.querySelectorAll('span[style*="background-color"]'));
+    expect(dots[0]?.getAttribute("style")).toContain("--color-blue-500");
+    expect(dots[1]?.getAttribute("style")).toContain("--color-green-500");
+  });
+
+  it("cycles colors when there are more categories than colors", () => {
+    const { container } = render(
+      <CustomLegend categories={["metrics.a", "metrics.b", "metrics.c"]} colors={["blue", "green"]} />,
+    );
+
+    const dots = Array.from(container.querySelectorAll('span[style*="background-color"]'));
+    expect(dots[2]?.getAttribute("style")).toContain("--color-blue-500");
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/shared/charts/chart_legend.tsx b/ui/litellm-dashboard/src/components/shared/charts/chart_legend.tsx
new file mode 100644
index 00000000000..da252d8bf63
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/charts/chart_legend.tsx
@@ -0,0 +1,25 @@
+"use client";
+
+import * as React from "react";
+import { formatCategoryName } from "./chart_tooltip";
+import { chartColorValue, type ChartColor } from "./colors";
+
+export const CustomLegend = ({
+  categories,
+  colors,
+}: {
+  categories: readonly string[];
+  colors: readonly ChartColor[];
+}) => (
+  <div className="flex items-center justify-end space-x-4">
+    {categories.map((category, idx) => (
+      <div key={category} className="flex items-center space-x-2">
+        <span
+          className="h-2 w-2 shrink-0 rounded-full ring-4 ring-white"
+          style={{ backgroundColor: chartColorValue(colors[idx % colors.length]) }}
+        />
+        <p className="text-sm text-muted-foreground">{formatCategoryName(category)}</p>
+      </div>
+    ))}
+  </div>
+);
diff --git a/ui/litellm-dashboard/src/components/shared/charts/chart_tooltip.test.tsx b/ui/litellm-dashboard/src/components/shared/charts/chart_tooltip.test.tsx
new file mode 100644
index 00000000000..7afc7532760
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/charts/chart_tooltip.test.tsx
@@ -0,0 +1,101 @@
+import { render, screen } from "@testing-library/react";
+import React from "react";
+import { describe, expect, it } from "vitest";
+import { CustomTooltip, ValueTooltip, type ChartTooltipProps } from "./chart_tooltip";
+
+const metricsPayload = (
+  dataKey: string,
+  value: number,
+  color = "#3b82f6",
+): NonNullable<ChartTooltipProps["payload"]>[number] =>
+  ({
+    dataKey,
+    value,
+    color,
+    payload: {
+      date: "2026-01-15",
+      metrics: {
+        total_tokens: 1000,
+        prompt_tokens: 600,
+        completion_tokens: 400,
+        spend: 1234.567,
+        api_requests: 10,
+      },
+    },
+  }) as NonNullable<ChartTooltipProps["payload"]>[number];
+
+describe("CustomTooltip", () => {
+  it("returns null when not active or payload is empty", () => {
+    const inactive = render(
+      <CustomTooltip active={false} payload={[metricsPayload("metrics.total_tokens", 1000)]} label="2026-01-15" />,
+    );
+    expect(inactive.container.firstChild).toBeNull();
+
+    const empty = render(<CustomTooltip active={true} payload={[]} label="2026-01-15" />);
+    expect(empty.container.firstChild).toBeNull();
+  });
+
+  it("renders the label and title-cased category names without the metrics prefix", () => {
+    render(<CustomTooltip active={true} payload={[metricsPayload("metrics.total_tokens", 1000)]} label="2026-01-15" />);
+
+    expect(screen.getByText("2026-01-15")).toBeInTheDocument();
+    expect(screen.getByText("Total Tokens")).toBeInTheDocument();
+    expect(screen.getByText("1,000")).toBeInTheDocument();
+  });
+
+  it("formats spend values as dollars with two decimals", () => {
+    render(<CustomTooltip active={true} payload={[metricsPayload("metrics.spend", 1234.567)]} label="2026-01-15" />);
+
+    expect(screen.getByText("$1,234.57")).toBeInTheDocument();
+  });
+
+  it("shows N/A for metrics missing from the row payload", () => {
+    render(<CustomTooltip active={true} payload={[metricsPayload("metrics.nonexistent", 1000)]} label="2026-01-15" />);
+
+    expect(screen.getByText("N/A")).toBeInTheDocument();
+  });
+
+  it("uses the series color for the indicator dot", () => {
+    const { container } = render(
+      <CustomTooltip
+        active={true}
+        payload={[metricsPayload("metrics.total_tokens", 1000, "var(--color-blue-500, #3b82f6)")]}
+        label="2026-01-15"
+      />,
+    );
+
+    const dot = container.querySelector('span[style*="background-color"]');
+    expect(dot?.getAttribute("style")).toContain("--color-blue-500");
+  });
+});
+
+describe("ValueTooltip", () => {
+  const payload = [
+    {
+      dataKey: "passed",
+      name: "passed",
+      value: 1000,
+      color: "#22c55e",
+      payload: { date: "2026-01-15", passed: 1000 },
+    } as NonNullable<ChartTooltipProps["payload"]>[number],
+  ];
+
+  it("returns null when not active", () => {
+    const { container } = render(<ValueTooltip active={false} payload={payload} label="2026-01-15" />);
+    expect(container.firstChild).toBeNull();
+  });
+
+  it("renders label, series name, and locale-formatted value by default", () => {
+    render(<ValueTooltip active={true} payload={payload} label="2026-01-15" />);
+
+    expect(screen.getByText("2026-01-15")).toBeInTheDocument();
+    expect(screen.getByText("passed")).toBeInTheDocument();
+    expect(screen.getByText("1,000")).toBeInTheDocument();
+  });
+
+  it("applies the valueFormatter to values", () => {
+    render(<ValueTooltip active={true} payload={payload} label="2026-01-15" valueFormatter={(v) => `$${v}`} />);
+
+    expect(screen.getByText("$1000")).toBeInTheDocument();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/shared/charts/chart_tooltip.tsx b/ui/litellm-dashboard/src/components/shared/charts/chart_tooltip.tsx
new file mode 100644
index 00000000000..2644b8f720c
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/charts/chart_tooltip.tsx
@@ -0,0 +1,97 @@
+"use client";
+
+import * as React from "react";
+import type { TooltipContentProps, TooltipValueType } from "recharts";
+
+export type ChartTooltipProps = Pick<
+  TooltipContentProps<TooltipValueType, string | number>,
+  "active" | "payload" | "label"
+>;
+
+export type ChartTooltipComponent = React.ComponentType<ChartTooltipProps>;
+
+export const formatCategoryName = (name: string): string =>
+  name
+    .replace("metrics.", "")
+    .replace(/_/g, " ")
+    .split(" ")
+    .map((word) => word.charAt(0).toUpperCase() + word.slice(1))
+    .join(" ");
+
+export const ValueTooltip = ({
+  active,
+  payload,
+  label,
+  valueFormatter,
+}: ChartTooltipProps & { valueFormatter?: (value: number) => string }) => {
+  if (!active || !payload || payload.length === 0) return null;
+
+  const formatValue = (value: unknown): string => {
+    if (typeof value === "number") return valueFormatter ? valueFormatter(value) : value.toLocaleString();
+    return value == null ? "" : String(value);
+  };
+
+  return (
+    <div className="min-w-32 rounded-lg border border-border/50 bg-background px-2.5 py-1.5 text-xs shadow-xl">
+      {label != null && <p className="mb-1.5 font-medium text-foreground">{String(label)}</p>}
+      <div className="grid gap-1.5">
+        {payload.map((item, idx) => (
+          <div
+            key={String(item.dataKey ?? item.name ?? idx)}
+            className="flex w-full items-center justify-between gap-4"
+          >
+            <div className="flex items-center gap-1.5">
+              <span className="h-2.5 w-2.5 shrink-0 rounded-[2px]" style={{ backgroundColor: item.color }} />
+              <span className="text-muted-foreground">{String(item.name ?? item.dataKey ?? "")}</span>
+            </div>
+            <span className="font-mono font-medium tabular-nums text-foreground">{formatValue(item.value)}</span>
+          </div>
+        ))}
+      </div>
+    </div>
+  );
+};
+
+const rawMetricValue = (row: unknown, dataKey: string): number | undefined => {
+  if (typeof row !== "object" || row === null || !("metrics" in row)) return undefined;
+  const metrics = (row as { metrics: unknown }).metrics;
+  if (typeof metrics !== "object" || metrics === null) return undefined;
+  const metricKey = dataKey.substring(dataKey.indexOf(".") + 1);
+  const value = (metrics as Record<string, unknown>)[metricKey];
+  return typeof value === "number" ? value : undefined;
+};
+
+const formatMetricValue = (rawValue: number | undefined, isSpend: boolean): string => {
+  if (rawValue === undefined) return "N/A";
+  if (isSpend) return `$${rawValue.toLocaleString(undefined, { minimumFractionDigits: 2, maximumFractionDigits: 2 })}`;
+  return rawValue.toLocaleString();
+};
+
+export const CustomTooltip = ({ active, payload, label }: ChartTooltipProps) => {
+  if (!active || !payload || payload.length === 0) return null;
+
+  return (
+    <div className="w-56 rounded-lg border border-border/50 bg-background p-2 text-xs shadow-xl">
+      <p className="font-medium text-foreground">{label == null ? "" : String(label)}</p>
+      {payload.map((item) => {
+        const dataKey = item.dataKey?.toString();
+        if (!dataKey || !item.payload) return null;
+
+        const formattedValue = formatMetricValue(rawMetricValue(item.payload, dataKey), dataKey.includes("spend"));
+
+        return (
+          <div key={dataKey} className="flex items-center justify-between space-x-4">
+            <div className="flex items-center space-x-2">
+              <span
+                className="h-2 w-2 shrink-0 rounded-full ring-2 ring-white drop-shadow-md"
+                style={{ backgroundColor: item.color }}
+              />
+              <p className="font-medium text-muted-foreground">{formatCategoryName(dataKey)}</p>
+            </div>
+            <p className="font-medium text-foreground">{formattedValue}</p>
+          </div>
+        );
+      })}
+    </div>
+  );
+};
diff --git a/ui/litellm-dashboard/src/components/shared/charts/colors.ts b/ui/litellm-dashboard/src/components/shared/charts/colors.ts
new file mode 100644
index 00000000000..c30f58e9e4d
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/charts/colors.ts
@@ -0,0 +1,58 @@
+export const CHART_COLOR_HEX = {
+  slate: "#64748b",
+  gray: "#6b7280",
+  zinc: "#71717a",
+  neutral: "#737373",
+  stone: "#78716c",
+  red: "#ef4444",
+  orange: "#f97316",
+  amber: "#f59e0b",
+  yellow: "#eab308",
+  lime: "#84cc16",
+  green: "#22c55e",
+  emerald: "#10b981",
+  teal: "#14b8a6",
+  cyan: "#06b6d4",
+  sky: "#0ea5e9",
+  blue: "#3b82f6",
+  indigo: "#6366f1",
+  violet: "#8b5cf6",
+  purple: "#a855f7",
+  fuchsia: "#d946ef",
+  pink: "#ec4899",
+  rose: "#f43f5e",
+} as const;
+
+export type ChartColor = keyof typeof CHART_COLOR_HEX;
+
+export const DEFAULT_COLOR_CYCLE: readonly ChartColor[] = [
+  "blue",
+  "cyan",
+  "sky",
+  "indigo",
+  "violet",
+  "purple",
+  "fuchsia",
+  "slate",
+  "gray",
+  "zinc",
+  "neutral",
+  "stone",
+  "red",
+  "orange",
+  "amber",
+  "yellow",
+  "lime",
+  "green",
+  "emerald",
+  "teal",
+  "pink",
+  "rose",
+];
+
+export const chartColorValue = (color: ChartColor): string => `var(--color-${color}-500, ${CHART_COLOR_HEX[color]})`;
+
+export const categoryFills = (count: number, colors?: readonly ChartColor[]): readonly string[] => {
+  const cycle = colors && colors.length > 0 ? colors : DEFAULT_COLOR_CYCLE;
+  return Array.from({ length: count }, (_, i) => chartColorValue(cycle[i % cycle.length]));
+};
diff --git a/ui/litellm-dashboard/src/components/shared/charts/donut_chart.test.tsx b/ui/litellm-dashboard/src/components/shared/charts/donut_chart.test.tsx
new file mode 100644
index 00000000000..123c6cad0ec
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/charts/donut_chart.test.tsx
@@ -0,0 +1,38 @@
+import { render } from "@testing-library/react";
+import React from "react";
+import { describe, expect, it } from "vitest";
+import { DonutChart } from "./donut_chart";
+
+const data = [
+  { provider: "openai", spend: 40 },
+  { provider: "anthropic", spend: 30 },
+  { provider: "bedrock", spend: 20 },
+];
+
+describe("DonutChart", () => {
+  it("renders one sector per datum, cycling the given colors", () => {
+    const { container } = render(
+      <DonutChart data={data} index="provider" category="spend" colors={["cyan", "blue"]} />,
+    );
+
+    const sectors = Array.from(container.querySelectorAll(".recharts-pie-sector path"));
+    expect(sectors).toHaveLength(3);
+    expect(sectors.map((sector) => sector.getAttribute("fill"))).toEqual([
+      "var(--color-cyan-500, #06b6d4)",
+      "var(--color-blue-500, #3b82f6)",
+      "var(--color-cyan-500, #06b6d4)",
+    ]);
+  });
+
+  it("renders a full pie when variant is pie and a hollow donut otherwise", () => {
+    const { container: donut } = render(<DonutChart data={data} index="provider" category="spend" colors={["cyan"]} />);
+    const { container: pie } = render(
+      <DonutChart data={data} index="provider" category="spend" colors={["cyan"]} variant="pie" />,
+    );
+
+    const donutPath = donut.querySelector(".recharts-pie-sector path")?.getAttribute("d") ?? "";
+    const piePath = pie.querySelector(".recharts-pie-sector path")?.getAttribute("d") ?? "";
+    expect(donutPath).not.toEqual(piePath);
+    expect((donutPath.match(/A/g) ?? []).length).toBeGreaterThan((piePath.match(/A/g) ?? []).length);
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/shared/charts/donut_chart.tsx b/ui/litellm-dashboard/src/components/shared/charts/donut_chart.tsx
new file mode 100644
index 00000000000..c2ce8c02e35
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/charts/donut_chart.tsx
@@ -0,0 +1,67 @@
+"use client";
+
+import * as React from "react";
+import { Cell, Pie, PieChart } from "recharts";
+import { ChartContainer, ChartTooltip, type ChartConfig } from "@/components/ui/chart";
+import { cn } from "@/lib/cva.config";
+import { ValueTooltip } from "./chart_tooltip";
+import { categoryFills, type ChartColor } from "./colors";
+
+export type DonutChartProps<TDatum extends Record<string, unknown>> = {
+  data: readonly TDatum[];
+  index: string;
+  category: string;
+  colors?: readonly ChartColor[];
+  variant?: "donut" | "pie";
+  valueFormatter?: (value: number) => string;
+  showTooltip?: boolean;
+  className?: string;
+  style?: React.CSSProperties;
+};
+
+export function DonutChart<TDatum extends Record<string, unknown>>({
+  data,
+  index,
+  category,
+  colors,
+  variant = "donut",
+  valueFormatter,
+  showTooltip = true,
+  className,
+  style,
+}: DonutChartProps<TDatum>) {
+  const fills = categoryFills(data.length, colors);
+  const config: ChartConfig = Object.fromEntries(
+    data.map((datum, i) => {
+      const name = String(datum[index] ?? i);
+      return [name, { label: name }];
+    }),
+  );
+
+  return (
+    <ChartContainer config={config} className={cn("aspect-auto h-40 w-full", className)} style={style}>
+      <PieChart>
+        {showTooltip && (
+          <ChartTooltip
+            content={({ active, payload, label }) => (
+              <ValueTooltip active={active} payload={payload} label={label} valueFormatter={valueFormatter} />
+            )}
+          />
+        )}
+        <Pie
+          data={[...data]}
+          dataKey={category}
+          nameKey={index}
+          innerRadius={variant === "pie" ? "0%" : "75%"}
+          outerRadius="100%"
+          strokeWidth={1}
+          isAnimationActive={false}
+        >
+          {data.map((datum, i) => (
+            <Cell key={String(datum[index] ?? i)} fill={fills[i]} />
+          ))}
+        </Pie>
+      </PieChart>
+    </ChartContainer>
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/shared/charts/index.ts b/ui/litellm-dashboard/src/components/shared/charts/index.ts
new file mode 100644
index 00000000000..ba0a7544ddb
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/charts/index.ts
@@ -0,0 +1,12 @@
+export { AreaChart, type AreaChartProps } from "./area_chart";
+export { BarChart, type BarChartProps } from "./bar_chart";
+export { CustomLegend } from "./chart_legend";
+export {
+  CustomTooltip,
+  ValueTooltip,
+  formatCategoryName,
+  type ChartTooltipComponent,
+  type ChartTooltipProps,
+} from "./chart_tooltip";
+export { CHART_COLOR_HEX, DEFAULT_COLOR_CYCLE, categoryFills, chartColorValue, type ChartColor } from "./colors";
+export { DonutChart, type DonutChartProps } from "./donut_chart";
diff --git a/ui/litellm-dashboard/src/components/ui/card.tsx b/ui/litellm-dashboard/src/components/ui/card.tsx
new file mode 100644
index 00000000000..3fc0aa65264
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/ui/card.tsx
@@ -0,0 +1,86 @@
+import * as React from "react";
+
+import { cn } from "@/lib/cva.config";
+
+const Card = React.forwardRef<HTMLDivElement, React.ComponentPropsWithoutRef<"div"> & { size?: "default" | "sm" }>(
+  ({ className, size = "default", ...props }, ref) => (
+    <div
+      ref={ref}
+      data-slot="card"
+      data-size={size}
+      className={cn(
+        "group/card flex flex-col gap-(--card-spacing) overflow-hidden rounded-xl bg-card py-(--card-spacing) text-sm text-card-foreground shadow-xs ring-1 ring-foreground/10 [--card-spacing:--spacing(6)] has-[>img:first-child]:pt-0 data-[size=sm]:[--card-spacing:--spacing(4)] *:[img:first-child]:rounded-t-xl *:[img:last-child]:rounded-b-xl",
+        className,
+      )}
+      {...props}
+    />
+  ),
+);
+Card.displayName = "Card";
+
+const CardHeader = React.forwardRef<HTMLDivElement, React.ComponentPropsWithoutRef<"div">>(
+  ({ className, ...props }, ref) => (
+    <div
+      ref={ref}
+      data-slot="card-header"
+      className={cn(
+        "group/card-header @container/card-header grid auto-rows-min items-start gap-1 rounded-t-xl px-(--card-spacing) has-data-[slot=card-action]:grid-cols-[1fr_auto] has-data-[slot=card-description]:grid-rows-[auto_auto] [.border-b]:pb-(--card-spacing)",
+        className,
+      )}
+      {...props}
+    />
+  ),
+);
+CardHeader.displayName = "CardHeader";
+
+const CardTitle = React.forwardRef<HTMLDivElement, React.ComponentPropsWithoutRef<"div">>(
+  ({ className, ...props }, ref) => (
+    <div
+      ref={ref}
+      data-slot="card-title"
+      className={cn("text-base leading-normal font-medium group-data-[size=sm]/card:text-sm", className)}
+      {...props}
+    />
+  ),
+);
+CardTitle.displayName = "CardTitle";
+
+const CardDescription = React.forwardRef<HTMLDivElement, React.ComponentPropsWithoutRef<"div">>(
+  ({ className, ...props }, ref) => (
+    <div ref={ref} data-slot="card-description" className={cn("text-sm text-muted-foreground", className)} {...props} />
+  ),
+);
+CardDescription.displayName = "CardDescription";
+
+const CardAction = React.forwardRef<HTMLDivElement, React.ComponentPropsWithoutRef<"div">>(
+  ({ className, ...props }, ref) => (
+    <div
+      ref={ref}
+      data-slot="card-action"
+      className={cn("col-start-2 row-span-2 row-start-1 self-start justify-self-end", className)}
+      {...props}
+    />
+  ),
+);
+CardAction.displayName = "CardAction";
+
+const CardContent = React.forwardRef<HTMLDivElement, React.ComponentPropsWithoutRef<"div">>(
+  ({ className, ...props }, ref) => (
+    <div ref={ref} data-slot="card-content" className={cn("px-(--card-spacing)", className)} {...props} />
+  ),
+);
+CardContent.displayName = "CardContent";
+
+const CardFooter = React.forwardRef<HTMLDivElement, React.ComponentPropsWithoutRef<"div">>(
+  ({ className, ...props }, ref) => (
+    <div
+      ref={ref}
+      data-slot="card-footer"
+      className={cn("flex items-center rounded-b-xl px-(--card-spacing) [.border-t]:pt-(--card-spacing)", className)}
+      {...props}
+    />
+  ),
+);
+CardFooter.displayName = "CardFooter";
+
+export { Card, CardHeader, CardFooter, CardTitle, CardAction, CardDescription, CardContent };
diff --git a/ui/litellm-dashboard/src/components/ui/chart.test.tsx b/ui/litellm-dashboard/src/components/ui/chart.test.tsx
new file mode 100644
index 00000000000..8b70a6e3246
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/ui/chart.test.tsx
@@ -0,0 +1,38 @@
+import { render } from "@testing-library/react";
+import * as React from "react";
+import { describe, expect, it } from "vitest";
+import { ChartContainer } from "./chart";
+
+describe("ChartStyle hardening", () => {
+  it("sanitizes config keys and strips structural characters from color values", () => {
+    const { container } = render(
+      <ChartContainer
+        config={{
+          "metrics.total_tokens": { label: "Total Tokens", color: "var(--color-blue-500, #3b82f6)" },
+          "evil}key": { label: "evil", color: "red;}</style><img src=x onerror=alert(1)>" },
+        }}
+      >
+        <svg />
+      </ChartContainer>,
+    );
+
+    const style = container.querySelector("style");
+    expect(style).not.toBeNull();
+    const css = style!.innerHTML;
+
+    expect(css).toContain("--color-metrics_total_tokens: var(--color-blue-500, #3b82f6);");
+    expect(css).not.toContain("metrics.total_tokens");
+    expect(css).toContain("--color-evil_key:");
+    expect(css).not.toContain("<");
+    expect((css.match(/{/g) ?? []).length).toBe((css.match(/}/g) ?? []).length);
+  });
+
+  it("emits no style tag when no config entry has a color", () => {
+    const { container } = render(
+      <ChartContainer config={{ passed: { label: "passed" } }}>
+        <svg />
+      </ChartContainer>,
+    );
+    expect(container.querySelector("style")).toBeNull();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/ui/chart.tsx b/ui/litellm-dashboard/src/components/ui/chart.tsx
new file mode 100644
index 00000000000..14e10b9f06f
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/ui/chart.tsx
@@ -0,0 +1,324 @@
+"use client";
+
+import * as React from "react";
+import * as RechartsPrimitive from "recharts";
+import type { TooltipValueType } from "recharts";
+
+import { cn } from "@/lib/cva.config";
+
+// Format: { THEME_NAME: CSS_SELECTOR }
+const THEMES = { light: "", dark: ".dark" } as const;
+
+const INITIAL_DIMENSION = { width: 320, height: 200 } as const;
+type TooltipNameType = number | string;
+
+export type ChartConfig = Record<
+  string,
+  {
+    label?: React.ReactNode;
+    icon?: React.ComponentType;
+  } & ({ color?: string; theme?: never } | { color?: never; theme: Record<keyof typeof THEMES, string> })
+>;
+
+type ChartContextProps = {
+  config: ChartConfig;
+};
+
+const ChartContext = React.createContext<ChartContextProps | null>(null);
+
+function useChart() {
+  const context = React.useContext(ChartContext);
+
+  if (!context) {
+    throw new Error("useChart must be used within a <ChartContainer />");
+  }
+
+  return context;
+}
+
+const ChartContainer = React.forwardRef<
+  HTMLDivElement,
+  React.ComponentPropsWithoutRef<"div"> & {
+    config: ChartConfig;
+    children: React.ComponentProps<typeof RechartsPrimitive.ResponsiveContainer>["children"];
+    initialDimension?: {
+      width: number;
+      height: number;
+    };
+  }
+>(({ id, className, children, config, initialDimension = INITIAL_DIMENSION, ...props }, ref) => {
+  const uniqueId = React.useId();
+  const chartId = `chart-${id ?? uniqueId.replace(/:/g, "")}`;
+
+  return (
+    <ChartContext.Provider value={{ config }}>
+      <div
+        ref={ref}
+        data-slot="chart"
+        data-chart={chartId}
+        className={cn(
+          "flex aspect-video justify-center text-xs [&_.recharts-cartesian-axis-tick_text]:fill-muted-foreground [&_.recharts-cartesian-grid_line[stroke='#ccc']]:stroke-border/50 [&_.recharts-curve.recharts-tooltip-cursor]:stroke-border [&_.recharts-dot[stroke='#fff']]:stroke-transparent [&_.recharts-layer]:outline-hidden [&_.recharts-polar-grid_[stroke='#ccc']]:stroke-border [&_.recharts-radial-bar-background-sector]:fill-muted [&_.recharts-rectangle.recharts-tooltip-cursor]:fill-muted [&_.recharts-reference-line_[stroke='#ccc']]:stroke-border [&_.recharts-sector]:outline-hidden [&_.recharts-sector[stroke='#fff']]:stroke-transparent [&_.recharts-surface]:outline-hidden",
+          className,
+        )}
+        {...props}
+      >
+        <ChartStyle id={chartId} config={config} />
+        <RechartsPrimitive.ResponsiveContainer initialDimension={initialDimension}>
+          {children}
+        </RechartsPrimitive.ResponsiveContainer>
+      </div>
+    </ChartContext.Provider>
+  );
+});
+ChartContainer.displayName = "ChartContainer";
+
+const cssVarName = (key: string) => key.replace(/[^a-zA-Z0-9_-]/g, "_");
+const cssColorValue = (color: string) => color.replace(/[;{}<>]/g, "");
+
+const ChartStyle = ({ id, config }: { id: string; config: ChartConfig }) => {
+  const colorConfig = Object.entries(config).filter(([, config]) => config.theme ?? config.color);
+
+  if (!colorConfig.length) {
+    return null;
+  }
+
+  return (
+    <style
+      // eslint-disable-next-line react/no-danger -- vendored shadcn template; emits per-chart CSS vars from our own config values, no user input
+      dangerouslySetInnerHTML={{
+        __html: Object.entries(THEMES)
+          .map(
+            ([theme, prefix]) => `
+${prefix} [data-chart=${id}] {
+${colorConfig
+  .map(([key, itemConfig]) => {
+    const color = itemConfig.theme?.[theme as keyof typeof itemConfig.theme] ?? itemConfig.color;
+    return color ? `  --color-${cssVarName(key)}: ${cssColorValue(color)};` : null;
+  })
+  .join("\n")}
+}
+`,
+          )
+          .join("\n"),
+      }}
+    />
+  );
+};
+
+const ChartTooltip = RechartsPrimitive.Tooltip;
+
+const ChartTooltipContent = React.forwardRef<
+  HTMLDivElement,
+  React.ComponentProps<typeof RechartsPrimitive.Tooltip> &
+    React.ComponentPropsWithoutRef<"div"> & {
+      hideLabel?: boolean;
+      hideIndicator?: boolean;
+      indicator?: "line" | "dot" | "dashed";
+      nameKey?: string;
+      labelKey?: string;
+    } & Omit<RechartsPrimitive.DefaultTooltipContentProps<TooltipValueType, TooltipNameType>, "accessibilityLayer">
+>(
+  (
+    {
+      active,
+      payload,
+      className,
+      indicator = "dot",
+      hideLabel = false,
+      hideIndicator = false,
+      label,
+      labelFormatter,
+      labelClassName,
+      formatter,
+      color,
+      nameKey,
+      labelKey,
+    },
+    ref,
+  ) => {
+    const { config } = useChart();
+
+    const tooltipLabel = React.useMemo(() => {
+      if (hideLabel || !payload?.length) {
+        return null;
+      }
+
+      const [item] = payload;
+      const key = `${labelKey ?? item?.dataKey ?? item?.name ?? "value"}`;
+      const itemConfig = getPayloadConfigFromPayload(config, item, key);
+      const value = !labelKey && typeof label === "string" ? config[label]?.label ?? label : itemConfig?.label;
+
+      if (labelFormatter) {
+        return <div className={cn("font-medium", labelClassName)}>{labelFormatter(value, payload)}</div>;
+      }
+
+      if (!value) {
+        return null;
+      }
+
+      return <div className={cn("font-medium", labelClassName)}>{value}</div>;
+    }, [label, labelFormatter, payload, hideLabel, labelClassName, config, labelKey]);
+
+    if (!active || !payload?.length) {
+      return null;
+    }
+
+    const nestLabel = payload.length === 1 && indicator !== "dot";
+
+    return (
+      <div
+        ref={ref}
+        className={cn(
+          "grid min-w-32 items-start gap-1.5 rounded-lg border border-border/50 bg-background px-2.5 py-1.5 text-xs shadow-xl",
+          className,
+        )}
+      >
+        {!nestLabel ? tooltipLabel : null}
+        <div className="grid gap-1.5">
+          {payload
+            .filter((item) => item.type !== "none")
+            .map((item, index) => {
+              const key = `${nameKey ?? item.name ?? item.dataKey ?? "value"}`;
+              const itemConfig = getPayloadConfigFromPayload(config, item, key);
+              const indicatorColor = color ?? item.payload?.fill ?? item.color;
+              const indicatorVariants = {
+                "h-2.5 w-2.5": indicator === "dot",
+                "w-1": indicator === "line",
+                "w-0 border-[1.5px] border-dashed bg-transparent": indicator === "dashed",
+                "my-0.5": nestLabel && indicator === "dashed",
+              };
+
+              return (
+                <div
+                  key={index}
+                  className={cn(
+                    "flex w-full flex-wrap items-stretch gap-2 [&>svg]:h-2.5 [&>svg]:w-2.5 [&>svg]:text-muted-foreground",
+                    indicator === "dot" && "items-center",
+                  )}
+                >
+                  {formatter && item?.value !== undefined && item.name ? (
+                    formatter(item.value, item.name, item, index, item.payload)
+                  ) : (
+                    <>
+                      {itemConfig?.icon ? (
+                        <itemConfig.icon />
+                      ) : (
+                        !hideIndicator && (
+                          <div
+                            className={cn(
+                              "shrink-0 rounded-[2px] border-(--color-border) bg-(--color-bg)",
+                              indicatorVariants,
+                            )}
+                            style={
+                              {
+                                "--color-bg": indicatorColor,
+                                "--color-border": indicatorColor,
+                              } as React.CSSProperties
+                            }
+                          />
+                        )
+                      )}
+                      <div
+                        className={cn(
+                          "flex flex-1 justify-between leading-none",
+                          nestLabel ? "items-end" : "items-center",
+                        )}
+                      >
+                        <div className="grid gap-1.5">
+                          {nestLabel ? tooltipLabel : null}
+                          <span className="text-muted-foreground">{itemConfig?.label ?? item.name}</span>
+                        </div>
+                        {item.value != null && (
+                          <span className="font-mono font-medium text-foreground tabular-nums">
+                            {typeof item.value === "number" ? item.value.toLocaleString() : String(item.value)}
+                          </span>
+                        )}
+                      </div>
+                    </>
+                  )}
+                </div>
+              );
+            })}
+        </div>
+      </div>
+    );
+  },
+);
+ChartTooltipContent.displayName = "ChartTooltipContent";
+
+const ChartLegend = RechartsPrimitive.Legend;
+
+const ChartLegendContent = React.forwardRef<
+  HTMLDivElement,
+  React.ComponentPropsWithoutRef<"div"> & {
+    hideIcon?: boolean;
+    nameKey?: string;
+  } & RechartsPrimitive.DefaultLegendContentProps
+>(({ className, hideIcon = false, payload, verticalAlign = "bottom", nameKey }, ref) => {
+  const { config } = useChart();
+
+  if (!payload?.length) {
+    return null;
+  }
+
+  return (
+    <div
+      ref={ref}
+      className={cn("flex items-center justify-center gap-4", verticalAlign === "top" ? "pb-3" : "pt-3", className)}
+    >
+      {payload
+        .filter((item) => item.type !== "none")
+        .map((item, index) => {
+          const key = `${nameKey ?? item.dataKey ?? "value"}`;
+          const itemConfig = getPayloadConfigFromPayload(config, item, key);
+
+          return (
+            <div
+              key={index}
+              className={cn("flex items-center gap-1.5 [&>svg]:h-3 [&>svg]:w-3 [&>svg]:text-muted-foreground")}
+            >
+              {itemConfig?.icon && !hideIcon ? (
+                <itemConfig.icon />
+              ) : (
+                <div
+                  className="h-2 w-2 shrink-0 rounded-[2px]"
+                  style={{
+                    backgroundColor: item.color,
+                  }}
+                />
+              )}
+              {itemConfig?.label}
+            </div>
+          );
+        })}
+    </div>
+  );
+});
+ChartLegendContent.displayName = "ChartLegendContent";
+
+function getPayloadConfigFromPayload(config: ChartConfig, payload: unknown, key: string) {
+  if (typeof payload !== "object" || payload === null) {
+    return undefined;
+  }
+
+  const payloadPayload =
+    "payload" in payload && typeof payload.payload === "object" && payload.payload !== null
+      ? payload.payload
+      : undefined;
+
+  let configLabelKey: string = key;
+
+  if (key in payload && typeof payload[key as keyof typeof payload] === "string") {
+    configLabelKey = payload[key as keyof typeof payload] as string;
+  } else if (
+    payloadPayload &&
+    key in payloadPayload &&
+    typeof payloadPayload[key as keyof typeof payloadPayload] === "string"
+  ) {
+    configLabelKey = payloadPayload[key as keyof typeof payloadPayload] as string;
+  }
+
+  return configLabelKey in config ? config[configLabelKey] : config[key];
+}
+
+export { ChartContainer, ChartTooltip, ChartTooltipContent, ChartLegend, ChartLegendContent, ChartStyle };
diff --git a/ui/litellm-dashboard/src/components/ui/ref-forwarding.test.tsx b/ui/litellm-dashboard/src/components/ui/ref-forwarding.test.tsx
index e01fc00bb0a..dde91a60de3 100644
--- a/ui/litellm-dashboard/src/components/ui/ref-forwarding.test.tsx
+++ b/ui/litellm-dashboard/src/components/ui/ref-forwarding.test.tsx
@@ -3,6 +3,8 @@ import * as React from "react";
 import { describe, expect, it } from "vitest";
 
 import { Button } from "./button";
+import { Card, CardAction, CardContent, CardDescription, CardFooter, CardHeader, CardTitle } from "./card";
+import { ChartContainer } from "./chart";
 import { Input } from "./input";
 import { Label } from "./label";
 import { Separator } from "./separator";
@@ -47,6 +49,46 @@ describe("ui primitives forward refs to their DOM node", () => {
     expect(ref.current).toBeInstanceOf(SVGSVGElement);
   });
 
+  it("Card family", () => {
+    const card = React.createRef<HTMLDivElement>();
+    const header = React.createRef<HTMLDivElement>();
+    const title = React.createRef<HTMLDivElement>();
+    const description = React.createRef<HTMLDivElement>();
+    const action = React.createRef<HTMLDivElement>();
+    const content = React.createRef<HTMLDivElement>();
+    const footer = React.createRef<HTMLDivElement>();
+
+    render(
+      <Card ref={card}>
+        <CardHeader ref={header}>
+          <CardTitle ref={title}>t</CardTitle>
+          <CardDescription ref={description}>d</CardDescription>
+          <CardAction ref={action}>a</CardAction>
+        </CardHeader>
+        <CardContent ref={content}>c</CardContent>
+        <CardFooter ref={footer}>f</CardFooter>
+      </Card>,
+    );
+
+    expect(card.current).toBeInstanceOf(HTMLDivElement);
+    expect(header.current).toBeInstanceOf(HTMLDivElement);
+    expect(title.current).toBeInstanceOf(HTMLDivElement);
+    expect(description.current).toBeInstanceOf(HTMLDivElement);
+    expect(action.current).toBeInstanceOf(HTMLDivElement);
+    expect(content.current).toBeInstanceOf(HTMLDivElement);
+    expect(footer.current).toBeInstanceOf(HTMLDivElement);
+  });
+
+  it("ChartContainer", () => {
+    const ref = React.createRef<HTMLDivElement>();
+    render(
+      <ChartContainer ref={ref} config={{ passed: { label: "passed", color: "#22c55e" } }}>
+        <svg />
+      </ChartContainer>,
+    );
+    expect(ref.current).toBeInstanceOf(HTMLDivElement);
+  });
+
   it("Table family", () => {
     const table = React.createRef<HTMLTableElement>();
     const caption = React.createRef<HTMLTableCaptionElement>();
diff --git a/ui/litellm-dashboard/tests/setupTests.ts b/ui/litellm-dashboard/tests/setupTests.ts
index 69506a9f246..a865d5c24fe 100644
--- a/ui/litellm-dashboard/tests/setupTests.ts
+++ b/ui/litellm-dashboard/tests/setupTests.ts
@@ -220,10 +220,41 @@ if (!URL.revokeObjectURL) {
   URL.revokeObjectURL = () => {};
 }
 
-// Mock ResizeObserver for components that use it (e.g., Tremor UI components)
-// This prevents "ResizeObserver is not defined" errors in JSDOM
+// Mock ResizeObserver for components that use it (recharts, Tremor UI components).
+// JSDOM has no layout, so for observers inside a shadcn ChartContainer ([data-slot="chart"])
+// the mock immediately reports a fixed 800x400 box; recharts renders nothing until it
+// observes a size. Scoped to chart subtrees only: firing for every observer re-enters
+// React mid-effect for tremor/headlessui consumers whose tests assume the old no-op
+// (chart text would duplicate getByText targets, popover clicks go stale). Widen or
+// drop the scoping once tremor is gone.
+const MOCK_RESIZE_BOX = { inlineSize: 800, blockSize: 400 };
+const MOCK_RESIZE_RECT: DOMRectReadOnly = {
+  width: 800,
+  height: 400,
+  top: 0,
+  left: 0,
+  bottom: 400,
+  right: 800,
+  x: 0,
+  y: 0,
+  toJSON: () => ({}),
+};
 global.ResizeObserver = class ResizeObserver {
-  observe() {}
+  private readonly callback: ResizeObserverCallback;
+  constructor(callback: ResizeObserverCallback) {
+    this.callback = callback;
+  }
+  observe(target: Element) {
+    if (!target.closest('[data-slot="chart"]')) return;
+    const entry: ResizeObserverEntry = {
+      target,
+      contentRect: MOCK_RESIZE_RECT,
+      borderBoxSize: [MOCK_RESIZE_BOX],
+      contentBoxSize: [MOCK_RESIZE_BOX],
+      devicePixelContentBoxSize: [MOCK_RESIZE_BOX],
+    };
+    this.callback([entry], this);
+  }
   unobserve() {}
   disconnect() {}
 };

From 560253b16373a41ad73051928795e46508d4c16a Mon Sep 17 00:00:00 2001
From: mubashir1osmani <mubashir.osmani777@gmail.com>
Date: Thu, 9 Jul 2026 21:40:05 -0400
Subject: [PATCH 208/370] test(e2e): replace deprecated batch/realtime models
 (#32698)

azure batch used azure/gpt-4.1-mini-batch; gpt-4.1-mini is deprecating (2026-11-04)
and can no longer be deployed, so point it at gpt-5.4-mini (Global Batch) and bump
the api_version to 2025-04-01-preview. Requires an Azure Global Batch deployment
named gpt-5.4-mini-batch plus AZURE_API_BASE/AZURE_API_KEY on the proxy.

xai/grok-4-1-fast-non-reasoning is deprecated (2026-05-15); update the commented
xai realtime provider and the coverage-matrix doc to xai/grok-4-1-fast.
---
 tests/e2e/batches/capabilities.py             |   6 +-
 .../realtime/REALTIME_COVERAGE_MATRIX.md      |   2 +-
 .../realtime/realtime_client.py               |   2 +-
 .../e2e/llm_translation/test_cache_control.py | 163 ++++++++++++++++++
 .../test_provider_features_e2e.py             | 112 +-----------
 5 files changed, 171 insertions(+), 114 deletions(-)
 create mode 100644 tests/e2e/llm_translation/test_cache_control.py

diff --git a/tests/e2e/batches/capabilities.py b/tests/e2e/batches/capabilities.py
index 522e3162e24..51e69fb5805 100644
--- a/tests/e2e/batches/capabilities.py
+++ b/tests/e2e/batches/capabilities.py
@@ -44,10 +44,10 @@ def litellm_params(self) -> LiteLLMParamsBody:
                 )
             case "azure":
                 return LiteLLMParamsBody(
-                    model="azure/gpt-4.1-mini-batch",
+                    model="azure/gpt-5.4-mini-batch",
                     api_base="os.environ/AZURE_API_BASE",
                     api_key="os.environ/AZURE_API_KEY",
-                    api_version="2024-07-01-preview",
+                    api_version="2025-04-01-preview",
                 )
             case "vertex_ai":
                 return LiteLLMParamsBody(
@@ -97,7 +97,7 @@ def jsonl_model(self) -> str:
 
 PROVIDERS: tuple[Provider, ...] = (
     Provider("openai", "openai-batch", "gpt-4o-mini", can_cancel=True, can_list=True),
-    Provider("azure", "azure-batch", "gpt-4.1-mini-batch", can_cancel=True, can_list=True),
+    Provider("azure", "azure-batch", "gpt-5.4-mini-batch", can_cancel=True, can_list=True),
     Provider(
         "vertex_ai", "vertex-batch", "gemini-2.5-flash", can_cancel=True, can_list=True
     ),
diff --git a/tests/e2e/llm_translation/realtime/REALTIME_COVERAGE_MATRIX.md b/tests/e2e/llm_translation/realtime/REALTIME_COVERAGE_MATRIX.md
index ff8b3441d86..ffec7176f10 100644
--- a/tests/e2e/llm_translation/realtime/REALTIME_COVERAGE_MATRIX.md
+++ b/tests/e2e/llm_translation/realtime/REALTIME_COVERAGE_MATRIX.md
@@ -43,7 +43,7 @@ at call time. The provider table below is the source of truth; edit `PROVIDERS`
 | gemini | `gemini-realtime` | `gemini/gemini-3.1-flash-live-preview` |
 | vertex_ai | `vertex-realtime` | `vertex_ai/gemini-live-2.5-flash-preview-native-audio-09-2025` |
 
-Bedrock and xai (`xai/grok-4-1-fast-non-reasoning`) are supported by the proxy but
+Bedrock and xai (`xai/grok-4-1-fast`) are supported by the proxy but
 kept commented out in `PROVIDERS` until they pass end-to-end here; re-enable them by
 uncommenting their entry.
 
diff --git a/tests/e2e/llm_translation/realtime/realtime_client.py b/tests/e2e/llm_translation/realtime/realtime_client.py
index ef7834d6bbe..51052abe227 100644
--- a/tests/e2e/llm_translation/realtime/realtime_client.py
+++ b/tests/e2e/llm_translation/realtime/realtime_client.py
@@ -95,7 +95,7 @@ class RealtimeProvider:
     #     "xai",
     #     "xai-realtime",
     #     LiteLLMParamsBody(
-    #         model="xai/grok-4-1-fast-non-reasoning",
+    #         model="xai/grok-4-1-fast",
     #         api_key="os.environ/XAI_API_KEY",
     #     ),
     # ),  # TODO: Enable once xai Grok Voice realtime is passing end-to-end here
diff --git a/tests/e2e/llm_translation/test_cache_control.py b/tests/e2e/llm_translation/test_cache_control.py
new file mode 100644
index 00000000000..fda05cdc950
--- /dev/null
+++ b/tests/e2e/llm_translation/test_cache_control.py
@@ -0,0 +1,163 @@
+"""Live e2e: provider-specific /chat/completions features take real effect.
+
+Each case asserts the feature actually happened, not just a 200. Coverage matrix
+(register-on-demand deployments, deleted on teardown):
+
+- Bedrock (anthropic claude-haiku-4-5): prompt caching. A large cacheable prefix
+  marked with ``cache_control`` is sent twice; the second call must report
+  cache-read usage tokens > 0. service_tier is out of scope for Bedrock; AWS
+  Bedrock does not expose an OpenAI-style request service tier, so that cell is
+  intentionally not covered here.
+- Vertex (gemini-2.5-flash): prompt caching via ``cache_control`` context
+  caching; the second identical call must report cached prompt tokens > 0.
+
+service_tier lives in test_provider_features_e2e.py.
+
+The provider-native cache_control request shape is not expressible with the
+shared ``ChatBody`` (whose content is a plain string), so the cacheable body is
+modelled locally with typed content blocks.
+"""
+
+from __future__ import annotations
+
+import time
+
+import pytest
+from pydantic import BaseModel
+
+from e2e_config import unique_marker
+from e2e_http import Result, unwrap
+from lifecycle import ResourceManager
+from models import ChatResponse, LiteLLMParamsBody, Usage
+from passthrough_client import PassthroughClient
+import os
+
+pytestmark = pytest.mark.e2e
+
+BEDROCK_MODEL = "bedrock/us.anthropic.claude-haiku-4-5-20251001-v1:0"
+VERTEX_MODEL = "vertex_ai/gemini-2.5-flash"
+
+
+class CacheControl(BaseModel):
+    type: str = "ephemeral"
+
+
+class TextBlock(BaseModel):
+    type: str = "text"
+    text: str
+    cache_control: CacheControl | None = None
+
+
+class RichMessage(BaseModel):
+    role: str
+    content: list[TextBlock]
+
+
+class CacheChatBody(BaseModel):
+    model: str
+    messages: list[RichMessage]
+    max_tokens: int = 64
+    cache: dict[str, bool] = {"no-cache": True}
+
+
+def _cacheable_prefix() -> str:
+    """A prefix long enough to clear provider minimum cacheable sizes (Haiku is
+    2048 tokens), unique per run so the first call writes and the second reads."""
+    marker = unique_marker()
+    body = " ".join(
+        f"Cacheable reference paragraph {index} for run {marker}." for index in range(600)
+    )
+    return f"{body}\nEnd of reference material {marker}."
+
+
+def _cached_read_tokens(usage: Usage | None) -> int:
+    """Cache-read tokens however the provider reports them: Anthropic-style
+    ``cache_read_input_tokens`` or OpenAI-style ``prompt_tokens_details.cached_tokens``."""
+    if usage is None:
+        return 0
+    if usage.cache_read_input_tokens:
+        return usage.cache_read_input_tokens
+    if usage.prompt_tokens_details and usage.prompt_tokens_details.cached_tokens:
+        return usage.prompt_tokens_details.cached_tokens
+    return 0
+
+
+def _cache_chat(
+    client: PassthroughClient, key: str, model: str, prefix: str
+) -> Result[ChatResponse]:
+    body = CacheChatBody(
+        model=model,
+        messages=[
+            RichMessage(
+                role="system",
+                content=[TextBlock(text=prefix, cache_control=CacheControl())],
+            ),
+            RichMessage(role="user", content=[TextBlock(text="Reply with one word.")]),
+        ],
+    )
+    return client.gateway.transport.post(
+        "/chat/completions",
+        headers=client.gateway.transport.bearer(key),
+        json=body,
+        response_type=ChatResponse,
+    )
+
+
+def _assert_cache_read_on_second_call(
+    client: PassthroughClient, key: str, model: str
+) -> None:
+    prefix = _cacheable_prefix()
+
+    first = unwrap(_cache_chat(client, key, model, prefix))
+    assert first.choices, f"{model}: first cache-priming call returned no choices: {first}"
+
+    read_tokens = 0
+    deadline = time.monotonic() + 30.0
+    while time.monotonic() < deadline:
+        second = unwrap(_cache_chat(client, key, model, prefix))
+        read_tokens = _cached_read_tokens(second.usage)
+        if read_tokens > 0:
+            break
+        time.sleep(3.0)
+
+    assert read_tokens > 0, (
+        f"{model}: second identical call reported no cache-read tokens "
+        f"({second.usage}); prompt caching did not take effect"
+    )
+
+
+class TestCacheControl:
+    @pytest.mark.covers(
+        "llm.chat_completions.bedrock_converse.prompt_cache_5m.nonstream.works",
+        exercised_on=[],
+    )
+    def test_bedrock_prompt_caching_reads_cache(
+        self, client: PassthroughClient, resources: ResourceManager
+    ) -> None:
+        model = f"e2e-bedrock-cache-{unique_marker()}"
+        model_id = client.gateway.create_model(
+            model,
+            LiteLLMParamsBody(model=BEDROCK_MODEL, aws_region_name="us-east-1"),
+        )
+        resources.defer(lambda: client.gateway.delete_model(model_id))
+        _assert_cache_read_on_second_call(client, resources.key(), model)
+
+    @pytest.mark.covers(
+        "llm.chat_completions.vertex.prompt_cache_5m.nonstream.works",
+        exercised_on=[],
+    )
+    def test_vertex_prompt_caching_reads_cache(
+        self, client: PassthroughClient, resources: ResourceManager
+    ) -> None:
+        model = f"e2e-vertex-cache-{unique_marker()}"
+        model_id = client.gateway.create_model(
+            model,
+            LiteLLMParamsBody(
+                model=VERTEX_MODEL,
+                vertex_project=os.environ.get("VERTEXAI_PROJECT"),
+                vertex_location="us-central1",
+                vertex_credentials=os.environ.get("VERTEXAI_CREDENTIALS"),
+            ),
+        )
+        resources.defer(lambda: client.gateway.delete_model(model_id))
+        _assert_cache_read_on_second_call(client, resources.key(), model)
diff --git a/tests/e2e/llm_translation/test_provider_features_e2e.py b/tests/e2e/llm_translation/test_provider_features_e2e.py
index d272fffa9b8..822a1d8d4d5 100644
--- a/tests/e2e/llm_translation/test_provider_features_e2e.py
+++ b/tests/e2e/llm_translation/test_provider_features_e2e.py
@@ -1,4 +1,4 @@
-"""Live e2e for model-specific request features: service_tier and prompt caching.
+"""Live e2e for model-specific request features: service_tier.
 
 Each case asserts the feature took effect, not just a 200.
 
@@ -11,81 +11,22 @@
 flex resources are unavailable. Bedrock and Vertex do not accept service_tier, so
 that cell is OpenAI-only by design.
 
-Prompt caching is asserted through provider prompt-cache usage tokens. The
-deterministic path is explicit ``cache_control`` on an Anthropic-family model
-(here Bedrock's Claude): a large cacheable prefix is sent twice and the second
-call must report ``cache_read_input_tokens > 0``. OpenAI and Gemini only offer
-implicit automatic caching, which does not deterministically produce a cache read
-within a test window (verified: repeated >3k-token prompts kept
-``prompt_tokens_details.cached_tokens`` at 0), so those caching cells are out of
-scope here and covered only by the explicit-cache-control Bedrock case.
+Prompt caching lives in test_cache_control.py.
 """
 
 from __future__ import annotations
 
 import pytest
-from pydantic import BaseModel, ConfigDict, Field
 
 from e2e_config import unique_marker
 from e2e_http import unwrap
 from lifecycle import ResourceManager
-from models import ChatBody, ChatMessage, ChatResponse, LiteLLMParamsBody
+from models import ChatBody, ChatMessage, LiteLLMParamsBody
 from passthrough_client import PassthroughClient
 
 pytestmark = pytest.mark.e2e
 
 SERVICE_TIER = "priority"
-CACHE_MIN_READ_TOKENS = 1
-
-
-class CacheControl(BaseModel):
-    type: str = "ephemeral"
-
-
-class CacheTextBlock(BaseModel):
-    type: str = "text"
-    text: str
-    cache_control: CacheControl | None = None
-
-
-class RichMessage(BaseModel):
-    role: str
-    content: list[CacheTextBlock]
-
-
-class CacheDirective(BaseModel):
-    """litellm per-request cache control. ``no-cache`` forces the proxy to skip its
-    own response cache and make a fresh provider call, so the second identical
-    request actually reaches Bedrock and reads the provider prompt cache instead of
-    being served the first response verbatim (which would report cache_read=0)."""
-
-    model_config = ConfigDict(populate_by_name=True)
-    no_cache: bool = Field(default=True, alias="no-cache")
-
-
-class CacheChatBody(BaseModel):
-    model: str
-    messages: list[RichMessage]
-    max_tokens: int
-    cache: CacheDirective = CacheDirective()
-
-
-def cacheable_prefix() -> str:
-    return (
-        "You are a policy compliance auditor. The following corpus is the immutable "
-        "reference the assistant must consult on every turn. "
-    ) + ("Clause: obey all safety, formatting, and citation rules exactly. " * 400)
-
-
-def post_chat(client: PassthroughClient, key: str, body: BaseModel) -> ChatResponse:
-    return unwrap(
-        client.gateway.transport.post(
-            "/chat/completions",
-            headers=client.gateway.transport.bearer(key),
-            json=body,
-            response_type=ChatResponse,
-        )
-    )
 
 
 class TestServiceTier:
@@ -120,50 +61,3 @@ def test_openai_service_tier_is_echoed(
             f"service_tier not honored: sent {SERVICE_TIER!r}, response reported "
             f"{response.service_tier!r} ({response})"
         )
-
-
-class TestPromptCaching:
-    @pytest.mark.covers(
-        "llm.chat_completions.bedrock_converse.prompt_cache_5m.nonstream.works",
-        exercised_on=[],
-    )
-    def test_bedrock_cache_control_produces_cache_read(
-        self, client: PassthroughClient, resources: ResourceManager
-    ) -> None:
-        model = f"e2e-bedrock-cache-{unique_marker()}"
-        model_id = client.gateway.create_model(
-            model,
-            LiteLLMParamsBody(
-                model="bedrock/us.anthropic.claude-haiku-4-5-20251001-v1:0",
-                aws_region_name="us-east-1",
-            ),
-        )
-        resources.defer(lambda: client.gateway.delete_model(model_id))
-        key = resources.key()
-
-        body = CacheChatBody(
-            model=model,
-            max_tokens=32,
-            messages=[
-                RichMessage(
-                    role="user",
-                    content=[
-                        CacheTextBlock(
-                            text=cacheable_prefix(), cache_control=CacheControl()
-                        ),
-                        CacheTextBlock(text="Answer in one word: acknowledged?"),
-                    ],
-                )
-            ],
-        )
-
-        first = post_chat(client, key, body)
-        assert first.usage is not None, f"first call reported no usage: {first}"
-
-        second = post_chat(client, key, body)
-        assert second.usage is not None, f"second call reported no usage: {second}"
-        cache_read = second.usage.cache_read_input_tokens
-        assert cache_read is not None and cache_read >= CACHE_MIN_READ_TOKENS, (
-            "second identical request did not read the prompt cache: "
-            f"cache_read_input_tokens={cache_read!r} (usage={second.usage})"
-        )

From 913314a0e91e956fc6bf2cb1c2de955456ce6d9a Mon Sep 17 00:00:00 2001
From: mubashir1osmani <mubashir.osmani777@gmail.com>
Date: Thu, 9 Jul 2026 22:24:51 -0400
Subject: [PATCH 209/370] test(e2e): lower realtime server-VAD threshold to 0.5
 (#32710)

At threshold 0.8 azure gpt-realtime fires speech-stop and creates a response, but the committed audio is clipped enough that the response comes back empty (0 transcript, 0 audio), failing the audio-input assertions deterministically. Dropping to 0.5 captures the full utterance so the model produces real content. Verified against a live proxy: 0.8 yields empty responses, 0.5 yields transcript and audio. openai tolerated 0.8; azure did not
---
 .../llm_translation/realtime/test_realtime_pipecat_audio_e2e.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/e2e/llm_translation/realtime/test_realtime_pipecat_audio_e2e.py b/tests/e2e/llm_translation/realtime/test_realtime_pipecat_audio_e2e.py
index 31c038b4e02..935d7528c1b 100644
--- a/tests/e2e/llm_translation/realtime/test_realtime_pipecat_audio_e2e.py
+++ b/tests/e2e/llm_translation/realtime/test_realtime_pipecat_audio_e2e.py
@@ -96,7 +96,7 @@
             noise_reduction=rt_events.InputAudioNoiseReduction(type="near_field"),
             turn_detection=rt_events.TurnDetection(
                 type="server_vad",
-                threshold=0.8,
+                threshold=0.5,
                 prefix_padding_ms=300,
                 silence_duration_ms=700,
             ),

From 74623b12b176c8320b23fcb79a9b1a5969814d16 Mon Sep 17 00:00:00 2001
From: yucheng-berri <yucheng@berri.ai>
Date: Thu, 9 Jul 2026 20:26:22 -0700
Subject: [PATCH 210/370] fix(guardrails): mask credentials embedded in
 guardrail_response before persist (LIT-4314) (#32687)

Team-level callback_vars (e.g. langsmith_api_key) get spread into
data["metadata"] as four aliases (user_api_key_metadata,
user_api_key_team_metadata, user_api_key_auth_metadata,
user_api_key_auth). When a guardrail hook echoes that metadata into
its guardrail_response, the plaintext credential landed five times
inside LiteLLM_SpendLogs.metadata.standard_logging_guardrail_information[i].guardrail_response
and every downstream sink that reads it (OTel via emit_guardrail_span,
Langfuse, custom loggers).

Add a purpose-built payload walker (mask_credentials_in_payload) that
only masks strings under sensitive-named keys and preserves every
other value (None, ints, floats, bools, tuples, typed objects) verbatim.
The walker reuses SensitiveDataMasker.is_sensitive_key so the pattern
list stays in one place, and unwraps Pydantic models via model_dump()
so nested UserAPIKeyAuth values reached by the walk get scanned as
plain dicts (they are JSON-serialized downstream anyway).

Apply the walker at add_standard_logging_guardrail_information_to_request_data
after the existing secret_fields pop and match/regex redaction, so
every downstream sink sees masked values from a single seam.
---
 litellm/integrations/custom_guardrail.py      |   6 +
 .../sensitive_data_masker.py                  |  35 ++++
 .../code_coverage_tests/recursive_detector.py |   1 +
 .../integrations/test_custom_guardrail.py     | 167 ++++++++++++++++++
 .../test_sensitive_data_masker.py             |  75 ++++++++
 5 files changed, 284 insertions(+)

diff --git a/litellm/integrations/custom_guardrail.py b/litellm/integrations/custom_guardrail.py
index 59d37639098..ae82e7992ed 100644
--- a/litellm/integrations/custom_guardrail.py
+++ b/litellm/integrations/custom_guardrail.py
@@ -757,6 +757,12 @@ def add_standard_logging_guardrail_information_to_request_data(
         # raw provider JSON so redaction is not duplicated upstream).
         clean_guardrail_response = redact_nested_match_and_regex_keys(clean_guardrail_response)
 
+        from litellm.litellm_core_utils.sensitive_data_masker import (
+            mask_credentials_in_payload,
+        )
+
+        clean_guardrail_response = mask_credentials_in_payload(clean_guardrail_response)
+
         slg = StandardLoggingGuardrailInformation(
             guardrail_name=self.guardrail_name,
             guardrail_provider=guardrail_provider,
diff --git a/litellm/litellm_core_utils/sensitive_data_masker.py b/litellm/litellm_core_utils/sensitive_data_masker.py
index 1f3a6961f39..7861e13bae5 100644
--- a/litellm/litellm_core_utils/sensitive_data_masker.py
+++ b/litellm/litellm_core_utils/sensitive_data_masker.py
@@ -1,6 +1,8 @@
 from collections.abc import Mapping
 from typing import Any, Dict, List, Optional, Set
 
+from pydantic import BaseModel
+
 from litellm.constants import DEFAULT_MAX_RECURSE_DEPTH_SENSITIVE_DATA_MASKER
 
 
@@ -153,6 +155,39 @@ def mask_sensitive_structure(data: object) -> object:
     return _error_masker.mask(data)
 
 
+def mask_credentials_in_payload(data: object) -> object:
+    """Return a copy of ``data`` where string values under sensitive-named keys
+    are masked but every other value (``None``, ``int``, ``float``, ``bool``,
+    ``bytes``, ``datetime``, tuples, sets, typed objects) is preserved by
+    identity, and dicts/lists are rebuilt structurally.
+
+    Use this for logging payloads that carry response data through to
+    SpendLogs / OTel / Langfuse, where :meth:`SensitiveDataMasker.mask`'s
+    config-dump semantics (``None`` -> ``"None"``, tuples stringified,
+    objects flattened via ``__dict__``) would silently distort the record.
+
+    Sensitive-key detection is delegated to the shared
+    :class:`SensitiveDataMasker` so pattern updates stay in one place.
+    """
+    return _walk_payload(data, key_is_sensitive=False, depth=0)
+
+
+def _walk_payload(node: object, key_is_sensitive: bool, depth: int) -> object:
+    if depth >= DEFAULT_MAX_RECURSE_DEPTH_SENSITIVE_DATA_MASKER:
+        return node
+    if isinstance(node, Mapping):
+        return {k: _walk_payload(v, _default_masker.is_sensitive_key(k), depth + 1) for k, v in node.items()}
+    if isinstance(node, list):
+        return [_walk_payload(item, key_is_sensitive, depth + 1) for item in node]
+    if isinstance(node, tuple):
+        return tuple(_walk_payload(item, key_is_sensitive, depth + 1) for item in node)
+    if isinstance(node, BaseModel):
+        return _walk_payload(node.model_dump(), key_is_sensitive, depth)
+    if key_is_sensitive and isinstance(node, str) and node:
+        return _default_masker._mask_value(node)
+    return node
+
+
 def mask_sensitive_keys(data: Dict[str, Any], sensitive_fields: Set[str]) -> Dict[str, Any]:
     """Return a new dict with values masked for keys listed in ``sensitive_fields``.
 
diff --git a/tests/code_coverage_tests/recursive_detector.py b/tests/code_coverage_tests/recursive_detector.py
index 6d0e12314f0..2af14e1e544 100644
--- a/tests/code_coverage_tests/recursive_detector.py
+++ b/tests/code_coverage_tests/recursive_detector.py
@@ -36,6 +36,7 @@
     "_collect_argument_paths",  # max depth set.
     "_split_text",  # max depth set.
     "_mask_sequence",  # max depth set.
+    "_walk_payload",  # max depth set (DEFAULT_MAX_RECURSE_DEPTH_SENSITIVE_DATA_MASKER).
     "_delete_nested_value_custom",  # max depth set (bounded by number of path segments).
     "filter_exceptions_from_params",  # max depth set (default 20) to prevent infinite recursion.
     "__getattr__",  # lazy loading pattern in litellm/__init__.py with proper caching to prevent infinite recursion.
diff --git a/tests/test_litellm/integrations/test_custom_guardrail.py b/tests/test_litellm/integrations/test_custom_guardrail.py
index 29e9f4529fc..d300f326b9e 100644
--- a/tests/test_litellm/integrations/test_custom_guardrail.py
+++ b/tests/test_litellm/integrations/test_custom_guardrail.py
@@ -833,6 +833,173 @@ def test_secret_fields_stripped_from_list_dict_response(self):
         assert "sk-secret" not in serialized
 
 
+class TestGuardrailResponseCredentialMasking:
+    """LIT-4314 issue B regression: credentials embedded in guardrail_response
+    (via team callback_vars flowing through data["metadata"]) must be masked at
+    the construction seam so every downstream sink (SpendLogs, OTel, Langfuse,
+    custom loggers) sees masked values rather than plaintext.
+    """
+
+    def _make_guardrail(self):
+        from litellm.types.guardrails import GuardrailEventHooks
+
+        return CustomGuardrail(
+            guardrail_name="test_guardrail",
+            event_hook=GuardrailEventHooks.pre_call,
+        )
+
+    def test_callback_vars_api_key_is_masked(self):
+        import json
+
+        guardrail = self._make_guardrail()
+        request_data: dict = {"metadata": {}}
+        plaintext_key = "lsv2_pt_abcdef1234567890"
+
+        guardrail.add_standard_logging_guardrail_information_to_request_data(
+            guardrail_json_response={
+                "model": "gpt-4o-mini",
+                "messages": [{"role": "user", "content": "hi"}],
+                "metadata_snapshot": {
+                    "callback_vars": {
+                        "langsmith_api_key": plaintext_key,
+                        "langsmith_project": "proj-name",
+                    }
+                },
+            },
+            request_data=request_data,
+            guardrail_status="success",
+            duration=1.0,
+        )
+
+        logged = request_data["metadata"]["standard_logging_guardrail_information"][0][
+            "guardrail_response"
+        ]
+
+        masked_key = logged["metadata_snapshot"]["callback_vars"]["langsmith_api_key"]
+        assert masked_key != plaintext_key
+        assert "*" in masked_key
+        assert plaintext_key not in json.dumps(request_data)
+
+        assert logged["model"] == "gpt-4o-mini"
+        assert logged["messages"] == [{"role": "user", "content": "hi"}]
+        assert (
+            logged["metadata_snapshot"]["callback_vars"]["langsmith_project"]
+            == "proj-name"
+        )
+
+    def test_nested_user_api_key_auth_metadata_is_masked(self):
+        import json
+
+        guardrail = self._make_guardrail()
+        request_data: dict = {"metadata": {}}
+        token_value = "1b01552f6e52e0d41963dd6a185bd6b074624e330999534ca7ff5adfdf622dfc"
+
+        guardrail.add_standard_logging_guardrail_information_to_request_data(
+            guardrail_json_response={
+                "evaluated_metadata": {
+                    "user_api_key_auth": {
+                        "token": token_value,
+                        "api_key": token_value,
+                        "metadata": {
+                            "callback_vars": {
+                                "langsmith_api_key": "lsv2_pt_super_secret_value_1234",
+                            }
+                        },
+                    }
+                }
+            },
+            request_data=request_data,
+            guardrail_status="success",
+        )
+
+        serialized = json.dumps(request_data)
+        assert token_value not in serialized
+        assert "lsv2_pt_super_secret_value_1234" not in serialized
+
+    def test_secret_fields_pop_still_runs(self):
+        import json
+
+        guardrail = self._make_guardrail()
+        request_data: dict = {"metadata": {}}
+
+        guardrail.add_standard_logging_guardrail_information_to_request_data(
+            guardrail_json_response={
+                "model": "gpt-4",
+                "secret_fields": {
+                    "raw_headers": {
+                        "authorization": "Bearer sk-live-should-not-appear",
+                    }
+                },
+            },
+            request_data=request_data,
+            guardrail_status="success",
+        )
+
+        serialized = json.dumps(request_data)
+        assert "secret_fields" not in serialized
+        assert "sk-live-should-not-appear" not in serialized
+
+    def test_match_and_regex_redaction_still_runs(self):
+        guardrail = self._make_guardrail()
+        request_data: dict = {"metadata": {}}
+
+        guardrail.add_standard_logging_guardrail_information_to_request_data(
+            guardrail_json_response={
+                "filters": [{"regex": r"\d{3}-\d{2}-\d{4}", "action": "BLOCKED"}]
+            },
+            request_data=request_data,
+            guardrail_status="success",
+        )
+
+        slg = request_data["metadata"]["standard_logging_guardrail_information"][0]
+        assert slg["guardrail_response"]["filters"][0]["regex"] == "[REDACTED]"
+
+    def test_scalar_types_pass_through_unchanged(self):
+        guardrail = self._make_guardrail()
+        request_data: dict = {"metadata": {}}
+
+        guardrail.add_standard_logging_guardrail_information_to_request_data(
+            guardrail_json_response={
+                "flagged": True,
+                "score": 0.94,
+                "tokens_used": 42,
+                "categories": ["pii", "toxicity"],
+            },
+            request_data=request_data,
+            guardrail_status="success",
+        )
+
+        logged = request_data["metadata"]["standard_logging_guardrail_information"][0][
+            "guardrail_response"
+        ]
+        assert logged["flagged"] is True
+        assert logged["score"] == 0.94
+        assert logged["tokens_used"] == 42
+        assert logged["categories"] == ["pii", "toxicity"]
+
+    def test_masking_reveals_prefix_and_suffix(self):
+        guardrail = self._make_guardrail()
+        request_data: dict = {"metadata": {}}
+        plaintext = "lsv2_pt_abcdef1234567890"
+
+        guardrail.add_standard_logging_guardrail_information_to_request_data(
+            guardrail_json_response={
+                "metadata_snapshot": {
+                    "callback_vars": {"langsmith_api_key": plaintext}
+                }
+            },
+            request_data=request_data,
+            guardrail_status="success",
+        )
+
+        masked = request_data["metadata"]["standard_logging_guardrail_information"][0][
+            "guardrail_response"
+        ]["metadata_snapshot"]["callback_vars"]["langsmith_api_key"]
+        assert masked != plaintext
+        assert masked.startswith(plaintext[:4])
+        assert masked.endswith(plaintext[-4:])
+
+
 class TestCustomGuardrailPassthroughSupport:
     """Tests for passthrough endpoint guardrail support - Issue fixes."""
 
diff --git a/tests/test_litellm/litellm_core_utils/test_sensitive_data_masker.py b/tests/test_litellm/litellm_core_utils/test_sensitive_data_masker.py
index 9b0116e6979..ba8540f81e3 100644
--- a/tests/test_litellm/litellm_core_utils/test_sensitive_data_masker.py
+++ b/tests/test_litellm/litellm_core_utils/test_sensitive_data_masker.py
@@ -240,3 +240,78 @@ def test_mask_sensitive_structure_masks_credentials_nested_in_config_shape():
         [{"primary-group": [{"model": "gpt-4o", "api_key": secret}]}]
     )
     assert secret not in str(masked)
+
+
+def test_mask_credentials_in_payload_preserves_none_and_scalars():
+    """The payload variant does not distort JSON-shaped values: None stays None,
+    ints/floats/bools stay themselves, lists stay lists. This is what makes it
+    safe for logging pipelines that persist the record verbatim."""
+    from litellm.litellm_core_utils.sensitive_data_masker import mask_credentials_in_payload
+
+    result = mask_credentials_in_payload(
+        {
+            "reason": None,
+            "confidence": 0.42,
+            "flagged": True,
+            "tokens_used": 17,
+            "categories": ["pii", "toxicity"],
+            "nested": {"end_user_id": None},
+        }
+    )
+    assert result == {
+        "reason": None,
+        "confidence": 0.42,
+        "flagged": True,
+        "tokens_used": 17,
+        "categories": ["pii", "toxicity"],
+        "nested": {"end_user_id": None},
+    }
+
+
+def test_mask_credentials_in_payload_masks_inside_pydantic_models():
+    """A Pydantic model reached during the walk gets dumped to a dict so its
+    sensitive-named string fields are masked. Without this the credentials
+    inside a nested ``UserAPIKeyAuth`` in a guardrail_response reach the
+    logging pipeline unmasked once JSON serialization flattens it."""
+    from pydantic import BaseModel
+
+    from litellm.litellm_core_utils.sensitive_data_masker import mask_credentials_in_payload
+
+    class Auth(BaseModel):
+        token: str = "1b01552f6e52e0d41963dd6a185bd6b074624e330999534ca7ff5adfdf622dfc"
+        team_alias: str = "acme"
+
+    result = mask_credentials_in_payload({"user_api_key_auth": Auth()})
+    auth_dict = result["user_api_key_auth"]
+    assert isinstance(auth_dict, dict)
+    assert auth_dict["team_alias"] == "acme"
+    assert (
+        auth_dict["token"]
+        != "1b01552f6e52e0d41963dd6a185bd6b074624e330999534ca7ff5adfdf622dfc"
+    )
+    assert "*" in auth_dict["token"]
+
+
+def test_mask_credentials_in_payload_masks_only_sensitive_string_leaves():
+    """Sensitive-named string leaves get masked; sibling non-string values
+    (including None) under the same key stay verbatim."""
+    from litellm.litellm_core_utils.sensitive_data_masker import mask_credentials_in_payload
+
+    plaintext = "lsv2_pt_abcdef1234567890"
+    result = mask_credentials_in_payload(
+        {
+            "model": "gpt-4o-mini",
+            "callback_vars": {
+                "langsmith_api_key": plaintext,
+                "langsmith_project": "proj",
+                "extra_token_count": 5,
+            },
+        }
+    )
+    assert result["model"] == "gpt-4o-mini"
+    assert result["callback_vars"]["langsmith_project"] == "proj"
+    assert result["callback_vars"]["extra_token_count"] == 5
+    masked = result["callback_vars"]["langsmith_api_key"]
+    assert masked != plaintext
+    assert masked.startswith(plaintext[:4])
+    assert masked.endswith(plaintext[-4:])

From d82645d163e225980facf0189e742ea9555a43ce Mon Sep 17 00:00:00 2001
From: "devin-ai-integration[bot]"
 <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Thu, 9 Jul 2026 20:45:27 -0700
Subject: [PATCH 211/370] feat: add Meta Model API provider and muse-spark-1.1
 (day-0) (#32701)

---
 litellm/constants.py                          |   2 +
 .../get_llm_provider_logic.py                 |   3 +
 litellm/llms/openai_like/dynamic_config.py    |   6 +-
 .../openai_like/messages/transformation.py    |  65 +++++
 litellm/llms/openai_like/providers.json       |   7 +
 ...odel_prices_and_context_window_backup.json |  36 +++
 litellm/types/utils.py                        |   1 +
 litellm/utils.py                              |  10 +
 model_prices_and_context_window.json          |  36 +++
 provider_endpoints_support.json               |  17 ++
 .../llms/openai_like/test_meta_provider.py    | 224 ++++++++++++++++++
 .../test_muse_spark_1_1_model_metadata.py     |  63 +++++
 12 files changed, 469 insertions(+), 1 deletion(-)
 create mode 100644 tests/test_litellm/llms/openai_like/test_meta_provider.py
 create mode 100644 tests/test_litellm/test_muse_spark_1_1_model_metadata.py

diff --git a/litellm/constants.py b/litellm/constants.py
index 7423d9b2211..715d57e594d 100644
--- a/litellm/constants.py
+++ b/litellm/constants.py
@@ -715,6 +715,7 @@
     "https://api.clarifai.com/v2/ext/openai/v1",
     "https://api.libertai.io/v1",
     "https://pinstripes.io/v1",
+    "https://api.meta.ai/v1",
 ]
 
 
@@ -781,6 +782,7 @@
     "ragflow",
     "pinstripes",  # Pinstripes - JSON-configured provider
     "darkbloom",
+    "meta",  # Meta Model API (Muse Spark) - JSON-configured provider
 ]
 openai_text_completion_compatible_providers: List = [  # providers that support `/v1/completions`
     "together_ai",
diff --git a/litellm/litellm_core_utils/get_llm_provider_logic.py b/litellm/litellm_core_utils/get_llm_provider_logic.py
index 61a73201c43..fa8ffe1ba1d 100644
--- a/litellm/litellm_core_utils/get_llm_provider_logic.py
+++ b/litellm/litellm_core_utils/get_llm_provider_logic.py
@@ -346,6 +346,9 @@ def get_llm_provider(
                     elif endpoint == "https://pinstripes.io/v1":
                         custom_llm_provider = "pinstripes"
                         dynamic_api_key = get_secret_str("PINSTRIPES_API_KEY")
+                    elif endpoint == "https://api.meta.ai/v1":
+                        custom_llm_provider = "meta"
+                        dynamic_api_key = get_secret_str("META_API_KEY")
 
                     if api_base is not None and not isinstance(api_base, str):
                         raise Exception("api base needs to be a string. api_base={}".format(api_base))
diff --git a/litellm/llms/openai_like/dynamic_config.py b/litellm/llms/openai_like/dynamic_config.py
index 3c763ed9b9b..31c913d5d4e 100644
--- a/litellm/llms/openai_like/dynamic_config.py
+++ b/litellm/llms/openai_like/dynamic_config.py
@@ -91,7 +91,7 @@ def get_complete_url(
         def get_supported_openai_params(self, model: str) -> list:
             """Get supported OpenAI params, excluding tool-related params for models
             that don't support function calling."""
-            from litellm.utils import supports_function_calling
+            from litellm.utils import supports_function_calling, supports_reasoning
 
             supported_params = super().get_supported_openai_params(model=model)
 
@@ -113,6 +113,10 @@ def get_supported_openai_params(self, model: str) -> list:
                     f"function calling — removed tool-related params from supported params."
                 )
 
+            _supports_reasoning = supports_reasoning(model=model, custom_llm_provider=provider.slug)
+            if _supports_reasoning and "reasoning_effort" not in supported_params:
+                supported_params.append("reasoning_effort")
+
             return supported_params
 
         def map_openai_params(
diff --git a/litellm/llms/openai_like/messages/transformation.py b/litellm/llms/openai_like/messages/transformation.py
index 0df8c6e830b..4963bcca9ac 100644
--- a/litellm/llms/openai_like/messages/transformation.py
+++ b/litellm/llms/openai_like/messages/transformation.py
@@ -1,8 +1,11 @@
 from typing import Any, Optional
 
+import litellm
 from litellm.llms.anthropic.experimental_pass_through.messages.transformation import (
     AnthropicMessagesConfig,
 )
+from litellm.llms.openai_like.json_loader import SimpleProviderConfig
+from litellm.secret_managers.main import get_secret_str
 
 DEFAULT_ANTHROPIC_API_VERSION = "2023-06-01"
 
@@ -67,3 +70,65 @@ def get_complete_url(
         if base.endswith("/v1"):
             base = base[: -len("/v1")]
         return f"{base}/v1/messages"
+
+
+class JSONProviderAnthropicMessagesConfig(OpenAILikeAnthropicMessagesConfig):
+    """
+    Provider-level native Anthropic Messages passthrough for JSON-configured
+    OpenAI-compatible providers whose ``supported_endpoints`` in providers.json
+    includes ``"/v1/messages"``. Resolves the api key and api base from the
+    provider's configured env vars, then forwards the Anthropic payload
+    untranslated like ``OpenAILikeAnthropicMessagesConfig``.
+    """
+
+    def __init__(self, provider: SimpleProviderConfig):
+        super().__init__()
+        self._provider = provider
+
+    def should_strip_billing_metadata(self) -> bool:
+        return True
+
+    def _resolve_api_key(self, api_key: Optional[str]) -> Optional[str]:
+        return api_key or get_secret_str(self._provider.api_key_env) or litellm.api_key
+
+    def _resolve_api_base(self, api_base: Optional[str]) -> str:
+        env_api_base = get_secret_str(self._provider.api_base_env) if self._provider.api_base_env else None
+        return api_base or env_api_base or self._provider.base_url
+
+    def validate_anthropic_messages_environment(
+        self,
+        headers: dict[str, str],
+        model: str,
+        messages: list[Any],
+        optional_params: dict,
+        litellm_params: dict,
+        api_key: Optional[str] = None,
+        api_base: Optional[str] = None,
+    ) -> tuple[dict[str, str], Optional[str]]:
+        return super().validate_anthropic_messages_environment(
+            headers=headers,
+            model=model,
+            messages=messages,
+            optional_params=optional_params,
+            litellm_params=litellm_params,
+            api_key=self._resolve_api_key(api_key),
+            api_base=api_base,
+        )
+
+    def get_complete_url(
+        self,
+        api_base: Optional[str],
+        api_key: Optional[str],
+        model: str,
+        optional_params: dict,
+        litellm_params: dict,
+        stream: Optional[bool] = None,
+    ) -> str:
+        return super().get_complete_url(
+            api_base=self._resolve_api_base(api_base),
+            api_key=api_key,
+            model=model,
+            optional_params=optional_params,
+            litellm_params=litellm_params,
+            stream=stream,
+        )
diff --git a/litellm/llms/openai_like/providers.json b/litellm/llms/openai_like/providers.json
index d87346fea70..164100d4194 100644
--- a/litellm/llms/openai_like/providers.json
+++ b/litellm/llms/openai_like/providers.json
@@ -168,6 +168,13 @@
     },
     "supported_endpoints": ["/v1/chat/completions", "/v1/responses"]
   },
+  "meta": {
+    "base_url": "https://api.meta.ai/v1",
+    "api_key_env": "META_API_KEY",
+    "api_base_env": "META_API_BASE",
+    "base_class": "openai_gpt",
+    "supported_endpoints": ["/v1/chat/completions", "/v1/responses", "/v1/messages"]
+  },
   "pinstripes": {
     "base_url": "https://pinstripes.io/v1",
     "api_key_env": "PINSTRIPES_API_KEY",
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index a111f301d11..8be2e5d01c5 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -25501,6 +25501,42 @@
         "supports_function_calling": true,
         "supports_tool_choice": false
     },
+    "meta/muse-spark-1.1": {
+        "cache_read_input_token_cost": 1.5e-07,
+        "input_cost_per_token": 1.25e-06,
+        "litellm_provider": "meta",
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 131072,
+        "max_tokens": 131072,
+        "mode": "chat",
+        "output_cost_per_token": 4.25e-06,
+        "source": "https://dev.meta.ai/docs/getting-started/pricing-rate-limits",
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/responses",
+            "/v1/messages"
+        ],
+        "supported_modalities": [
+            "text",
+            "image",
+            "video"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_xhigh_reasoning_effort": true
+    },
     "meta_llama/Llama-3.3-70B-Instruct": {
         "litellm_provider": "meta_llama",
         "max_input_tokens": 128000,
diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index c093c213e50..8d474e2e880 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -3398,6 +3398,7 @@ class LlmProviders(str, Enum):
     LIBERTAI = "libertai"
     PINSTRIPES = "pinstripes"
     DARKBLOOM = "darkbloom"
+    META = "meta"
     LITELLM_AGENT = "litellm_agent"
     CURSOR = "cursor"
     BEDROCK_MANTLE = "bedrock_mantle"
diff --git a/litellm/utils.py b/litellm/utils.py
index 19c2fe16085..5af7b62b332 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -8028,6 +8028,16 @@ def _get_provider_anthropic_messages_config_cached(
                 )
 
                 return GithubCopilotAnthropicMessagesConfig()
+
+        from litellm.llms.openai_like.json_loader import JSONProviderRegistry
+
+        json_provider = JSONProviderRegistry.get(provider.value)
+        if json_provider is not None and "/v1/messages" in json_provider.supported_endpoints:
+            from litellm.llms.openai_like.messages.transformation import (
+                JSONProviderAnthropicMessagesConfig,
+            )
+
+            return JSONProviderAnthropicMessagesConfig(json_provider)
         return None
 
     @staticmethod
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index d6e4a265da0..08456386362 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -25659,6 +25659,42 @@
         "supports_function_calling": true,
         "supports_tool_choice": false
     },
+    "meta/muse-spark-1.1": {
+        "cache_read_input_token_cost": 1.5e-07,
+        "input_cost_per_token": 1.25e-06,
+        "litellm_provider": "meta",
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 131072,
+        "max_tokens": 131072,
+        "mode": "chat",
+        "output_cost_per_token": 4.25e-06,
+        "source": "https://dev.meta.ai/docs/getting-started/pricing-rate-limits",
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/responses",
+            "/v1/messages"
+        ],
+        "supported_modalities": [
+            "text",
+            "image",
+            "video"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_xhigh_reasoning_effort": true
+    },
     "meta_llama/Llama-3.3-70B-Instruct": {
         "litellm_provider": "meta_llama",
         "max_input_tokens": 128000,
diff --git a/provider_endpoints_support.json b/provider_endpoints_support.json
index 3034ada56ba..65db63dc045 100644
--- a/provider_endpoints_support.json
+++ b/provider_endpoints_support.json
@@ -1984,6 +1984,23 @@
         "interactions": true
       }
     },
+    "meta": {
+      "display_name": "Meta Model API (`meta`)",
+      "url": "https://docs.litellm.ai/docs/providers/meta",
+      "endpoints": {
+        "chat_completions": true,
+        "messages": true,
+        "responses": true,
+        "embeddings": false,
+        "image_generations": false,
+        "audio_transcriptions": false,
+        "audio_speech": false,
+        "moderations": false,
+        "batches": false,
+        "rerank": false,
+        "a2a": false
+      }
+    },
     "pinstripes": {
       "display_name": "Pinstripes (`pinstripes`)",
       "url": "https://docs.litellm.ai/docs/providers/pinstripes",
diff --git a/tests/test_litellm/llms/openai_like/test_meta_provider.py b/tests/test_litellm/llms/openai_like/test_meta_provider.py
new file mode 100644
index 00000000000..11b78828da6
--- /dev/null
+++ b/tests/test_litellm/llms/openai_like/test_meta_provider.py
@@ -0,0 +1,224 @@
+"""
+Tests for the Meta Model API (Muse Spark) provider configuration and integration.
+"""
+
+import litellm
+
+
+class TestMetaProviderConfig:
+    def test_meta_in_provider_list(self):
+        from litellm import LlmProviders
+
+        assert hasattr(LlmProviders, "META")
+        assert LlmProviders.META.value == "meta"
+        assert "meta" in litellm.provider_list
+
+    def test_meta_json_config_exists(self):
+        from litellm.llms.openai_like.json_loader import JSONProviderRegistry
+
+        assert JSONProviderRegistry.exists("meta")
+
+        meta = JSONProviderRegistry.get("meta")
+        assert meta is not None
+        assert meta.base_url == "https://api.meta.ai/v1"
+        assert meta.api_key_env == "META_API_KEY"
+        assert meta.api_base_env == "META_API_BASE"
+
+    def test_meta_supports_responses_api(self):
+        from litellm.llms.openai_like.json_loader import JSONProviderRegistry
+
+        assert JSONProviderRegistry.supports_responses_api("meta")
+
+    def test_meta_in_openai_compatible_providers(self):
+        from litellm.constants import openai_compatible_providers
+
+        assert "meta" in openai_compatible_providers
+
+    def test_meta_provider_resolution(self):
+        from litellm.litellm_core_utils.get_llm_provider_logic import get_llm_provider
+
+        model, provider, api_key, api_base = get_llm_provider(
+            model="meta/muse-spark-1.1",
+            custom_llm_provider=None,
+            api_base=None,
+            api_key="sk-test",
+        )
+
+        assert model == "muse-spark-1.1"
+        assert provider == "meta"
+        assert api_base == "https://api.meta.ai/v1"
+
+    def test_meta_api_base_override(self):
+        from litellm.litellm_core_utils.get_llm_provider_logic import get_llm_provider
+
+        model, provider, api_key, api_base = get_llm_provider(
+            model="meta/muse-spark-1.1",
+            custom_llm_provider=None,
+            api_base="https://custom.meta.ai/v1",
+            api_key="sk-test",
+        )
+
+        assert provider == "meta"
+        assert api_base == "https://custom.meta.ai/v1"
+        assert api_key == "sk-test"
+
+    def test_meta_url_autodetection(self):
+        from litellm.litellm_core_utils.get_llm_provider_logic import get_llm_provider
+
+        model, provider, api_key, api_base = get_llm_provider(
+            model="muse-spark-1.1",
+            custom_llm_provider=None,
+            api_base="https://api.meta.ai/v1",
+            api_key=None,
+        )
+        assert provider == "meta"
+        assert api_base == "https://api.meta.ai/v1"
+
+    def test_meta_router_config(self):
+        from litellm import Router
+
+        router = Router(
+            model_list=[
+                {
+                    "model_name": "muse-spark",
+                    "litellm_params": {
+                        "model": "meta/muse-spark-1.1",
+                        "api_key": "test-key",
+                    },
+                }
+            ]
+        )
+
+        assert len(router.model_list) == 1
+        assert router.model_list[0]["model_name"] == "muse-spark"
+
+
+class TestMetaReasoningParams:
+    def test_muse_spark_supports_reasoning_effort(self):
+        params = litellm.get_supported_openai_params(
+            model="muse-spark-1.1", custom_llm_provider="meta"
+        )
+        assert params is not None
+        assert "reasoning_effort" in params
+
+    def test_reasoning_effort_mapped_through(self):
+        cfg = litellm.ProviderConfigManager.get_provider_chat_config(
+            model="muse-spark-1.1", provider=litellm.LlmProviders.META
+        )
+        assert cfg is not None
+        mapped = cfg.map_openai_params(
+            non_default_params={"reasoning_effort": "xhigh"},
+            optional_params={},
+            model="muse-spark-1.1",
+            drop_params=False,
+        )
+        assert mapped["reasoning_effort"] == "xhigh"
+
+    def test_reasoning_effort_gated_on_capability(self):
+        """A meta model without reasoning metadata must not advertise reasoning_effort."""
+        params = litellm.get_supported_openai_params(
+            model="some-non-reasoning-model", custom_llm_provider="meta"
+        )
+        assert params is not None
+        assert "reasoning_effort" not in params
+
+
+class TestMetaAnthropicMessages:
+    def test_meta_resolves_native_messages_config(self):
+        from litellm.llms.openai_like.messages.transformation import (
+            JSONProviderAnthropicMessagesConfig,
+        )
+
+        cfg = litellm.ProviderConfigManager.get_provider_anthropic_messages_config(
+            model="muse-spark-1.1", provider=litellm.LlmProviders.META
+        )
+        assert isinstance(cfg, JSONProviderAnthropicMessagesConfig)
+
+    def test_json_provider_without_messages_endpoint_resolves_none(self):
+        cfg = litellm.ProviderConfigManager.get_provider_anthropic_messages_config(
+            model="some-model", provider=litellm.LlmProviders.PINSTRIPES
+        )
+        assert cfg is None
+
+    def test_complete_url_defaults_to_meta_base(self):
+        from litellm.llms.openai_like.json_loader import JSONProviderRegistry
+        from litellm.llms.openai_like.messages.transformation import (
+            JSONProviderAnthropicMessagesConfig,
+        )
+
+        provider = JSONProviderRegistry.get("meta")
+        assert provider is not None
+        cfg = JSONProviderAnthropicMessagesConfig(provider)
+
+        url = cfg.get_complete_url(
+            api_base=None,
+            api_key="sk-test",
+            model="muse-spark-1.1",
+            optional_params={},
+            litellm_params={},
+        )
+        assert url == "https://api.meta.ai/v1/messages"
+
+        override_url = cfg.get_complete_url(
+            api_base="https://custom.meta.ai/v1",
+            api_key="sk-test",
+            model="muse-spark-1.1",
+            optional_params={},
+            litellm_params={},
+        )
+        assert override_url == "https://custom.meta.ai/v1/messages"
+
+    def test_api_key_resolved_from_env(self, monkeypatch):
+        from litellm.llms.openai_like.json_loader import JSONProviderRegistry
+        from litellm.llms.openai_like.messages.transformation import (
+            JSONProviderAnthropicMessagesConfig,
+        )
+
+        monkeypatch.setenv("META_API_KEY", "sk-env-key")
+        provider = JSONProviderRegistry.get("meta")
+        assert provider is not None
+        cfg = JSONProviderAnthropicMessagesConfig(provider)
+
+        headers, _ = cfg.validate_anthropic_messages_environment(
+            headers={},
+            model="muse-spark-1.1",
+            messages=[{"role": "user", "content": "hi"}],
+            optional_params={},
+            litellm_params={},
+            api_key=None,
+            api_base=None,
+        )
+        assert headers["authorization"] == "Bearer sk-env-key"
+        assert headers["anthropic-version"] == "2023-06-01"
+
+
+class TestMuseSparkModelInfo:
+    def test_muse_spark_pricing_and_capabilities(self):
+        info = litellm.get_model_info("meta/muse-spark-1.1")
+
+        assert info["litellm_provider"] == "meta"
+        assert info["input_cost_per_token"] == 1.25e-06
+        assert info["output_cost_per_token"] == 4.25e-06
+        assert info["cache_read_input_token_cost"] == 1.5e-07
+        assert info["max_input_tokens"] == 1048576
+        assert info["supports_reasoning"] is True
+        assert info["supports_web_search"] is True
+        assert info["supports_vision"] is True
+        assert info["supports_function_calling"] is True
+        assert info["supports_prompt_caching"] is True
+
+    def test_muse_spark_cost_calculation(self):
+        from litellm import completion_cost
+        from litellm.types.utils import ModelResponse, Usage
+
+        response = ModelResponse(
+            model="muse-spark-1.1",
+            usage=Usage(prompt_tokens=1000, completion_tokens=500, total_tokens=1500),
+        )
+        cost = completion_cost(
+            completion_response=response,
+            model="meta/muse-spark-1.1",
+            custom_llm_provider="meta",
+        )
+        expected = 1000 * 1.25e-06 + 500 * 4.25e-06
+        assert abs(cost - expected) < 1e-12
diff --git a/tests/test_litellm/test_muse_spark_1_1_model_metadata.py b/tests/test_litellm/test_muse_spark_1_1_model_metadata.py
new file mode 100644
index 00000000000..540b97884dc
--- /dev/null
+++ b/tests/test_litellm/test_muse_spark_1_1_model_metadata.py
@@ -0,0 +1,63 @@
+import json
+from pathlib import Path
+
+from litellm.litellm_core_utils.get_llm_provider_logic import get_llm_provider
+
+MUSE_SPARK_MODEL = "meta/muse-spark-1.1"
+
+
+def test_muse_spark_1_1_model_info():
+    json_path = Path(__file__).parents[2] / "model_prices_and_context_window.json"
+    with open(json_path) as f:
+        model_cost = json.load(f)
+
+    info = model_cost.get(MUSE_SPARK_MODEL)
+    assert info is not None, f"{MUSE_SPARK_MODEL} not found in model_prices_and_context_window.json"
+
+    assert info["litellm_provider"] == "meta"
+    assert info["mode"] == "chat"
+
+    assert info["input_cost_per_token"] == 1.25e-06
+    assert info["output_cost_per_token"] == 4.25e-06
+    assert info["cache_read_input_token_cost"] == 1.5e-07
+
+    assert info["max_input_tokens"] == 1048576
+    assert info["max_output_tokens"] == 131072
+    assert info["max_tokens"] == 131072
+
+    assert info["supports_function_calling"] is True
+    assert info["supports_parallel_function_calling"] is True
+    assert info["supports_prompt_caching"] is True
+    assert info["supports_reasoning"] is True
+    assert info["supports_response_schema"] is True
+    assert info["supports_tool_choice"] is True
+    assert info["supports_vision"] is True
+    assert info["supports_pdf_input"] is True
+    assert info["supports_web_search"] is True
+    assert info["supports_minimal_reasoning_effort"] is True
+    assert info["supports_xhigh_reasoning_effort"] is True
+
+    assert info["supported_endpoints"] == ["/v1/chat/completions", "/v1/responses", "/v1/messages"]
+    assert info["supported_modalities"] == ["text", "image", "video"]
+    assert info["supported_output_modalities"] == ["text"]
+
+    routed_model, provider, _, api_base = get_llm_provider(model=MUSE_SPARK_MODEL, api_key="sk-test")
+    assert routed_model == "muse-spark-1.1"
+    assert provider == "meta"
+    assert api_base == "https://api.meta.ai/v1"
+
+
+def test_muse_spark_1_1_backup_matches_main():
+    """Ensure the bundled model cost map stays in sync with the canonical file."""
+    repo_root = Path(__file__).parents[2]
+    main_path = repo_root / "model_prices_and_context_window.json"
+    backup_path = repo_root / "litellm" / "model_prices_and_context_window_backup.json"
+
+    with open(main_path) as f:
+        main_cost = json.load(f)
+    with open(backup_path) as f:
+        backup_cost = json.load(f)
+
+    assert backup_cost.get(MUSE_SPARK_MODEL) == main_cost.get(MUSE_SPARK_MODEL), (
+        f"{MUSE_SPARK_MODEL} differs between main and backup model cost maps"
+    )

From f90b3efb2e2a737324769ce28f2a4b556ce207cb Mon Sep 17 00:00:00 2001
From: "devin-ai-integration[bot]"
 <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Thu, 9 Jul 2026 20:46:21 -0700
Subject: [PATCH 212/370] feat(models): add Azure GPT-5.6 (sol/terra/luna)
 pricing and metadata (#32678)

---
 ...odel_prices_and_context_window_backup.json | 516 ++++++++++++++++++
 model_prices_and_context_window.json          | 516 ++++++++++++++++++
 .../llm_cost_calc/test_llm_cost_calc_utils.py |  43 ++
 .../test_gpt_5_6_model_metadata.py            |  73 ++-
 4 files changed, 1147 insertions(+), 1 deletion(-)

diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 8be2e5d01c5..2a269d693ec 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -6012,6 +6012,522 @@
         "supports_vision": true,
         "supports_web_search": true
     },
+    "azure/gpt-5.6": {
+        "cache_read_input_token_cost": 5e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 1e-06,
+        "cache_read_input_token_cost_priority": 1e-06,
+        "cache_read_input_token_cost_above_272k_tokens_priority": 2e-06,
+        "input_cost_per_token": 5e-06,
+        "input_cost_per_token_above_272k_tokens": 1e-05,
+        "input_cost_per_token_priority": 1e-05,
+        "input_cost_per_token_above_272k_tokens_priority": 2e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 3e-05,
+        "output_cost_per_token_above_272k_tokens": 4.5e-05,
+        "output_cost_per_token_priority": 6e-05,
+        "output_cost_per_token_above_272k_tokens_priority": 9e-05,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_none_reasoning_effort": true,
+        "supports_xhigh_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false
+    },
+    "azure/gpt-5.6-sol": {
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+        "supports_none_reasoning_effort": true,
+        "supports_xhigh_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false
+    },
     "azure/gpt-5.5": {
         "cache_read_input_token_cost": 5e-07,
         "cache_read_input_token_cost_above_272k_tokens": 1e-06,
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 08456386362..e79ddbe35d2 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -6012,6 +6012,522 @@
         "supports_vision": true,
         "supports_web_search": true
     },
+    "azure/gpt-5.6": {
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+        "litellm_provider": "azure",
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+        "output_cost_per_token": 3e-05,
+        "output_cost_per_token_above_272k_tokens": 4.5e-05,
+        "output_cost_per_token_priority": 6e-05,
+        "output_cost_per_token_above_272k_tokens_priority": 9e-05,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_none_reasoning_effort": true,
+        "supports_xhigh_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false
+    },
+    "azure/gpt-5.6-terra": {
+        "cache_read_input_token_cost": 2.5e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 5e-07,
+        "cache_read_input_token_cost_priority": 5e-07,
+        "cache_read_input_token_cost_above_272k_tokens_priority": 1e-06,
+        "input_cost_per_token": 2.5e-06,
+        "input_cost_per_token_above_272k_tokens": 5e-06,
+        "input_cost_per_token_priority": 5e-06,
+        "input_cost_per_token_above_272k_tokens_priority": 1e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 1.5e-05,
+        "output_cost_per_token_above_272k_tokens": 2.25e-05,
+        "output_cost_per_token_priority": 3e-05,
+        "output_cost_per_token_above_272k_tokens_priority": 4.5e-05,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_none_reasoning_effort": true,
+        "supports_xhigh_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false
+    },
+    "azure/gpt-5.6-luna": {
+        "cache_read_input_token_cost": 1e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 2e-07,
+        "cache_read_input_token_cost_priority": 2e-07,
+        "cache_read_input_token_cost_above_272k_tokens_priority": 4e-07,
+        "input_cost_per_token": 1e-06,
+        "input_cost_per_token_above_272k_tokens": 2e-06,
+        "input_cost_per_token_priority": 2e-06,
+        "input_cost_per_token_above_272k_tokens_priority": 4e-06,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 6e-06,
+        "output_cost_per_token_above_272k_tokens": 9e-06,
+        "output_cost_per_token_priority": 1.2e-05,
+        "output_cost_per_token_above_272k_tokens_priority": 1.8e-05,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_none_reasoning_effort": true,
+        "supports_xhigh_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false
+    },
+    "azure/us/gpt-5.6": {
+        "cache_read_input_token_cost": 5.5e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 1.1e-06,
+        "cache_read_input_token_cost_priority": 1.375e-06,
+        "input_cost_per_token": 5.5e-06,
+        "input_cost_per_token_above_272k_tokens": 1.1e-05,
+        "input_cost_per_token_priority": 1.375e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 3.3e-05,
+        "output_cost_per_token_above_272k_tokens": 4.95e-05,
+        "output_cost_per_token_priority": 8.25e-05,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_none_reasoning_effort": true,
+        "supports_xhigh_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false
+    },
+    "azure/us/gpt-5.6-sol": {
+        "cache_read_input_token_cost": 5.5e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 1.1e-06,
+        "cache_read_input_token_cost_priority": 1.375e-06,
+        "input_cost_per_token": 5.5e-06,
+        "input_cost_per_token_above_272k_tokens": 1.1e-05,
+        "input_cost_per_token_priority": 1.375e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 3.3e-05,
+        "output_cost_per_token_above_272k_tokens": 4.95e-05,
+        "output_cost_per_token_priority": 8.25e-05,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_none_reasoning_effort": true,
+        "supports_xhigh_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false
+    },
+    "azure/us/gpt-5.6-terra": {
+        "cache_read_input_token_cost": 2.75e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 5.5e-07,
+        "cache_read_input_token_cost_priority": 6.875e-07,
+        "input_cost_per_token": 2.75e-06,
+        "input_cost_per_token_above_272k_tokens": 5.5e-06,
+        "input_cost_per_token_priority": 6.875e-06,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 1.65e-05,
+        "output_cost_per_token_above_272k_tokens": 2.475e-05,
+        "output_cost_per_token_priority": 4.125e-05,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_none_reasoning_effort": true,
+        "supports_xhigh_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false
+    },
+    "azure/us/gpt-5.6-luna": {
+        "cache_read_input_token_cost": 1.1e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 2.2e-07,
+        "cache_read_input_token_cost_priority": 2.75e-07,
+        "input_cost_per_token": 1.1e-06,
+        "input_cost_per_token_above_272k_tokens": 2.2e-06,
+        "input_cost_per_token_priority": 2.75e-06,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 6.6e-06,
+        "output_cost_per_token_above_272k_tokens": 9.9e-06,
+        "output_cost_per_token_priority": 1.65e-05,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_none_reasoning_effort": true,
+        "supports_xhigh_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false
+    },
+    "azure/eu/gpt-5.6": {
+        "cache_read_input_token_cost": 5.5e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 1.1e-06,
+        "cache_read_input_token_cost_priority": 1.375e-06,
+        "input_cost_per_token": 5.5e-06,
+        "input_cost_per_token_above_272k_tokens": 1.1e-05,
+        "input_cost_per_token_priority": 1.375e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 3.3e-05,
+        "output_cost_per_token_above_272k_tokens": 4.95e-05,
+        "output_cost_per_token_priority": 8.25e-05,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_none_reasoning_effort": true,
+        "supports_xhigh_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false
+    },
+    "azure/eu/gpt-5.6-sol": {
+        "cache_read_input_token_cost": 5.5e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 1.1e-06,
+        "cache_read_input_token_cost_priority": 1.375e-06,
+        "input_cost_per_token": 5.5e-06,
+        "input_cost_per_token_above_272k_tokens": 1.1e-05,
+        "input_cost_per_token_priority": 1.375e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 3.3e-05,
+        "output_cost_per_token_above_272k_tokens": 4.95e-05,
+        "output_cost_per_token_priority": 8.25e-05,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_none_reasoning_effort": true,
+        "supports_xhigh_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false
+    },
+    "azure/eu/gpt-5.6-terra": {
+        "cache_read_input_token_cost": 2.75e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 5.5e-07,
+        "cache_read_input_token_cost_priority": 6.875e-07,
+        "input_cost_per_token": 2.75e-06,
+        "input_cost_per_token_above_272k_tokens": 5.5e-06,
+        "input_cost_per_token_priority": 6.875e-06,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 1.65e-05,
+        "output_cost_per_token_above_272k_tokens": 2.475e-05,
+        "output_cost_per_token_priority": 4.125e-05,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_none_reasoning_effort": true,
+        "supports_xhigh_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false
+    },
+    "azure/eu/gpt-5.6-luna": {
+        "cache_read_input_token_cost": 1.1e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 2.2e-07,
+        "cache_read_input_token_cost_priority": 2.75e-07,
+        "input_cost_per_token": 1.1e-06,
+        "input_cost_per_token_above_272k_tokens": 2.2e-06,
+        "input_cost_per_token_priority": 2.75e-06,
+        "litellm_provider": "azure",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 6.6e-06,
+        "output_cost_per_token_above_272k_tokens": 9.9e-06,
+        "output_cost_per_token_priority": 1.65e-05,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_none_reasoning_effort": true,
+        "supports_xhigh_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false
+    },
     "azure/gpt-5.5": {
         "cache_read_input_token_cost": 5e-07,
         "cache_read_input_token_cost_above_272k_tokens": 1e-06,
diff --git a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
index dcc359ceff4..ca23e61352e 100644
--- a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
+++ b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
@@ -562,6 +562,49 @@ def test_generic_cost_per_token_gpt56(
     assert round(completion_cost, 10) == round(output_cost * completion_tokens, 10)
 
 
+@pytest.mark.parametrize(
+    "model,input_cost,output_cost,cache_read_cost",
+    [
+        ("azure/gpt-5.6", 5e-6, 3e-5, 5e-7),
+        ("azure/gpt-5.6-sol", 5e-6, 3e-5, 5e-7),
+        ("azure/gpt-5.6-terra", 2.5e-6, 1.5e-5, 2.5e-7),
+        ("azure/gpt-5.6-luna", 1e-6, 6e-6, 1e-7),
+        ("azure/us/gpt-5.6", 5.5e-6, 3.3e-5, 5.5e-7),
+        ("azure/eu/gpt-5.6-terra", 2.75e-6, 1.65e-5, 2.75e-7),
+        ("azure/eu/gpt-5.6-luna", 1.1e-6, 6.6e-6, 1.1e-7),
+    ],
+)
+def test_generic_cost_per_token_azure_gpt56(
+    model, input_cost, output_cost, cache_read_cost
+):
+    """Azure gpt-5.6 (global + us/eu regional): pricing mirrors the openai
+    family for global deployments and carries the standard 10% regional uplift.
+    """
+    os.environ["LITELLM_LOCAL_MODEL_COST_MAP"] = "True"
+    litellm.model_cost = litellm.get_model_cost_map(url="")
+
+    model_cost_map = litellm.model_cost[model]
+    assert model_cost_map["litellm_provider"] == "azure"
+    assert model_cost_map["input_cost_per_token"] == input_cost
+    assert model_cost_map["output_cost_per_token"] == output_cost
+    assert model_cost_map["cache_read_input_token_cost"] == cache_read_cost
+
+    prompt_tokens = 1000
+    completion_tokens = 500
+    usage = Usage(
+        prompt_tokens=prompt_tokens,
+        completion_tokens=completion_tokens,
+        total_tokens=prompt_tokens + completion_tokens,
+    )
+    prompt_cost, completion_cost = generic_cost_per_token(
+        model=model,
+        usage=usage,
+        custom_llm_provider="azure",
+    )
+    assert round(prompt_cost, 10) == round(input_cost * prompt_tokens, 10)
+    assert round(completion_cost, 10) == round(output_cost * completion_tokens, 10)
+
+
 @pytest.mark.parametrize(
     "model,expected_none,expected_xhigh,expected_minimal",
     [
diff --git a/tests/test_litellm/test_gpt_5_6_model_metadata.py b/tests/test_litellm/test_gpt_5_6_model_metadata.py
index 30a0777f477..af9bb117f78 100644
--- a/tests/test_litellm/test_gpt_5_6_model_metadata.py
+++ b/tests/test_litellm/test_gpt_5_6_model_metadata.py
@@ -62,6 +62,77 @@ def test_openai_gpt_5_6_model_info(model):
     assert provider == "openai"
 
 
+AZURE_GLOBAL_MODELS = (
+    "azure/gpt-5.6",
+    "azure/gpt-5.6-sol",
+    "azure/gpt-5.6-terra",
+    "azure/gpt-5.6-luna",
+)
+
+AZURE_REGIONAL_MODELS = tuple(
+    f"azure/{region}/{tier}"
+    for region in ("us", "eu")
+    for tier in ("gpt-5.6", "gpt-5.6-sol", "gpt-5.6-terra", "gpt-5.6-luna")
+)
+
+
+def _tier_key(azure_model):
+    return azure_model.split("/")[-1]
+
+
+def _load_main():
+    json_path = Path(__file__).parents[2] / "model_prices_and_context_window.json"
+    with open(json_path) as f:
+        return json.load(f)
+
+
+@pytest.mark.parametrize("model", AZURE_GLOBAL_MODELS)
+def test_azure_gpt_5_6_global_model_info(model):
+    model_cost = _load_main()
+    info = model_cost.get(model)
+    assert info is not None, f"{model} not found in model_prices_and_context_window.json"
+
+    assert info["litellm_provider"] == "azure"
+    assert info["mode"] == "chat"
+
+    input_cost, output_cost, cache_read_cost, _ = STANDARD_PRICING[_tier_key(model)]
+    assert info["input_cost_per_token"] == input_cost
+    assert info["output_cost_per_token"] == output_cost
+    assert info["cache_read_input_token_cost"] == cache_read_cost
+
+    assert info["input_cost_per_token_above_272k_tokens"] == pytest.approx(input_cost * 2)
+    assert info["output_cost_per_token_above_272k_tokens"] == pytest.approx(output_cost * 1.5)
+    assert info["input_cost_per_token_priority"] == pytest.approx(input_cost * 2)
+    assert info["output_cost_per_token_priority"] == pytest.approx(output_cost * 2)
+    assert info["input_cost_per_token_above_272k_tokens_priority"] == pytest.approx(input_cost * 4)
+    assert info["output_cost_per_token_above_272k_tokens_priority"] == pytest.approx(output_cost * 3)
+
+    assert info["max_input_tokens"] == 1050000
+    assert info["max_output_tokens"] == 128000
+    assert info["supports_reasoning"] is True
+
+    routed_model, provider, _, _ = get_llm_provider(model=model)
+    assert provider == "azure"
+
+
+@pytest.mark.parametrize("model", AZURE_REGIONAL_MODELS)
+def test_azure_gpt_5_6_regional_model_info(model):
+    model_cost = _load_main()
+    info = model_cost.get(model)
+    assert info is not None, f"{model} not found in model_prices_and_context_window.json"
+
+    assert info["litellm_provider"] == "azure"
+    input_cost, output_cost, cache_read_cost, _ = STANDARD_PRICING[_tier_key(model)]
+
+    assert info["input_cost_per_token"] == pytest.approx(input_cost * 1.1)
+    assert info["output_cost_per_token"] == pytest.approx(output_cost * 1.1)
+    assert info["cache_read_input_token_cost"] == pytest.approx(cache_read_cost * 1.1)
+    assert info["input_cost_per_token_above_272k_tokens"] == pytest.approx(input_cost * 2.2)
+    assert info["output_cost_per_token_above_272k_tokens"] == pytest.approx(output_cost * 1.65)
+    assert info["input_cost_per_token_priority"] == pytest.approx(input_cost * 2.75)
+    assert info["output_cost_per_token_priority"] == pytest.approx(output_cost * 2.75)
+
+
 def test_gpt_5_6_backup_matches_main():
     """Ensure the bundled model cost map stays in sync with the canonical file."""
     repo_root = Path(__file__).parents[2]
@@ -73,7 +144,7 @@ def test_gpt_5_6_backup_matches_main():
     with open(backup_path) as f:
         backup_cost = json.load(f)
 
-    for model in GPT_5_6_MODELS:
+    for model in GPT_5_6_MODELS + AZURE_GLOBAL_MODELS + AZURE_REGIONAL_MODELS:
         assert backup_cost.get(model) == main_cost.get(model), (
             f"{model} differs between main and backup model cost maps"
         )

From 45f9beed2ad26229789637ece328ee3f001a16e5 Mon Sep 17 00:00:00 2001
From: "devin-ai-integration[bot]"
 <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Thu, 9 Jul 2026 20:50:25 -0700
Subject: [PATCH 213/370] ci: skip backend unit tests on ui-only PRs without
 stranding required checks (#32532)

---
 .../actions/detect-backend-changes/action.yml | 48 +++++++++++++++++++
 .github/workflows/_test-unit-base.yml         | 13 ++++-
 .github/workflows/test-unit-documentation.yml |  7 +++
 .github/workflows/test-unit-proxy-legacy.yml  |  7 +++
 4 files changed, 73 insertions(+), 2 deletions(-)
 create mode 100644 .github/actions/detect-backend-changes/action.yml

diff --git a/.github/actions/detect-backend-changes/action.yml b/.github/actions/detect-backend-changes/action.yml
new file mode 100644
index 00000000000..af01038f294
--- /dev/null
+++ b/.github/actions/detect-backend-changes/action.yml
@@ -0,0 +1,48 @@
+name: "Detect backend-relevant changes"
+description: >-
+  Classify the pull request's changed files with .circleci/scripts/classify_changes.sh
+  and expose decision=run|skip. decision=skip means only ui/**, **.md or **.mdx files
+  changed, so callers can short-circuit expensive steps while the job still completes
+  successfully and satisfies its required status check. The decision defaults to run for
+  any non pull_request event or whenever the changed set cannot be resolved, so tests are
+  never skipped when the classification is uncertain.
+
+outputs:
+  decision:
+    description: "run when backend-relevant files changed, otherwise skip"
+    value: ${{ steps.classify.outputs.decision }}
+
+runs:
+  using: composite
+  steps:
+    - id: classify
+      shell: bash
+      env:
+        BASE_SHA: ${{ github.event.pull_request.base.sha }}
+      run: |
+        set -uo pipefail
+        if [ -z "${BASE_SHA:-}" ]; then
+          echo "detect-backend-changes: not a pull_request event; running job"
+          echo "decision=run" >> "${GITHUB_OUTPUT}"
+          exit 0
+        fi
+        if ! git fetch --no-tags --depth=1 origin "${BASE_SHA}" >/dev/null 2>&1; then
+          echo "detect-backend-changes: could not fetch base ${BASE_SHA}; running job"
+          echo "decision=run" >> "${GITHUB_OUTPUT}"
+          exit 0
+        fi
+        changed="$(git diff --name-only "${BASE_SHA}" HEAD 2>/dev/null)" || {
+          echo "detect-backend-changes: git diff failed; running job"
+          echo "decision=run" >> "${GITHUB_OUTPUT}"
+          exit 0
+        }
+        if [ -z "${changed}" ]; then
+          echo "detect-backend-changes: no changed files vs ${BASE_SHA}; skipping job"
+          echo "decision=skip" >> "${GITHUB_OUTPUT}"
+          exit 0
+        fi
+        echo "detect-backend-changes: changed files vs ${BASE_SHA}:"
+        printf '%s\n' "${changed}" | sed 's/^/  /'
+        decision="$(printf '%s\n' "${changed}" | bash .circleci/scripts/classify_changes.sh backend)" || decision="run"
+        echo "detect-backend-changes: decision=${decision}"
+        echo "decision=${decision}" >> "${GITHUB_OUTPUT}"
diff --git a/.github/workflows/_test-unit-base.yml b/.github/workflows/_test-unit-base.yml
index 25c6d4a7019..9fd81b27f3b 100644
--- a/.github/workflows/_test-unit-base.yml
+++ b/.github/workflows/_test-unit-base.yml
@@ -45,12 +45,18 @@ jobs:
     name: Run tests
     runs-on: ubuntu-latest
     timeout-minutes: ${{ inputs.timeout-minutes }}
+    outputs:
+      decision: ${{ steps.changes.outputs.decision }}
 
     steps:
       - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
         with:
           persist-credentials: false
 
+      - name: Detect backend-relevant changes
+        id: changes
+        uses: ./.github/actions/detect-backend-changes
+
       - name: Set up Python
         uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
         with:
@@ -72,16 +78,19 @@ jobs:
             ${{ runner.os }}-uv-
 
       - name: Install dependencies
+        if: steps.changes.outputs.decision != 'skip'
         run: |
           .github/scripts/uv_sync_with_retries.sh --frozen --group ci --group proxy-dev --extra google --extra proxy --extra semantic-router
 
       - name: Generate Prisma client
+        if: steps.changes.outputs.decision != 'skip'
         env:
           PRISMA_BINARY_CACHE_DIR: ${{ runner.temp }}/prisma-cache
         run: |
           uv run --no-sync prisma generate --schema litellm/proxy/schema.prisma
 
       - name: Run tests
+        if: steps.changes.outputs.decision != 'skip'
         env:
           TEST_PATH: ${{ inputs.test-path }}
           MAX_FAILURES: ${{ inputs.max-failures }}
@@ -114,7 +123,7 @@ jobs:
           fi
 
       - name: Save coverage report
-        if: always()
+        if: always() && steps.changes.outputs.decision != 'skip'
         uses: actions/upload-artifact@4cec3d8aa04e39d1a68397de0c4cd6fb9dce8ec1 # v4.6.1
         with:
           name: coverage-${{ inputs.artifact-name }}-${{ github.run_id }}-${{ github.run_attempt }}
@@ -124,7 +133,7 @@ jobs:
   upload-coverage:
     name: Upload coverage to Codecov
     needs: run
-    if: always()
+    if: always() && needs.run.outputs.decision != 'skip'
     runs-on: ubuntu-latest
     permissions:
       contents: read
diff --git a/.github/workflows/test-unit-documentation.yml b/.github/workflows/test-unit-documentation.yml
index 4cef791a9b3..03f9f0a510b 100644
--- a/.github/workflows/test-unit-documentation.yml
+++ b/.github/workflows/test-unit-documentation.yml
@@ -32,6 +32,10 @@ jobs:
           path: docs/my-website
           persist-credentials: false
 
+      - name: Detect backend-relevant changes
+        id: changes
+        uses: ./.github/actions/detect-backend-changes
+
       - name: Set up Python
         uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
         with:
@@ -53,10 +57,12 @@ jobs:
             ${{ runner.os }}-uv-
 
       - name: Install dependencies
+        if: steps.changes.outputs.decision != 'skip'
         run: |
           .github/scripts/uv_sync_with_retries.sh --frozen --group ci --group proxy-dev --extra google --extra proxy --extra semantic-router
 
       - name: Generate Prisma client
+        if: steps.changes.outputs.decision != 'skip'
         env:
           PRISMA_BINARY_CACHE_DIR: ${{ runner.temp }}/prisma-cache
         run: |
@@ -64,6 +70,7 @@ jobs:
 
       # Run the same documentation tests that CircleCI ran (as direct Python scripts)
       - name: Run documentation validation tests
+        if: steps.changes.outputs.decision != 'skip'
         run: |
           uv run --no-sync python ./tests/documentation_tests/test_env_keys.py
           uv run --no-sync python ./tests/documentation_tests/test_router_settings.py
diff --git a/.github/workflows/test-unit-proxy-legacy.yml b/.github/workflows/test-unit-proxy-legacy.yml
index 8db218cd1fc..0068e80e584 100644
--- a/.github/workflows/test-unit-proxy-legacy.yml
+++ b/.github/workflows/test-unit-proxy-legacy.yml
@@ -49,6 +49,10 @@ jobs:
         with:
           persist-credentials: false
 
+      - name: Detect backend-relevant changes
+        id: changes
+        uses: ./.github/actions/detect-backend-changes
+
       - name: Set up Python
         uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
         with:
@@ -70,16 +74,19 @@ jobs:
             ${{ runner.os }}-uv-
 
       - name: Install dependencies
+        if: steps.changes.outputs.decision != 'skip'
         run: |
           .github/scripts/uv_sync_with_retries.sh --frozen --group ci --group proxy-dev --extra google --extra proxy --extra semantic-router
 
       - name: Generate Prisma client
+        if: steps.changes.outputs.decision != 'skip'
         env:
           PRISMA_BINARY_CACHE_DIR: ${{ runner.temp }}/prisma-cache
         run: |
           uv run --no-sync prisma generate --schema litellm/proxy/schema.prisma
 
       - name: Run tests - ${{ matrix.test-group.name }}
+        if: steps.changes.outputs.decision != 'skip'
         env:
           TEST_PATH: ${{ matrix.test-group.path }}
         run: |

From 27cf06455637abd1c57fcd70b1575930627cf385 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Thu, 9 Jul 2026 21:34:04 -0700
Subject: [PATCH 214/370] refactor(ui): colocate cost-tracking and prompts
 components into _components/ (#32716)

Renames each segment's local components/ folder to _components/ (private to the
route, matching Next's _ route-exclusion). Both folders are imported only by
their own page.tsx via the folder index (verified zero external importers
across src, tests, and e2e_tests), so each is a straight rename plus repointing
that one index import; a folder rename keeps every file at the same depth, so
all internal and relative imports are unaffected.

Grandfathered lint suppressions under the two folders (31 entries: cost-tracking
15, prompts 16) are re-keyed to the new paths with counts unchanged. No behavior
change.
---
 ui/litellm-dashboard/eslint-suppressions.json | 62 +++++++++----------
 .../add_margin_form.test.tsx                  |  0
 .../add_margin_form.tsx                       |  0
 .../add_provider_form.test.tsx                |  0
 .../add_provider_form.tsx                     |  0
 .../cost_tracking_settings.test.tsx           |  0
 .../cost_tracking_settings.tsx                |  0
 .../how_it_works.test.tsx                     |  0
 .../how_it_works.tsx                          |  0
 .../{components => _components}/index.ts      |  0
 .../pricing_calculator/index.test.tsx         |  0
 .../pricing_calculator/index.tsx              |  0
 .../multi_cost_results.test.tsx               |  0
 .../pricing_calculator/multi_cost_results.tsx |  0
 .../multi_export_dropdown.test.tsx            |  0
 .../multi_export_dropdown.tsx                 |  0
 .../multi_export_utils.test.ts                |  0
 .../pricing_calculator/multi_export_utils.ts  |  0
 .../pricing_calculator/types.ts               |  0
 .../use_multi_cost_estimate.test.ts           |  0
 .../use_multi_cost_estimate.ts                |  0
 .../provider_discount_table.test.tsx          |  0
 .../provider_discount_table.tsx               |  0
 .../provider_display_helpers.test.ts          |  0
 .../provider_display_helpers.ts               |  0
 .../provider_margin_table.test.tsx            |  0
 .../provider_margin_table.tsx                 |  0
 .../{components => _components}/types.ts      |  0
 .../use_discount_config.test.ts               |  0
 .../use_discount_config.ts                    |  0
 .../use_margin_config.test.ts                 |  0
 .../use_margin_config.ts                      |  0
 .../app/(dashboard)/cost-tracking/page.tsx    |  2 +-
 .../{components => _components}/README.md     |  0
 .../add_prompt_form.tsx                       |  0
 .../{components => _components}/index.tsx     |  0
 .../prompt_editor_view.tsx                    |  0
 .../DeveloperMessageCard.tsx                  |  0
 .../prompt_editor_view/DotpromptViewTab.tsx   |  0
 .../prompt_editor_view/ModelConfigCard.tsx    |  0
 .../prompt_editor_view/PromptCodeSnippets.tsx |  0
 .../prompt_editor_view/PromptEditorHeader.tsx |  0
 .../prompt_editor_view/PromptMessagesCard.tsx |  0
 .../prompt_editor_view/PublishModal.tsx       |  0
 .../prompt_editor_view/ToolsCard.test.tsx     |  0
 .../prompt_editor_view/ToolsCard.tsx          |  0
 .../VersionHistorySidePanel.test.tsx          |  0
 .../VersionHistorySidePanel.tsx               |  0
 .../conversation_panel/EmptyState.tsx         |  0
 .../conversation_panel/MessageBubble.tsx      |  0
 .../conversation_panel/MessageInput.tsx       |  0
 .../conversation_panel/MessageList.tsx        |  0
 .../conversation_panel/VariableInput.tsx      |  0
 .../conversation_panel/VariableWarning.tsx    |  0
 .../conversation_panel/index.tsx              |  0
 .../conversation_panel/types.ts               |  0
 .../conversation_panel/useConversation.ts     |  0
 .../prompt_editor_view/index.tsx              |  0
 .../prompt_editor_view/types.ts               |  0
 .../prompt_editor_view/utils.test.ts          |  0
 .../prompt_editor_view/utils.ts               |  0
 .../prompt_info.tsx                           |  0
 .../prompt_table.tsx                          |  0
 .../prompt_utils.tsx                          |  0
 .../tool_modal.tsx                            |  0
 .../variable_textarea.tsx                     |  0
 .../src/app/(dashboard)/prompts/page.tsx      |  2 +-
 ui/litellm-dashboard/tsconfig.tsbuildinfo     |  2 +-
 68 files changed, 34 insertions(+), 34 deletions(-)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/add_margin_form.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/add_margin_form.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/add_provider_form.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/add_provider_form.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/cost_tracking_settings.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/cost_tracking_settings.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/how_it_works.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/how_it_works.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/index.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/pricing_calculator/index.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/pricing_calculator/index.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/pricing_calculator/multi_cost_results.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/pricing_calculator/multi_cost_results.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/pricing_calculator/multi_export_dropdown.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/pricing_calculator/multi_export_dropdown.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/pricing_calculator/multi_export_utils.test.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/pricing_calculator/multi_export_utils.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/pricing_calculator/types.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/pricing_calculator/use_multi_cost_estimate.test.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/pricing_calculator/use_multi_cost_estimate.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/provider_discount_table.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/provider_discount_table.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/provider_display_helpers.test.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/provider_display_helpers.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/provider_margin_table.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/provider_margin_table.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/types.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/use_discount_config.test.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/use_discount_config.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/use_margin_config.test.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/{components => _components}/use_margin_config.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/README.md (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/add_prompt_form.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/index.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/DeveloperMessageCard.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/DotpromptViewTab.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/ModelConfigCard.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/PromptCodeSnippets.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/PromptEditorHeader.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/PromptMessagesCard.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/PublishModal.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/ToolsCard.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/ToolsCard.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/VersionHistorySidePanel.test.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/VersionHistorySidePanel.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/conversation_panel/EmptyState.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/conversation_panel/MessageBubble.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/conversation_panel/MessageInput.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/conversation_panel/MessageList.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/conversation_panel/VariableInput.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/conversation_panel/VariableWarning.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/conversation_panel/index.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/conversation_panel/types.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/conversation_panel/useConversation.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/index.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/types.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/utils.test.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_editor_view/utils.ts (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_info.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_table.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/prompt_utils.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/tool_modal.tsx (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/prompts/{components => _components}/variable_textarea.tsx (100%)

diff --git a/ui/litellm-dashboard/eslint-suppressions.json b/ui/litellm-dashboard/eslint-suppressions.json
index 32ab92cbcc9..33b09ce12e5 100644
--- a/ui/litellm-dashboard/eslint-suppressions.json
+++ b/ui/litellm-dashboard/eslint-suppressions.json
@@ -66,17 +66,17 @@
       "count": 1
     }
   },
-  "src/app/(dashboard)/cost-tracking/components/add_margin_form.tsx": {
+  "src/app/(dashboard)/cost-tracking/_components/add_margin_form.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/cost-tracking/components/add_provider_form.tsx": {
+  "src/app/(dashboard)/cost-tracking/_components/add_provider_form.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/cost-tracking/components/cost_tracking_settings.tsx": {
+  "src/app/(dashboard)/cost-tracking/_components/cost_tracking_settings.tsx": {
     "no-nested-ternary": {
       "count": 2
     },
@@ -84,62 +84,62 @@
       "count": 1
     }
   },
-  "src/app/(dashboard)/cost-tracking/components/how_it_works.tsx": {
+  "src/app/(dashboard)/cost-tracking/_components/how_it_works.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/cost-tracking/components/pricing_calculator/multi_cost_results.test.tsx": {
+  "src/app/(dashboard)/cost-tracking/_components/pricing_calculator/multi_cost_results.test.tsx": {
     "unused-imports/no-unused-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/cost-tracking/components/pricing_calculator/multi_cost_results.tsx": {
+  "src/app/(dashboard)/cost-tracking/_components/pricing_calculator/multi_cost_results.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/cost-tracking/components/pricing_calculator/multi_export_dropdown.test.tsx": {
+  "src/app/(dashboard)/cost-tracking/_components/pricing_calculator/multi_export_dropdown.test.tsx": {
     "unused-imports/no-unused-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/cost-tracking/components/pricing_calculator/multi_export_dropdown.tsx": {
+  "src/app/(dashboard)/cost-tracking/_components/pricing_calculator/multi_export_dropdown.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/cost-tracking/components/pricing_calculator/use_multi_cost_estimate.ts": {
+  "src/app/(dashboard)/cost-tracking/_components/pricing_calculator/use_multi_cost_estimate.ts": {
     "no-restricted-syntax": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/cost-tracking/components/provider_discount_table.test.tsx": {
+  "src/app/(dashboard)/cost-tracking/_components/provider_discount_table.test.tsx": {
     "unused-imports/no-unused-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/cost-tracking/components/provider_discount_table.tsx": {
+  "src/app/(dashboard)/cost-tracking/_components/provider_discount_table.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/cost-tracking/components/provider_display_helpers.test.ts": {
+  "src/app/(dashboard)/cost-tracking/_components/provider_display_helpers.test.ts": {
     "unused-imports/no-unused-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/cost-tracking/components/provider_margin_table.tsx": {
+  "src/app/(dashboard)/cost-tracking/_components/provider_margin_table.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/cost-tracking/components/use_discount_config.ts": {
+  "src/app/(dashboard)/cost-tracking/_components/use_discount_config.ts": {
     "no-restricted-syntax": {
       "count": 2
     }
   },
-  "src/app/(dashboard)/cost-tracking/components/use_margin_config.ts": {
+  "src/app/(dashboard)/cost-tracking/_components/use_margin_config.ts": {
     "no-restricted-syntax": {
       "count": 2
     }
@@ -559,12 +559,12 @@
       "count": 1
     }
   },
-  "src/app/(dashboard)/prompts/components/add_prompt_form.tsx": {
+  "src/app/(dashboard)/prompts/_components/add_prompt_form.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/prompts/components/index.tsx": {
+  "src/app/(dashboard)/prompts/_components/index.tsx": {
     "no-nested-ternary": {
       "count": 1
     },
@@ -575,17 +575,17 @@
       "count": 1
     }
   },
-  "src/app/(dashboard)/prompts/components/prompt_editor_view/DeveloperMessageCard.tsx": {
+  "src/app/(dashboard)/prompts/_components/prompt_editor_view/DeveloperMessageCard.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/prompts/components/prompt_editor_view/ModelConfigCard.tsx": {
+  "src/app/(dashboard)/prompts/_components/prompt_editor_view/ModelConfigCard.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/prompts/components/prompt_editor_view/PromptCodeSnippets.tsx": {
+  "src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.tsx": {
     "no-nested-ternary": {
       "count": 1
     },
@@ -596,32 +596,32 @@
       "count": 1
     }
   },
-  "src/app/(dashboard)/prompts/components/prompt_editor_view/PromptEditorHeader.tsx": {
+  "src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptEditorHeader.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/prompts/components/prompt_editor_view/PromptMessagesCard.tsx": {
+  "src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptMessagesCard.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/prompts/components/prompt_editor_view/PublishModal.tsx": {
+  "src/app/(dashboard)/prompts/_components/prompt_editor_view/PublishModal.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/prompts/components/prompt_editor_view/ToolsCard.tsx": {
+  "src/app/(dashboard)/prompts/_components/prompt_editor_view/ToolsCard.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/prompts/components/prompt_editor_view/VersionHistorySidePanel.test.tsx": {
+  "src/app/(dashboard)/prompts/_components/prompt_editor_view/VersionHistorySidePanel.test.tsx": {
     "max-nested-callbacks": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/prompts/components/prompt_editor_view/VersionHistorySidePanel.tsx": {
+  "src/app/(dashboard)/prompts/_components/prompt_editor_view/VersionHistorySidePanel.tsx": {
     "no-nested-ternary": {
       "count": 1
     },
@@ -629,22 +629,22 @@
       "count": 1
     }
   },
-  "src/app/(dashboard)/prompts/components/prompt_editor_view/conversation_panel/MessageInput.tsx": {
+  "src/app/(dashboard)/prompts/_components/prompt_editor_view/conversation_panel/MessageInput.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/prompts/components/prompt_editor_view/conversation_panel/index.tsx": {
+  "src/app/(dashboard)/prompts/_components/prompt_editor_view/conversation_panel/index.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/prompts/components/prompt_editor_view/conversation_panel/useConversation.ts": {
+  "src/app/(dashboard)/prompts/_components/prompt_editor_view/conversation_panel/useConversation.ts": {
     "no-restricted-syntax": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/prompts/components/prompt_info.tsx": {
+  "src/app/(dashboard)/prompts/_components/prompt_info.tsx": {
     "no-nested-ternary": {
       "count": 3
     },
@@ -655,7 +655,7 @@
       "count": 2
     }
   },
-  "src/app/(dashboard)/prompts/components/prompt_table.tsx": {
+  "src/app/(dashboard)/prompts/_components/prompt_table.tsx": {
     "no-nested-ternary": {
       "count": 1
     },
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/add_margin_form.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/add_margin_form.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/add_margin_form.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/add_margin_form.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/add_margin_form.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/add_margin_form.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/add_margin_form.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/add_margin_form.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/add_provider_form.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/add_provider_form.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/add_provider_form.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/add_provider_form.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/add_provider_form.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/add_provider_form.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/add_provider_form.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/add_provider_form.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/cost_tracking_settings.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/cost_tracking_settings.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/cost_tracking_settings.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/cost_tracking_settings.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/cost_tracking_settings.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/cost_tracking_settings.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/cost_tracking_settings.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/cost_tracking_settings.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/how_it_works.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/how_it_works.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/how_it_works.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/how_it_works.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/how_it_works.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/how_it_works.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/how_it_works.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/how_it_works.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/index.ts b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/index.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/index.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/index.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/pricing_calculator/index.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/index.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/pricing_calculator/index.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/index.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/pricing_calculator/index.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/index.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/pricing_calculator/index.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/index.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/pricing_calculator/multi_cost_results.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/multi_cost_results.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/pricing_calculator/multi_cost_results.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/multi_cost_results.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/pricing_calculator/multi_cost_results.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/multi_cost_results.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/pricing_calculator/multi_cost_results.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/multi_cost_results.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/pricing_calculator/multi_export_dropdown.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/multi_export_dropdown.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/pricing_calculator/multi_export_dropdown.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/multi_export_dropdown.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/pricing_calculator/multi_export_dropdown.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/multi_export_dropdown.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/pricing_calculator/multi_export_dropdown.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/multi_export_dropdown.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/pricing_calculator/multi_export_utils.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/multi_export_utils.test.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/pricing_calculator/multi_export_utils.test.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/multi_export_utils.test.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/pricing_calculator/multi_export_utils.ts b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/multi_export_utils.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/pricing_calculator/multi_export_utils.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/multi_export_utils.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/pricing_calculator/types.ts b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/types.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/pricing_calculator/types.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/types.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/pricing_calculator/use_multi_cost_estimate.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/use_multi_cost_estimate.test.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/pricing_calculator/use_multi_cost_estimate.test.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/use_multi_cost_estimate.test.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/pricing_calculator/use_multi_cost_estimate.ts b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/use_multi_cost_estimate.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/pricing_calculator/use_multi_cost_estimate.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/use_multi_cost_estimate.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/provider_discount_table.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/provider_discount_table.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/provider_discount_table.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/provider_discount_table.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/provider_discount_table.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/provider_discount_table.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/provider_discount_table.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/provider_discount_table.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/provider_display_helpers.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/provider_display_helpers.test.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/provider_display_helpers.test.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/provider_display_helpers.test.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/provider_display_helpers.ts b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/provider_display_helpers.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/provider_display_helpers.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/provider_display_helpers.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/provider_margin_table.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/provider_margin_table.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/provider_margin_table.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/provider_margin_table.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/provider_margin_table.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/provider_margin_table.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/provider_margin_table.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/provider_margin_table.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/types.ts b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/types.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/types.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/types.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/use_discount_config.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/use_discount_config.test.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/use_discount_config.test.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/use_discount_config.test.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/use_discount_config.ts b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/use_discount_config.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/use_discount_config.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/use_discount_config.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/use_margin_config.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/use_margin_config.test.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/use_margin_config.test.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/use_margin_config.test.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/use_margin_config.ts b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/use_margin_config.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/components/use_margin_config.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/use_margin_config.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/page.tsx
index c72fed4c594..6c251ca61d0 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import { CostTrackingSettings } from "./components";
+import { CostTrackingSettings } from "./_components";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 export default function CostTracking() {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/README.md b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/README.md
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/README.md
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/README.md
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/add_prompt_form.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/add_prompt_form.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/add_prompt_form.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/add_prompt_form.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/index.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/index.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/index.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/index.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/DeveloperMessageCard.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/DeveloperMessageCard.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/DeveloperMessageCard.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/DeveloperMessageCard.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/DotpromptViewTab.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/DotpromptViewTab.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/DotpromptViewTab.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/DotpromptViewTab.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/ModelConfigCard.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/ModelConfigCard.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/ModelConfigCard.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/ModelConfigCard.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/PromptCodeSnippets.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/PromptCodeSnippets.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/PromptEditorHeader.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptEditorHeader.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/PromptEditorHeader.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptEditorHeader.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/PromptMessagesCard.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptMessagesCard.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/PromptMessagesCard.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptMessagesCard.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/PublishModal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PublishModal.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/PublishModal.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PublishModal.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/ToolsCard.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/ToolsCard.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/ToolsCard.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/ToolsCard.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/ToolsCard.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/ToolsCard.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/ToolsCard.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/ToolsCard.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/VersionHistorySidePanel.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/VersionHistorySidePanel.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/VersionHistorySidePanel.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/VersionHistorySidePanel.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/VersionHistorySidePanel.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/VersionHistorySidePanel.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/VersionHistorySidePanel.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/VersionHistorySidePanel.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/conversation_panel/EmptyState.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/conversation_panel/EmptyState.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/conversation_panel/EmptyState.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/conversation_panel/EmptyState.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/conversation_panel/MessageBubble.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/conversation_panel/MessageBubble.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/conversation_panel/MessageBubble.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/conversation_panel/MessageBubble.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/conversation_panel/MessageInput.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/conversation_panel/MessageInput.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/conversation_panel/MessageInput.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/conversation_panel/MessageInput.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/conversation_panel/MessageList.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/conversation_panel/MessageList.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/conversation_panel/MessageList.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/conversation_panel/MessageList.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/conversation_panel/VariableInput.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/conversation_panel/VariableInput.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/conversation_panel/VariableInput.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/conversation_panel/VariableInput.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/conversation_panel/VariableWarning.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/conversation_panel/VariableWarning.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/conversation_panel/VariableWarning.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/conversation_panel/VariableWarning.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/conversation_panel/index.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/conversation_panel/index.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/conversation_panel/index.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/conversation_panel/index.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/conversation_panel/types.ts b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/conversation_panel/types.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/conversation_panel/types.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/conversation_panel/types.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/conversation_panel/useConversation.ts b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/conversation_panel/useConversation.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/conversation_panel/useConversation.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/conversation_panel/useConversation.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/index.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/index.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/index.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/index.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/types.ts b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/types.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/types.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/types.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/utils.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/utils.test.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/utils.test.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/utils.test.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/utils.ts b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/utils.ts
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_editor_view/utils.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/utils.ts
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_info.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_info.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_info.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_info.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_table.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_table.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_table.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_table.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_utils.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_utils.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/prompt_utils.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_utils.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/tool_modal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/tool_modal.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/tool_modal.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/tool_modal.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/components/variable_textarea.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/variable_textarea.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/prompts/components/variable_textarea.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/variable_textarea.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/page.tsx
index db0c511d083..7e251844a2c 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import PromptsPanel from "./components";
+import PromptsPanel from "./_components";
 import { DeprecationBanner } from "@/components/DeprecationBanner";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
diff --git a/ui/litellm-dashboard/tsconfig.tsbuildinfo b/ui/litellm-dashboard/tsconfig.tsbuildinfo
index 9524f2fbf6c..5d5604fd2a0 100644
--- a/ui/litellm-dashboard/tsconfig.tsbuildinfo
+++ b/ui/litellm-dashboard/tsconfig.tsbuildinfo
@@ -1 +1 @@
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Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2781,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2875,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2988,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3090,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3429,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3509,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3922,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4001,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4113,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4271,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3498,[{"start":3783,"length":17,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ token: string; accessToken: string; userId: string; userEmail: string; userRole: string; premiumUser: boolean; disabledPersonalKeyCreation: boolean; showSSOBanner: boolean; }' is not assignable to parameter of type '{ isLoading: boolean; isAuthorized: boolean; token: string | null; accessToken: any; userId: any; userEmail: any; userRole: string; premiumUser: any; disabledPersonalKeyCreation: any; showSSOBanner: boolean; }'.","category":1,"code":2345,"next":[{"messageText":"Type '{ token: string; accessToken: string; userId: string; userEmail: string; userRole: string; premiumUser: boolean; disabledPersonalKeyCreation: boolean; showSSOBanner: boolean; }' is missing the following properties from type '{ isLoading: boolean; isAuthorized: boolean; token: string | null; accessToken: any; userId: any; userEmail: any; userRole: string; premiumUser: any; disabledPersonalKeyCreation: any; showSSOBanner: boolean; }': isLoading, isAuthorized","category":1,"code":2739}]}}]],[4032,[{"start":2903,"length":4,"code":2741,"category":1,"messageText":"Property 'user_alias' is missing in type '{ user_id: string; user_email: string; }' but required in type '{ user_id: string; user_email: string; user_alias: string | null; }'.","relatedInformation":[{"file":"./src/components/key_team_helpers/key_list.tsx","start":3095,"length":10,"messageText":"'user_alias' is declared here.","category":3,"code":2728}],"canonicalHead":{"code":2322,"messageText":"Type '{ user_id: string; user_email: string; }' is not assignable to type '{ user_id: string; user_email: string; user_alias: string | null; }'."}}]],[4155,[{"start":74,"length":23,"messageText":"Cannot find module '@base-ui/react/button' or its corresponding type declarations.","category":1,"code":2307}]],[4156,[{"start":63,"length":26,"messageText":"Cannot find module '@base-ui/react/separator' or its corresponding type declarations.","category":1,"code":2307}]],[4158,[{"start":89,"length":23,"messageText":"Cannot find module '@base-ui/react/dialog' or its corresponding type declarations.","category":1,"code":2307}]],[4159,[{"start":99,"length":29,"messageText":"Cannot find module '@base-ui/react/alert-dialog' or its corresponding type declarations.","category":1,"code":2307}]],[4160,[{"start":59,"length":24,"messageText":"Cannot find module '@base-ui/react/tooltip' or its corresponding type declarations.","category":1,"code":2307}]],[4161,[{"start":97,"length":28,"messageText":"Cannot find module '@base-ui/react/scroll-area' or its corresponding type declarations.","category":1,"code":2307}]],[4162,[{"start":7276,"length":1,"messageText":"Parameter 'v' implicitly has an 'any' type.","category":1,"code":7006}]],[4166,[{"start":91,"length":24,"messageText":"Cannot find module '@base-ui/react/popover' or its corresponding type declarations.","category":1,"code":2307}]],[4168,[{"start":67,"length":28,"messageText":"Cannot find module '@base-ui/react/collapsible' or its corresponding type declarations.","category":1,"code":2307}]],[4213,[{"start":57,"length":23,"messageText":"Cannot find module '@base-ui/react/switch' or its corresponding type declarations.","category":1,"code":2307}]],[4214,[{"start":4502,"length":7,"messageText":"Parameter 'checked' implicitly has an 'any' type.","category":1,"code":7006}]],[4215,[{"start":15781,"length":4,"messageText":"Parameter 'open' implicitly has an 'any' type.","category":1,"code":7006}]],[4219,[{"start":11141,"length":1,"messageText":"Parameter 'v' implicitly has an 'any' type.","category":1,"code":7006}]],[4223,[{"start":53,"length":21,"messageText":"Cannot find module '@base-ui/react/tabs' or its corresponding type declarations.","category":1,"code":2307}]],[4224,[{"start":15862,"length":1,"messageText":"Parameter 'v' implicitly has an 'any' type.","category":1,"code":7006}]],[4229,[{"start":9097,"length":9,"messageText":"Cannot find name 'afterEach'.","category":1,"code":2304}]],[4240,[{"start":401,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":442,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":647,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":711,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":957,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1064,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1307,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1383,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1651,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1701,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1948,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1998,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2220,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2297,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2528,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4254,[{"start":1608,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1644,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1732,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1799,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1896,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1961,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2024,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2092,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2193,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2256,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2357,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2475,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4264,[{"start":1907,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1950,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2028,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2097,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2301,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2405,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2514,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2577,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2677,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2739,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2854,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2921,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3036,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3099,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3162,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3223,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3332,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3395,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3467,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3704,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3819,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3960,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4069,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4131,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4307,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4368,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4464,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4556,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4782,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4842,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5078,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4273,[{"start":2211,"length":27,"code":2769,"category":1,"messageText":{"messageText":"No overload matches this call.","category":1,"code":2769,"next":[{"messageText":"Overload 1 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]},{"messageText":"Overload 2 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]}]},"relatedInformation":[]},{"start":2290,"length":26,"code":2769,"category":1,"messageText":{"messageText":"No overload matches this call.","category":1,"code":2769,"next":[{"messageText":"Overload 1 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]},{"messageText":"Overload 2 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]}]},"relatedInformation":[]}]],[4275,[{"start":505,"length":14,"code":2739,"category":1,"messageText":"Type '{ token: string; token_id: string; key_name: string; key_alias: string; spend: number; max_budget: number; expires: string; models: string[]; aliases: {}; config: {}; user_id: string; team_id: string; ... 42 more ...; deleted_by: string; }' is missing the following properties from type 'DeletedKeyResponse': project_id, last_active","canonicalHead":{"code":2322,"messageText":"Type '{ token: string; token_id: string; key_name: string; key_alias: string; spend: number; max_budget: number; expires: string; models: string[]; aliases: {}; config: {}; user_id: string; team_id: string; ... 42 more ...; deleted_by: string; }' is not assignable to type 'DeletedKeyResponse'."}}]],[4276,[{"start":307,"length":14,"code":2739,"category":1,"messageText":"Type '{ token: string; token_id: string; key_name: string; key_alias: string; spend: number; max_budget: number; expires: string; models: string[]; aliases: {}; config: {}; user_id: string; team_id: string; ... 42 more ...; deleted_by: string; }' is missing the following properties from type 'DeletedKeyResponse': project_id, last_active","canonicalHead":{"code":2322,"messageText":"Type '{ token: string; token_id: string; key_name: string; key_alias: string; spend: number; max_budget: number; expires: string; models: string[]; aliases: {}; config: {}; user_id: string; team_id: string; ... 42 more ...; deleted_by: string; }' is not assignable to type 'DeletedKeyResponse'."}}]],[4280,[{"start":162,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":205,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":319,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":384,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":517,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":602,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":751,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4281,[{"start":119,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":155,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":397,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":451,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":699,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":788,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":880,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1165,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1233,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1492,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1560,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1820,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4282,[{"start":211,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":252,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":384,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":454,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":615,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":698,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":788,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":875,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1063,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1159,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1503,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1570,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1738,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4283,[{"start":877,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":917,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1015,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1106,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1371,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1444,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1769,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1848,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2010,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2082,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2521,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4284,[{"start":144,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":177,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":286,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":359,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":488,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":554,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":618,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":732,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":793,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":961,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1031,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1172,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1248,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1396,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1468,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1599,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4291,[{"start":234,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":274,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":328,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":586,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":734,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":801,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":860,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":934,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1176,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1270,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1593,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1754,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1854,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2165,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2265,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2978,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4314,[{"start":208,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":242,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":313,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":387,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":451,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":525,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":605,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":681,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":716,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":864,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":932,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1101,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1167,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1339,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1423,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1528,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1706,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1817,"length":8,"messageText":"Cannot find name 'describe'. 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":952,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1017,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1082,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1148,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1221,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1400,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1460,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1540,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1629,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1706,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1895,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1978,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3146,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3274,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3599,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3648,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3993,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4055,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5600,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5647,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5688,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5754,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5818,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5881,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5938,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6003,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6127,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6281,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6370,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6428,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6494,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6567,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6612,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6667,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6714,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6778,"length":2,"messageText":"Cannot find name 'it'. 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7518,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7596,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8048,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8128,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8605,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8746,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8872,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8950,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8991,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9776,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9846,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9900,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10185,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10228,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11085,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11162,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11433,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3655,[{"start":3234,"length":405,"code":2741,"category":1,"messageText":"Property 'spend' is missing in type '{ team_id: string; team_alias: string; models: never[]; max_budget: null; budget_duration: null; tpm_limit: null; rpm_limit: null; organization_id: string; created_at: string; keys: never[]; members_with_roles: { ...; }[]; }' but required in type 'Team'.","relatedInformation":[{"file":"./src/components/key_team_helpers/key_list.tsx","start":480,"length":5,"messageText":"'spend' is declared here.","category":3,"code":2728}],"canonicalHead":{"code":2322,"messageText":"Type '{ team_id: string; team_alias: string; models: never[]; max_budget: null; budget_duration: null; tpm_limit: null; rpm_limit: null; organization_id: string; created_at: string; keys: never[]; members_with_roles: { ...; }[]; }' is not assignable to type 'Team'."}},{"start":3649,"length":406,"code":2741,"category":1,"messageText":"Property 'spend' is missing in type '{ team_id: string; team_alias: string; models: never[]; max_budget: null; budget_duration: null; tpm_limit: null; rpm_limit: null; organization_id: string; created_at: string; keys: never[]; members_with_roles: { ...; }[]; }' but required in type 'Team'.","relatedInformation":[{"file":"./src/components/key_team_helpers/key_list.tsx","start":480,"length":5,"messageText":"'spend' is declared here.","category":3,"code":2728}],"canonicalHead":{"code":2322,"messageText":"Type '{ team_id: string; team_alias: string; models: never[]; max_budget: null; budget_duration: null; tpm_limit: null; rpm_limit: null; organization_id: string; created_at: string; keys: never[]; members_with_roles: { ...; }[]; }' is not assignable to type 'Team'."}},{"start":4255,"length":405,"code":2741,"category":1,"messageText":"Property 'spend' is missing in type '{ team_id: string; team_alias: string; models: never[]; max_budget: null; budget_duration: null; tpm_limit: null; rpm_limit: null; organization_id: string; created_at: string; keys: never[]; members_with_roles: { ...; }[]; }' but required in type 'Team'.","relatedInformation":[{"file":"./src/components/key_team_helpers/key_list.tsx","start":480,"length":5,"messageText":"'spend' is declared here.","category":3,"code":2728}],"canonicalHead":{"code":2322,"messageText":"Type '{ team_id: string; team_alias: string; models: never[]; max_budget: null; budget_duration: null; tpm_limit: null; rpm_limit: null; organization_id: string; created_at: string; keys: never[]; members_with_roles: { ...; }[]; }' is not assignable to type 'Team'."}},{"start":4670,"length":406,"code":2741,"category":1,"messageText":"Property 'spend' is missing in type '{ team_id: string; team_alias: string; models: never[]; max_budget: null; budget_duration: null; tpm_limit: null; rpm_limit: null; organization_id: string; created_at: string; keys: never[]; members_with_roles: { ...; }[]; }' but required in type 'Team'.","relatedInformation":[{"file":"./src/components/key_team_helpers/key_list.tsx","start":480,"length":5,"messageText":"'spend' is declared here.","category":3,"code":2728}],"canonicalHead":{"code":2322,"messageText":"Type '{ team_id: string; team_alias: string; models: never[]; max_budget: null; budget_duration: null; tpm_limit: null; rpm_limit: null; organization_id: string; created_at: string; keys: never[]; members_with_roles: { ...; }[]; }' is not assignable to type 'Team'."}}]],[3696,[{"start":3081,"length":4,"messageText":"Tuple type '[]' of length '0' has no element at index '0'.","category":1,"code":2493},{"start":3087,"length":4,"messageText":"Tuple type '[]' of length '0' has no element at index '1'.","category":1,"code":2493},{"start":3179,"length":4,"messageText":"'opts' is possibly 'undefined'.","category":1,"code":18048}]],[3917,[{"start":198,"length":8,"messageText":"Cannot find name 'describe'. 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1191,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1266,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1353,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1621,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1713,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2502,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2590,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2781,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2875,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2988,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3090,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3429,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3509,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3922,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4001,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4113,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4271,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4060,[{"start":3783,"length":17,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ token: string; accessToken: string; userId: string; userEmail: string; userRole: string; premiumUser: boolean; disabledPersonalKeyCreation: boolean; showSSOBanner: boolean; }' is not assignable to parameter of type '{ isLoading: boolean; isAuthorized: boolean; token: string | null; accessToken: any; userId: any; userEmail: any; userRole: string; premiumUser: any; disabledPersonalKeyCreation: any; showSSOBanner: boolean; }'.","category":1,"code":2345,"next":[{"messageText":"Type '{ token: string; accessToken: string; userId: string; userEmail: string; userRole: string; premiumUser: boolean; disabledPersonalKeyCreation: boolean; showSSOBanner: boolean; }' is missing the following properties from type '{ isLoading: boolean; isAuthorized: boolean; token: string | null; accessToken: any; userId: any; userEmail: any; userRole: string; premiumUser: any; disabledPersonalKeyCreation: any; showSSOBanner: boolean; }': isLoading, isAuthorized","category":1,"code":2739}]}}]],[4595,[{"start":2903,"length":4,"code":2741,"category":1,"messageText":"Property 'user_alias' is missing in type '{ user_id: string; user_email: string; }' but required in type '{ user_id: string; user_email: string; user_alias: string | null; }'.","relatedInformation":[{"file":"./src/components/key_team_helpers/key_list.tsx","start":3095,"length":10,"messageText":"'user_alias' is declared here.","category":3,"code":2728}],"canonicalHead":{"code":2322,"messageText":"Type '{ user_id: string; user_email: string; }' is not assignable to type '{ user_id: string; user_email: string; user_alias: string | null; }'."}}]],[4789,[{"start":9097,"length":9,"messageText":"Cannot find name 'afterEach'.","category":1,"code":2304}]],[4804,[{"start":401,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":442,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":647,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":711,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":957,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1064,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1307,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1383,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1651,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1701,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1948,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1998,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2220,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2297,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2528,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4819,[{"start":1608,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1644,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1732,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1799,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1896,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1961,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2024,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2092,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2193,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2256,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2357,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2475,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4829,[{"start":1907,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1950,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2028,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2097,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2301,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2405,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2514,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2577,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2677,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2739,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2854,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2921,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3036,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3099,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3162,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3223,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3332,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3395,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3467,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3704,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3819,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3960,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4069,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4131,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4307,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4368,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4464,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4556,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4782,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4842,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5078,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4838,[{"start":2211,"length":27,"code":2769,"category":1,"messageText":{"messageText":"No overload matches this call.","category":1,"code":2769,"next":[{"messageText":"Overload 1 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]},{"messageText":"Overload 2 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]}]},"relatedInformation":[]},{"start":2290,"length":26,"code":2769,"category":1,"messageText":{"messageText":"No overload matches this call.","category":1,"code":2769,"next":[{"messageText":"Overload 1 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]},{"messageText":"Overload 2 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]}]},"relatedInformation":[]}]],[4840,[{"start":505,"length":14,"code":2739,"category":1,"messageText":"Type '{ token: string; token_id: string; key_name: string; key_alias: string; spend: number; max_budget: number; expires: string; models: string[]; aliases: {}; config: {}; user_id: string; team_id: string; ... 42 more ...; deleted_by: string; }' is missing the following properties from type 'DeletedKeyResponse': project_id, last_active","canonicalHead":{"code":2322,"messageText":"Type '{ token: string; token_id: string; key_name: string; key_alias: string; spend: number; max_budget: number; expires: string; models: string[]; aliases: {}; config: {}; user_id: string; team_id: string; ... 42 more ...; deleted_by: string; }' is not assignable to type 'DeletedKeyResponse'."}}]],[4841,[{"start":307,"length":14,"code":2739,"category":1,"messageText":"Type '{ token: string; token_id: string; key_name: string; key_alias: string; spend: number; max_budget: number; expires: string; models: string[]; aliases: {}; config: {}; user_id: string; team_id: string; ... 42 more ...; deleted_by: string; }' is missing the following properties from type 'DeletedKeyResponse': project_id, last_active","canonicalHead":{"code":2322,"messageText":"Type '{ token: string; token_id: string; key_name: string; key_alias: string; spend: number; max_budget: number; expires: string; models: string[]; aliases: {}; config: {}; user_id: string; team_id: string; ... 42 more ...; deleted_by: string; }' is not assignable to type 'DeletedKeyResponse'."}}]],[4845,[{"start":162,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":205,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":319,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":384,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":517,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":602,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":751,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4846,[{"start":119,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":155,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":397,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":451,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":699,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":788,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":880,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1165,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1233,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1492,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1560,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1820,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4847,[{"start":211,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":252,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":384,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":454,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":615,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":698,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":788,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":875,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1063,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1159,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1503,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1570,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1738,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4848,[{"start":877,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":917,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1015,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1106,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1371,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1444,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1769,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1848,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2010,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2082,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2521,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4849,[{"start":144,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":177,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":286,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":359,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":488,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":554,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":618,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":732,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":793,"length":2,"messageText":"Cannot find name 'it'. 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1599,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4856,[{"start":234,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":274,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":328,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? 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\ No newline at end of file

From 3d5d5e1295918945f561e482abdd6e16d34907de Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Thu, 9 Jul 2026 22:19:11 -0700
Subject: [PATCH 215/370] refactor(ui): colocate tag-management and
 vector-stores views, keeping the shared selectors (#32719)

Two of the group-1 colocation splits. Each of these folders lived in the shared
src/components dump but is only partly shared: the page's management view is
segment-owned, while a selector widget is reused by other features. So this
splits them rather than moving wholesale.

tag-management: TagSelector (used by playground) and its types stay in
@/components/tag_management; the management view (index, tag_info, TagTable,
CreateTagModal) moves to tag-management/_components.

vector-stores: VectorStoreSelector (used by organizations and playground) and
its types stay in @/components/vector_store_management; the rest of the
management UI moves to vector-stores/_components.

The moved files' imports of the retained shared files are rewritten to absolute
@/components paths, escaping relative imports are absolutized, and moved test
files have both their `from` imports and `vi.mock` paths rewritten to match.
Grandfathered lint suppressions for moved files are re-keyed. The external
consumers of the selectors are untouched (the selectors did not move). No
behavior change.
---
 ui/litellm-dashboard/eslint-suppressions.json  | 18 +++++++++---------
 .../_components}/TagTable.test.tsx             |  2 +-
 .../tag-management/_components}/TagTable.tsx   |  2 +-
 .../components/CreateTagModal.test.tsx         |  0
 .../_components}/components/CreateTagModal.tsx |  4 ++--
 .../tag-management/_components}/index.tsx      |  8 ++++----
 .../tag-management/_components}/tag_info.tsx   | 14 +++++++-------
 .../app/(dashboard)/tag-management/page.tsx    |  2 +-
 .../_components}/CreateVectorStore.test.tsx    |  8 ++++----
 .../_components}/CreateVectorStore.tsx         |  8 ++++----
 .../_components}/DocumentsTable.test.tsx       |  2 +-
 .../_components}/DocumentsTable.tsx            |  2 +-
 .../_components}/S3VectorsConfig.test.tsx      |  0
 .../_components}/S3VectorsConfig.tsx           |  0
 .../_components}/TestVectorStoreTab.test.tsx   |  2 +-
 .../_components}/TestVectorStoreTab.tsx        |  2 +-
 .../_components}/VectorStoreForm.test.tsx      |  4 ++--
 .../_components}/VectorStoreForm.tsx           |  6 +++---
 .../_components}/VectorStoreTable.test.tsx     |  6 +++---
 .../_components}/VectorStoreTable.tsx          |  6 +++---
 .../_components}/VectorStoreTester.tsx         |  4 ++--
 .../vector-stores/_components}/index.tsx       | 13 +++++++++----
 .../_components}/vector_store_info.tsx         | 13 +++++++++----
 .../src/app/(dashboard)/vector-stores/page.tsx |  2 +-
 .../tests/CreateKeyPage.expiredToken.test.tsx  |  4 ++--
 25 files changed, 71 insertions(+), 61 deletions(-)
 rename ui/litellm-dashboard/src/{components/tag_management => app/(dashboard)/tag-management/_components}/TagTable.test.tsx (98%)
 rename ui/litellm-dashboard/src/{components/tag_management => app/(dashboard)/tag-management/_components}/TagTable.tsx (99%)
 rename ui/litellm-dashboard/src/{components/tag_management => app/(dashboard)/tag-management/_components}/components/CreateTagModal.test.tsx (100%)
 rename ui/litellm-dashboard/src/{components/tag_management => app/(dashboard)/tag-management/_components}/components/CreateTagModal.tsx (96%)
 rename ui/litellm-dashboard/src/{components/tag_management => app/(dashboard)/tag-management/_components}/index.tsx (96%)
 rename ui/litellm-dashboard/src/{components/tag_management => app/(dashboard)/tag-management/_components}/tag_info.tsx (95%)
 rename ui/litellm-dashboard/src/{components/vector_store_management => app/(dashboard)/vector-stores/_components}/CreateVectorStore.test.tsx (97%)
 rename ui/litellm-dashboard/src/{components/vector_store_management => app/(dashboard)/vector-stores/_components}/CreateVectorStore.tsx (98%)
 rename ui/litellm-dashboard/src/{components/vector_store_management => app/(dashboard)/vector-stores/_components}/DocumentsTable.test.tsx (97%)
 rename ui/litellm-dashboard/src/{components/vector_store_management => app/(dashboard)/vector-stores/_components}/DocumentsTable.tsx (97%)
 rename ui/litellm-dashboard/src/{components/vector_store_management => app/(dashboard)/vector-stores/_components}/S3VectorsConfig.test.tsx (100%)
 rename ui/litellm-dashboard/src/{components/vector_store_management => app/(dashboard)/vector-stores/_components}/S3VectorsConfig.tsx (100%)
 rename ui/litellm-dashboard/src/{components/vector_store_management => app/(dashboard)/vector-stores/_components}/TestVectorStoreTab.test.tsx (97%)
 rename ui/litellm-dashboard/src/{components/vector_store_management => app/(dashboard)/vector-stores/_components}/TestVectorStoreTab.tsx (96%)
 rename ui/litellm-dashboard/src/{components/vector_store_management => app/(dashboard)/vector-stores/_components}/VectorStoreForm.test.tsx (88%)
 rename ui/litellm-dashboard/src/{components/vector_store_management => app/(dashboard)/vector-stores/_components}/VectorStoreForm.tsx (98%)
 rename ui/litellm-dashboard/src/{components/vector_store_management => app/(dashboard)/vector-stores/_components}/VectorStoreTable.test.tsx (98%)
 rename ui/litellm-dashboard/src/{components/vector_store_management => app/(dashboard)/vector-stores/_components}/VectorStoreTable.tsx (96%)
 rename ui/litellm-dashboard/src/{components/vector_store_management => app/(dashboard)/vector-stores/_components}/VectorStoreTester.tsx (98%)
 rename ui/litellm-dashboard/src/{components/vector_store_management => app/(dashboard)/vector-stores/_components}/index.tsx (94%)
 rename ui/litellm-dashboard/src/{components/vector_store_management => app/(dashboard)/vector-stores/_components}/vector_store_info.tsx (97%)

diff --git a/ui/litellm-dashboard/eslint-suppressions.json b/ui/litellm-dashboard/eslint-suppressions.json
index 33b09ce12e5..1c15d51d6b6 100644
--- a/ui/litellm-dashboard/eslint-suppressions.json
+++ b/ui/litellm-dashboard/eslint-suppressions.json
@@ -2272,17 +2272,17 @@
       "count": 1
     }
   },
-  "src/components/tag_management/TagTable.tsx": {
+  "src/app/(dashboard)/tag-management/_components/TagTable.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/components/tag_management/components/CreateTagModal.tsx": {
+  "src/app/(dashboard)/tag-management/_components/components/CreateTagModal.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/components/tag_management/index.tsx": {
+  "src/app/(dashboard)/tag-management/_components/index.tsx": {
     "no-restricted-imports": {
       "count": 1
     },
@@ -2290,7 +2290,7 @@
       "count": 1
     }
   },
-  "src/components/tag_management/tag_info.tsx": {
+  "src/app/(dashboard)/tag-management/_components/tag_info.tsx": {
     "no-restricted-imports": {
       "count": 1
     },
@@ -2388,12 +2388,12 @@
       "count": 2
     }
   },
-  "src/components/vector_store_management/CreateVectorStore.tsx": {
+  "src/app/(dashboard)/vector-stores/_components/CreateVectorStore.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/components/vector_store_management/VectorStoreForm.tsx": {
+  "src/app/(dashboard)/vector-stores/_components/VectorStoreForm.tsx": {
     "no-nested-ternary": {
       "count": 2
     },
@@ -2404,12 +2404,12 @@
       "count": 1
     }
   },
-  "src/components/vector_store_management/VectorStoreTable.tsx": {
+  "src/app/(dashboard)/vector-stores/_components/VectorStoreTable.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/components/vector_store_management/index.tsx": {
+  "src/app/(dashboard)/vector-stores/_components/index.tsx": {
     "no-restricted-imports": {
       "count": 1
     },
@@ -2417,7 +2417,7 @@
       "count": 1
     }
   },
-  "src/components/vector_store_management/vector_store_info.tsx": {
+  "src/app/(dashboard)/vector-stores/_components/vector_store_info.tsx": {
     "no-restricted-imports": {
       "count": 1
     },
diff --git a/ui/litellm-dashboard/src/components/tag_management/TagTable.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/TagTable.test.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/tag_management/TagTable.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/TagTable.test.tsx
index 057f30ccee5..e9a35d961f9 100644
--- a/ui/litellm-dashboard/src/components/tag_management/TagTable.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/TagTable.test.tsx
@@ -2,7 +2,7 @@ import { fireEvent, render, screen } from "@testing-library/react";
 import { beforeEach, describe, expect, it, vi } from "vitest";
 import { formatCellDate } from "@/components/shared/table_cells";
 import TagTable from "./TagTable";
-import { Tag } from "./types";
+import { Tag } from "@/components/tag_management/types";
 
 describe("TagTable", () => {
   const mockOnEdit = vi.fn();
diff --git a/ui/litellm-dashboard/src/components/tag_management/TagTable.tsx b/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/TagTable.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/components/tag_management/TagTable.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/TagTable.tsx
index e34653cc702..21bf4657a47 100644
--- a/ui/litellm-dashboard/src/components/tag_management/TagTable.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/TagTable.tsx
@@ -11,7 +11,7 @@ import { Badge, Icon, Table, TableBody, TableCell, TableHead, TableHeaderCell, T
 import { Tooltip } from "antd";
 import React from "react";
 import { DateCell, IdCell } from "@/components/shared/table_cells";
-import { Tag } from "./types";
+import { Tag } from "@/components/tag_management/types";
 
 interface TagTableProps {
   data: Tag[];
diff --git a/ui/litellm-dashboard/src/components/tag_management/components/CreateTagModal.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/components/CreateTagModal.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/tag_management/components/CreateTagModal.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/components/CreateTagModal.test.tsx
diff --git a/ui/litellm-dashboard/src/components/tag_management/components/CreateTagModal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/components/CreateTagModal.tsx
similarity index 96%
rename from ui/litellm-dashboard/src/components/tag_management/components/CreateTagModal.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/components/CreateTagModal.tsx
index 4b1f7d34853..6fd50cbe823 100644
--- a/ui/litellm-dashboard/src/components/tag_management/components/CreateTagModal.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/components/CreateTagModal.tsx
@@ -2,8 +2,8 @@ import { InfoCircleOutlined } from "@ant-design/icons";
 import { Accordion, AccordionBody, AccordionHeader, Button, TextInput, Title } from "@tremor/react";
 import { Form, Input, Modal, Select as Select2, Tooltip } from "antd";
 import React from "react";
-import BudgetDurationDropdown from "../../common_components/budget_duration_dropdown";
-import NumericalInput from "../../shared/numerical_input";
+import BudgetDurationDropdown from "@/components/common_components/budget_duration_dropdown";
+import NumericalInput from "@/components/shared/numerical_input";
 
 interface ModelInfo {
   model_name: string;
diff --git a/ui/litellm-dashboard/src/components/tag_management/index.tsx b/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/index.tsx
similarity index 96%
rename from ui/litellm-dashboard/src/components/tag_management/index.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/index.tsx
index 1026f5842f9..043d229e3c1 100644
--- a/ui/litellm-dashboard/src/components/tag_management/index.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/index.tsx
@@ -2,11 +2,11 @@ import React, { useState, useEffect } from "react";
 import { Icon, Button, Col, Text, Grid } from "@tremor/react";
 import { RefreshIcon } from "@heroicons/react/outline";
 import TagInfoView from "./tag_info";
-import { modelInfoCall } from "../networking";
-import { tagCreateCall, tagListCall, tagDeleteCall } from "../networking";
-import { Tag } from "./types";
+import { modelInfoCall } from "@/components/networking";
+import { tagCreateCall, tagListCall, tagDeleteCall } from "@/components/networking";
+import { Tag } from "@/components/tag_management/types";
 import TagTable from "./TagTable";
-import NotificationsManager from "../molecules/notifications_manager";
+import NotificationsManager from "@/components/molecules/notifications_manager";
 import CreateTagModal from "./components/CreateTagModal";
 
 interface ModelInfo {
diff --git a/ui/litellm-dashboard/src/components/tag_management/tag_info.tsx b/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/tag_info.tsx
similarity index 95%
rename from ui/litellm-dashboard/src/components/tag_management/tag_info.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/tag_info.tsx
index 63725d5884f..19e08429730 100644
--- a/ui/litellm-dashboard/src/components/tag_management/tag_info.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/tag_info.tsx
@@ -12,13 +12,13 @@ import {
 } from "@tremor/react";
 import { Form, Input, Select as Select2, Tooltip } from "antd";
 import { InfoCircleOutlined } from "@ant-design/icons";
-import { fetchUserModels } from "../organisms/create_key_button";
-import { getModelDisplayName } from "../key_team_helpers/fetch_available_models_team_key";
-import { tagInfoCall, tagUpdateCall } from "../networking";
-import { Tag } from "./types";
-import NotificationsManager from "../molecules/notifications_manager";
-import NumericalInput from "../shared/numerical_input";
-import BudgetDurationDropdown from "../common_components/budget_duration_dropdown";
+import { fetchUserModels } from "@/components/organisms/create_key_button";
+import { getModelDisplayName } from "@/components/key_team_helpers/fetch_available_models_team_key";
+import { tagInfoCall, tagUpdateCall } from "@/components/networking";
+import { Tag } from "@/components/tag_management/types";
+import NotificationsManager from "@/components/molecules/notifications_manager";
+import NumericalInput from "@/components/shared/numerical_input";
+import BudgetDurationDropdown from "@/components/common_components/budget_duration_dropdown";
 import { copyToClipboard as utilCopyToClipboard } from "@/utils/dataUtils";
 import { CheckIcon, CopyIcon } from "lucide-react";
 import { Button as AntdButton } from "antd";
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/tag-management/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/tag-management/page.tsx
index 8a6ffd67388..5a1df715e76 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/tag-management/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/tag-management/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import TagManagement from "@/components/tag_management";
+import TagManagement from "./_components";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 export default function TagManagementPage() {
diff --git a/ui/litellm-dashboard/src/components/vector_store_management/CreateVectorStore.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/CreateVectorStore.test.tsx
similarity index 97%
rename from ui/litellm-dashboard/src/components/vector_store_management/CreateVectorStore.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/CreateVectorStore.test.tsx
index 4069a7ec8ec..6c7a647e2d3 100644
--- a/ui/litellm-dashboard/src/components/vector_store_management/CreateVectorStore.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/CreateVectorStore.test.tsx
@@ -1,15 +1,15 @@
 import { render, screen, fireEvent, waitFor, act } from "@testing-library/react";
 import { describe, it, expect, vi, beforeEach } from "vitest";
 import CreateVectorStore from "./CreateVectorStore";
-import * as networking from "../networking";
+import * as networking from "@/components/networking";
 
 // Mock the networking module
-vi.mock("../networking", () => ({
+vi.mock("@/components/networking", () => ({
   ragIngestCall: vi.fn(),
 }));
 
 // Mock NotificationsManager
-vi.mock("../molecules/notifications_manager", () => ({
+vi.mock("@/components/molecules/notifications_manager", () => ({
   default: {
     success: vi.fn(),
     fromBackend: vi.fn(),
@@ -17,7 +17,7 @@ vi.mock("../molecules/notifications_manager", () => ({
 }));
 
 // Mock vector_store_providers
-vi.mock("../vector_store_providers", () => ({
+vi.mock("@/components/vector_store_providers", () => ({
   VectorStoreProviders: {
     BEDROCK: "Amazon Bedrock",
     OPENAI: "OpenAI",
diff --git a/ui/litellm-dashboard/src/components/vector_store_management/CreateVectorStore.tsx b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/CreateVectorStore.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/vector_store_management/CreateVectorStore.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/CreateVectorStore.tsx
index da88cda4e4d..b5f4b56986d 100644
--- a/ui/litellm-dashboard/src/components/vector_store_management/CreateVectorStore.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/CreateVectorStore.tsx
@@ -4,8 +4,8 @@ import { Upload, Button, Select, Form, Alert, Tooltip, Input } from "antd";
 import MessageManager from "@/components/molecules/message_manager";
 import { InboxOutlined, InfoCircleOutlined } from "@ant-design/icons";
 import type { UploadProps } from "antd";
-import { ragIngestCall } from "../networking";
-import { DocumentUpload, RAGIngestResponse } from "./types";
+import { ragIngestCall } from "@/components/networking";
+import { DocumentUpload, RAGIngestResponse } from "@/components/vector_store_management/types";
 import DocumentsTable from "./DocumentsTable";
 import {
   VectorStoreProviders,
@@ -13,9 +13,9 @@ import {
   vectorStoreProviderMap,
   getProviderSpecificFields,
   VectorStoreFieldConfig,
-} from "../vector_store_providers";
+} from "@/components/vector_store_providers";
 import { resolveLogoSrc } from "@/lib/assetPaths";
-import NotificationsManager from "../molecules/notifications_manager";
+import NotificationsManager from "@/components/molecules/notifications_manager";
 import S3VectorsConfig from "./S3VectorsConfig";
 
 const { Dragger } = Upload;
diff --git a/ui/litellm-dashboard/src/components/vector_store_management/DocumentsTable.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/DocumentsTable.test.tsx
similarity index 97%
rename from ui/litellm-dashboard/src/components/vector_store_management/DocumentsTable.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/DocumentsTable.test.tsx
index 507ad0537d6..c2425c8d651 100644
--- a/ui/litellm-dashboard/src/components/vector_store_management/DocumentsTable.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/DocumentsTable.test.tsx
@@ -1,7 +1,7 @@
 import { render, screen, fireEvent, act } from "@testing-library/react";
 import { describe, it, expect, vi } from "vitest";
 import DocumentsTable from "./DocumentsTable";
-import { DocumentUpload } from "./types";
+import { DocumentUpload } from "@/components/vector_store_management/types";
 
 // Mock antd message
 vi.mock("antd", async () => {
diff --git a/ui/litellm-dashboard/src/components/vector_store_management/DocumentsTable.tsx b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/DocumentsTable.tsx
similarity index 97%
rename from ui/litellm-dashboard/src/components/vector_store_management/DocumentsTable.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/DocumentsTable.tsx
index eaa864ab3dc..d4c45a6b751 100644
--- a/ui/litellm-dashboard/src/components/vector_store_management/DocumentsTable.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/DocumentsTable.tsx
@@ -3,7 +3,7 @@ import { Table, Tooltip } from "antd";
 import MessageManager from "@/components/molecules/message_manager";
 import { EyeOutlined, CopyOutlined, DeleteOutlined } from "@ant-design/icons";
 import { StatusBadge, type StatusTone } from "@/components/shared/table_cells";
-import { DocumentUpload } from "./types";
+import { DocumentUpload } from "@/components/vector_store_management/types";
 
 interface DocumentsTableProps {
   documents: DocumentUpload[];
diff --git a/ui/litellm-dashboard/src/components/vector_store_management/S3VectorsConfig.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/S3VectorsConfig.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/vector_store_management/S3VectorsConfig.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/S3VectorsConfig.test.tsx
diff --git a/ui/litellm-dashboard/src/components/vector_store_management/S3VectorsConfig.tsx b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/S3VectorsConfig.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/vector_store_management/S3VectorsConfig.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/S3VectorsConfig.tsx
diff --git a/ui/litellm-dashboard/src/components/vector_store_management/TestVectorStoreTab.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/TestVectorStoreTab.test.tsx
similarity index 97%
rename from ui/litellm-dashboard/src/components/vector_store_management/TestVectorStoreTab.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/TestVectorStoreTab.test.tsx
index ad6ef02e87b..c1322dced60 100644
--- a/ui/litellm-dashboard/src/components/vector_store_management/TestVectorStoreTab.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/TestVectorStoreTab.test.tsx
@@ -1,7 +1,7 @@
 import { render, screen, fireEvent } from "@testing-library/react";
 import { describe, it, expect, vi } from "vitest";
 import TestVectorStoreTab from "./TestVectorStoreTab";
-import { VectorStore } from "./types";
+import { VectorStore } from "@/components/vector_store_management/types";
 
 // Mock VectorStoreTester component
 vi.mock("./VectorStoreTester", () => ({
diff --git a/ui/litellm-dashboard/src/components/vector_store_management/TestVectorStoreTab.tsx b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/TestVectorStoreTab.tsx
similarity index 96%
rename from ui/litellm-dashboard/src/components/vector_store_management/TestVectorStoreTab.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/TestVectorStoreTab.tsx
index e96f149196e..3156da0b413 100644
--- a/ui/litellm-dashboard/src/components/vector_store_management/TestVectorStoreTab.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/TestVectorStoreTab.tsx
@@ -1,7 +1,7 @@
 import React, { useState } from "react";
 import { Card, Select, Typography } from "antd";
 import { VectorStoreTester } from "./VectorStoreTester";
-import { VectorStore } from "./types";
+import { VectorStore } from "@/components/vector_store_management/types";
 
 const { Text, Title } = Typography;
 
diff --git a/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreForm.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreForm.test.tsx
similarity index 88%
rename from ui/litellm-dashboard/src/components/vector_store_management/VectorStoreForm.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreForm.test.tsx
index 97d18e33640..e371cbfba42 100644
--- a/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreForm.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreForm.test.tsx
@@ -1,9 +1,9 @@
 import { render, screen } from "@testing-library/react";
 import { describe, expect, it, vi } from "vitest";
-import { CredentialItem } from "../networking";
+import { CredentialItem } from "@/components/networking";
 import VectorStoreForm from "./VectorStoreForm";
 
-vi.mock("../networking");
+vi.mock("@/components/networking");
 
 describe("VectorStoreForm", () => {
   it("should render the form when visible", () => {
diff --git a/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreForm.tsx b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreForm.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/vector_store_management/VectorStoreForm.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreForm.tsx
index 224b7e083a5..82417286738 100644
--- a/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreForm.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreForm.tsx
@@ -2,17 +2,17 @@ import React, { useState, useEffect } from "react";
 import { TextInput, Button as TremorButton } from "@tremor/react";
 import { Modal, Form, Select, Tooltip, Input, Alert } from "antd";
 import { InfoCircleOutlined } from "@ant-design/icons";
-import { CredentialItem, vectorStoreCreateCall } from "../networking";
+import { CredentialItem, vectorStoreCreateCall } from "@/components/networking";
 import {
   VectorStoreProviders,
   vectorStoreProviderLogoMap,
   vectorStoreProviderMap,
   getProviderSpecificFields,
   VectorStoreFieldConfig,
-} from "../vector_store_providers";
+} from "@/components/vector_store_providers";
 import { resolveLogoSrc } from "@/lib/assetPaths";
 import { fetchAvailableModels, ModelGroup } from "@/components/llm_calls/fetch_models";
-import NotificationsManager from "../molecules/notifications_manager";
+import NotificationsManager from "@/components/molecules/notifications_manager";
 
 interface VectorStoreFormProps {
   isVisible: boolean;
diff --git a/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTable.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreTable.test.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTable.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreTable.test.tsx
index 54b05bc73b5..45ca40152fa 100644
--- a/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTable.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreTable.test.tsx
@@ -2,17 +2,17 @@ import { render, screen } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
 import { beforeEach, describe, expect, it, vi } from "vitest";
 import VectorStoreTable from "./VectorStoreTable";
-import { VectorStore } from "./types";
+import { VectorStore } from "@/components/vector_store_management/types";
 
 // Mock dependencies
 const mockGetProviderLogoAndName = vi.fn();
 const mockTableIconActionButton = vi.fn();
 
-vi.mock("../provider_info_helpers", () => ({
+vi.mock("@/components/provider_info_helpers", () => ({
   getProviderLogoAndName: (...args: any[]) => mockGetProviderLogoAndName(...args),
 }));
 
-vi.mock("../common_components/IconActionButton/TableIconActionButtons/TableIconActionButton", () => ({
+vi.mock("@/components/common_components/IconActionButton/TableIconActionButtons/TableIconActionButton", () => ({
   default: (props: any) => {
     mockTableIconActionButton(props);
     return (
diff --git a/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTable.tsx b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreTable.tsx
similarity index 96%
rename from ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTable.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreTable.tsx
index c2e47cebe69..074af873601 100644
--- a/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTable.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreTable.tsx
@@ -11,9 +11,9 @@ import { Table, TableBody, TableCell, TableHead, TableHeaderCell, TableRow } fro
 import { Tooltip } from "antd";
 import React from "react";
 import { DateCell, IdCell } from "@/components/shared/table_cells";
-import TableIconActionButton from "../common_components/IconActionButton/TableIconActionButtons/TableIconActionButton";
-import { getProviderLogoAndName } from "../provider_info_helpers";
-import { VectorStore } from "./types";
+import TableIconActionButton from "@/components/common_components/IconActionButton/TableIconActionButtons/TableIconActionButton";
+import { getProviderLogoAndName } from "@/components/provider_info_helpers";
+import { VectorStore } from "@/components/vector_store_management/types";
 
 interface VectorStoreTableProps {
   data: VectorStore[];
diff --git a/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTester.tsx b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreTester.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTester.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreTester.tsx
index a90f49ea5b3..fa4587b526c 100644
--- a/ui/litellm-dashboard/src/components/vector_store_management/VectorStoreTester.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreTester.tsx
@@ -2,8 +2,8 @@ import React, { useState } from "react";
 import { Button, Input, Card, Typography, Spin, Divider } from "antd";
 import MessageManager from "@/components/molecules/message_manager";
 import { SendOutlined, DatabaseOutlined, LoadingOutlined, DownOutlined, RightOutlined } from "@ant-design/icons";
-import { vectorStoreSearchCall } from "../networking";
-import NotificationsManager from "../molecules/notifications_manager";
+import { vectorStoreSearchCall } from "@/components/networking";
+import NotificationsManager from "@/components/molecules/notifications_manager";
 
 const { TextArea } = Input;
 const { Text, Title } = Typography;
diff --git a/ui/litellm-dashboard/src/components/vector_store_management/index.tsx b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/index.tsx
similarity index 94%
rename from ui/litellm-dashboard/src/components/vector_store_management/index.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/index.tsx
index 354a79e4a2a..fd02effc972 100644
--- a/ui/litellm-dashboard/src/components/vector_store_management/index.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/index.tsx
@@ -12,16 +12,21 @@ import {
   TabPanel,
 } from "@tremor/react";
 import { RefreshIcon } from "@heroicons/react/outline";
-import { vectorStoreListCall, vectorStoreDeleteCall, credentialListCall, CredentialItem } from "../networking";
-import { VectorStore } from "./types";
+import {
+  vectorStoreListCall,
+  vectorStoreDeleteCall,
+  credentialListCall,
+  CredentialItem,
+} from "@/components/networking";
+import { VectorStore } from "@/components/vector_store_management/types";
 import VectorStoreTable from "./VectorStoreTable";
 import VectorStoreForm from "./VectorStoreForm";
-import DeleteResourceModal from "../common_components/DeleteResourceModal";
+import DeleteResourceModal from "@/components/common_components/DeleteResourceModal";
 import VectorStoreInfoView from "./vector_store_info";
 import CreateVectorStore from "./CreateVectorStore";
 import TestVectorStoreTab from "./TestVectorStoreTab";
 import { isAdminRole } from "@/utils/roles";
-import NotificationsManager from "../molecules/notifications_manager";
+import NotificationsManager from "@/components/molecules/notifications_manager";
 
 interface VectorStoreProps {
   accessToken: string | null;
diff --git a/ui/litellm-dashboard/src/components/vector_store_management/vector_store_info.tsx b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/vector_store_info.tsx
similarity index 97%
rename from ui/litellm-dashboard/src/components/vector_store_management/vector_store_info.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/vector_store_info.tsx
index 1929224d01d..7c27b347eb1 100644
--- a/ui/litellm-dashboard/src/components/vector_store_management/vector_store_info.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/vector_store_info.tsx
@@ -3,12 +3,17 @@ import { Card, Text, Title, Button, Badge, TabGroup, TabList, Tab, TabPanels, Ta
 import { Form, Input, Select as Select2, Tooltip, Button as AntButton } from "antd";
 import { InfoCircleOutlined } from "@ant-design/icons";
 import { ArrowLeftIcon } from "@heroicons/react/outline";
-import { vectorStoreInfoCall, vectorStoreUpdateCall, credentialListCall, CredentialItem } from "../networking";
-import { VectorStore } from "./types";
-import { Providers, providerLogoMap, provider_map } from "../provider_info_helpers";
+import {
+  vectorStoreInfoCall,
+  vectorStoreUpdateCall,
+  credentialListCall,
+  CredentialItem,
+} from "@/components/networking";
+import { VectorStore } from "@/components/vector_store_management/types";
+import { Providers, providerLogoMap, provider_map } from "@/components/provider_info_helpers";
 import { resolveLogoSrc } from "@/lib/assetPaths";
 import VectorStoreTester from "./VectorStoreTester";
-import NotificationsManager from "../molecules/notifications_manager";
+import NotificationsManager from "@/components/molecules/notifications_manager";
 
 interface VectorStoreInfoViewProps {
   vectorStoreId: string;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/page.tsx
index ba280c1c313..34759152d11 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import VectorStoreManagement from "@/components/vector_store_management";
+import VectorStoreManagement from "./_components";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 export default function VectorStores() {
diff --git a/ui/litellm-dashboard/tests/CreateKeyPage.expiredToken.test.tsx b/ui/litellm-dashboard/tests/CreateKeyPage.expiredToken.test.tsx
index 07ed1cb5c2e..5add4a2ed48 100644
--- a/ui/litellm-dashboard/tests/CreateKeyPage.expiredToken.test.tsx
+++ b/ui/litellm-dashboard/tests/CreateKeyPage.expiredToken.test.tsx
@@ -131,8 +131,8 @@ vi.mock("@/components/guardrails", () => ({ default: stub("guardrails") }));
 vi.mock("@/components/prompts", () => ({ default: stub("prompts") }));
 vi.mock("@/components/transform_request", () => ({ default: stub("transform-request") }));
 vi.mock("@/components/mcp_tools", () => ({ MCPServers: stub("mcp-servers") }));
-vi.mock("@/components/tag_management", () => ({ default: stub("tag-management") }));
-vi.mock("@/components/vector_store_management", () => ({ default: stub("vector-stores") }));
+vi.mock("@/app/(dashboard)/tag-management/_components", () => ({ default: stub("tag-management") }));
+vi.mock("@/app/(dashboard)/vector-stores/_components", () => ({ default: stub("vector-stores") }));
 vi.mock("@/components/ui_theme_settings", () => ({ default: stub("ui-theme-settings") }));
 vi.mock("@/components/organisms/create_key_button", () => ({ fetchUserModels: vi.fn() }));
 vi.mock("@/components/common_components/fetch_teams", () => ({ fetchTeams: vi.fn() }));

From 2a12707372e0023fad959f04eaf733589e0a0291 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Thu, 9 Jul 2026 22:44:32 -0700
Subject: [PATCH 216/370] refactor(ui): colocate the policies view, keeping
 PolicySelector shared (#32720)

* refactor(ui): colocate the policies view, keeping PolicySelector shared

Group-1 colocation split. The policies folder lived in the shared src/components
dump but is only partly shared: PolicySelector (used by the Playground,
ComplianceUI, and key edit view) and its types stay in @/components/policies,
while the policy-management view (27 files: index, tables, forms, modals,
pipeline builder, and their tests) moves to policies/_components.

Moved files' imports of the retained shared files become @/components/policies
paths; other escaping relative imports are absolutized against the @/ alias
(including @/data/... and the repo test-utils via @/../tests/...), and moved
test files have both their `from` imports and `vi.mock` paths rewritten so the
mocks keep matching the source. Grandfathered lint suppressions for moved files
are re-keyed. PolicySelector did not move, so its external consumers are
untouched. No behavior change.

* fix(ui): keep PolicySelector.tsx eslint suppression at its original path

PolicySelector.tsx stays in src/components/policies (only the management view
moved to _components), but the suppression re-key wrongly moved its
no-nested-ternary entry to the phantom _components path, orphaning the real
file's suppression. Revert that one key. (Greptile P1 on #32720.)
---
 ui/litellm-dashboard/eslint-suppressions.json | 32 +++++++++----------
 .../_components}/add_attachment_form.test.tsx | 10 +++---
 .../_components}/add_attachment_form.tsx      |  6 ++--
 .../policies/_components}/add_policy_form.tsx |  8 ++---
 .../_components}/ai_suggestion_modal.tsx      |  7 +++-
 .../_components}/attachment_table.test.tsx    |  4 +--
 .../_components}/attachment_table.tsx         |  2 +-
 .../build_attachment_data.test.ts             |  0
 .../_components}/build_attachment_data.ts     |  2 +-
 .../guardrail_selection_modal.test.tsx        |  2 +-
 .../guardrail_selection_modal.tsx             |  0
 .../_components}/impact_popover.test.tsx      |  8 ++---
 .../policies/_components}/impact_popover.tsx  |  4 +--
 .../impact_preview_alert.test.tsx             |  2 +-
 .../_components}/impact_preview_alert.tsx     |  0
 .../policies/_components}/index.test.tsx      |  4 +--
 .../policies/_components}/index.tsx           |  8 ++---
 .../_components}/pipeline_flow_builder.tsx    | 17 ++++++----
 .../_components}/policy_info.test.tsx         |  8 ++---
 .../policies/_components}/policy_info.tsx     |  4 +--
 .../_components}/policy_table.test.tsx        |  4 +--
 .../policies/_components}/policy_table.tsx    |  2 +-
 .../_components}/policy_templates.test.tsx    |  6 ++--
 .../_components}/policy_templates.tsx         |  2 +-
 .../_components}/policy_test_panel.tsx        |  2 +-
 .../_components}/scope_validation.test.ts     |  0
 .../policies/_components}/scope_validation.ts |  0
 .../_components}/template_parameter_modal.tsx |  2 +-
 .../src/app/(dashboard)/policies/page.tsx     |  2 +-
 29 files changed, 79 insertions(+), 69 deletions(-)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/add_attachment_form.test.tsx (96%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/add_attachment_form.tsx (98%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/add_policy_form.tsx (98%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/ai_suggestion_modal.tsx (99%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/attachment_table.test.tsx (98%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/attachment_table.tsx (99%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/build_attachment_data.test.ts (100%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/build_attachment_data.ts (92%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/guardrail_selection_modal.test.tsx (98%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/guardrail_selection_modal.tsx (100%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/impact_popover.test.tsx (97%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/impact_popover.tsx (95%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/impact_preview_alert.test.tsx (97%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/impact_preview_alert.tsx (100%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/index.test.tsx (98%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/index.tsx (99%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/pipeline_flow_builder.tsx (99%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/policy_info.test.tsx (96%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/policy_info.tsx (98%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/policy_table.test.tsx (98%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/policy_table.tsx (99%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/policy_templates.test.tsx (97%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/policy_templates.tsx (99%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/policy_test_panel.tsx (99%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/scope_validation.test.ts (100%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/scope_validation.ts (100%)
 rename ui/litellm-dashboard/src/{components/policies => app/(dashboard)/policies/_components}/template_parameter_modal.tsx (99%)

diff --git a/ui/litellm-dashboard/eslint-suppressions.json b/ui/litellm-dashboard/eslint-suppressions.json
index 1c15d51d6b6..200e1175c7f 100644
--- a/ui/litellm-dashboard/eslint-suppressions.json
+++ b/ui/litellm-dashboard/eslint-suppressions.json
@@ -2080,7 +2080,7 @@
       "count": 1
     }
   },
-  "src/components/policies/add_attachment_form.tsx": {
+  "src/app/(dashboard)/policies/_components/add_attachment_form.tsx": {
     "no-restricted-imports": {
       "count": 1
     },
@@ -2088,7 +2088,7 @@
       "count": 1
     }
   },
-  "src/components/policies/add_policy_form.tsx": {
+  "src/app/(dashboard)/policies/_components/add_policy_form.tsx": {
     "no-restricted-imports": {
       "count": 1
     },
@@ -2099,7 +2099,7 @@
       "count": 1
     }
   },
-  "src/components/policies/ai_suggestion_modal.tsx": {
+  "src/app/(dashboard)/policies/_components/ai_suggestion_modal.tsx": {
     "no-nested-ternary": {
       "count": 10
     },
@@ -2110,12 +2110,12 @@
       "count": 1
     }
   },
-  "src/components/policies/attachment_table.test.tsx": {
+  "src/app/(dashboard)/policies/_components/attachment_table.test.tsx": {
     "react/display-name": {
       "count": 1
     }
   },
-  "src/components/policies/attachment_table.tsx": {
+  "src/app/(dashboard)/policies/_components/attachment_table.tsx": {
     "no-nested-ternary": {
       "count": 1
     },
@@ -2123,7 +2123,7 @@
       "count": 1
     }
   },
-  "src/components/policies/guardrail_selection_modal.tsx": {
+  "src/app/(dashboard)/policies/_components/guardrail_selection_modal.tsx": {
     "no-nested-ternary": {
       "count": 1
     },
@@ -2131,12 +2131,12 @@
       "count": 1
     }
   },
-  "src/components/policies/impact_popover.test.tsx": {
+  "src/app/(dashboard)/policies/_components/impact_popover.test.tsx": {
     "react/display-name": {
       "count": 1
     }
   },
-  "src/components/policies/impact_popover.tsx": {
+  "src/app/(dashboard)/policies/_components/impact_popover.tsx": {
     "no-nested-ternary": {
       "count": 1
     },
@@ -2144,12 +2144,12 @@
       "count": 1
     }
   },
-  "src/components/policies/index.test.tsx": {
+  "src/app/(dashboard)/policies/_components/index.test.tsx": {
     "react/display-name": {
       "count": 1
     }
   },
-  "src/components/policies/index.tsx": {
+  "src/app/(dashboard)/policies/_components/index.tsx": {
     "no-restricted-imports": {
       "count": 1
     },
@@ -2157,7 +2157,7 @@
       "count": 1
     }
   },
-  "src/components/policies/pipeline_flow_builder.tsx": {
+  "src/app/(dashboard)/policies/_components/pipeline_flow_builder.tsx": {
     "no-nested-ternary": {
       "count": 1
     },
@@ -2168,7 +2168,7 @@
       "count": 2
     }
   },
-  "src/components/policies/policy_info.tsx": {
+  "src/app/(dashboard)/policies/_components/policy_info.tsx": {
     "no-restricted-imports": {
       "count": 1
     },
@@ -2176,12 +2176,12 @@
       "count": 1
     }
   },
-  "src/components/policies/policy_table.test.tsx": {
+  "src/app/(dashboard)/policies/_components/policy_table.test.tsx": {
     "react/display-name": {
       "count": 1
     }
   },
-  "src/components/policies/policy_table.tsx": {
+  "src/app/(dashboard)/policies/_components/policy_table.tsx": {
     "no-nested-ternary": {
       "count": 2
     },
@@ -2189,7 +2189,7 @@
       "count": 1
     }
   },
-  "src/components/policies/policy_test_panel.tsx": {
+  "src/app/(dashboard)/policies/_components/policy_test_panel.tsx": {
     "no-restricted-imports": {
       "count": 1
     },
@@ -2197,7 +2197,7 @@
       "count": 1
     }
   },
-  "src/components/policies/template_parameter_modal.tsx": {
+  "src/app/(dashboard)/policies/_components/template_parameter_modal.tsx": {
     "no-restricted-imports": {
       "count": 1
     },
diff --git a/ui/litellm-dashboard/src/components/policies/add_attachment_form.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/add_attachment_form.test.tsx
similarity index 96%
rename from ui/litellm-dashboard/src/components/policies/add_attachment_form.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/add_attachment_form.test.tsx
index adbbb1b6997..6788e97d25d 100644
--- a/ui/litellm-dashboard/src/components/policies/add_attachment_form.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/add_attachment_form.test.tsx
@@ -1,15 +1,15 @@
 import React from "react";
 import { screen, waitFor, within } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
-import { renderWithProviders } from "../../../tests/test-utils";
+import { renderWithProviders } from "@/../tests/test-utils";
 import { beforeEach, describe, expect, it, vi } from "vitest";
-import * as networking from "../networking";
+import * as networking from "@/components/networking";
 import AddAttachmentForm from "./add_attachment_form";
-import { Policy } from "./types";
+import { Policy } from "@/components/policies/types";
 
-vi.mock("../networking");
+vi.mock("@/components/networking");
 
-vi.mock("../molecules/notifications_manager", () => ({
+vi.mock("@/components/molecules/notifications_manager", () => ({
   default: { success: vi.fn(), fromBackend: vi.fn(), error: vi.fn(), info: vi.fn() },
 }));
 
diff --git a/ui/litellm-dashboard/src/components/policies/add_attachment_form.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/add_attachment_form.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/policies/add_attachment_form.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/add_attachment_form.tsx
index dd4d07b3f35..57203e9ccce 100644
--- a/ui/litellm-dashboard/src/components/policies/add_attachment_form.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/add_attachment_form.tsx
@@ -1,9 +1,9 @@
 import React, { useState, useEffect } from "react";
 import { Modal, Form, Select, Radio, Divider, Typography } from "antd";
 import { Button } from "@tremor/react";
-import { Policy } from "./types";
-import { teamListCall, keyListCall, modelAvailableCall, estimateAttachmentImpactCall } from "../networking";
-import NotificationsManager from "../molecules/notifications_manager";
+import { Policy } from "@/components/policies/types";
+import { teamListCall, keyListCall, modelAvailableCall, estimateAttachmentImpactCall } from "@/components/networking";
+import NotificationsManager from "@/components/molecules/notifications_manager";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 import { buildAttachmentData } from "./build_attachment_data";
 import { getInvalidTeamEntries } from "./scope_validation";
diff --git a/ui/litellm-dashboard/src/components/policies/add_policy_form.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/add_policy_form.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/policies/add_policy_form.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/add_policy_form.tsx
index 744f77c74a7..8da2d3af36f 100644
--- a/ui/litellm-dashboard/src/components/policies/add_policy_form.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/add_policy_form.tsx
@@ -1,10 +1,10 @@
 import React, { useState, useEffect } from "react";
 import { Form, Select, Modal, Divider, Typography, Tag, Alert, Radio } from "antd";
 import { Button, TextInput, Textarea } from "@tremor/react";
-import { Policy, PolicyCreateRequest, PolicyUpdateRequest } from "./types";
-import { Guardrail } from "../guardrails/types";
-import { getResolvedGuardrails, modelAvailableCall } from "../networking";
-import NotificationsManager from "../molecules/notifications_manager";
+import { Policy, PolicyCreateRequest, PolicyUpdateRequest } from "@/components/policies/types";
+import { Guardrail } from "@/components/guardrails/types";
+import { getResolvedGuardrails, modelAvailableCall } from "@/components/networking";
+import NotificationsManager from "@/components/molecules/notifications_manager";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 const { Text } = Typography;
diff --git a/ui/litellm-dashboard/src/components/policies/ai_suggestion_modal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/ai_suggestion_modal.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/components/policies/ai_suggestion_modal.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/ai_suggestion_modal.tsx
index 3727db4d9cf..34204624702 100644
--- a/ui/litellm-dashboard/src/components/policies/ai_suggestion_modal.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/ai_suggestion_modal.tsx
@@ -8,7 +8,12 @@ import {
   DownOutlined,
   RightOutlined,
 } from "@ant-design/icons";
-import { suggestPolicyTemplates, modelHubCall, testPolicyTemplate, enrichPolicyTemplateStream } from "../networking";
+import {
+  suggestPolicyTemplates,
+  modelHubCall,
+  testPolicyTemplate,
+  enrichPolicyTemplateStream,
+} from "@/components/networking";
 
 const { TextArea } = Input;
 const { Text } = Typography;
diff --git a/ui/litellm-dashboard/src/components/policies/attachment_table.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/attachment_table.test.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/policies/attachment_table.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/attachment_table.test.tsx
index 0cfd4e41e0a..c53881e5cce 100644
--- a/ui/litellm-dashboard/src/components/policies/attachment_table.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/attachment_table.test.tsx
@@ -1,10 +1,10 @@
 import React from "react";
 import { screen } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
-import { renderWithProviders } from "../../../tests/test-utils";
+import { renderWithProviders } from "@/../tests/test-utils";
 import { beforeEach, describe, expect, it, vi } from "vitest";
 import AttachmentTable from "./attachment_table";
-import { PolicyAttachment } from "./types";
+import { PolicyAttachment } from "@/components/policies/types";
 
 vi.mock("./impact_popover", () => ({
   default: () => <button aria-label="View blast radius" />,
diff --git a/ui/litellm-dashboard/src/components/policies/attachment_table.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/attachment_table.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/components/policies/attachment_table.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/attachment_table.tsx
index fa482552fd5..b0328b3d7ad 100644
--- a/ui/litellm-dashboard/src/components/policies/attachment_table.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/attachment_table.tsx
@@ -11,7 +11,7 @@ import {
   useReactTable,
 } from "@tanstack/react-table";
 import { DateCell, IdCell } from "@/components/shared/table_cells";
-import { PolicyAttachment } from "./types";
+import { PolicyAttachment } from "@/components/policies/types";
 import ImpactPopover from "./impact_popover";
 
 interface AttachmentTableProps {
diff --git a/ui/litellm-dashboard/src/components/policies/build_attachment_data.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/build_attachment_data.test.ts
similarity index 100%
rename from ui/litellm-dashboard/src/components/policies/build_attachment_data.test.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/build_attachment_data.test.ts
diff --git a/ui/litellm-dashboard/src/components/policies/build_attachment_data.ts b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/build_attachment_data.ts
similarity index 92%
rename from ui/litellm-dashboard/src/components/policies/build_attachment_data.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/build_attachment_data.ts
index 01724661227..fe994a480ee 100644
--- a/ui/litellm-dashboard/src/components/policies/build_attachment_data.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/build_attachment_data.ts
@@ -1,4 +1,4 @@
-import { PolicyAttachmentCreateRequest } from "./types";
+import { PolicyAttachmentCreateRequest } from "@/components/policies/types";
 
 /**
  * Builds a PolicyAttachmentCreateRequest from form values.
diff --git a/ui/litellm-dashboard/src/components/policies/guardrail_selection_modal.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/guardrail_selection_modal.test.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/policies/guardrail_selection_modal.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/guardrail_selection_modal.test.tsx
index e730de71e6b..4446933a929 100644
--- a/ui/litellm-dashboard/src/components/policies/guardrail_selection_modal.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/guardrail_selection_modal.test.tsx
@@ -1,7 +1,7 @@
 import React from "react";
 import { screen } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
-import { renderWithProviders } from "../../../tests/test-utils";
+import { renderWithProviders } from "@/../tests/test-utils";
 import { beforeEach, describe, expect, it, vi } from "vitest";
 import GuardrailSelectionModal from "./guardrail_selection_modal";
 
diff --git a/ui/litellm-dashboard/src/components/policies/guardrail_selection_modal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/guardrail_selection_modal.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/policies/guardrail_selection_modal.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/guardrail_selection_modal.tsx
diff --git a/ui/litellm-dashboard/src/components/policies/impact_popover.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/impact_popover.test.tsx
similarity index 97%
rename from ui/litellm-dashboard/src/components/policies/impact_popover.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/impact_popover.test.tsx
index 4951fbc096a..ecd26b24936 100644
--- a/ui/litellm-dashboard/src/components/policies/impact_popover.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/impact_popover.test.tsx
@@ -1,13 +1,13 @@
 import React from "react";
 import { screen, waitFor } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
-import { renderWithProviders } from "../../../tests/test-utils";
+import { renderWithProviders } from "@/../tests/test-utils";
 import { beforeEach, describe, expect, it, vi } from "vitest";
-import * as networking from "../networking";
+import * as networking from "@/components/networking";
 import ImpactPopover from "./impact_popover";
-import { PolicyAttachment } from "./types";
+import { PolicyAttachment } from "@/components/policies/types";
 
-vi.mock("../networking");
+vi.mock("@/components/networking");
 
 vi.mock("@heroicons/react/outline", () => ({
   EyeIcon: function EyeIcon() {
diff --git a/ui/litellm-dashboard/src/components/policies/impact_popover.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/impact_popover.tsx
similarity index 95%
rename from ui/litellm-dashboard/src/components/policies/impact_popover.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/impact_popover.tsx
index 632d1fab1c9..887e6a1c058 100644
--- a/ui/litellm-dashboard/src/components/policies/impact_popover.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/impact_popover.tsx
@@ -2,8 +2,8 @@ import React, { useState } from "react";
 import { Icon } from "@tremor/react";
 import { EyeIcon } from "@heroicons/react/outline";
 import { Tooltip, Tag, Popover, Spin } from "antd";
-import { PolicyAttachment } from "./types";
-import { estimateAttachmentImpactCall } from "../networking";
+import { PolicyAttachment } from "@/components/policies/types";
+import { estimateAttachmentImpactCall } from "@/components/networking";
 
 const ImpactPopover: React.FC<{ attachment: PolicyAttachment; accessToken: string | null }> = ({
   attachment,
diff --git a/ui/litellm-dashboard/src/components/policies/impact_preview_alert.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/impact_preview_alert.test.tsx
similarity index 97%
rename from ui/litellm-dashboard/src/components/policies/impact_preview_alert.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/impact_preview_alert.test.tsx
index b79ca7b5681..6c405d7492a 100644
--- a/ui/litellm-dashboard/src/components/policies/impact_preview_alert.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/impact_preview_alert.test.tsx
@@ -1,5 +1,5 @@
 import { screen } from "@testing-library/react";
-import { renderWithProviders } from "../../../tests/test-utils";
+import { renderWithProviders } from "@/../tests/test-utils";
 import { describe, expect, it } from "vitest";
 import ImpactPreviewAlert from "./impact_preview_alert";
 
diff --git a/ui/litellm-dashboard/src/components/policies/impact_preview_alert.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/impact_preview_alert.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/policies/impact_preview_alert.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/impact_preview_alert.tsx
diff --git a/ui/litellm-dashboard/src/components/policies/index.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/index.test.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/policies/index.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/index.test.tsx
index 16bf80eacb6..85d8c408032 100644
--- a/ui/litellm-dashboard/src/components/policies/index.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/index.test.tsx
@@ -1,7 +1,7 @@
 import React from "react";
 import { screen, waitFor, within } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
-import { renderWithProviders } from "../../../tests/test-utils";
+import { renderWithProviders } from "@/../tests/test-utils";
 import { beforeEach, describe, expect, it, vi } from "vitest";
 import PoliciesPanel from "./index";
 
@@ -48,7 +48,7 @@ const networkingMocks = vi.hoisted(() => ({
   enrichPolicyTemplate: vi.fn(),
 }));
 
-vi.mock("../networking", () => ({
+vi.mock("@/components/networking", () => ({
   ...networkingMocks,
 }));
 
diff --git a/ui/litellm-dashboard/src/components/policies/index.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/index.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/components/policies/index.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/index.tsx
index d5963b39d88..0545e2f86dc 100644
--- a/ui/litellm-dashboard/src/components/policies/index.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/index.tsx
@@ -28,10 +28,10 @@ import {
   createPolicyAttachmentCall,
   createGuardrailCall,
   enrichPolicyTemplate,
-} from "../networking";
-import { Policy, PolicyAttachment } from "./types";
-import { Guardrail } from "../guardrails/types";
-import DeleteResourceModal from "../common_components/DeleteResourceModal";
+} from "@/components/networking";
+import { Policy, PolicyAttachment } from "@/components/policies/types";
+import { Guardrail } from "@/components/guardrails/types";
+import DeleteResourceModal from "@/components/common_components/DeleteResourceModal";
 
 interface PoliciesPanelProps {
   accessToken: string | null;
diff --git a/ui/litellm-dashboard/src/components/policies/pipeline_flow_builder.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/pipeline_flow_builder.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/components/policies/pipeline_flow_builder.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/pipeline_flow_builder.tsx
index 70f66018574..5bfb657f4b7 100644
--- a/ui/litellm-dashboard/src/components/policies/pipeline_flow_builder.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/pipeline_flow_builder.tsx
@@ -11,12 +11,17 @@ import {
   PolicyCreateRequest,
   PolicyUpdateRequest,
   Policy,
-} from "./types";
-import { Guardrail } from "../guardrails/types";
-import { testPipelineCall, listPolicyVersions, createPolicyVersion, updatePolicyVersionStatus } from "../networking";
-import NotificationsManager from "../molecules/notifications_manager";
-import { getComplianceDatasetPrompts, getFrameworks } from "../../data/compliancePrompts";
-import type { CompliancePrompt } from "../../data/compliancePrompts";
+} from "@/components/policies/types";
+import { Guardrail } from "@/components/guardrails/types";
+import {
+  testPipelineCall,
+  listPolicyVersions,
+  createPolicyVersion,
+  updatePolicyVersionStatus,
+} from "@/components/networking";
+import NotificationsManager from "@/components/molecules/notifications_manager";
+import { getComplianceDatasetPrompts, getFrameworks } from "@/data/compliancePrompts";
+import type { CompliancePrompt } from "@/data/compliancePrompts";
 
 const TEST_SOURCE_QUICK = "quick_chat";
 const TEST_SOURCE_ALL = "__all__";
diff --git a/ui/litellm-dashboard/src/components/policies/policy_info.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/policy_info.test.tsx
similarity index 96%
rename from ui/litellm-dashboard/src/components/policies/policy_info.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/policy_info.test.tsx
index 6e12a17f2c4..7fb06ba3aa7 100644
--- a/ui/litellm-dashboard/src/components/policies/policy_info.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/policy_info.test.tsx
@@ -1,12 +1,12 @@
 import { screen, waitFor } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
-import { renderWithProviders } from "../../../tests/test-utils";
+import { renderWithProviders } from "@/../tests/test-utils";
 import { beforeEach, describe, expect, it, vi } from "vitest";
-import * as networking from "../networking";
+import * as networking from "@/components/networking";
 import PolicyInfoView from "./policy_info";
-import { Policy } from "./types";
+import { Policy } from "@/components/policies/types";
 
-vi.mock("../networking");
+vi.mock("@/components/networking");
 vi.mock("./pipeline_flow_builder", () => ({
   PipelineInfoDisplay: () => <div data-testid="pipeline-info" />,
 }));
diff --git a/ui/litellm-dashboard/src/components/policies/policy_info.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/policy_info.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/policies/policy_info.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/policy_info.tsx
index a0ec5dd2b2a..50e359fb62d 100644
--- a/ui/litellm-dashboard/src/components/policies/policy_info.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/policy_info.tsx
@@ -2,9 +2,9 @@ import React, { useState, useEffect, useCallback } from "react";
 import { Card, Badge, Button } from "@tremor/react";
 import { ArrowLeftIcon, PencilIcon } from "@heroicons/react/outline";
 import { Descriptions, Tag, Spin, Divider, Typography, Alert } from "antd";
-import { Policy } from "./types";
+import { Policy } from "@/components/policies/types";
 import { PipelineInfoDisplay } from "./pipeline_flow_builder";
-import { getResolvedGuardrails } from "../networking";
+import { getResolvedGuardrails } from "@/components/networking";
 
 const { Title, Text } = Typography;
 
diff --git a/ui/litellm-dashboard/src/components/policies/policy_table.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/policy_table.test.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/policies/policy_table.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/policy_table.test.tsx
index 2b84152e9be..934114f5405 100644
--- a/ui/litellm-dashboard/src/components/policies/policy_table.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/policy_table.test.tsx
@@ -1,10 +1,10 @@
 import React from "react";
 import { screen } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
-import { renderWithProviders } from "../../../tests/test-utils";
+import { renderWithProviders } from "@/../tests/test-utils";
 import { beforeEach, describe, expect, it, vi } from "vitest";
 import PolicyTable from "./policy_table";
-import { Policy } from "./types";
+import { Policy } from "@/components/policies/types";
 
 vi.mock("@heroicons/react/outline", () => ({
   TrashIcon: function TrashIcon() {
diff --git a/ui/litellm-dashboard/src/components/policies/policy_table.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/policy_table.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/components/policies/policy_table.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/policy_table.tsx
index 1716f5aea84..278773069e6 100644
--- a/ui/litellm-dashboard/src/components/policies/policy_table.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/policy_table.tsx
@@ -11,7 +11,7 @@ import {
   useReactTable,
 } from "@tanstack/react-table";
 import { DateCell } from "@/components/shared/table_cells";
-import { Policy } from "./types";
+import { Policy } from "@/components/policies/types";
 
 /** One row per policy name; primaryPolicy is used for display and for Edit (FlowBuilder loads all versions) */
 interface PolicyRow {
diff --git a/ui/litellm-dashboard/src/components/policies/policy_templates.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/policy_templates.test.tsx
similarity index 97%
rename from ui/litellm-dashboard/src/components/policies/policy_templates.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/policy_templates.test.tsx
index a783b34bf89..5b74f882f90 100644
--- a/ui/litellm-dashboard/src/components/policies/policy_templates.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/policy_templates.test.tsx
@@ -1,12 +1,12 @@
 import React from "react";
 import { screen, waitFor } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
-import { renderWithProviders } from "../../../tests/test-utils";
+import { renderWithProviders } from "@/../tests/test-utils";
 import { beforeEach, describe, expect, it, vi } from "vitest";
-import * as networking from "../networking";
+import * as networking from "@/components/networking";
 import PolicyTemplates from "./policy_templates";
 
-vi.mock("../networking");
+vi.mock("@/components/networking");
 
 vi.mock("@heroicons/react/outline", () => ({
   ShieldCheckIcon: function ShieldCheckIcon() {
diff --git a/ui/litellm-dashboard/src/components/policies/policy_templates.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/policy_templates.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/components/policies/policy_templates.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/policy_templates.tsx
index 6b8d0f6007c..fd864f904ab 100644
--- a/ui/litellm-dashboard/src/components/policies/policy_templates.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/policy_templates.tsx
@@ -8,7 +8,7 @@ import {
   CurrencyDollarIcon,
   CheckCircleIcon,
 } from "@heroicons/react/outline";
-import { getPolicyTemplates } from "../networking";
+import { getPolicyTemplates } from "@/components/networking";
 
 interface PolicyTemplateCardProps {
   title: string;
diff --git a/ui/litellm-dashboard/src/components/policies/policy_test_panel.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/policy_test_panel.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/components/policies/policy_test_panel.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/policy_test_panel.tsx
index 7e304bc3b0e..8b3d623655b 100644
--- a/ui/litellm-dashboard/src/components/policies/policy_test_panel.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/policy_test_panel.tsx
@@ -1,7 +1,7 @@
 import React, { useState, useEffect } from "react";
 import { Form, Select, Alert, Tag, Empty, Typography } from "antd";
 import { Button } from "@tremor/react";
-import { resolvePoliciesCall, teamListCall, keyListCall, modelAvailableCall } from "../networking";
+import { resolvePoliciesCall, teamListCall, keyListCall, modelAvailableCall } from "@/components/networking";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 const { Text } = Typography;
diff --git a/ui/litellm-dashboard/src/components/policies/scope_validation.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/scope_validation.test.ts
similarity index 100%
rename from ui/litellm-dashboard/src/components/policies/scope_validation.test.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/scope_validation.test.ts
diff --git a/ui/litellm-dashboard/src/components/policies/scope_validation.ts b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/scope_validation.ts
similarity index 100%
rename from ui/litellm-dashboard/src/components/policies/scope_validation.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/scope_validation.ts
diff --git a/ui/litellm-dashboard/src/components/policies/template_parameter_modal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/template_parameter_modal.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/components/policies/template_parameter_modal.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/template_parameter_modal.tsx
index 3f025e83536..600970c6a6b 100644
--- a/ui/litellm-dashboard/src/components/policies/template_parameter_modal.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/template_parameter_modal.tsx
@@ -1,7 +1,7 @@
 import React, { useState, useEffect } from "react";
 import { Modal, Spin, Radio, Select } from "antd";
 import { Button, TextInput } from "@tremor/react";
-import { modelHubCall, enrichPolicyTemplateStream } from "../networking";
+import { modelHubCall, enrichPolicyTemplateStream } from "@/components/networking";
 
 interface TemplateParameter {
   name: string;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/policies/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/page.tsx
index eb7840d8795..8dfa54701c9 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/policies/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import PoliciesPanel from "@/components/policies";
+import PoliciesPanel from "./_components";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 export default function Policies() {

From 41a43d52832dd9f72aef85ee6080b8970a6eb7fa Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 00:14:45 -0700
Subject: [PATCH 217/370] feat(mcp): add dcr_bridge column and plumbing for
 client-forwarded auth modes

---
 .../migration.sql                             |   2 +
 .../litellm_proxy_extras/schema.prisma        |   1 +
 litellm/models/mcp_server.py                  |   1 +
 litellm/proxy/_experimental/mcp_server/db.py  |   1 +
 .../mcp_server/mcp_server_manager.py          |  22 +++
 litellm/proxy/_types.py                       |  36 +++++
 .../mcp_management_endpoints.py               |  16 +++
 litellm/proxy/schema.prisma                   |   1 +
 .../types/mcp_server/mcp_server_manager.py    |  10 ++
 schema.prisma                                 |   1 +
 .../mcp_server/test_mcp_oauth_passthrough.py  |  36 +++++
 .../mcp_server/test_mcp_partial_update.py     |  16 +++
 .../mcp_server/test_mcp_server_manager.py     |  60 ++++++++
 .../test_mcp_management_endpoints.py          | 132 ++++++++++++++++++
 14 files changed, 335 insertions(+)
 create mode 100644 litellm-proxy-extras/litellm_proxy_extras/migrations/20260710000000_add_dcr_bridge_to_mcp_server_table/migration.sql

diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260710000000_add_dcr_bridge_to_mcp_server_table/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260710000000_add_dcr_bridge_to_mcp_server_table/migration.sql
new file mode 100644
index 00000000000..2cfabb9c02e
--- /dev/null
+++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260710000000_add_dcr_bridge_to_mcp_server_table/migration.sql
@@ -0,0 +1,2 @@
+-- AlterTable
+ALTER TABLE "LiteLLM_MCPServerTable" ADD COLUMN     "dcr_bridge" BOOLEAN;
diff --git a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
index 6d87102a3f3..fb4d8d0b5a3 100644
--- a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
+++ b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
@@ -339,6 +339,7 @@ model LiteLLM_MCPServerTable {
   available_on_public_internet Boolean @default(true)
   delegate_auth_to_upstream Boolean @default(false)
   oauth_passthrough Boolean @default(false)
+  dcr_bridge Boolean?
   is_byok               Boolean  @default(false)
   byok_description      String[] @default([])
   byok_api_key_help_url String?
diff --git a/litellm/models/mcp_server.py b/litellm/models/mcp_server.py
index d9757cf80f4..af2efa822b0 100644
--- a/litellm/models/mcp_server.py
+++ b/litellm/models/mcp_server.py
@@ -96,6 +96,7 @@ class LiteLLM_MCPServerTable(LiteLLMPydanticObjectBase):
     available_on_public_internet: bool = True
     delegate_auth_to_upstream: bool = False
     oauth_passthrough: bool = False
+    dcr_bridge: Optional[bool] = None
     is_byok: bool = False
     byok_description: List[str] = Field(default_factory=list)
     byok_api_key_help_url: Optional[str] = None
diff --git a/litellm/proxy/_experimental/mcp_server/db.py b/litellm/proxy/_experimental/mcp_server/db.py
index e4f8b0c331d..c7b32614c61 100644
--- a/litellm/proxy/_experimental/mcp_server/db.py
+++ b/litellm/proxy/_experimental/mcp_server/db.py
@@ -52,6 +52,7 @@
         "token_url",
         "registration_url",
         "oauth2_flow",
+        "dcr_bridge",
         "token_exchange_endpoint",
         "audience",
         "subject_token_type",
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index 8dd9949e17b..b1a2b68fe34 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -1044,6 +1044,24 @@ async def load_servers_from_config(
                     "browser sign-in, including delegate_auth_to_upstream)."
                 )
 
+            config_dcr_bridge = server_config.get("dcr_bridge", None)
+            if config_dcr_bridge is not None and not isinstance(config_dcr_bridge, bool):
+                raise ValueError(
+                    f"Invalid config for MCP server '{server_name or server_id}': dcr_bridge "
+                    f"must be a boolean (got {config_dcr_bridge!r})."
+                )
+            if config_dcr_bridge and auth_type not in (
+                MCPAuth.true_passthrough,
+                MCPAuth.oauth_delegate,
+            ):
+                raise ValueError(
+                    f"Invalid config for MCP server '{server_name or server_id}': dcr_bridge is only "
+                    f"supported for auth_type true_passthrough or oauth_delegate (got {auth_type!r}). "
+                    "The DCR bridge serves gateway-hosted OAuth discovery for the client-forwarded "
+                    "token modes; interactive oauth2 servers already run the gateway "
+                    "authorization-code flow."
+                )
+
             new_server = MCPServer(
                 server_id=server_id,
                 name=name_for_prefix,
@@ -1079,6 +1097,7 @@ async def load_servers_from_config(
                 available_on_public_internet=bool(server_config.get("available_on_public_internet", True)),
                 delegate_auth_to_upstream=bool(server_config.get("delegate_auth_to_upstream", False)),
                 oauth_passthrough=bool(server_config.get("oauth_passthrough", False)),
+                dcr_bridge=config_dcr_bridge,
                 # AWS SigV4 fields
                 aws_access_key_id=server_config.get("aws_access_key_id", None),
                 aws_secret_access_key=server_config.get("aws_secret_access_key", None),
@@ -1454,6 +1473,7 @@ async def build_mcp_server_from_table(
             available_on_public_internet=bool(getattr(mcp_server, "available_on_public_internet", True)),
             delegate_auth_to_upstream=bool(getattr(mcp_server, "delegate_auth_to_upstream", False)),
             oauth_passthrough=bool(getattr(mcp_server, "oauth_passthrough", False)),
+            dcr_bridge=getattr(mcp_server, "dcr_bridge", None),
             created_at=getattr(mcp_server, "created_at", None),
             updated_at=getattr(mcp_server, "updated_at", None),
             tool_name_to_display_name=_deserialize_json_dict(getattr(mcp_server, "tool_name_to_display_name", None)),
@@ -4800,6 +4820,7 @@ async def _noop(session):
             token_url=server.token_url,
             registration_url=server.registration_url,
             oauth2_flow=server.oauth2_flow,
+            dcr_bridge=server.dcr_bridge,
             token_exchange_endpoint=server.token_exchange_endpoint,
             audience=server.audience,
             subject_token_type=server.subject_token_type,
@@ -4916,6 +4937,7 @@ def _build_mcp_server_table(self, server: MCPServer) -> LiteLLM_MCPServerTable:
             available_on_public_internet=server.available_on_public_internet,
             delegate_auth_to_upstream=server.delegate_auth_to_upstream,
             oauth_passthrough=getattr(server, "oauth_passthrough", False),
+            dcr_bridge=server.dcr_bridge,
             is_byok=server.is_byok,
             byok_description=server.byok_description,
             byok_api_key_help_url=server.byok_api_key_help_url,
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index b6bef568637..43ddf302692 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -26,6 +26,7 @@
     ResponsesAPIResponse,
 )
 from litellm.types.mcp import (
+    MCPAuth,
     MCPAuthType,
     MCPCredentials,
     MCPTransport,
@@ -1229,6 +1230,14 @@ class MCPApprovalStatus(str, enum.Enum):
 
 
 # MCP Proxy Request Types
+def _dcr_bridge_auth_type_error(auth_type: object) -> ValueError:
+    return ValueError(
+        f"dcr_bridge is only supported for auth_type true_passthrough or oauth_delegate (got {auth_type!r}). "
+        "The DCR bridge serves gateway-hosted OAuth discovery for the client-forwarded token modes; "
+        "interactive oauth2 servers already run the gateway authorization-code flow."
+    )
+
+
 class NewMCPServerRequest(LiteLLMPydanticObjectBase):
     server_id: Optional[str] = None
     server_name: Optional[str] = None
@@ -1268,6 +1277,7 @@ class NewMCPServerRequest(LiteLLMPydanticObjectBase):
     available_on_public_internet: bool = True
     delegate_auth_to_upstream: bool = False
     oauth_passthrough: bool = False
+    dcr_bridge: Optional[bool] = None
     is_byok: bool = False
     byok_description: List[str] = Field(default_factory=list)
     byok_api_key_help_url: Optional[str] = None
@@ -1322,6 +1332,16 @@ def validate_credentials_requirements(cls, values):
         """
         return values
 
+    @model_validator(mode="before")
+    @classmethod
+    def validate_dcr_bridge_auth_type(cls, values):
+        if not isinstance(values, dict) or not values.get("dcr_bridge"):
+            return values
+        auth_type = values.get("auth_type")
+        if auth_type in (MCPAuth.true_passthrough, MCPAuth.oauth_delegate):
+            return values
+        raise _dcr_bridge_auth_type_error(auth_type)
+
 
 class UpdateMCPServerRequest(LiteLLMPydanticObjectBase):
     server_id: str
@@ -1362,6 +1382,7 @@ class UpdateMCPServerRequest(LiteLLMPydanticObjectBase):
     available_on_public_internet: bool = True
     delegate_auth_to_upstream: bool = False
     oauth_passthrough: bool = False
+    dcr_bridge: Optional[bool] = None
     is_byok: bool = False
     byok_description: List[str] = Field(default_factory=list)
     byok_api_key_help_url: Optional[str] = None
@@ -1391,6 +1412,21 @@ def validate_transport_fields(cls, values):
                     raise ValueError("url or spec_path is required for HTTP/SSE transport")
         return values
 
+    @model_validator(mode="before")
+    @classmethod
+    def validate_dcr_bridge_auth_type(cls, values):
+        """Partial updates omit auth_type; that case is validated against the stored row by the
+        update endpoint, which can read the database. This validator covers payloads that carry
+        both fields."""
+        if not isinstance(values, dict) or not values.get("dcr_bridge"):
+            return values
+        if "auth_type" not in values:
+            return values
+        auth_type = values.get("auth_type")
+        if auth_type in (MCPAuth.true_passthrough, MCPAuth.oauth_delegate):
+            return values
+        raise _dcr_bridge_auth_type_error(auth_type)
+
 
 from litellm.models.mcp_server import (  # noqa: E402
     LiteLLM_MCPServerTable as LiteLLM_MCPServerTable,
diff --git a/litellm/proxy/management_endpoints/mcp_management_endpoints.py b/litellm/proxy/management_endpoints/mcp_management_endpoints.py
index 907a17d76d9..93c9422c035 100644
--- a/litellm/proxy/management_endpoints/mcp_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/mcp_management_endpoints.py
@@ -2333,6 +2333,22 @@ async def edit_mcp_server(
             )
             old_server_record = None
 
+        if payload.dcr_bridge and payload.auth_type is None:
+            stored_auth_type = old_server_record.auth_type if old_server_record else None
+            stored_auth_type_name = getattr(stored_auth_type, "value", stored_auth_type)
+            if stored_auth_type not in (MCPAuth.true_passthrough, MCPAuth.oauth_delegate):
+                raise HTTPException(
+                    status_code=status.HTTP_400_BAD_REQUEST,
+                    detail={
+                        "error": (
+                            "dcr_bridge is only supported for auth_type true_passthrough or "
+                            f"oauth_delegate (stored auth_type: {stored_auth_type_name!r}). Include "
+                            "the server's auth_type in the update payload or configure one of the "
+                            "client-forwarded token modes first."
+                        )
+                    },
+                )
+
         # try to update the mcp server
         mcp_server_record_updated = await update_mcp_server(
             prisma_client,
diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma
index 6d87102a3f3..fb4d8d0b5a3 100644
--- a/litellm/proxy/schema.prisma
+++ b/litellm/proxy/schema.prisma
@@ -339,6 +339,7 @@ model LiteLLM_MCPServerTable {
   available_on_public_internet Boolean @default(true)
   delegate_auth_to_upstream Boolean @default(false)
   oauth_passthrough Boolean @default(false)
+  dcr_bridge Boolean?
   is_byok               Boolean  @default(false)
   byok_description      String[] @default([])
   byok_api_key_help_url String?
diff --git a/litellm/types/mcp_server/mcp_server_manager.py b/litellm/types/mcp_server/mcp_server_manager.py
index f102ab5b7b9..bb0baba6cf4 100644
--- a/litellm/types/mcp_server/mcp_server_manager.py
+++ b/litellm/types/mcp_server/mcp_server_manager.py
@@ -103,6 +103,7 @@ class MCPServer(BaseModel):
     # ``Authorization`` for non-OAuth reasons (e.g. static bearer tokens). Must
     # be set explicitly to avoid regressing servers that did not opt in.
     oauth_passthrough: bool = False
+    dcr_bridge: Optional[bool] = None
     is_byok: bool = False
     byok_description: List[str] = []
     byok_api_key_help_url: Optional[str] = None
@@ -164,6 +165,15 @@ def is_oauth_delegate(self) -> bool:
         JWT) but forwards the caller's separate upstream ``Authorization`` unchanged, minting nothing."""
         return self.auth_type == MCPAuth.oauth_delegate
 
+    @property
+    def is_dcr_bridge(self) -> bool:
+        """True when this client-forwarded-token server serves the gateway-hosted DCR front door
+        (gateway-self protected-resource and authorization-server metadata plus the register,
+        authorize, and token relays) instead of relaying the upstream's own OAuth discovery
+        verbatim. ``dcr_bridge`` is rejected on every other auth type at create, update, and
+        config load, so the mode gate here only defends rows edited outside those paths."""
+        return bool(self.dcr_bridge) and (self.is_true_passthrough or self.is_oauth_delegate)
+
     @property
     def requires_per_user_auth(self) -> bool:
         """
diff --git a/schema.prisma b/schema.prisma
index 6d87102a3f3..fb4d8d0b5a3 100644
--- a/schema.prisma
+++ b/schema.prisma
@@ -339,6 +339,7 @@ model LiteLLM_MCPServerTable {
   available_on_public_internet Boolean @default(true)
   delegate_auth_to_upstream Boolean @default(false)
   oauth_passthrough Boolean @default(false)
+  dcr_bridge Boolean?
   is_byok               Boolean  @default(false)
   byok_description      String[] @default([])
   byok_api_key_help_url String?
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough.py
index ef2a8318d7a..6de35ebc524 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough.py
@@ -110,6 +110,42 @@ def test_is_oauth_passthrough_false_without_authorization_header():
     assert server.is_oauth_passthrough is False
 
 
+@pytest.mark.parametrize("auth_type", [MCPAuth.true_passthrough, MCPAuth.oauth_delegate])
+def test_is_dcr_bridge_true_for_flagged_client_forwarded_modes(auth_type):
+    server = MCPServer(
+        server_id="s1",
+        name="s1",
+        transport=MCPTransport.http,
+        auth_type=auth_type,
+        dcr_bridge=True,
+    )
+    assert server.is_dcr_bridge is True
+
+
+@pytest.mark.parametrize("auth_type", [MCPAuth.true_passthrough, MCPAuth.oauth_delegate])
+def test_is_dcr_bridge_false_when_flag_unset(auth_type):
+    server = MCPServer(
+        server_id="s1",
+        name="s1",
+        transport=MCPTransport.http,
+        auth_type=auth_type,
+    )
+    assert server.dcr_bridge is None
+    assert server.is_dcr_bridge is False
+
+
+@pytest.mark.parametrize("auth_type", [MCPAuth.oauth2, MCPAuth.none, MCPAuth.api_key, None])
+def test_is_dcr_bridge_false_for_non_client_forwarded_auth_types(auth_type):
+    server = MCPServer(
+        server_id="s1",
+        name="s1",
+        transport=MCPTransport.http,
+        auth_type=auth_type,
+        dcr_bridge=True,
+    )
+    assert server.is_dcr_bridge is False
+
+
 def test_is_oauth_passthrough_false_without_extra_headers():
     server = MCPServer(
         server_id="s1",
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_partial_update.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_partial_update.py
index d341d8f7e3b..00d96f975bb 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_partial_update.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_partial_update.py
@@ -201,6 +201,7 @@ async def test_auth_type_switch_clears_stale_flow_scoped_fields():
         "token_url",
         "registration_url",
         "oauth2_flow",
+        "dcr_bridge",
         "token_exchange_endpoint",
         "audience",
         "subject_token_type",
@@ -225,6 +226,20 @@ async def test_auth_type_switch_keeps_explicitly_provided_flow_fields():
     assert data_dict["token_url"] is None
 
 
+@pytest.mark.asyncio
+async def test_auth_type_switch_to_client_forwarded_keeps_explicit_dcr_bridge():
+    data = UpdateMCPServerRequest(
+        server_id="my-test-server",
+        auth_type="true_passthrough",
+        dcr_bridge=True,
+    )
+
+    data_dict = await _run_update_with_existing(data, existing_auth_type="oauth2")
+
+    assert data_dict["dcr_bridge"] is True
+    assert data_dict["oauth2_flow"] is None
+
+
 @pytest.mark.asyncio
 async def test_auth_type_switch_back_to_oauth2_clears_token_exchange_fields():
     """The reverse switch must not leave token-exchange settings behind to
@@ -256,6 +271,7 @@ async def test_unchanged_auth_type_does_not_clear_flow_fields():
         "token_url",
         "registration_url",
         "oauth2_flow",
+        "dcr_bridge",
         "token_exchange_endpoint",
         "audience",
         "subject_token_type",
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index a18e1ac2c44..d6ddb0131af 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -373,6 +373,66 @@ async def test_load_servers_from_config_non_oauth2_needs_no_flow(self):
         server = next(iter(manager.config_mcp_servers.values()))
         assert server.oauth2_flow is None
 
+    def _client_forwarded_config(self, auth_type, **overrides):
+        base = {
+            "url": "https://example.com/mcp",
+            "transport": MCPTransport.http,
+            "auth_type": auth_type,
+        }
+        base.update(overrides)
+        return {"bridgeserver": base}
+
+    @pytest.mark.asyncio
+    async def test_load_servers_from_config_rejects_dcr_bridge_on_gateway_managed_auth_type(self):
+        manager = MCPServerManager()
+
+        with (
+            patch.object(manager, "_descovery_metadata", new=AsyncMock(return_value=None)),
+            pytest.raises(ValueError) as exc_info,
+        ):
+            await manager.load_servers_from_config(
+                self._oauth2_config(oauth2_flow="authorization_code", dcr_bridge=True)
+            )
+
+        assert "dcr_bridge is only supported" in str(exc_info.value)
+
+    @pytest.mark.asyncio
+    async def test_load_servers_from_config_rejects_non_boolean_dcr_bridge(self):
+        manager = MCPServerManager()
+
+        with (
+            patch.object(manager, "_descovery_metadata", new=AsyncMock(return_value=None)),
+            pytest.raises(ValueError) as exc_info,
+        ):
+            await manager.load_servers_from_config(
+                self._client_forwarded_config(MCPAuth.true_passthrough, dcr_bridge="yes")
+            )
+
+        assert "must be a boolean" in str(exc_info.value)
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("auth_type", [MCPAuth.true_passthrough, MCPAuth.oauth_delegate])
+    async def test_load_servers_from_config_accepts_dcr_bridge_on_client_forwarded_modes(self, auth_type):
+        manager = MCPServerManager()
+
+        with patch.object(manager, "_descovery_metadata", new=AsyncMock(return_value=None)):
+            await manager.load_servers_from_config(self._client_forwarded_config(auth_type, dcr_bridge=True))
+
+        server = next(iter(manager.config_mcp_servers.values()))
+        assert server.dcr_bridge is True
+        assert server.is_dcr_bridge is True
+
+    @pytest.mark.asyncio
+    async def test_load_servers_from_config_dcr_bridge_defaults_off(self):
+        manager = MCPServerManager()
+
+        with patch.object(manager, "_descovery_metadata", new=AsyncMock(return_value=None)):
+            await manager.load_servers_from_config(self._client_forwarded_config(MCPAuth.true_passthrough))
+
+        server = next(iter(manager.config_mcp_servers.values()))
+        assert server.dcr_bridge is None
+        assert server.is_dcr_bridge is False
+
     @pytest.mark.asyncio
     async def test_load_servers_from_config_coerces_cost_string_to_float(self):
         """YAML 1.1 parses `7e-05` as a string; ingest must coerce it to float."""
diff --git a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
index a02acc02502..a07abbed412 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
@@ -4900,6 +4900,138 @@ def test_oauth2_flow_defaults_to_none_when_omitted():
     assert LiteLLM_MCPServerTable(server_id="srv-1", transport="http").oauth2_flow is None
 
 
+def test_dcr_bridge_rejected_on_create_for_gateway_managed_auth_type():
+    from pydantic import ValidationError
+
+    from litellm.proxy._types import NewMCPServerRequest
+
+    with pytest.raises(ValidationError) as exc:
+        NewMCPServerRequest(
+            server_name="bridge-server",
+            url="https://example.com/mcp",
+            transport="http",
+            auth_type="oauth2",
+            oauth2_flow="authorization_code",
+            dcr_bridge=True,
+        )
+    assert "dcr_bridge is only supported" in str(exc.value)
+
+
+def test_dcr_bridge_rejected_on_create_when_auth_type_omitted():
+    from pydantic import ValidationError
+
+    from litellm.proxy._types import NewMCPServerRequest
+
+    with pytest.raises(ValidationError) as exc:
+        NewMCPServerRequest(
+            server_name="bridge-server",
+            url="https://example.com/mcp",
+            transport="http",
+            dcr_bridge=True,
+        )
+    assert "dcr_bridge is only supported" in str(exc.value)
+
+
+@pytest.mark.parametrize("auth_type", ["true_passthrough", "oauth_delegate"])
+def test_dcr_bridge_accepted_on_create_for_client_forwarded_modes(auth_type):
+    from litellm.proxy._experimental.mcp_server.db import _prepare_mcp_server_data
+    from litellm.proxy._types import NewMCPServerRequest
+
+    payload = NewMCPServerRequest(
+        server_name="bridge-server",
+        url="https://example.com/mcp",
+        transport="http",
+        auth_type=auth_type,
+        dcr_bridge=True,
+    )
+    data_dict = _prepare_mcp_server_data(payload)
+    assert data_dict["dcr_bridge"] is True
+
+
+def test_dcr_bridge_update_rejected_when_payload_auth_type_not_client_forwarded():
+    from pydantic import ValidationError
+
+    from litellm.proxy._types import UpdateMCPServerRequest
+
+    with pytest.raises(ValidationError) as exc:
+        UpdateMCPServerRequest(server_id="srv-1", auth_type="oauth2", dcr_bridge=True)
+    assert "dcr_bridge is only supported" in str(exc.value)
+
+
+def test_dcr_bridge_update_without_auth_type_defers_to_endpoint():
+    from litellm.proxy._types import UpdateMCPServerRequest
+
+    assert UpdateMCPServerRequest(server_id="srv-1", dcr_bridge=True).dcr_bridge is True
+
+
+def test_dcr_bridge_round_trips_on_response_model():
+    from litellm.proxy._types import LiteLLM_MCPServerTable
+
+    row = LiteLLM_MCPServerTable(server_id="srv-1", transport="http", dcr_bridge=True)
+    assert row.dcr_bridge is True
+    assert LiteLLM_MCPServerTable(server_id="srv-1", transport="http").dcr_bridge is None
+
+
+def _edit_endpoint_patches(old_record, update_mock):
+    return (
+        patch("litellm.proxy.management_endpoints.mcp_management_endpoints.MCP_AVAILABLE", True),
+        patch(
+            "litellm.proxy.management_endpoints.mcp_management_endpoints.get_prisma_client_or_throw",
+            return_value=MagicMock(),
+        ),
+        patch(
+            "litellm.proxy.management_endpoints.mcp_management_endpoints.get_mcp_server",
+            AsyncMock(side_effect=old_record) if isinstance(old_record, Exception) else AsyncMock(return_value=old_record),
+        ),
+        patch(
+            "litellm.proxy.management_endpoints.mcp_management_endpoints.update_mcp_server",
+            update_mock,
+        ),
+        patch(
+            "litellm.proxy.management_endpoints.mcp_management_endpoints.validate_and_normalize_mcp_server_payload",
+            autospec=True,
+        ),
+    )
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("stored_auth_type", ["oauth2", "api_key", "none"])
+async def test_edit_mcp_server_rejects_dcr_bridge_when_stored_auth_type_not_client_forwarded(stored_auth_type):
+    from litellm.proxy._types import UpdateMCPServerRequest
+    from litellm.proxy.management_endpoints.mcp_management_endpoints import edit_mcp_server
+
+    old_record = MagicMock()
+    old_record.auth_type = stored_auth_type
+    update_mock = AsyncMock()
+    p1, p2, p3, p4, p5 = _edit_endpoint_patches(old_record, update_mock)
+    with p1, p2, p3, p4, p5:
+        payload = UpdateMCPServerRequest(server_id="srv-1", dcr_bridge=True)
+        user_auth = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN)
+        with pytest.raises(HTTPException) as exc:
+            await edit_mcp_server(payload=payload, user_api_key_dict=user_auth)
+
+    assert exc.value.status_code == 400
+    assert "dcr_bridge is only supported" in str(exc.value.detail)
+    update_mock.assert_not_called()
+
+
+@pytest.mark.asyncio
+async def test_edit_mcp_server_rejects_dcr_bridge_when_stored_record_unreadable():
+    from litellm.proxy._types import UpdateMCPServerRequest
+    from litellm.proxy.management_endpoints.mcp_management_endpoints import edit_mcp_server
+
+    update_mock = AsyncMock()
+    p1, p2, p3, p4, p5 = _edit_endpoint_patches(RuntimeError("db down"), update_mock)
+    with p1, p2, p3, p4, p5:
+        payload = UpdateMCPServerRequest(server_id="srv-1", dcr_bridge=True)
+        user_auth = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN)
+        with pytest.raises(HTTPException) as exc:
+            await edit_mcp_server(payload=payload, user_api_key_dict=user_auth)
+
+    assert exc.value.status_code == 400
+    update_mock.assert_not_called()
+
+
 class TestPerUserCredentialConfigServerResolution:
     """Per-user credential and env-var endpoints must resolve config-defined MCP
     servers, which live only in the in-memory registry and never get a DB row, so

From bf02a4a47f08ad8007a24c8da2ffa8de1a1d36a2 Mon Sep 17 00:00:00 2001
From: tin-berri <tin@berri.ai>
Date: Fri, 10 Jul 2026 00:23:16 -0700
Subject: [PATCH 218/370] test: add /v1/messages to supported_endpoints schema
 enum (#32739)

---
 tests/test_litellm/test_utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/test_litellm/test_utils.py b/tests/test_litellm/test_utils.py
index 47be8cb2eec..d739f9c116a 100644
--- a/tests/test_litellm/test_utils.py
+++ b/tests/test_litellm/test_utils.py
@@ -874,6 +874,7 @@ def test_aaamodel_prices_and_context_window_json_is_valid():
                             "/v1/embeddings",
                             "/v1/chat/completions",
                             "/v1/completions",
+                            "/v1/messages",
                             "/v1/images/generations",
                             "/v1/realtime",
                             "/v1/realtime/transcription_sessions",
@@ -884,7 +885,6 @@ def test_aaamodel_prices_and_context_window_json_is_valid():
                             "/v1/audio/speech",
                             "/v1/ocr",
                             "/vertex_ai/live",
-                            "/v1/realtime/transcription_sessions",
                         ],
                     },
                 },

From 7e0af8fbbfb388f86c407789ceb0cdba584a53a7 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Thu, 9 Jul 2026 23:28:23 -0700
Subject: [PATCH 219/370] fix(mcp): stop persisting the DCR client onto
 true_passthrough and oauth_delegate server rows

---
 .../mcp_server/discoverable_endpoints.py      | 14 ++-
 .../mcp_server/test_discoverable_endpoints.py | 88 +++++++++++++++++++
 2 files changed, 100 insertions(+), 2 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
index 4fd47a97066..f746a42080a 100644
--- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
@@ -471,7 +471,8 @@ def _raise_if_not_oauth2(mcp_server: MCPServer) -> None:
     through: the caller owns the upstream token, and this relayed flow is how a browser obtains
     one against the upstream IdP (the admin UI's browser-only Authorize uses it). The minted
     token is upstream-audienced and held by the caller; the gateway persists nothing for these
-    modes (DCR persistence is opt-in and never enabled on this path).
+    modes (``_persist_dcr_client_registration`` skips them unconditionally, so even the admin
+    Authorize path with ``persist_credentials`` enabled writes nothing to the server row).
     """
     from litellm.proxy._experimental.mcp_server.mcp_server_manager import (  # noqa: PLC0415  # circular import with mcp_server_manager at module load
         _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES,
@@ -807,7 +808,7 @@ async def _reuse_persisted_dcr_client_if_available(mcp_server: MCPServer) -> boo
     return bool(mcp_server.client_id)
 
 
-DcrRegistrationPersistenceResult = Literal["persisted", "reused", "failed"]
+DcrRegistrationPersistenceResult = Literal["persisted", "reused", "skipped", "failed"]
 
 
 async def _persist_dcr_client_registration(
@@ -821,7 +822,16 @@ async def _persist_dcr_client_registration(
     full re-authorization instead of a silent refresh. Mirrors the ``encrypt_credentials``
     write that ``client_credentials`` and token exchange already use. Failures are logged,
     never raised: registration still returns to the caller even when persistence fails.
+
+    The client-forwarded token modes (``true_passthrough`` / ``oauth_delegate``) are skipped
+    unconditionally: the caller holds the upstream token and the gateway must hold no OAuth
+    client identity for these servers. Persisting here would stamp ``oauth2_flow`` and a
+    ``client_id`` onto a server whose mode promises the gateway stores nothing, making a
+    fresh pass-through server read as gateway-authorized.
     """
+    if mcp_server.is_true_passthrough or mcp_server.is_oauth_delegate:
+        return "skipped"
+
     try:
         registration = _DcrClientRegistration.model_validate(registration_response)
     except ValidationError as exc:
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
index 9de342eabd7..c95e3bbc42a 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
@@ -665,6 +665,94 @@ async def test_register_client_persists_dcr_client_identity():
     mock_update_server.assert_called_once()
 
 
+async def _register_persistence_attempted_for_auth_type(auth_type: MCPAuth) -> bool:
+    """Run register_client_with_server with persist_credentials=True for a server of ``auth_type``
+    and report whether the DCR result was persisted onto the server row. The client-forwarded token
+    modes must skip the persist even on the admin path: writing it stamps oauth2_flow and a
+    client_id onto a server whose contract is that the gateway stores nothing, which makes a fresh
+    pass-through server read as gateway-authorized. The upstream registration must still be relayed
+    to the browser either way, since the caller needs the minted client to run its own flow."""
+    from fastapi import Request
+
+    from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+        register_client_with_server,
+    )
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+        global_mcp_server_manager,
+    )
+    from litellm.proxy._types import MCPTransport
+    from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+    server = MCPServer(
+        server_id="pt_server",
+        name="pt_server",
+        server_name="pt_server",
+        alias="pt_server",
+        transport=MCPTransport.http,
+        auth_type=auth_type,
+        client_id=None,
+        client_secret=None,
+        authorization_url="https://provider.example/oauth/authorize",
+        token_url="https://provider.example/oauth/token",
+        registration_url="https://provider.example/oauth/register",
+    )
+
+    mock_request = MagicMock(spec=Request)
+    mock_request.base_url = "https://proxy.litellm.example/"
+    mock_request.headers = {}
+
+    mock_response = MagicMock()
+    mock_response.json.return_value = {
+        "client_id": "generated-client",
+        "client_secret": "generated-secret",
+        "token_endpoint_auth_method": "none",
+    }
+    mock_response.raise_for_status = MagicMock()
+    mock_async_client = MagicMock()
+    mock_async_client.post = AsyncMock(return_value=mock_response)
+
+    mock_update = AsyncMock(return_value=MagicMock())
+
+    with (
+        patch(
+            "litellm.proxy._experimental.mcp_server.discoverable_endpoints.get_async_httpx_client",
+            return_value=mock_async_client,
+        ),
+        patch("litellm.proxy.utils.get_prisma_client_or_throw", return_value=MagicMock()),
+        patch("litellm.proxy._experimental.mcp_server.db.update_mcp_server", new=mock_update),
+        patch.object(global_mcp_server_manager, "update_server", new=AsyncMock()),
+    ):
+        response = await register_client_with_server(
+            request=mock_request,
+            mcp_server=server,
+            client_name="Litellm Proxy",
+            grant_types=["authorization_code", "refresh_token"],
+            response_types=["code"],
+            token_endpoint_auth_method="none",
+            persist_credentials=True,
+        )
+
+    assert json.loads(response.body.decode("utf-8")) == mock_response.json.return_value
+    return mock_update.await_count > 0
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("auth_type", [MCPAuth.true_passthrough, MCPAuth.oauth_delegate])
+async def test_register_client_does_not_persist_for_client_forwarded_modes(auth_type):
+    """The admin Authorize path (persist_credentials=True) must not write the DCR client onto a
+    true_passthrough / oauth_delegate server row: the browser still receives the registration, but
+    the gateway keeps no OAuth client identity for these modes."""
+    assert await _register_persistence_attempted_for_auth_type(auth_type) is False
+
+
+@pytest.mark.asyncio
+async def test_register_client_persist_discriminator_oauth2_persists():
+    """Guard the no-persist assertion above against vacuity: the same helper run against a genuine
+    oauth2 server DOES persist, so a regression that silently disables persistence everywhere (or a
+    helper that never reaches the persist) fails here instead of passing both."""
+    assert await _register_persistence_attempted_for_auth_type(MCPAuth.oauth2) is True
+
+
 @pytest.mark.asyncio
 async def test_register_client_does_not_clobber_token_url_when_absent():
     """When the in-memory server has no token_url, the DCR persist must omit it from the

From a786ba9005fb974e40f1b5c9075f7dc2429e4dc7 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Thu, 9 Jul 2026 23:44:31 -0700
Subject: [PATCH 220/370] test(mcp): pin credential isolation across server
 entries sharing an upstream URL

---
 .../outbound_credentials/test_resolver.py     | 23 +++++
 .../mcp_server/test_discoverable_endpoints.py | 84 +++++++++++++++++++
 .../mcp_server/test_oauth2_token_cache.py     | 30 +++++++
 3 files changed, 137 insertions(+)

diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_resolver.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_resolver.py
index 64226eea821..c88027abcd4 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_resolver.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_resolver.py
@@ -149,6 +149,29 @@ async def test_authorization_code_isolates_by_subject():
     assert isinstance(bob, Error) and bob.error.tag == "unauthorized"
 
 
+@pytest.mark.asyncio
+async def test_authorization_code_isolates_by_server_id_even_when_servers_share_a_url():
+    """A token stored for one server must be invisible to a different server_id pointing at the
+    same upstream URL: credentials bind to the server entry they were authorized for, so a
+    recreated or duplicated server starts unauthorized instead of inheriting the old grant. Guards
+    against any future token lookup keyed on the resource URL instead of (user_id, server_id) --
+    both the egress resolve and the has_user_token discovery check must agree."""
+    shared_url = "https://upstream.example.com"
+    store = _FakeTokenStore({("alice", "server-a"): OAuthToken(access_token="at-alice")})
+    provider = UpstreamCredentialProvider(oauth_token_store=store)
+    subject = Subject(tenant_id="", subject_id="alice")
+    spec_a = ServerSpec(server_id="server-a", resource=shared_url, config=AuthorizationCodeConfig())
+    spec_b = ServerSpec(server_id="server-b", resource=shared_url, config=AuthorizationCodeConfig())
+
+    granted = await provider.resolve_credentials(subject, spec_a)
+    fresh = await provider.resolve_credentials(subject, spec_b)
+
+    assert isinstance(granted, Ok) and _emitted(granted.ok)["Authorization"] == "Bearer at-alice"
+    assert isinstance(fresh, Error) and fresh.error.tag == "unauthorized"
+    assert await provider.has_user_token(subject, spec_a) is True
+    assert await provider.has_user_token(subject, spec_b) is False
+
+
 @pytest.mark.asyncio
 async def test_has_user_token_reflects_the_stored_token():
     present = UpstreamCredentialProvider(
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
index c95e3bbc42a..c8e871b3bc1 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
@@ -753,6 +753,90 @@ async def test_register_client_persist_discriminator_oauth2_persists():
     assert await _register_persistence_attempted_for_auth_type(MCPAuth.oauth2) is True
 
 
+@pytest.mark.asyncio
+async def test_register_client_persists_only_to_its_own_row_when_another_server_shares_the_url():
+    """A fresh server must mint and persist its OWN DCR client even when another server row with
+    the same upstream URL already holds one: both the reuse lookup and the persist are keyed by
+    server_id, never by URL, so OAuth client identity is not transferable between server entries.
+    If either side ever falls back to a URL match, this fails: the fresh server would skip the
+    upstream registration (adopting the sibling's client) or persist onto the wrong row."""
+    from fastapi import Request
+
+    from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+        register_client_with_server,
+    )
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+        global_mcp_server_manager,
+    )
+    from litellm.proxy._types import MCPTransport
+    from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+    shared_url = "https://provider.example/mcp"
+    fresh_server = MCPServer(
+        server_id="server-b",
+        name="server-b",
+        server_name="server-b",
+        alias="server-b",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2,
+        url=shared_url,
+        client_id=None,
+        client_secret=None,
+        authorization_url="https://provider.example/oauth/authorize",
+        token_url="https://provider.example/oauth/token",
+        registration_url="https://provider.example/oauth/register",
+    )
+    sibling_row_with_client = MagicMock(server_id="server-a", url=shared_url)
+    sibling_row_with_client.credentials = {"client_id": "client-a-do-not-adopt"}
+    own_row_without_client = MagicMock(server_id="server-b", url=shared_url)
+    own_row_without_client.credentials = {}
+    rows_by_server_id = {"server-a": sibling_row_with_client, "server-b": own_row_without_client}
+
+    mock_request = MagicMock(spec=Request)
+    mock_request.base_url = "https://proxy.litellm.example/"
+    mock_request.headers = {}
+
+    mock_response = MagicMock()
+    mock_response.json.return_value = {"client_id": "fresh-client-b", "token_endpoint_auth_method": "none"}
+    mock_response.raise_for_status = MagicMock()
+    mock_async_client = MagicMock()
+    mock_async_client.post = AsyncMock(return_value=mock_response)
+
+    mock_update = AsyncMock(return_value=MagicMock())
+
+    async def _get_row(prisma_client, server_id):
+        return rows_by_server_id.get(server_id)
+
+    with (
+        patch(
+            "litellm.proxy._experimental.mcp_server.discoverable_endpoints.get_async_httpx_client",
+            return_value=mock_async_client,
+        ),
+        patch("litellm.proxy.utils.get_prisma_client_or_throw", return_value=MagicMock()),
+        patch("litellm.proxy._experimental.mcp_server.db.get_mcp_server", new=AsyncMock(side_effect=_get_row)),
+        patch("litellm.proxy._experimental.mcp_server.db.update_mcp_server", new=mock_update),
+        patch.object(global_mcp_server_manager, "update_server", new=AsyncMock()),
+    ):
+        response = await register_client_with_server(
+            request=mock_request,
+            mcp_server=fresh_server,
+            client_name="Litellm Proxy",
+            grant_types=["authorization_code", "refresh_token"],
+            response_types=["code"],
+            token_endpoint_auth_method="none",
+            persist_credentials=True,
+        )
+
+    mock_async_client.post.assert_called_once()
+    body = json.loads(response.body.decode("utf-8"))
+    assert body["client_id"] == "fresh-client-b"
+
+    mock_update.assert_called_once()
+    update_data = mock_update.call_args.kwargs["data"]
+    assert update_data.server_id == "server-b"
+    assert update_data.credentials["client_id"] == "fresh-client-b"
+
+
 @pytest.mark.asyncio
 async def test_register_client_does_not_clobber_token_url_when_absent():
     """When the in-memory server has no token_url, the DCR persist must omit it from the
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_oauth2_token_cache.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_oauth2_token_cache.py
index a60dab9148d..7d2cf4442a5 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_oauth2_token_cache.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_oauth2_token_cache.py
@@ -92,6 +92,36 @@ async def test_token_cached_across_calls():
     assert mock_client.post.call_count == 1
 
 
+@pytest.mark.asyncio
+async def test_m2m_token_not_shared_across_server_ids_with_identical_config():
+    """Two servers with byte-identical client_credentials config but different server_ids must not
+    share a cached M2M token: the cache is keyed by server_id, so a new server entry (even one
+    recreated with the same URL and credentials) mints its own token instead of inheriting the
+    sibling's. Guards against the cache key ever collapsing to the URL or the client config."""
+    cache = MCPOAuth2TokenCache()
+    server_a = _server(server_id="srv-a")
+    server_b = _server(server_id="srv-b")
+    mock_client = AsyncMock()
+    mock_client.post.side_effect = [_token_response("tok-for-a"), _token_response("tok-for-b")]
+
+    with (
+        patch(
+            "litellm.proxy._experimental.mcp_server.oauth2_token_cache.get_async_httpx_client",
+            return_value=mock_client,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.oauth2_token_cache.mcp_oauth2_token_cache",
+            cache,
+        ),
+    ):
+        token_a = await resolve_mcp_auth(server_a)
+        token_b = await resolve_mcp_auth(server_b)
+
+    assert token_a == "tok-for-a"
+    assert token_b == "tok-for-b"
+    assert mock_client.post.call_count == 2
+
+
 @pytest.mark.asyncio
 async def test_per_request_header_beats_oauth2():
     """An explicit mcp_auth_header takes priority over the OAuth2 token."""

From 5ec4c162eaf8ddda366ffd6d465ced91eea22b91 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 00:29:17 -0700
Subject: [PATCH 221/370] fix(mcp): let a missing server 404 on a dcr_bridge
 enablement instead of a misleading 400

---
 .../mcp_management_endpoints.py               |  8 +++++++-
 .../test_mcp_management_endpoints.py          | 20 +++++++++++++++++++
 2 files changed, 27 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/management_endpoints/mcp_management_endpoints.py b/litellm/proxy/management_endpoints/mcp_management_endpoints.py
index 93c9422c035..cab2a51a8ca 100644
--- a/litellm/proxy/management_endpoints/mcp_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/mcp_management_endpoints.py
@@ -2325,6 +2325,7 @@ async def edit_mcp_server(
         # warning instead of failing the edit, whose primary job is the update itself.
         try:
             old_server_record = await get_mcp_server(prisma_client, payload.server_id)
+            old_server_record_read_failed = False
         except Exception as exc:  # noqa: BLE001 - advisory read; invalidation is best-effort end-to-end
             verbose_logger.warning(
                 "MCP server %s: could not snapshot the pre-update record; skipping the stale-token check: %s",
@@ -2332,8 +2333,13 @@ async def edit_mcp_server(
                 exc,
             )
             old_server_record = None
+            old_server_record_read_failed = True
 
-        if payload.dcr_bridge and payload.auth_type is None:
+        if (
+            payload.dcr_bridge
+            and payload.auth_type is None
+            and (old_server_record is not None or old_server_record_read_failed)
+        ):
             stored_auth_type = old_server_record.auth_type if old_server_record else None
             stored_auth_type_name = getattr(stored_auth_type, "value", stored_auth_type)
             if stored_auth_type not in (MCPAuth.true_passthrough, MCPAuth.oauth_delegate):
diff --git a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
index a07abbed412..a669a277d2b 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_mcp_management_endpoints.py
@@ -5032,6 +5032,26 @@ async def test_edit_mcp_server_rejects_dcr_bridge_when_stored_record_unreadable(
     update_mock.assert_not_called()
 
 
+@pytest.mark.asyncio
+async def test_edit_mcp_server_dcr_bridge_on_unknown_server_returns_404_not_400():
+    """A dcr_bridge enablement targeting a server_id that does not exist must surface the accurate
+    404 from the update path, not a misleading 400 about the stored auth_type: get_mcp_server
+    returns None for a missing row without raising, which is distinct from a failed read."""
+    from litellm.proxy._types import UpdateMCPServerRequest
+    from litellm.proxy.management_endpoints.mcp_management_endpoints import edit_mcp_server
+
+    update_mock = AsyncMock(return_value=None)
+    p1, p2, p3, p4, p5 = _edit_endpoint_patches(None, update_mock)
+    with p1, p2, p3, p4, p5:
+        payload = UpdateMCPServerRequest(server_id="does-not-exist", dcr_bridge=True)
+        user_auth = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN)
+        with pytest.raises(HTTPException) as exc:
+            await edit_mcp_server(payload=payload, user_api_key_dict=user_auth)
+
+    assert exc.value.status_code == 404
+    update_mock.assert_called_once()
+
+
 class TestPerUserCredentialConfigServerResolution:
     """Per-user credential and env-var endpoints must resolve config-defined MCP
     servers, which live only in the in-memory registry and never get a DB row, so

From 1e8c2f724090079d5fc3ad12d6a2563710c985ea Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Thu, 9 Jul 2026 20:23:49 -0700
Subject: [PATCH 222/370] fix(mcp): fail closed and surface semantic filter
 context window errors

Resolves LIT-4284

When the embedding model exceeded its context window, the MCP semantic
tool filter silently passed all tools through and reported N->N success
in the filter header; when the overflow happened while embedding tool
descriptions at router build time, the hook was never registered at all
and filtering was silently disabled

Semantic filtering now fails closed on context window overflows: the
request is rejected with HTTP 400 and a message that names the embedding
model and advises switching to one with a larger context window or
disabling the filter. Build time overflows are recorded on the filter so
the hook still registers and blocks MCP tool requests with the same
actionable error while leaving native-only requests untouched. The
dashboard test panel renders the backend message in an error banner
instead of a success state. OpenAI's embedding overflow message
(maximum input length is N tokens) now maps to ContextWindowExceededError
---
 .../exception_mapping_utils.py                |   3 +
 .../mcp_server/semantic_tool_filter.py        |  47 ++++
 .../proxy/hooks/mcp_semantic_filter/hook.py   |   9 +
 .../test_exception_mapping_utils.py           |  12 +
 .../mcp_server/test_semantic_tool_filter.py   | 266 ++++++++++++++++++
 .../MCPSemanticFilterSettings.tsx             |   3 +
 .../MCPSemanticFilterTestPanel.test.tsx       |  15 +
 .../MCPSemanticFilterTestPanel.tsx            |  12 +
 .../semanticFilterTestUtils.test.ts           |  32 +++
 .../semanticFilterTestUtils.ts                |   5 +
 10 files changed, 404 insertions(+)

diff --git a/litellm/litellm_core_utils/exception_mapping_utils.py b/litellm/litellm_core_utils/exception_mapping_utils.py
index 9dc202c4717..fdab3d5b9d4 100644
--- a/litellm/litellm_core_utils/exception_mapping_utils.py
+++ b/litellm/litellm_core_utils/exception_mapping_utils.py
@@ -95,6 +95,9 @@ def is_error_str_context_window_exceeded(error_str: str) -> bool:
         if "current length is" in _error_str_lowercase and "while limit is" in _error_str_lowercase:
             return True
 
+        if "maximum input length is" in _error_str_lowercase and "tokens" in _error_str_lowercase:
+            return True
+
         return False
 
     @staticmethod
diff --git a/litellm/proxy/_experimental/mcp_server/semantic_tool_filter.py b/litellm/proxy/_experimental/mcp_server/semantic_tool_filter.py
index f24d5715e83..eb86206c566 100644
--- a/litellm/proxy/_experimental/mcp_server/semantic_tool_filter.py
+++ b/litellm/proxy/_experimental/mcp_server/semantic_tool_filter.py
@@ -7,6 +7,8 @@
 from typing import TYPE_CHECKING, Any, Dict, List, Optional
 
 from litellm._logging import verbose_logger
+from litellm.exceptions import ContextWindowExceededError
+from litellm.litellm_core_utils.exception_mapping_utils import ExceptionCheckers
 from litellm.proxy._experimental.mcp_server.utils import MCP_TOOL_PREFIX_SEPARATOR
 
 if TYPE_CHECKING:
@@ -15,6 +17,33 @@
     from litellm.router import Router
 
 
+class SemanticToolFilterContextWindowError(Exception):
+    """Raised when the embedding model exceeds its context window, so semantic filtering cannot run."""
+
+    def __init__(self, embedding_model: str, stage: str, original_error: str):
+        self.embedding_model = embedding_model
+        self.stage = stage
+        self.original_error = original_error
+        super().__init__(
+            f"MCP semantic tool filtering could not run: embedding model '{embedding_model}' "
+            f"exceeded its context window while embedding {stage}. "
+            f"The request was blocked instead of silently passing all tools through. "
+            f"Switch to an embedding model with a larger context window, or disable "
+            f"semantic tool filtering. Original error: {original_error}"
+        )
+
+
+def _is_context_window_error(error: Optional[BaseException], depth: int = 5) -> bool:
+    """Detect a context-window overflow anywhere in an exception's cause chain."""
+    if error is None or depth == 0:
+        return False
+    if isinstance(error, ContextWindowExceededError):
+        return True
+    if ExceptionCheckers.is_error_str_context_window_exceeded(str(error)):
+        return True
+    return _is_context_window_error(error.__cause__, depth - 1)
+
+
 class SemanticMCPToolFilter:
     """Filters MCP tools using semantic similarity to reduce context window size."""
 
@@ -42,6 +71,7 @@ def __init__(
         self.embedding_model = embedding_model
         self.router_instance = litellm_router_instance
         self.tool_router: Optional["SemanticRouter"] = None
+        self.context_window_error: Optional[str] = None
         self._tool_map: Dict[str, Any] = {}  # MCPTool objects or OpenAI function dicts
 
     async def build_router_from_mcp_registry(self) -> None:
@@ -111,6 +141,7 @@ def _build_router(self, tools: List) -> None:
             return
 
         try:
+            self.context_window_error = None
             # Convert tools to routes
             routes = []
             self._tool_map = {}
@@ -143,6 +174,9 @@ def _build_router(self, tools: List) -> None:
         except Exception as e:
             verbose_logger.error(f"Failed to build semantic router: {e}")
             self.tool_router = None
+            if _is_context_window_error(e):
+                self.context_window_error = str(e)
+                return
             raise
 
     async def filter_tools(
@@ -169,6 +203,13 @@ async def filter_tools(
         if not available_tools:
             return available_tools
 
+        if self.context_window_error is not None:
+            raise SemanticToolFilterContextWindowError(
+                embedding_model=self.embedding_model,
+                stage="the MCP tool descriptions during semantic router build",
+                original_error=self.context_window_error,
+            )
+
         if not query or not query.strip():
             return available_tools
 
@@ -189,6 +230,12 @@ async def filter_tools(
             return self._get_tools_by_names(matched_tool_names, available_tools)
 
         except Exception as e:
+            if _is_context_window_error(e):
+                raise SemanticToolFilterContextWindowError(
+                    embedding_model=self.embedding_model,
+                    stage="the user query",
+                    original_error=str(e),
+                ) from e
             verbose_logger.error(f"Semantic tool filter failed: {e}", exc_info=True)
             return available_tools
 
diff --git a/litellm/proxy/hooks/mcp_semantic_filter/hook.py b/litellm/proxy/hooks/mcp_semantic_filter/hook.py
index 7379096bf9b..bad6ef44ccd 100644
--- a/litellm/proxy/hooks/mcp_semantic_filter/hook.py
+++ b/litellm/proxy/hooks/mcp_semantic_filter/hook.py
@@ -7,6 +7,8 @@
 
 from typing import TYPE_CHECKING, Any, Dict, List, Optional, Union
 
+from fastapi import HTTPException
+
 from litellm._logging import verbose_proxy_logger
 from litellm.constants import (
     DEFAULT_MCP_SEMANTIC_FILTER_EMBEDDING_MODEL,
@@ -14,6 +16,9 @@
     DEFAULT_MCP_SEMANTIC_FILTER_TOP_K,
 )
 from litellm.integrations.custom_logger import CustomLogger
+from litellm.proxy._experimental.mcp_server.semantic_tool_filter import (
+    SemanticToolFilterContextWindowError,
+)
 
 if TYPE_CHECKING:
     from litellm.caching.caching import DualCache
@@ -294,6 +299,8 @@ async def async_pre_call_hook(
                 )
                 return data
 
+            except SemanticToolFilterContextWindowError as e:
+                raise HTTPException(status_code=400, detail={"error": str(e)}) from e
             except Exception as e:
                 verbose_proxy_logger.error(f"Failed to expand MCP references: {e}", exc_info=True)
                 return None
@@ -366,6 +373,8 @@ async def async_pre_call_hook(
 
             return data
 
+        except SemanticToolFilterContextWindowError as e:
+            raise HTTPException(status_code=400, detail={"error": str(e)}) from e
         except Exception as e:
             verbose_proxy_logger.warning(f"Semantic tool filter hook failed: {e}. Proceeding with all tools.")
             return None
diff --git a/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py b/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py
index f441270be7c..1fcee1b1c42 100644
--- a/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py
+++ b/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py
@@ -78,6 +78,18 @@
         "CerebrasException - Please reduce the length of the messages or completion. Current length is 50000 while limit is 40000",
         True,
     ),
+    (
+        "Invalid 'input[0]': maximum input length is 8192 tokens.",
+        True,
+    ),
+    (
+        "OpenAIException - Error code: 400 - {'error': {'message': \"Invalid 'input[0]': maximum input length is 8192 tokens.\", 'type': 'invalid_request_error'}}",
+        True,
+    ),
+    (
+        "Invalid 'metadata': maximum input length is 512 characters.",
+        False,
+    ),
     # Negative cases (should return False)
     ("A generic API error occurred.", False),
     ("Invalid API Key provided.", False),
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_semantic_tool_filter.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_semantic_tool_filter.py
index 82c0aa3ccda..edf6921de1e 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_semantic_tool_filter.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_semantic_tool_filter.py
@@ -1356,3 +1356,269 @@ def test_truncate_csv_at_tool_name_boundary_edges():
     assert _truncate_csv_at_tool_name_boundary(tool_names_csv="ab,cd,ef", max_length=5) == "ab,cd"
     assert _truncate_csv_at_tool_name_boundary(tool_names_csv="ab,cd,ef", max_length=4) == "ab"
     assert _truncate_csv_at_tool_name_boundary(tool_names_csv="single_name_longer_than_cap", max_length=10) == ""
+
+
+def _make_context_window_raising_router(state):
+    """
+    Mock litellm Router whose embedding call raises ContextWindowExceededError
+    once state["raise_context_error"] is flipped to True.
+    """
+    import litellm
+    from litellm.types.utils import Embedding, EmbeddingResponse
+
+    def mock_embedding_sync(*args, **kwargs):
+        if state["raise_context_error"]:
+            raise litellm.ContextWindowExceededError(
+                message="Invalid 'input[0]': maximum input length is 8192 tokens.",
+                model="text-embedding-3-small",
+                llm_provider="openai",
+            )
+        return EmbeddingResponse(
+            data=[Embedding(embedding=[0.1] * 1536, index=0, object="embedding")],
+            model="text-embedding-3-small",
+            object="list",
+            usage={"prompt_tokens": 10, "total_tokens": 10},
+        )
+
+    async def mock_embedding_async(*args, **kwargs):
+        return mock_embedding_sync(*args, **kwargs)
+
+    mock_router = Mock()
+    mock_router.embedding = mock_embedding_sync
+    mock_router.aembedding = mock_embedding_async
+    return mock_router
+
+
+def _make_context_window_filter(state, top_k: int = 3):
+    from litellm.proxy._experimental.mcp_server.semantic_tool_filter import (
+        SemanticMCPToolFilter,
+    )
+
+    return SemanticMCPToolFilter(
+        embedding_model="text-embedding-3-small",
+        litellm_router_instance=_make_context_window_raising_router(state),
+        top_k=top_k,
+        similarity_threshold=0.3,
+        enabled=True,
+    )
+
+
+@pytest.mark.asyncio
+async def test_semantic_filter_fails_closed_on_query_time_context_window_error():
+    """
+    Regression test (LIT-4284): a context-window overflow while embedding the
+    user query must fail closed with a typed error instead of silently
+    returning all tools (previously reported as N->N "success").
+    """
+    from litellm.proxy._experimental.mcp_server.semantic_tool_filter import (
+        SemanticToolFilterContextWindowError,
+    )
+
+    state = {"raise_context_error": False}
+    filter_instance = _make_context_window_filter(state)
+
+    tools = [
+        MCPTool(name=f"tool_{i}", description=f"Tool {i}", inputSchema={"type": "object"})
+        for i in range(5)
+    ]
+    filter_instance._build_router(tools)
+    assert filter_instance.tool_router is not None
+
+    state["raise_context_error"] = True
+    with pytest.raises(SemanticToolFilterContextWindowError) as exc_info:
+        await filter_instance.filter_tools(query="send an email", available_tools=tools)
+
+    message = str(exc_info.value)
+    assert "context window" in message
+    assert "text-embedding-3-small" in message
+    print("✅ Query-time context window overflow fails closed")
+
+
+@pytest.mark.asyncio
+async def test_semantic_filter_records_build_time_context_window_error():
+    """
+    Regression test (LIT-4284): a context-window overflow while embedding the
+    tool descriptions at router-build time must be recorded (not raised out of
+    the build, which previously left the hook unregistered and filtering
+    silently disabled) and must fail subsequent filtering closed.
+    """
+    from litellm.proxy._experimental.mcp_server.semantic_tool_filter import (
+        SemanticToolFilterContextWindowError,
+    )
+
+    state = {"raise_context_error": True}
+    filter_instance = _make_context_window_filter(state)
+
+    tools = [
+        MCPTool(name=f"tool_{i}", description=f"Tool {i}", inputSchema={"type": "object"})
+        for i in range(5)
+    ]
+    filter_instance._build_router(tools)
+
+    assert filter_instance.tool_router is None
+    assert filter_instance.context_window_error is not None
+
+    with pytest.raises(SemanticToolFilterContextWindowError) as exc_info:
+        await filter_instance.filter_tools(query="send an email", available_tools=tools)
+
+    message = str(exc_info.value)
+    assert "context window" in message
+    assert "tool descriptions" in message
+    print("✅ Build-time context window overflow is recorded and fails closed")
+
+
+@pytest.mark.asyncio
+async def test_semantic_filter_hook_fails_closed_on_context_window_error():
+    """
+    Regression test (LIT-4284): the pre-call hook must reject the request with
+    an actionable HTTP 400 when the embedding model overflows its context
+    window, instead of forwarding all tools and emitting an N->N success
+    header.
+    """
+    from fastapi import HTTPException
+
+    from litellm.proxy.hooks.mcp_semantic_filter import SemanticToolFilterHook
+
+    state = {"raise_context_error": False}
+    filter_instance = _make_context_window_filter(state)
+
+    tools = [
+        MCPTool(name=f"tool_{i}", description=f"Tool {i}", inputSchema={"type": "object"})
+        for i in range(5)
+    ]
+    filter_instance._build_router(tools)
+    hook = SemanticToolFilterHook(filter_instance)
+
+    state["raise_context_error"] = True
+    data = {
+        "model": "gpt-4",
+        "messages": [{"role": "user", "content": "Send an email"}],
+        "tools": tools,
+        "metadata": {},
+    }
+
+    with pytest.raises(HTTPException) as exc_info:
+        await hook.async_pre_call_hook(
+            user_api_key_dict=Mock(),
+            cache=Mock(),
+            data=data,
+            call_type="completion",
+        )
+
+    assert exc_info.value.status_code == 400
+    error_message = exc_info.value.detail["error"]
+    assert "context window" in error_message
+    assert "text-embedding-3-small" in error_message
+    assert "larger context window" in error_message
+    print("✅ Hook fails closed with actionable 400 on context window overflow")
+
+
+@pytest.mark.asyncio
+async def test_semantic_filter_hook_fails_closed_on_expanded_tools_context_window_error():
+    """
+    Regression test (LIT-4284): the litellm_proxy MCP expansion path (driven
+    by the dashboard test panel via /v1/responses) must also fail closed with
+    an actionable HTTP 400 instead of being swallowed by the expansion
+    catch-all.
+    """
+    from fastapi import HTTPException
+
+    from litellm.proxy.hooks.mcp_semantic_filter import SemanticToolFilterHook
+
+    state = {"raise_context_error": False}
+    filter_instance = _make_context_window_filter(state)
+
+    registry_tools = [
+        MCPTool(name=f"srv-tool_{i}", description=f"Registry tool {i}", inputSchema={"type": "object"})
+        for i in range(5)
+    ]
+    filter_instance._build_router(registry_tools)
+
+    expanded_tools = [
+        {
+            "type": "function",
+            "name": f"srv-tool_{i}",
+            "description": f"Registry tool {i}",
+            "parameters": {"type": "object", "properties": {}},
+        }
+        for i in range(5)
+    ]
+
+    hook = SemanticToolFilterHook(filter_instance)
+    hook._expand_mcp_tools = AsyncMock(  # type: ignore[method-assign]
+        return_value=expanded_tools
+    )
+
+    state["raise_context_error"] = True
+    data = {
+        "model": "gpt-4",
+        "input": [{"role": "user", "content": "Send an email", "type": "message"}],
+        "tools": [
+            {
+                "type": "mcp",
+                "server_url": "litellm_proxy",
+                "require_approval": "never",
+            }
+        ],
+        "metadata": {},
+    }
+
+    with pytest.raises(HTTPException) as exc_info:
+        await hook.async_pre_call_hook(
+            user_api_key_dict=Mock(),
+            cache=Mock(),
+            data=data,
+            call_type="aresponses",
+        )
+
+    assert exc_info.value.status_code == 400
+    error_message = exc_info.value.detail["error"]
+    assert "context window" in error_message
+    assert "larger context window" in error_message
+    print("✅ Expansion path fails closed with actionable 400 on context window overflow")
+
+
+@pytest.mark.asyncio
+async def test_semantic_filter_hook_ignores_build_error_for_native_only_tools():
+    """
+    A recorded build-time context-window error must only block requests that
+    rely on MCP tool filtering; requests carrying only native tools pass
+    through untouched.
+    """
+    from litellm.proxy.hooks.mcp_semantic_filter import SemanticToolFilterHook
+
+    state = {"raise_context_error": True}
+    filter_instance = _make_context_window_filter(state)
+
+    mcp_tools = [
+        MCPTool(name=f"tool_{i}", description=f"Tool {i}", inputSchema={"type": "object"})
+        for i in range(3)
+    ]
+    filter_instance._build_router(mcp_tools)
+    assert filter_instance.context_window_error is not None
+
+    hook = SemanticToolFilterHook(filter_instance)
+
+    native_tools = [
+        {
+            "type": "function",
+            "function": {"name": "local_fn", "description": "A local function", "parameters": {}},
+        }
+    ]
+    data = {
+        "model": "gpt-4",
+        "messages": [{"role": "user", "content": "Send an email"}],
+        "tools": native_tools,
+        "metadata": {},
+    }
+
+    result = await hook.async_pre_call_hook(
+        user_api_key_dict=Mock(),
+        cache=Mock(),
+        data=data,
+        call_type="completion",
+    )
+
+    assert result is not None
+    assert result["tools"] == native_tools
+    print("✅ Native-only requests pass through despite recorded build error")
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterSettings.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterSettings.tsx
index 38b1420f97e..888ffa43261 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterSettings.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterSettings.tsx
@@ -46,6 +46,7 @@ export default function MCPSemanticFilterSettings({ accessToken }: MCPSemanticFi
   const [testQuery, setTestQuery] = useState("");
   const [testModel, setTestModel] = useState<string>("gpt-4o");
   const [testResult, setTestResult] = useState<TestResult | null>(null);
+  const [testError, setTestError] = useState<string | null>(null);
   const [isTesting, setIsTesting] = useState(false);
 
   const schema = data?.field_schema;
@@ -113,6 +114,7 @@ export default function MCPSemanticFilterSettings({ accessToken }: MCPSemanticFi
       testQuery,
       setIsTesting,
       setTestResult,
+      setTestError,
     });
   };
 
@@ -285,6 +287,7 @@ export default function MCPSemanticFilterSettings({ accessToken }: MCPSemanticFi
                 onTest={handleTest}
                 filterEnabled={!!values.enabled}
                 testResult={testResult}
+                testError={testError}
                 curlCommand={getCurlCommand(testModel, testQuery)}
               />
             </Col>
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.test.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.test.tsx
index 280a28e4765..c35caffc4be 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.test.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.test.tsx
@@ -27,6 +27,7 @@ const buildProps = (overrides: Partial<React.ComponentProps<typeof MCPSemanticFi
   onTest: vi.fn(),
   filterEnabled: true,
   testResult: null as TestResult | null,
+  testError: null as string | null,
   curlCommand: "curl --location 'http://localhost:4000/v1/responses'",
   ...overrides,
 });
@@ -134,6 +135,20 @@ describe("MCPSemanticFilterTestPanel", () => {
     expect(screen.queryByText("Results")).not.toBeInTheDocument();
   });
 
+  it("should render an error banner with the backend message when testError is set", () => {
+    const testError =
+      "MCP semantic tool filtering could not run: embedding model 'text-embedding-3-small' exceeded its context window while embedding the user query. Switch to an embedding model with a larger context window, or disable semantic tool filtering.";
+    render(<MCPSemanticFilterTestPanel {...buildProps({ testError })} />);
+
+    expect(screen.getByText("Semantic filtering did not run")).toBeInTheDocument();
+    expect(screen.getByText(testError)).toBeInTheDocument();
+  });
+
+  it("should not render the error banner when testError is null", () => {
+    render(<MCPSemanticFilterTestPanel {...buildProps({ testError: null })} />);
+    expect(screen.queryByText("Semantic filtering did not run")).not.toBeInTheDocument();
+  });
+
   it("should show the curl command in the API Usage tab", async () => {
     const user = userEvent.setup();
     const curlCommand = "curl --location 'http://localhost:4000/v1/responses' --header 'Authorization: Bearer sk-1234'";
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.tsx
index 74850020aa8..21aded8733c 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.tsx
@@ -13,6 +13,7 @@ interface MCPSemanticFilterTestPanelProps {
   onTest: () => void;
   filterEnabled: boolean;
   testResult: TestResult | null;
+  testError: string | null;
   curlCommand: string;
 }
 
@@ -26,6 +27,7 @@ export default function MCPSemanticFilterTestPanel({
   onTest,
   filterEnabled,
   testResult,
+  testError,
   curlCommand,
 }: MCPSemanticFilterTestPanelProps) {
   return (
@@ -82,6 +84,16 @@ export default function MCPSemanticFilterTestPanel({
                   />
                 )}
 
+                {testError && (
+                  <Alert
+                    type="error"
+                    message="Semantic filtering did not run"
+                    description={testError}
+                    showIcon
+                    style={{ marginBottom: 16 }}
+                  />
+                )}
+
                 {testResult && (
                   <div>
                     <Typography.Title level={5}>Results</Typography.Title>
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.test.ts b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.test.ts
index abb18edb053..5880cca3f8f 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.test.ts
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.test.ts
@@ -27,12 +27,14 @@ describe("getCurlCommand", () => {
 describe("runSemanticFilterTest", () => {
   const mockSetIsTesting = vi.fn();
   const mockSetTestResult = vi.fn();
+  const mockSetTestError = vi.fn();
   const baseArgs = {
     accessToken: "test-token",
     testModel: "gpt-4o",
     testQuery: "find relevant files",
     setIsTesting: mockSetIsTesting,
     setTestResult: mockSetTestResult,
+    setTestError: mockSetTestError,
   };
 
   beforeEach(() => {
@@ -112,4 +114,34 @@ describe("runSemanticFilterTest", () => {
     expect(NotificationManager.error).toHaveBeenCalledWith("Failed to test semantic filter");
     expect(mockSetIsTesting).toHaveBeenLastCalledWith(false);
   });
+
+  it("should surface the backend error message via setTestError when the API call fails", async () => {
+    const backendMessage =
+      "MCP semantic tool filtering could not run: embedding model 'text-embedding-3-small' exceeded its context window while embedding the user query.";
+    vi.mocked(testMCPSemanticFilter).mockRejectedValueOnce(new Error(backendMessage));
+
+    await runSemanticFilterTest(baseArgs);
+
+    expect(mockSetTestError).toHaveBeenLastCalledWith(backendMessage);
+  });
+
+  it("should clear the previous test error before making a new request", async () => {
+    vi.mocked(testMCPSemanticFilter).mockResolvedValueOnce({
+      data: {},
+      headers: { filter: "5->2", tools: "tool-a,tool-b" },
+    });
+
+    await runSemanticFilterTest(baseArgs);
+
+    expect(mockSetTestError).toHaveBeenCalledTimes(1);
+    expect(mockSetTestError).toHaveBeenCalledWith(null);
+  });
+
+  it("should fall back to a generic message when the thrown error has no message", async () => {
+    vi.mocked(testMCPSemanticFilter).mockRejectedValueOnce(new Error(""));
+
+    await runSemanticFilterTest(baseArgs);
+
+    expect(mockSetTestError).toHaveBeenLastCalledWith("Failed to test semantic filter");
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.ts b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.ts
index 97fc1465d56..065014e2869 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.ts
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.ts
@@ -29,12 +29,14 @@ export const runSemanticFilterTest = async ({
   testQuery,
   setIsTesting,
   setTestResult,
+  setTestError,
 }: {
   accessToken: string;
   testModel: string;
   testQuery: string;
   setIsTesting: (value: boolean) => void;
   setTestResult: (result: TestResult | null) => void;
+  setTestError: (error: string | null) => void;
 }) => {
   if (!testQuery || !testModel || !accessToken) {
     NotificationManager.error("Please enter a query and select a model");
@@ -43,6 +45,7 @@ export const runSemanticFilterTest = async ({
 
   setIsTesting(true);
   setTestResult(null);
+  setTestError(null);
 
   try {
     const { headers } = await testMCPSemanticFilter(accessToken, testModel, testQuery);
@@ -57,6 +60,8 @@ export const runSemanticFilterTest = async ({
     NotificationManager.success("Semantic filter test completed successfully");
   } catch (error) {
     console.error("Test failed:", error);
+    const message = error instanceof Error && error.message ? error.message : "Failed to test semantic filter";
+    setTestError(message);
     NotificationManager.error("Failed to test semantic filter");
   } finally {
     setIsTesting(false);

From 898182b0e6e34111489f414cbdffb0343de25b38 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Thu, 9 Jul 2026 20:35:57 -0700
Subject: [PATCH 223/370] fix(mcp): redact provider error from client-facing
 semantic filter message

Keep the full provider exception in server-side logs only; the client
receives a fixed actionable message. Also follow implicit exception
context when detecting context window overflows and pin the detection
variants plus the redaction in tests
---
 .../mcp_server/semantic_tool_filter.py        |  8 +++-
 .../mcp_server/test_semantic_tool_filter.py   | 42 +++++++++++++++++++
 2 files changed, 48 insertions(+), 2 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/semantic_tool_filter.py b/litellm/proxy/_experimental/mcp_server/semantic_tool_filter.py
index eb86206c566..0a73420e9d2 100644
--- a/litellm/proxy/_experimental/mcp_server/semantic_tool_filter.py
+++ b/litellm/proxy/_experimental/mcp_server/semantic_tool_filter.py
@@ -29,7 +29,7 @@ def __init__(self, embedding_model: str, stage: str, original_error: str):
             f"exceeded its context window while embedding {stage}. "
             f"The request was blocked instead of silently passing all tools through. "
             f"Switch to an embedding model with a larger context window, or disable "
-            f"semantic tool filtering. Original error: {original_error}"
+            f"semantic tool filtering."
         )
 
 
@@ -41,7 +41,7 @@ def _is_context_window_error(error: Optional[BaseException], depth: int = 5) ->
         return True
     if ExceptionCheckers.is_error_str_context_window_exceeded(str(error)):
         return True
-    return _is_context_window_error(error.__cause__, depth - 1)
+    return _is_context_window_error(error.__cause__ or error.__context__, depth - 1)
 
 
 class SemanticMCPToolFilter:
@@ -231,6 +231,10 @@ async def filter_tools(
 
         except Exception as e:
             if _is_context_window_error(e):
+                verbose_logger.error(
+                    f"Semantic tool filter embedding exceeded its context window: {e}",
+                    exc_info=True,
+                )
                 raise SemanticToolFilterContextWindowError(
                     embedding_model=self.embedding_model,
                     stage="the user query",
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_semantic_tool_filter.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_semantic_tool_filter.py
index edf6921de1e..9bc0a525326 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_semantic_tool_filter.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_semantic_tool_filter.py
@@ -1510,6 +1510,7 @@ async def test_semantic_filter_hook_fails_closed_on_context_window_error():
     assert "context window" in error_message
     assert "text-embedding-3-small" in error_message
     assert "larger context window" in error_message
+    assert "maximum input length" not in error_message
     print("✅ Hook fails closed with actionable 400 on context window overflow")
 
 
@@ -1575,6 +1576,7 @@ async def test_semantic_filter_hook_fails_closed_on_expanded_tools_context_windo
     error_message = exc_info.value.detail["error"]
     assert "context window" in error_message
     assert "larger context window" in error_message
+    assert "maximum input length" not in error_message
     print("✅ Expansion path fails closed with actionable 400 on context window overflow")
 
 
@@ -1622,3 +1624,43 @@ async def test_semantic_filter_hook_ignores_build_error_for_native_only_tools():
     assert result is not None
     assert result["tools"] == native_tools
     print("✅ Native-only requests pass through despite recorded build error")
+
+
+def test_is_context_window_error_detection_variants():
+    """
+    _is_context_window_error must detect the overflow in every shape it
+    reaches filter_tools in: the raw typed exception, the encoder's
+    explicitly chained ValueError wrapper, an implicitly chained wrapper,
+    and a bare error whose message carries a known overflow phrase; a
+    generic error must not match.
+    """
+    import litellm
+    from litellm.proxy._experimental.mcp_server.semantic_tool_filter import (
+        _is_context_window_error,
+    )
+
+    cwe = litellm.ContextWindowExceededError(
+        message="Invalid 'input[0]': maximum input length is 8192 tokens.",
+        model="text-embedding-3-small",
+        llm_provider="openai",
+    )
+    assert _is_context_window_error(cwe)
+
+    try:
+        raise ValueError("Internal_litellm_router API call failed") from cwe
+    except ValueError as explicitly_chained:
+        assert _is_context_window_error(explicitly_chained)
+
+    try:
+        try:
+            raise litellm.ContextWindowExceededError(
+                message="overflow", model="m", llm_provider="openai"
+            )
+        except litellm.ContextWindowExceededError:
+            raise ValueError("wrapper without explicit chaining")
+    except ValueError as implicitly_chained:
+        assert _is_context_window_error(implicitly_chained)
+
+    assert _is_context_window_error(ValueError("Invalid 'input[0]': maximum input length is 8192 tokens."))
+    assert not _is_context_window_error(ValueError("A generic API error occurred."))
+    assert not _is_context_window_error(None)

From 38efe9872010ab96add30d64fcca7891a5d89384 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Thu, 9 Jul 2026 23:06:47 -0700
Subject: [PATCH 224/370] refactor(mcp): make context window detection
 iterative for the recursion gate

The code-quality recursive_detector CI step bans recursive functions
under litellm/; walk the exception cause chain with a bounded loop
instead
---
 .../mcp_server/semantic_tool_filter.py        | 19 +++++++++++--------
 1 file changed, 11 insertions(+), 8 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/semantic_tool_filter.py b/litellm/proxy/_experimental/mcp_server/semantic_tool_filter.py
index 0a73420e9d2..e12c6cdbd56 100644
--- a/litellm/proxy/_experimental/mcp_server/semantic_tool_filter.py
+++ b/litellm/proxy/_experimental/mcp_server/semantic_tool_filter.py
@@ -33,15 +33,18 @@ def __init__(self, embedding_model: str, stage: str, original_error: str):
         )
 
 
-def _is_context_window_error(error: Optional[BaseException], depth: int = 5) -> bool:
+def _is_context_window_error(error: Optional[BaseException], max_depth: int = 5) -> bool:
     """Detect a context-window overflow anywhere in an exception's cause chain."""
-    if error is None or depth == 0:
-        return False
-    if isinstance(error, ContextWindowExceededError):
-        return True
-    if ExceptionCheckers.is_error_str_context_window_exceeded(str(error)):
-        return True
-    return _is_context_window_error(error.__cause__ or error.__context__, depth - 1)
+    current = error
+    for _ in range(max_depth):
+        if current is None:
+            return False
+        if isinstance(current, ContextWindowExceededError):
+            return True
+        if ExceptionCheckers.is_error_str_context_window_exceeded(str(current)):
+            return True
+        current = current.__cause__ or current.__context__
+    return False
 
 
 class SemanticMCPToolFilter:

From 931b617a51f775327cde2d2cbb75dc3ce0873e55 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Fri, 10 Jul 2026 00:45:38 -0700
Subject: [PATCH 225/370] feat(mcp): persist admin-entered OAuth app
 credentials for the client-forwarded modes

---
 .../mcp_tools/PassthroughAuthorizeSection.tsx | 31 ++++----
 .../mcp_tools/create_mcp_server.test.tsx      | 71 ++++++++++++++++++-
 .../mcp_tools/create_mcp_server.tsx           |  4 +-
 .../mcp_tools/mcp_server_edit.test.tsx        | 46 ++++++++++++
 .../components/mcp_tools/mcp_server_edit.tsx  |  4 +-
 5 files changed, 138 insertions(+), 18 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx b/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
index af81f2713ae..314b45fff6c 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
@@ -11,13 +11,14 @@ interface PassthroughOAuthFlow {
 
 /**
  * Browser-only Authorize & Fetch for the client-forwarded token modes
- * (true_passthrough / oauth_delegate). LiteLLM never stores upstream
- * credentials for these modes, so the token obtained here lives in this
- * browser session only: it is forwarded per-server for the tools preview and
- * allowlist configuration, and is never written to the server row or the
- * per-user credential store. The optional client credentials cover IdPs
- * without dynamic client registration (e.g. a pre-registered Slack app) and
- * ride the temporary authorize session only.
+ * (true_passthrough / oauth_delegate). Tokens are never stored: the token
+ * obtained here lives in this browser session only, forwarded per-server for
+ * the tools preview and allowlist configuration, and is never written to the
+ * server row or the per-user credential store. The optional OAuth client
+ * credentials cover IdPs without dynamic client registration (e.g. a
+ * pre-registered Slack app); unlike the token they ARE saved onto the server
+ * as declared config, so internal users' Authorize relays through the org's
+ * app instead of dead-ending on upstreams that cannot mint clients.
  */
 export default function PassthroughAuthorizeSection({
   authType,
@@ -35,14 +36,15 @@ export default function PassthroughAuthorizeSection({
   return (
     <div className="rounded-lg border border-dashed border-gray-300 p-4 space-y-2 mb-4">
       <p className="text-sm text-gray-600">
-        Callers bring their own upstream token for this auth type, so LiteLLM stores no upstream credentials. To preview
-        tools and configure the tool allowlist, authorize against the upstream here: the token stays in this browser
-        session only and is never saved to LiteLLM.
+        Callers bring their own upstream token for this auth type, so LiteLLM never stores tokens. To preview tools and
+        configure the tool allowlist, authorize against the upstream here: the token stays in this browser session only
+        and is never saved to LiteLLM. An OAuth app configured below IS saved with the server, so internal users who
+        authorize from the Tools page go through it.
       </p>
       <Form.Item
-        label={<span className="text-sm font-medium text-gray-700">OAuth Client ID (optional, not saved)</span>}
+        label={<span className="text-sm font-medium text-gray-700">OAuth Client ID (optional, saved)</span>}
         name={["credentials", "client_id"]}
-        extra="Only needed when the upstream does not support dynamic client registration (e.g. a pre-registered Slack app). Used for this browser authorization only."
+        extra="Set this to make everyone authorize through a specific app; required for upstreams without dynamic client registration (e.g. a pre-registered Slack app)."
       >
         <Input.Password
           placeholder="Leave blank to use dynamic client registration"
@@ -50,7 +52,7 @@ export default function PassthroughAuthorizeSection({
         />
       </Form.Item>
       <Form.Item
-        label={<span className="text-sm font-medium text-gray-700">OAuth Client Secret (optional, not saved)</span>}
+        label={<span className="text-sm font-medium text-gray-700">OAuth Client Secret (optional, saved)</span>}
         name={["credentials", "client_secret"]}
       >
         <Input.Password
@@ -67,7 +69,8 @@ export default function PassthroughAuthorizeSection({
       {oauthFlow.error && <p className="text-sm text-red-500">{oauthFlow.error}</p>}
       {oauthFlow.status === "success" && oauthFlow.tokenResponse?.access_token && (
         <p className="text-sm text-green-600">
-          Token held for this browser session. Tools can now be previewed and configured; nothing was saved to LiteLLM.
+          Token held for this browser session. Tools can now be previewed and configured; the token was not saved to
+          LiteLLM.
         </p>
       )}
     </div>
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
index 02374a3ffa4..0a3128c6e7f 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
@@ -202,8 +202,8 @@ describe("CreateMCPServer", () => {
         await waitFor(() => {
           expect(screen.getByRole("button", { name: "Authorize & Fetch Tools (browser-only)" })).toBeInTheDocument();
         });
-        expect(screen.getByText("OAuth Client ID (optional, not saved)")).toBeInTheDocument();
-        expect(screen.getByText("OAuth Client Secret (optional, not saved)")).toBeInTheDocument();
+        expect(screen.getByText("OAuth Client ID (optional, saved)")).toBeInTheDocument();
+        expect(screen.getByText("OAuth Client Secret (optional, saved)")).toBeInTheDocument();
       },
     );
 
@@ -436,6 +436,73 @@ describe("CreateMCPServer", () => {
       );
     });
 
+    it.each([
+      ["true_passthrough", "True Passthrough (no LiteLLM auth)"],
+      ["oauth_delegate", "OAuth Delegate (client-supplied upstream token)"],
+    ])(
+      "persists admin-entered OAuth app credentials on create for %s while the token stays browser-held",
+      async (_authType, optionLabel) => {
+        oauthHook.tokenResponse = { access_token: "upstream-tok", token_type: "Bearer" };
+        await selectHttpTransport();
+
+        const user = userEvent.setup({ delay: null });
+        await user.type(getServerNameInput(), "CF_App_Server");
+        await user.type(screen.getByPlaceholderText("https://your-mcp-server.com"), "https://example.com/mcp");
+
+        await selectAntOption("Authentication", optionLabel);
+
+        // Admin declares the org's pre-registered upstream app; unlike the browser-authorized
+        // token, this is config and must survive onto the server row so internal users'
+        // Tools-page Authorize relays through it (required for non-DCR upstreams like Slack).
+        await user.type(
+          screen.getByPlaceholderText("Leave blank to use dynamic client registration"),
+          "org-app-client-id",
+        );
+        await user.type(screen.getByPlaceholderText("Leave blank for public clients / PKCE"), "org-app-secret");
+
+        await waitFor(() => expect(oauthHook.onTokenReceived).toBeTruthy());
+        await act(async () => {
+          oauthHook.onTokenReceived!({ access_token: "upstream-tok", token_type: "Bearer" }, undefined);
+        });
+
+        const createdServer = {
+          server_id: "new-cf-app-server",
+          server_name: "CF_App_Server",
+          alias: "CF_App_Server",
+          url: "https://example.com/mcp",
+          transport: "http",
+          auth_type: _authType,
+          created_at: "2024-01-01T00:00:00Z",
+          created_by: "user-1",
+          updated_at: "2024-01-01T00:00:00Z",
+          updated_by: "user-1",
+        };
+        vi.mocked(networking.createMCPServer).mockResolvedValue(createdServer);
+
+        const submitButton = screen.getByRole("button", { name: "Add MCP Server" });
+        await act(async () => {
+          fireEvent.click(submitButton);
+        });
+
+        await waitFor(() => expect(networking.createMCPServer).toHaveBeenCalledTimes(1));
+        const [, payload] = vi.mocked(networking.createMCPServer).mock.calls[0];
+
+        // The declared app persists; the browser-authorized token still appears nowhere in the
+        // payload and no per-user DB credential is written.
+        expect(payload.credentials).toEqual({
+          client_id: "org-app-client-id",
+          client_secret: "org-app-secret",
+        });
+        expect(JSON.stringify(payload)).not.toContain("upstream-tok");
+        expect(networking.storeMCPOAuthUserCredential).not.toHaveBeenCalled();
+        expect(setToken).toHaveBeenCalledWith(
+          "new-cf-app-server",
+          expect.objectContaining({ access_token: "upstream-tok" }),
+          undefined,
+        );
+      },
+    );
+
     it("should not show auth value field when None auth type is selected", async () => {
       await selectHttpTransport();
 
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index eb48fd02474..79db031008e 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -60,6 +60,8 @@ const AUTH_TYPES_REQUIRING_CREDENTIALS = [
   AUTH_TYPE.OAUTH2,
   AUTH_TYPE.OAUTH2_TOKEN_EXCHANGE,
   AUTH_TYPE.AWS_SIGV4,
+  AUTH_TYPE.TRUE_PASSTHROUGH,
+  AUTH_TYPE.OAUTH_DELEGATE,
 ];
 const CREATE_OAUTH_UI_STATE_KEY = "litellm-mcp-oauth-create-state";
 
@@ -209,7 +211,7 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
         // edit form's onTokenReceived early return.
         setAuthorizedIdentity(getOAuthAuthorizationIdentity(form.getFieldsValue(true)));
         NotificationsManager.success(
-          "Token held for this browser session. Tools can now be previewed and configured; nothing will be saved to LiteLLM.",
+          "Token held for this browser session. Tools can now be previewed and configured; the token is not saved to LiteLLM.",
         );
         return;
       }
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index adb3e161da5..a1bad0307b0 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -1,6 +1,7 @@
 import React from "react";
 import { describe, it, expect, vi, beforeEach } from "vitest";
 import { render, screen, waitFor, fireEvent, act } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
 import MCPServerEdit from "./mcp_server_edit";
 import * as networking from "../networking";
 import NotificationsManager from "../molecules/notifications_manager";
@@ -1377,6 +1378,51 @@ describe("MCPServerEdit (OAuth token persistence on save)", () => {
     },
   );
 
+  it.each([["true_passthrough"], ["oauth_delegate"]])(
+    "persists admin-entered OAuth app credentials in the update payload for the %s mode",
+    async (authType) => {
+      mockOauth.tokenResponse = { access_token: "cf-tok", expires_in: 1800, token_type: "bearer" };
+      vi.mocked(networking.updateMCPServer).mockResolvedValue({
+        ...interactiveOAuthServer,
+        auth_type: authType,
+      });
+
+      render(
+        <MCPServerEdit
+          mcpServer={{ ...interactiveOAuthServer, auth_type: authType }}
+          accessToken="access-token"
+          userID="user-1"
+          onCancel={vi.fn()}
+          onSuccess={vi.fn()}
+          availableAccessGroups={[]}
+        />,
+      );
+
+      const user = userEvent.setup({ delay: null });
+      await user.type(
+        screen.getByPlaceholderText("Leave blank to use dynamic client registration"),
+        "org-app-client-id",
+      );
+      await user.type(screen.getByPlaceholderText("Leave blank for public clients / PKCE"), "org-app-secret");
+
+      await act(async () => {
+        fireEvent.click(screen.getAllByRole("button", { name: "Save Changes" })[0]);
+      });
+
+      await waitFor(() => expect(networking.updateMCPServer).toHaveBeenCalledTimes(1));
+      const [, payload] = vi.mocked(networking.updateMCPServer).mock.calls[0];
+
+      // The declared app is config and persists onto the row; the browser-held token still never
+      // reaches the payload or the per-user credential store.
+      expect(payload.credentials).toMatchObject({
+        client_id: "org-app-client-id",
+        client_secret: "org-app-secret",
+      });
+      expect(JSON.stringify(payload)).not.toContain("cf-tok");
+      expect(networking.storeMCPOAuthUserCredential).not.toHaveBeenCalled();
+    },
+  );
+
   it("forwards a newly authorized browser-held token for tool loading before the form is saved", async () => {
     // Regression: fetchTools keyed the browser-held decision off the saved mcpServer.auth_type, so
     // after switching the form to true_passthrough and authorizing, the fresh token was not sent as
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index 7446c96c40e..9b2c5af861f 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -56,6 +56,8 @@ const AUTH_TYPES_REQUIRING_CREDENTIALS = [
   AUTH_TYPE.OAUTH2,
   AUTH_TYPE.OAUTH2_TOKEN_EXCHANGE,
   AUTH_TYPE.AWS_SIGV4,
+  AUTH_TYPE.TRUE_PASSTHROUGH,
+  AUTH_TYPE.OAUTH_DELEGATE,
 ];
 export const EDIT_OAUTH_UI_STATE_KEY = "litellm-mcp-oauth-edit-state";
 
@@ -202,7 +204,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         };
         setToken(mcpServer.server_id, browserHeldToken, userID);
         NotificationsManager.success(
-          "Token held for this browser session. Tools can now be loaded and configured; nothing was saved to LiteLLM.",
+          "Token held for this browser session. Tools can now be loaded and configured; the token is not saved to LiteLLM.",
         );
         return;
       }

From d2b7996170c16767b1f08d9327fd2f96c9422d78 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 00:57:31 -0700
Subject: [PATCH 226/370] test(ui): pin deriveErrorMessage against the
 ProxyException wire shape

Both automated reviewers assumed the semantic filter 400 reaches the
browser as FastAPI's flat detail dict and would render as raw JSON in
the test panel banner. The proxy converts a pre-call hook HTTPException
into a ProxyException that serializes as {"error": {"message": ...}},
which deriveErrorMessage unpacks first; pin that contract with direct
tests
---
 .../src/lib/http/client.test.ts               | 21 ++++++++++++++++++-
 1 file changed, 20 insertions(+), 1 deletion(-)

diff --git a/ui/litellm-dashboard/src/lib/http/client.test.ts b/ui/litellm-dashboard/src/lib/http/client.test.ts
index 6d50f99feca..e0b5a73d11a 100644
--- a/ui/litellm-dashboard/src/lib/http/client.test.ts
+++ b/ui/litellm-dashboard/src/lib/http/client.test.ts
@@ -1,5 +1,5 @@
 import { describe, it, expect, vi } from "vitest";
-import { createApiClient, ApiError } from "./client";
+import { createApiClient, ApiError, deriveErrorMessage } from "./client";
 
 const okResponse = (data: unknown): Response =>
   ({ ok: true, status: 200, text: async () => JSON.stringify(data) }) as unknown as Response;
@@ -101,3 +101,22 @@ describe("createApiClient", () => {
     }
   });
 });
+
+describe("deriveErrorMessage", () => {
+  it("extracts error.message from a ProxyException body, the shape the proxy emits for a pre-call hook HTTPException", () => {
+    const actionable =
+      "MCP semantic tool filtering could not run: embedding model 'text-embedding-3-small' exceeded its context window while embedding the user query. The request was blocked instead of silently passing all tools through. Switch to an embedding model with a larger context window, or disable semantic tool filtering.";
+    const wireBody = {
+      error: { message: actionable, type: "None", param: "None", code: "400" },
+    };
+    expect(deriveErrorMessage(wireBody)).toBe(actionable);
+  });
+
+  it("returns error directly when it is a plain string", () => {
+    expect(deriveErrorMessage({ error: "flat error text" })).toBe("flat error text");
+  });
+
+  it("falls back to a string detail field", () => {
+    expect(deriveErrorMessage({ detail: "detail text" })).toBe("detail text");
+  });
+});

From 5a654c5c61a7c77bd176757f10461c0dbd9d841b Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Fri, 10 Jul 2026 09:30:33 -0700
Subject: [PATCH 227/370] refactor(ui): full-height sidebar shell with
 content-scoped top bar

Move the admin dashboard to a standard fixed-viewport shell. The sidebar is now full-height with its own scrolling nav (fixed logo header, pinned footer) and the top bar sits only over the content, so the page can no longer scroll past the end of the sidebar

The brand, version, collapse toggle, and account menu move into the sidebar; the AI Gateway/Chat switch, docs/blog/community links, notifications, and worker switcher stay in the top bar. The sidebar is rebuilt on a new shadcn ui/sidebar primitive that uses the existing design-system tokens instead of the antd Menu

This is a pure move-around of the sidebar, header, and content with no behavioral change intended. Chat keeps its own shell and navbar and is deliberately out of scope
---
 .../components/SidebarProvider.tsx            |   9 +-
 .../src/app/(dashboard)/hooks/useLogout.ts    |  19 +
 .../src/app/(dashboard)/layout.tsx            |  44 +-
 .../src/components/DashboardHeader.tsx        |  74 ++
 .../Navbar/UserDropdown/UserDropdown.tsx      |  74 +-
 .../src/components/SidebarUsageCard.tsx       | 145 ++++
 .../src/components/leftnav.test.tsx           |  81 +-
 .../src/components/leftnav.tsx                | 725 +++++++++---------
 .../src/components/ui/sidebar.tsx             | 203 +++++
 9 files changed, 923 insertions(+), 451 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/app/(dashboard)/hooks/useLogout.ts
 create mode 100644 ui/litellm-dashboard/src/components/DashboardHeader.tsx
 create mode 100644 ui/litellm-dashboard/src/components/SidebarUsageCard.tsx
 create mode 100644 ui/litellm-dashboard/src/components/ui/sidebar.tsx

diff --git a/ui/litellm-dashboard/src/app/(dashboard)/components/SidebarProvider.tsx b/ui/litellm-dashboard/src/app/(dashboard)/components/SidebarProvider.tsx
index b21759f136d..d14357b5026 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/components/SidebarProvider.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/components/SidebarProvider.tsx
@@ -9,9 +9,15 @@ interface SidebarProviderProps {
   setPage: (page: string) => void;
   defaultSelectedKey: string;
   sidebarCollapsed: boolean;
+  onToggleCollapsed?: () => void;
 }
 
-const SidebarProvider = ({ setPage, defaultSelectedKey, sidebarCollapsed }: SidebarProviderProps) => {
+const SidebarProvider = ({
+  setPage,
+  defaultSelectedKey,
+  sidebarCollapsed,
+  onToggleCollapsed,
+}: SidebarProviderProps) => {
   const { accessToken } = useAuthorized();
   const [enabledPagesInternalUsers, setEnabledPagesInternalUsers] = useState<string[] | null>(null);
   const [enableProjectsUI, setEnableProjectsUI] = useState<boolean>(false);
@@ -72,6 +78,7 @@ const SidebarProvider = ({ setPage, defaultSelectedKey, sidebarCollapsed }: Side
       setPage={setPage}
       defaultSelectedKey={defaultSelectedKey}
       collapsed={sidebarCollapsed}
+      onToggleCollapsed={onToggleCollapsed}
       enabledPagesInternalUsers={enabledPagesInternalUsers}
       enableProjectsUI={enableProjectsUI}
       enableChatUI={enableChatUI}
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/useLogout.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/useLogout.ts
new file mode 100644
index 00000000000..8da057ef9be
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/useLogout.ts
@@ -0,0 +1,19 @@
+import { clearTokenCookies } from "@/utils/cookieUtils";
+import { clearStoredReturnUrl } from "@/utils/returnUrlUtils";
+import useProxySettings from "@/app/(dashboard)/hooks/proxySettings/useProxySettings";
+
+/**
+ * Shared sign-out handler. Used by both the top navbar and the sidebar footer so
+ * the two entry points can never drift on which client state gets cleared.
+ */
+export function useLogout(accessToken: string | null): () => void {
+  const proxySettings = useProxySettings(accessToken);
+
+  return () => {
+    clearTokenCookies();
+    clearStoredReturnUrl();
+    localStorage.removeItem("litellm_selected_worker_id");
+    localStorage.removeItem("litellm_worker_url");
+    window.location.href = proxySettings.PROXY_LOGOUT_URL || "";
+  };
+}
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx b/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx
index b8eb4e66ed0..d2e8ea4e540 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx
@@ -1,7 +1,7 @@
 "use client";
 
 import React, { Suspense, useState, useRef, useEffect } from "react";
-import Navbar from "@/components/navbar";
+import { DashboardHeader } from "@/components/DashboardHeader";
 import LoadingScreen from "@/components/common_components/LoadingScreen";
 import { ThemeProvider } from "@/contexts/ThemeContext";
 import { useAuth } from "@/contexts/AuthContext";
@@ -102,34 +102,36 @@ function DashboardShell({ children }: { children: React.ReactNode }) {
   const { mode } = usePluginMode();
 
   const page = legacyKeyForPathname(pathname) || searchParams.get("page") || "api-keys";
+  const isGateway = mode === "ai-gateway";
 
   const navigateToPage = (newPage: string) => {
     const migratedRoute = MIGRATED_PAGES[newPage];
     router.push(migratedRoute ? migratedHref(migratedRoute) : legacyPageHref(newPage));
   };
 
+  // Standard app shell: the viewport is fixed height and never scrolls. The
+  // sidebar owns its own scroll and the content column scrolls independently,
+  // so the page can't be dragged past the end of the nav.
   return (
-    <div className="flex flex-col min-h-screen">
-      <Navbar
-        accessToken={accessToken}
-        isPublicPage={false}
-        sidebarCollapsed={sidebarCollapsed}
-        onToggleSidebar={() => setSidebarCollapsed((v) => !v)}
-      />
-      <DebugWarningBanner accessToken={accessToken} />
-      <LicenseExpiryBanner accessToken={accessToken} />
-      <div className="flex flex-1">
-        {mode !== "ai-gateway" ? (
-          <div className="flex-1 flex">
-            <AgentControlPlaneView />
-          </div>
+    <div className="flex h-screen overflow-hidden bg-background">
+      {isGateway && (
+        <SidebarProvider
+          setPage={navigateToPage}
+          defaultSelectedKey={page}
+          sidebarCollapsed={sidebarCollapsed}
+          onToggleCollapsed={() => setSidebarCollapsed((v) => !v)}
+        />
+      )}
+      <div className="flex min-w-0 flex-1 flex-col overflow-hidden">
+        <DashboardHeader page={page} />
+        <DebugWarningBanner accessToken={accessToken} />
+        <LicenseExpiryBanner accessToken={accessToken} />
+        {isGateway ? (
+          <main className="min-w-0 flex-1 overflow-y-auto">{children}</main>
         ) : (
-          <>
-            <div className="mt-2">
-              <SidebarProvider setPage={navigateToPage} defaultSelectedKey={page} sidebarCollapsed={sidebarCollapsed} />
-            </div>
-            <main className="flex-1 min-w-0">{children}</main>
-          </>
+          <main className="flex min-w-0 flex-1 overflow-hidden">
+            <AgentControlPlaneView />
+          </main>
         )}
       </div>
     </div>
diff --git a/ui/litellm-dashboard/src/components/DashboardHeader.tsx b/ui/litellm-dashboard/src/components/DashboardHeader.tsx
new file mode 100644
index 00000000000..d765cdd45cb
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/DashboardHeader.tsx
@@ -0,0 +1,74 @@
+"use client";
+
+import { ChevronRight } from "lucide-react";
+import { Separator } from "@/components/ui/separator";
+import { getBreadcrumb } from "@/components/leftnav";
+import { BlogDropdown } from "@/components/Navbar/BlogDropdown/BlogDropdown";
+import { CommunityEngagementButtons } from "@/components/Navbar/CommunityEngagementButtons/CommunityEngagementButtons";
+import { NotificationsBell } from "@/components/Navbar/NotificationsBell/NotificationsBell";
+import ViewSwitcher from "@/components/Navbar/ViewSwitcher";
+import WorkerDropdown from "@/components/Navbar/WorkerDropdown/WorkerDropdown";
+import { useWorker } from "@/hooks/useWorker";
+import { useDisableShowPrompts } from "@/app/(dashboard)/hooks/useDisableShowPrompts";
+import { clearTokenCookies } from "@/utils/cookieUtils";
+import { clearStoredReturnUrl } from "@/utils/returnUrlUtils";
+
+interface DashboardHeaderProps {
+  page: string;
+}
+
+// Top bar for the dashboard shell. Sits only over the content column (the brand
+// lives in the sidebar header); mirrors the design's breadcrumb-left / tools-right layout.
+export function DashboardHeader({ page }: DashboardHeaderProps) {
+  const { section, title } = getBreadcrumb(page);
+  const { isControlPlane, selectedWorker } = useWorker();
+  const showWorkerSwitch = isControlPlane && selectedWorker !== null;
+  const hideCommunityLinks = useDisableShowPrompts();
+
+  const handleWorkerSwitch = (workerId: string) => {
+    clearTokenCookies();
+    clearStoredReturnUrl();
+    localStorage.removeItem("litellm_selected_worker_id");
+    localStorage.removeItem("litellm_worker_url");
+    window.location.href = `/ui/login?worker=${encodeURIComponent(workerId)}`;
+  };
+
+  return (
+    <header className="flex h-14 flex-none items-center justify-between gap-4 border-b border-border bg-background px-4">
+      <nav aria-label="Breadcrumb" className="flex min-w-0 items-center gap-1.5 text-sm">
+        {section && (
+          <>
+            <span className="whitespace-nowrap text-muted-foreground">{section}</span>
+            <ChevronRight className="size-4 flex-none text-muted-foreground" aria-hidden />
+          </>
+        )}
+        <span className="truncate font-medium text-foreground">{title}</span>
+      </nav>
+
+      <div className="flex flex-none items-center gap-1">
+        {showWorkerSwitch && (
+          <>
+            <WorkerDropdown onWorkerSwitch={handleWorkerSwitch} />
+            <Separator orientation="vertical" className="mx-1.5 h-5" />
+          </>
+        )}
+        <a
+          href="https://docs.litellm.ai/docs/"
+          target="_blank"
+          rel="noopener noreferrer"
+          className="inline-flex h-8 items-center rounded-md px-2.5 text-sm font-medium text-muted-foreground transition-colors hover:bg-muted hover:text-foreground"
+        >
+          Docs
+        </a>
+        <BlogDropdown />
+        {!hideCommunityLinks && <CommunityEngagementButtons />}
+        <Separator orientation="vertical" className="mx-1.5 h-5" />
+        <NotificationsBell />
+        <Separator orientation="vertical" className="mx-1.5 h-5" />
+        <ViewSwitcher />
+      </div>
+    </header>
+  );
+}
+
+export default DashboardHeader;
diff --git a/ui/litellm-dashboard/src/components/Navbar/UserDropdown/UserDropdown.tsx b/ui/litellm-dashboard/src/components/Navbar/UserDropdown/UserDropdown.tsx
index bd197f3ec8b..dba4c97dbe3 100644
--- a/ui/litellm-dashboard/src/components/Navbar/UserDropdown/UserDropdown.tsx
+++ b/ui/litellm-dashboard/src/components/Navbar/UserDropdown/UserDropdown.tsx
@@ -20,6 +20,8 @@ import {
 } from "@ant-design/icons";
 import type { MenuProps } from "antd";
 import { Button, Divider, Dropdown, Space, Switch, Tag, Tooltip, Typography } from "antd";
+import { ChevronsUpDown } from "lucide-react";
+import { cn } from "@/lib/cva.config";
 import React, { useEffect, useState } from "react";
 
 const { Text } = Typography;
@@ -59,9 +61,14 @@ function initialsFromIdentity(email: string | null, userId: string | null): stri
 
 interface UserDropdownProps {
   onLogout: () => void;
+  // "navbar" (default): compact top-right trigger. "sidebar": full-width footer
+  // trigger whose menu opens upward, for the redesigned sidebar dock.
+  variant?: "navbar" | "sidebar";
+  // Sidebar rail mode: render the avatar only (no name/role).
+  collapsed?: boolean;
 }
 
-const UserDropdown: React.FC<UserDropdownProps> = ({ onLogout }) => {
+const UserDropdown: React.FC<UserDropdownProps> = ({ onLogout, variant = "navbar", collapsed = false }) => {
   const { userId, userEmail, userRole, premiumUser } = useAuthorized();
   const disableShowPrompts = useDisableShowPrompts();
   const disableUsageIndicator = useDisableUsageIndicator();
@@ -219,6 +226,7 @@ const UserDropdown: React.FC<UserDropdownProps> = ({ onLogout }) => {
   return (
     <Dropdown
       trigger={["click"]}
+      placement={variant === "sidebar" ? "topLeft" : "bottomRight"}
       menu={{ items: userItems }}
       popupRender={(menu) => (
         <div className="rounded-lg bg-white shadow-lg" data-testid="user-dropdown-panel">
@@ -230,24 +238,54 @@ const UserDropdown: React.FC<UserDropdownProps> = ({ onLogout }) => {
         </div>
       )}
     >
-      <Button
-        type="text"
-        className="flex! max-w-[min(200px,34vw)] items-center gap-2 rounded-md! py-0.5! pl-1! pr-2! transition-colors hover:bg-gray-100!"
-        aria-label={`Account menu — ${userRole ?? "Unknown role"} — signed in as ${userEmail || userId || "unknown"}`}
-        aria-haspopup="menu"
-      >
-        <span
-          className="flex h-8 w-8 shrink-0 items-center justify-center rounded-full text-xs font-semibold text-white shadow-inner ring-1 ring-black/5"
-          style={{ backgroundColor: `hsl(${hue} 46% 38%)` }}
-          aria-hidden
+      {variant === "sidebar" ? (
+        <button
+          type="button"
+          className={cn(
+            "flex w-full items-center rounded-lg border border-transparent transition-colors hover:bg-sidebar-accent",
+            collapsed ? "justify-center px-0 py-1" : "gap-2.5 px-2 py-1.5 text-left",
+          )}
+          aria-label={`Account menu — ${userRole ?? "Unknown role"} — signed in as ${userEmail || userId || "unknown"}`}
+          aria-haspopup="menu"
+          title={collapsed ? displayName : undefined}
         >
-          {initials}
-        </span>
-        <span className="hidden min-w-0 truncate text-left text-sm font-medium leading-none text-gray-900 md:inline">
-          {displayName}
-        </span>
-        <DownOutlined className="hidden shrink-0 text-[10px] text-gray-400 md:inline" aria-hidden />
-      </Button>
+          <span
+            className="flex h-[30px] w-[30px] shrink-0 items-center justify-center rounded-full text-xs font-semibold text-white shadow-inner ring-1 ring-black/5"
+            style={{ backgroundColor: `hsl(${hue} 46% 38%)` }}
+            aria-hidden
+          >
+            {initials}
+          </span>
+          {!collapsed && (
+            <>
+              <span className="min-w-0 flex-1 leading-tight">
+                <span className="block truncate text-[13px] font-medium text-sidebar-foreground">{displayName}</span>
+                {userRole && <span className="block truncate text-[11px] text-muted-foreground">{userRole}</span>}
+              </span>
+              <ChevronsUpDown size={16} strokeWidth={1.75} className="shrink-0 text-muted-foreground" aria-hidden />
+            </>
+          )}
+        </button>
+      ) : (
+        <Button
+          type="text"
+          className="flex! max-w-[min(200px,34vw)] items-center gap-2 rounded-md! py-0.5! pl-1! pr-2! transition-colors hover:bg-gray-100!"
+          aria-label={`Account menu — ${userRole ?? "Unknown role"} — signed in as ${userEmail || userId || "unknown"}`}
+          aria-haspopup="menu"
+        >
+          <span
+            className="flex h-8 w-8 shrink-0 items-center justify-center rounded-full text-xs font-semibold text-white shadow-inner ring-1 ring-black/5"
+            style={{ backgroundColor: `hsl(${hue} 46% 38%)` }}
+            aria-hidden
+          >
+            {initials}
+          </span>
+          <span className="hidden min-w-0 truncate text-left text-sm font-medium leading-none text-gray-900 md:inline">
+            {displayName}
+          </span>
+          <DownOutlined className="hidden shrink-0 text-[10px] text-gray-400 md:inline" aria-hidden />
+        </Button>
+      )}
     </Dropdown>
   );
 };
diff --git a/ui/litellm-dashboard/src/components/SidebarUsageCard.tsx b/ui/litellm-dashboard/src/components/SidebarUsageCard.tsx
new file mode 100644
index 00000000000..51bdf5de208
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/SidebarUsageCard.tsx
@@ -0,0 +1,145 @@
+import { useDisableUsageIndicator } from "@/app/(dashboard)/hooks/useDisableUsageIndicator";
+import { useLicenseInfo } from "@/app/(dashboard)/hooks/license/useLicenseInfo";
+import { getDaysUntilExpiration } from "@/utils/licenseUtils";
+import { cn } from "@/lib/cva.config";
+import { useQuery } from "@tanstack/react-query";
+import { Award, ChevronDown, Loader2 } from "lucide-react";
+import { useState } from "react";
+import { getRemainingUsers } from "./networking";
+
+interface SidebarUsageCardProps {
+  accessToken: string | null;
+  collapsed: boolean;
+  onExpandRail: () => void;
+}
+
+interface Meter {
+  label: string;
+  used: number;
+  total: number;
+}
+
+const formatExpiration = (daysRemaining: number | null): string => {
+  if (daysRemaining === null) return "No expiration";
+  if (daysRemaining < 0) return "Expired";
+  if (daysRemaining === 0) return "Expires today";
+  if (daysRemaining === 1) return "1 day remaining";
+  if (daysRemaining < 30) return `${daysRemaining} days remaining`;
+  if (daysRemaining < 60) return "1 month remaining";
+  return `${Math.floor(daysRemaining / 30)} months remaining`;
+};
+
+const meterBarClass = (pct: number): string => {
+  if (pct > 100) return "bg-destructive";
+  if (pct >= 90) return "bg-amber-500";
+  return "bg-sidebar-primary";
+};
+
+const Meter = ({ label, used, total }: Meter) => {
+  const pct = total > 0 ? (used / total) * 100 : 0;
+  return (
+    <div>
+      <div className="mb-1.5 flex items-baseline justify-between gap-2">
+        <span className="text-xs text-muted-foreground">{label}</span>
+        <span className="text-xs font-medium tabular-nums">
+          <span className="text-foreground">{used.toLocaleString()}</span>
+          <span className="text-muted-foreground"> / {total.toLocaleString()}</span>
+        </span>
+      </div>
+      <div className="h-1.5 overflow-hidden rounded-full bg-muted">
+        <div
+          className={cn("h-full rounded-full transition-[width] duration-300", meterBarClass(pct))}
+          style={{ width: `${Math.min(pct, 100)}%` }}
+        />
+      </div>
+    </div>
+  );
+};
+
+type RemainingUsage = NonNullable<Awaited<ReturnType<typeof getRemainingUsers>>>;
+
+const remainingUsersQuery = (accessToken: string | null) => ({
+  queryKey: ["sidebarRemainingUsers", accessToken] as const,
+  queryFn: () => getRemainingUsers(accessToken as string),
+  enabled: Boolean(accessToken),
+  retry: false as const,
+  staleTime: 5 * 60 * 1000,
+});
+
+const buildMeters = (data: RemainingUsage | null): Meter[] => {
+  if (!data) return [];
+  return [
+    ...(data.total_users != null ? [{ label: "Seats", used: data.total_users_used, total: data.total_users }] : []),
+    ...(data.total_teams != null ? [{ label: "Teams", used: data.total_teams_used, total: data.total_teams }] : []),
+  ];
+};
+
+/**
+ * Bottom-dock "Enterprise usage" card for the sidebar. Backed only by data
+ * LiteLLM actually exposes: seat (user) and team allocations from the license,
+ * plus the license expiry. There is no plan-level spend or request cap, so the
+ * design's Spend / API-request meters are intentionally omitted.
+ */
+export default function SidebarUsageCard({ accessToken, collapsed, onExpandRail }: SidebarUsageCardProps) {
+  const disableUsageIndicator = useDisableUsageIndicator();
+  const [open, setOpen] = useState(true);
+  const licenseInfo = useLicenseInfo(accessToken).data ?? null;
+  const { data: usageData, isLoading } = useQuery(remainingUsersQuery(accessToken));
+  const data = usageData ?? null;
+
+  const hasData = data !== null && (data.total_users !== null || data.total_teams !== null);
+  const noUsableData = !isLoading && !hasData;
+  if (disableUsageIndicator || !accessToken || noUsableData) {
+    return null;
+  }
+
+  if (collapsed) {
+    return (
+      <button
+        type="button"
+        onClick={onExpandRail}
+        title="Enterprise usage"
+        className="flex h-9 w-full items-center justify-center rounded-lg border border-sidebar-border bg-sidebar text-sidebar-primary transition-colors hover:bg-sidebar-accent"
+      >
+        <Award className="size-[18px]" strokeWidth={1.75} />
+      </button>
+    );
+  }
+
+  const daysUntilExpiration = licenseInfo?.expiration_date ? getDaysUntilExpiration(licenseInfo.expiration_date) : null;
+  const subtitle = licenseInfo?.expiration_date ? formatExpiration(daysUntilExpiration) : "Active plan";
+  const meters = buildMeters(data);
+
+  return (
+    <div className="overflow-hidden rounded-xl border border-sidebar-border bg-sidebar">
+      <button
+        type="button"
+        onClick={() => setOpen((v) => !v)}
+        className="flex w-full items-center gap-2.5 px-3 py-2.5 text-left transition-colors hover:bg-sidebar-accent"
+      >
+        <span className="flex size-[26px] flex-none items-center justify-center rounded-md bg-sidebar-primary/10 text-sidebar-primary">
+          <Award className="size-4" strokeWidth={1.75} />
+        </span>
+        <span className="min-w-0 flex-1 leading-tight">
+          <span className="block text-[13px] font-semibold text-foreground">Enterprise usage</span>
+          <span className="block truncate text-[11px] text-muted-foreground">{subtitle}</span>
+        </span>
+        <ChevronDown
+          className={cn("size-4 flex-none text-muted-foreground transition-transform", !open && "-rotate-90")}
+        />
+      </button>
+
+      {open && (
+        <div className="flex flex-col gap-3 px-3 pt-0.5 pb-3">
+          {isLoading && meters.length === 0 ? (
+            <div className="flex items-center gap-2 py-1 text-xs text-muted-foreground">
+              <Loader2 className="size-3.5 animate-spin" /> Loading…
+            </div>
+          ) : (
+            meters.map((m) => <Meter key={m.label} {...m} />)
+          )}
+        </div>
+      )}
+    </div>
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/leftnav.test.tsx b/ui/litellm-dashboard/src/components/leftnav.test.tsx
index dac4a35ebb6..96a895f15d7 100644
--- a/ui/litellm-dashboard/src/components/leftnav.test.tsx
+++ b/ui/litellm-dashboard/src/components/leftnav.test.tsx
@@ -1,7 +1,7 @@
 import { act, fireEvent, screen, waitFor } from "@testing-library/react";
 import { describe, expect, it, vi } from "vitest";
 import { renderWithProviders } from "../../tests/test-utils";
-import Sidebar from "./leftnav";
+import Sidebar, { menuGroups, getBreadcrumb } from "./leftnav";
 
 vi.mock("../utils/roles", () => {
   return {
@@ -56,6 +56,23 @@ vi.mock("@/app/(dashboard)/hooks/uiConfig/useUIConfig", () => {
   };
 });
 
+// The redesigned sidebar reads the custom logo from ThemeContext; the test tree
+// has no ThemeProvider, so stub the hook.
+vi.mock("@/contexts/ThemeContext", () => ({
+  useTheme: () => ({ logoUrl: null, faviconUrl: null, setLogoUrl: vi.fn(), setFaviconUrl: vi.fn() }),
+}));
+
+// Version tag + logout target come from network hooks; keep them inert in unit tests.
+vi.mock("@/app/(dashboard)/hooks/healthReadiness/useHealthReadinessDetails", () => ({
+  useHealthReadinessDetails: () => ({ data: undefined }),
+}));
+vi.mock("@/app/(dashboard)/hooks/useLogout", () => ({
+  useLogout: () => vi.fn(),
+}));
+
+const collectNavKeys = (): string[] =>
+  menuGroups.flatMap((group) => group.items.flatMap((item) => [item.key, ...(item.children ?? []).map((c) => c.key)]));
+
 describe("Sidebar (leftnav)", () => {
   const defaultProps = {
     setPage: vi.fn(),
@@ -117,33 +134,11 @@ describe("Sidebar (leftnav)", () => {
     });
   });
   it("has no duplicate keys among all menu items and their children", () => {
-    // Helper to recursively extract all keys from Ant Design Menu items
-    function getAllKeysFromMenu(wrapper: HTMLElement): string[] {
-      const allKeys: string[] = [];
-      // Ant Design renders key as data-menu-id or inside attributes, but for this case, we look for text as fallback.
-      // For a generic check, here we fetch ids from rendered list items, and also descend into submenus
-      const items = wrapper.querySelectorAll("[data-menu-id]");
-      items.forEach((item) => {
-        const dataMenuId = item.getAttribute("data-menu-id");
-        if (dataMenuId) {
-          allKeys.push(dataMenuId);
-        }
-      });
-      return allKeys;
-    }
-
-    const { container } = renderWithProviders(<Sidebar {...defaultProps} />);
-    const allRenderedKeys = getAllKeysFromMenu(container);
-
-    const keySet = new Set<string>();
-    const duplicates: string[] = [];
-    for (const key of allRenderedKeys) {
-      if (keySet.has(key)) {
-        duplicates.push(key);
-      }
-      keySet.add(key);
-    }
-    expect(duplicates).toHaveLength(0);
+    // React keys must be unique across the whole nav config, otherwise the
+    // active-item highlight and group expansion collide.
+    const keys = collectNavKeys();
+    const duplicates = keys.filter((key, i) => keys.indexOf(key) !== i);
+    expect(duplicates).toEqual([]);
   });
 
   describe("Admin Viewer parity", () => {
@@ -231,4 +226,34 @@ describe("Sidebar (leftnav)", () => {
 
     expect(screen.getByText("Organizations")).toBeInTheDocument();
   });
+
+  it("marks the selected page's nav item active", () => {
+    renderWithProviders(<Sidebar {...defaultProps} defaultSelectedKey="logs" />);
+    const logs = screen.getByText("Logs").closest("a");
+    expect(logs).toHaveAttribute("data-active", "true");
+    // A different item must not be active.
+    expect(screen.getByText("Virtual Keys").closest("a")).not.toHaveAttribute("data-active");
+  });
+
+  it("hides labels but keeps items when collapsed to the rail", () => {
+    const { container } = renderWithProviders(<Sidebar {...defaultProps} collapsed />);
+    expect(container.querySelector('[data-slot="sidebar"]')).toHaveAttribute("data-collapsed", "true");
+    // Items still render (icons), so navigation is reachable in rail mode.
+    expect(screen.getByText("Virtual Keys")).toBeInTheDocument();
+  });
+});
+
+describe("getBreadcrumb", () => {
+  it("resolves a top-level page to its section + title", () => {
+    expect(getBreadcrumb("api-keys")).toEqual({ section: "AI Gateway", title: "Virtual Keys" });
+    expect(getBreadcrumb("logs")).toEqual({ section: "Observability", title: "Logs" });
+  });
+
+  it("resolves a nested child page to its parent section", () => {
+    expect(getBreadcrumb("search-tools")).toEqual({ section: "AI Gateway", title: "Search Tools" });
+  });
+
+  it("falls back to a prettified title with no section for unknown pages", () => {
+    expect(getBreadcrumb("some-unknown-page")).toEqual({ section: null, title: "Some Unknown Page" });
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/leftnav.tsx b/ui/litellm-dashboard/src/components/leftnav.tsx
index 74b45942006..90bdca06595 100644
--- a/ui/litellm-dashboard/src/components/leftnav.tsx
+++ b/ui/litellm-dashboard/src/components/leftnav.tsx
@@ -1,38 +1,68 @@
 import { useOrganizations } from "@/app/(dashboard)/hooks/organizations/useOrganizations";
 import { useTeams } from "@/app/(dashboard)/hooks/teams/useTeams";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import { useHealthReadinessDetails } from "@/app/(dashboard)/hooks/healthReadiness/useHealthReadinessDetails";
+import { useLogout } from "@/app/(dashboard)/hooks/useLogout";
+import { getProxyBaseUrl } from "@/components/networking";
+import { useTheme } from "@/contexts/ThemeContext";
+import { Button } from "@/components/ui/button";
 import {
-  ApiOutlined,
-  ApartmentOutlined,
-  AppstoreOutlined,
-  AuditOutlined,
-  BankOutlined,
-  BarChartOutlined,
-  BgColorsOutlined,
-  BlockOutlined,
-  BookOutlined,
-  CommentOutlined,
-  CreditCardOutlined,
-  DatabaseOutlined,
-  ExperimentOutlined,
-  ExportOutlined,
-  FileTextOutlined,
-  FolderOutlined,
-  KeyOutlined,
-  LineChartOutlined,
-  PlayCircleOutlined,
-  RobotOutlined,
-  SafetyOutlined,
-  SearchOutlined,
-  SettingOutlined,
-  TagsOutlined,
-  TeamOutlined,
-  ToolOutlined,
-  UserOutlined,
-} from "@ant-design/icons";
-import type { MenuProps } from "antd";
-import { ConfigProvider, Layout, Menu } from "antd";
-import { useMemo } from "react";
+  Sidebar,
+  SidebarContent,
+  SidebarFooter,
+  SidebarGroup,
+  SidebarGroupLabel,
+  SidebarHeader,
+  SidebarMenu,
+  SidebarMenuButton,
+  SidebarMenuItem,
+  SidebarMenuSub,
+  SidebarSeparator,
+  sidebarMenuButtonVariants,
+} from "@/components/ui/sidebar";
+import {
+  Activity,
+  BarChart3,
+  Bell,
+  Blocks,
+  Bot,
+  BookOpen,
+  Building2,
+  Boxes,
+  ChevronRight,
+  Code2,
+  Database,
+  ExternalLink,
+  FileText,
+  FlaskConical,
+  Folder,
+  HeartPulse,
+  KeyRound,
+  LayoutGrid,
+  MessageSquare,
+  Network,
+  Palette,
+  PanelLeftClose,
+  PanelLeftOpen,
+  PlayCircle,
+  Route,
+  ScrollText,
+  Search,
+  Server,
+  Settings as SettingsIcon,
+  Shield,
+  ShieldCheck,
+  Tags,
+  Terminal,
+  User,
+  Users,
+  Wallet,
+  Wrench,
+  Workflow,
+} from "lucide-react";
+import Link from "next/link";
+import { useMemo, useState } from "react";
+import { cn } from "@/lib/cva.config";
 import {
   all_admin_roles,
   internalUserRoles,
@@ -43,15 +73,17 @@ import {
 } from "../utils/roles";
 import NewBadge from "./common_components/NewBadge";
 import type { Organization } from "./networking";
-import UsageIndicator from "./UsageIndicator";
+import SidebarUsageCard from "./SidebarUsageCard";
+import UserDropdown from "./Navbar/UserDropdown/UserDropdown";
 import { MIGRATED_PAGES, migratedHref, legacyPageHref } from "@/utils/migratedPages";
-const { Sider } = Layout;
 
-// Define the props type
+const ICON = { strokeWidth: 1.75 } as const;
+
 interface SidebarProps {
   setPage: (page: string) => void;
   defaultSelectedKey: string;
   collapsed?: boolean;
+  onToggleCollapsed?: () => void;
   enabledPagesInternalUsers?: string[] | null;
   enableProjectsUI?: boolean;
   enableChatUI?: boolean;
@@ -61,7 +93,6 @@ interface SidebarProps {
   allowVectorStoresForTeamAdmins?: boolean;
 }
 
-// Menu item configuration
 interface MenuItem {
   key: string;
   page: string;
@@ -72,29 +103,25 @@ interface MenuItem {
   external_url?: string;
 }
 
-// Group configuration
 interface MenuGroup {
   groupLabel: string;
   items: MenuItem[];
   roles?: string[];
 }
 
-// Menu groups organized by category - defined outside component for export
+// Menu groups organized by category - defined outside component for export.
+// Shape (key/page/label/roles/children) is consumed by page_utils.ts; only the
+// icons changed to lucide as part of the sidebar redesign.
 const menuGroups: MenuGroup[] = [
   {
     groupLabel: "AI GATEWAY",
     items: [
-      {
-        key: "api-keys",
-        page: "api-keys",
-        label: "Virtual Keys",
-        icon: <KeyOutlined />,
-      },
+      { key: "api-keys", page: "api-keys", label: "Virtual Keys", icon: <KeyRound {...ICON} /> },
       {
         key: "llm-playground",
         page: "llm-playground",
         label: "Playground",
-        icon: <PlayCircleOutlined />,
+        icon: <PlayCircle {...ICON} />,
         roles: rolesWithWriteAccess,
       },
       {
@@ -105,96 +132,51 @@ const menuGroups: MenuGroup[] = [
             Chat <NewBadge />
           </span>
         ),
-        icon: <CommentOutlined />,
+        icon: <MessageSquare {...ICON} />,
       },
       {
         key: "models",
         page: "models",
         label: "Models + Endpoints",
-        icon: <BlockOutlined />,
-        // Admin Viewer can view models read-only (write actions are
-        // hidden inside the page); Playground above stays write-only.
+        icon: <Network {...ICON} />,
         roles: rolesAllowedToViewWriteScopedPages,
       },
       {
         key: "agentic",
         page: "agentic",
         label: "Agentic",
-        icon: <RobotOutlined />,
+        icon: <Bot {...ICON} />,
         children: [
           {
             key: "agents",
             page: "agents",
             label: "Agents",
-            icon: <RobotOutlined />,
-            // Admin Viewer can view agents read-only (write actions are
-            // hidden inside the page); Playground above stays write-only.
+            icon: <Bot {...ICON} />,
             roles: rolesAllowedToViewWriteScopedPages,
           },
-          {
-            key: "workflows",
-            page: "workflows",
-            label: "Workflow Runs",
-            icon: <ApartmentOutlined />,
-          },
-          {
-            key: "memory",
-            page: "memory",
-            label: "Memory",
-            icon: <BookOutlined />,
-          },
+          { key: "workflows", page: "workflows", label: "Workflow Runs", icon: <Workflow {...ICON} /> },
+          { key: "memory", page: "memory", label: "Memory", icon: <Database {...ICON} /> },
         ],
       },
-      {
-        key: "mcp-servers",
-        page: "mcp-servers",
-        label: "MCP Servers",
-        icon: <ToolOutlined />,
-      },
-      {
-        key: "skills",
-        page: "skills",
-        label: "Skills",
-        icon: <ApiOutlined />,
-        roles: all_admin_roles,
-      },
-      {
-        key: "guardrails",
-        page: "guardrails",
-        label: "Guardrails",
-        icon: <SafetyOutlined />,
-      },
+      { key: "mcp-servers", page: "mcp-servers", label: "MCP Servers", icon: <Server {...ICON} /> },
+      { key: "skills", page: "skills", label: "Skills", icon: <Blocks {...ICON} />, roles: all_admin_roles },
+      { key: "guardrails", page: "guardrails", label: "Guardrails", icon: <Shield {...ICON} /> },
       {
         key: "policies",
         page: "policies",
-        label: <span className="flex items-center gap-4">Policies</span>,
-        icon: <AuditOutlined />,
+        label: "Policies",
+        icon: <ScrollText {...ICON} />,
         roles: all_admin_roles,
       },
       {
         key: "tools",
         page: "tools",
         label: "Tools",
-        icon: <ToolOutlined />,
+        icon: <Wrench {...ICON} />,
         children: [
-          {
-            key: "search-tools",
-            page: "search-tools",
-            label: "Search Tools",
-            icon: <SearchOutlined />,
-          },
-          {
-            key: "vector-stores",
-            page: "vector-stores",
-            label: "Vector Stores",
-            icon: <DatabaseOutlined />,
-          },
-          {
-            key: "tool-policies",
-            page: "tool-policies",
-            label: "Tool Policies",
-            icon: <SafetyOutlined />,
-          },
+          { key: "search-tools", page: "search-tools", label: "Search Tools", icon: <Search {...ICON} /> },
+          { key: "vector-stores", page: "vector-stores", label: "Vector Stores", icon: <Database {...ICON} /> },
+          { key: "tool-policies", page: "tool-policies", label: "Tool Policies", icon: <ShieldCheck {...ICON} /> },
         ],
       },
     ],
@@ -205,21 +187,16 @@ const menuGroups: MenuGroup[] = [
       {
         key: "new_usage",
         page: "new_usage",
-        icon: <BarChartOutlined />,
+        icon: <BarChart3 {...ICON} />,
         roles: [...all_admin_roles, ...internalUserRoles],
         label: "Usage",
       },
-      {
-        key: "logs",
-        page: "logs",
-        label: "Logs",
-        icon: <LineChartOutlined />,
-      },
+      { key: "logs", page: "logs", label: "Logs", icon: <Activity {...ICON} /> },
       {
         key: "guardrails-monitor",
         page: "guardrails-monitor",
         label: "Guardrails Monitor",
-        icon: <SafetyOutlined />,
+        icon: <HeartPulse {...ICON} />,
         roles: [...all_admin_roles, ...internalUserRoles],
       },
     ],
@@ -227,12 +204,7 @@ const menuGroups: MenuGroup[] = [
   {
     groupLabel: "ACCESS CONTROL",
     items: [
-      {
-        key: "teams",
-        page: "teams",
-        label: "Teams",
-        icon: <TeamOutlined />,
-      },
+      { key: "teams", page: "teams", label: "Teams", icon: <Users {...ICON} /> },
       {
         key: "projects",
         page: "projects",
@@ -241,102 +213,62 @@ const menuGroups: MenuGroup[] = [
             Projects <NewBadge />
           </span>
         ),
-        icon: <FolderOutlined />,
-        roles: all_admin_roles,
-      },
-      {
-        key: "users",
-        page: "users",
-        label: "Internal Users",
-        icon: <UserOutlined />,
+        icon: <Folder {...ICON} />,
         roles: all_admin_roles,
       },
+      { key: "users", page: "users", label: "Internal Users", icon: <User {...ICON} />, roles: all_admin_roles },
       {
         key: "organizations",
         page: "organizations",
         label: "Organizations",
-        icon: <BankOutlined />,
+        icon: <Building2 {...ICON} />,
         roles: all_admin_roles,
       },
       {
         key: "access-groups",
         page: "access-groups",
         label: "Access Groups",
-        icon: <BlockOutlined />,
-        roles: all_admin_roles,
-      },
-      {
-        key: "budgets",
-        page: "budgets",
-        label: "Budgets",
-        icon: <CreditCardOutlined />,
+        icon: <Boxes {...ICON} />,
         roles: all_admin_roles,
       },
+      { key: "budgets", page: "budgets", label: "Budgets", icon: <Wallet {...ICON} />, roles: all_admin_roles },
     ],
   },
   {
     groupLabel: "DEVELOPER TOOLS",
     items: [
-      {
-        key: "api_ref",
-        page: "api_ref",
-        label: "API Reference",
-        icon: <ApiOutlined />,
-      },
-      {
-        key: "model-hub-table",
-        page: "model-hub-table",
-        label: "AI Hub",
-        icon: <AppstoreOutlined />,
-      },
-
+      { key: "api_ref", page: "api_ref", label: "API Reference", icon: <Code2 {...ICON} /> },
+      { key: "model-hub-table", page: "model-hub-table", label: "AI Hub", icon: <LayoutGrid {...ICON} /> },
       {
         key: "learning-resources",
         page: "learning-resources",
         label: "Learning Resources",
-        icon: <BookOutlined />,
+        icon: <BookOpen {...ICON} />,
         external_url: "https://models.litellm.ai/cookbook",
       },
       {
         key: "experimental",
         page: "experimental",
         label: "Experimental",
-        icon: <ExperimentOutlined />,
+        icon: <FlaskConical {...ICON} />,
         children: [
-          {
-            key: "caching",
-            page: "caching",
-            label: "Caching",
-            icon: <DatabaseOutlined />,
-            roles: all_admin_roles,
-          },
-          {
-            key: "prompts",
-            page: "prompts",
-            label: "Prompts",
-            icon: <FileTextOutlined />,
-            roles: all_admin_roles,
-          },
+          { key: "caching", page: "caching", label: "Caching", icon: <Database {...ICON} />, roles: all_admin_roles },
+          { key: "prompts", page: "prompts", label: "Prompts", icon: <FileText {...ICON} />, roles: all_admin_roles },
           {
             key: "transform-request",
             page: "transform-request",
             label: "API Playground",
-            icon: <ApiOutlined />,
+            icon: <Terminal {...ICON} />,
             roles: [...all_admin_roles, ...internalUserRoles],
           },
           {
             key: "tag-management",
             page: "tag-management",
             label: "Tag Management",
-            icon: <TagsOutlined />,
+            icon: <Tags {...ICON} />,
             roles: all_admin_roles,
           },
-          {
-            key: "4",
-            page: "usage",
-            label: "Old Usage",
-            icon: <BarChartOutlined />,
-          },
+          { key: "4", page: "usage", label: "Old Usage", icon: <BarChart3 {...ICON} /> },
         ],
       },
     ],
@@ -353,21 +285,21 @@ const menuGroups: MenuGroup[] = [
             Settings <NewBadge />
           </span>
         ),
-        icon: <SettingOutlined />,
+        icon: <SettingsIcon {...ICON} />,
         roles: all_admin_roles,
         children: [
           {
             key: "router-settings",
             page: "router-settings",
             label: "Router Settings",
-            icon: <SettingOutlined />,
+            icon: <Route {...ICON} />,
             roles: all_admin_roles,
           },
           {
             key: "logging-and-alerts",
             page: "logging-and-alerts",
             label: "Logging & Alerts",
-            icon: <SettingOutlined />,
+            icon: <Bell {...ICON} />,
             roles: all_admin_roles,
           },
           {
@@ -381,33 +313,78 @@ const menuGroups: MenuGroup[] = [
                 </NewBadge>
               </span>
             ),
-            icon: <SettingOutlined />,
+            icon: <SettingsIcon {...ICON} />,
             roles: all_admin_roles,
           },
           {
             key: "cost-tracking",
             page: "cost-tracking",
             label: "Cost Tracking",
-            icon: <BarChartOutlined />,
-            roles: all_admin_roles,
-          },
-          {
-            key: "ui-theme",
-            page: "ui-theme",
-            label: "UI Theme",
-            icon: <BgColorsOutlined />,
+            icon: <BarChart3 {...ICON} />,
             roles: all_admin_roles,
           },
+          { key: "ui-theme", page: "ui-theme", label: "UI Theme", icon: <Palette {...ICON} />, roles: all_admin_roles },
         ],
       },
     ],
   },
 ];
 
-const Sidebar: React.FC<SidebarProps> = ({
+const findParentKey = (page: string): string | null => {
+  for (const group of menuGroups) {
+    for (const item of group.items) {
+      if (item.children?.some((c) => c.page === page || c.key === page)) return item.key;
+    }
+  }
+  return null;
+};
+
+const findMenuItemKey = (page: string): string => {
+  for (const group of menuGroups) {
+    for (const item of group.items) {
+      if (item.page === page) return item.key;
+      const child = item.children?.find((c) => c.page === page);
+      if (child) return child.key;
+    }
+  }
+  return "api-keys";
+};
+
+const labelText = (item: MenuItem): string => (typeof item.label === "string" ? item.label : item.key);
+
+const SECTION_DISPLAY: Record<string, string> = {
+  "AI GATEWAY": "AI Gateway",
+  OBSERVABILITY: "Observability",
+  "ACCESS CONTROL": "Access Control",
+  "DEVELOPER TOOLS": "Developer Tools",
+  SETTINGS: "Settings",
+};
+
+const prettify = (key: string): string =>
+  key
+    .split(/[-_]/)
+    .map((w) => w.charAt(0).toUpperCase() + w.slice(1))
+    .join(" ");
+
+// Breadcrumb ("Section" / "Page") for the top bar, derived from the same nav config.
+export const getBreadcrumb = (page: string): { section: string | null; title: string } => {
+  for (const group of menuGroups) {
+    for (const item of group.items) {
+      const section = SECTION_DISPLAY[group.groupLabel] ?? group.groupLabel;
+      if (item.page === page)
+        return { section, title: typeof item.label === "string" ? item.label : prettify(item.key) };
+      const child = item.children?.find((c) => c.page === page);
+      if (child) return { section, title: typeof child.label === "string" ? child.label : prettify(child.key) };
+    }
+  }
+  return { section: null, title: prettify(page) };
+};
+
+const Sidebar_: React.FC<SidebarProps> = ({
   setPage,
   defaultSelectedKey,
   collapsed = false,
+  onToggleCollapsed,
   enabledPagesInternalUsers,
   enableProjectsUI,
   enableChatUI,
@@ -419,8 +396,31 @@ const Sidebar: React.FC<SidebarProps> = ({
   const { userId, accessToken, userRole } = useAuthorized();
   const { data: organizations } = useOrganizations();
   const { data: teams } = useTeams();
+  const { logoUrl } = useTheme();
+  const { data: healthData } = useHealthReadinessDetails(accessToken);
+  const logout = useLogout(accessToken);
+
+  const baseUrl = getProxyBaseUrl();
+  const version = healthData?.litellm_version;
+  const selectedKey = findMenuItemKey(defaultSelectedKey);
+
+  const [openGroups, setOpenGroups] = useState<Set<string>>(() => {
+    const parent = findParentKey(defaultSelectedKey);
+    return new Set(parent ? [parent] : []);
+  });
+
+  // Keep the active page's parent group expanded as the user navigates, using the
+  // "adjust state during render" pattern rather than an effect (avoids a
+  // setState-in-effect render cascade).
+  const [prevSelectedKey, setPrevSelectedKey] = useState(defaultSelectedKey);
+  if (defaultSelectedKey !== prevSelectedKey) {
+    setPrevSelectedKey(defaultSelectedKey);
+    const parent = findParentKey(defaultSelectedKey);
+    if (parent && !openGroups.has(parent)) {
+      setOpenGroups((prev) => new Set(prev).add(parent));
+    }
+  }
 
-  // Check if user is an org_admin
   const isOrgAdmin = useMemo(() => {
     if (!userId || !organizations) return false;
     return organizations.some((org: Organization) =>
@@ -428,83 +428,21 @@ const Sidebar: React.FC<SidebarProps> = ({
     );
   }, [userId, organizations]);
 
-  // Check if user is a team admin for any team
   const isTeamAdmin = useMemo(() => isUserTeamAdminForAnyTeam(teams ?? null, userId ?? ""), [teams, userId]);
 
-  // The parent (legacy root page or dashboard layout) owns navigation for both
-  // migrated and legacy pages; the sidebar only reports the selected page.
-  const navigateToPage = (page: string) => setPage(page);
-
-  // Wrap label in <a> so every nav item supports right-click → "Open in new tab"
-  // and Ctrl/Cmd+click to open in a new tab, while preserving SPA navigation for normal clicks.
-  const renderNavLink = (label: React.ReactNode, page: string, externalUrl?: string): React.ReactNode => {
-    if (externalUrl) {
-      return (
-        <a
-          href={externalUrl}
-          target="_blank"
-          rel="noopener noreferrer"
-          onClick={(e) => e.stopPropagation()}
-          style={{ color: "inherit", textDecoration: "none" }}
-        >
-          {label} <ExportOutlined style={{ fontSize: 10, marginLeft: 4 }} />
-        </a>
-      );
-    }
-    const migratedRoute = MIGRATED_PAGES[page];
-    const href = migratedRoute ? migratedHref(migratedRoute) : legacyPageHref(page);
-    return (
-      <a
-        href={href}
-        onClick={(e) => {
-          if (e.metaKey || e.ctrlKey || e.shiftKey || e.button === 1) {
-            e.stopPropagation();
-            return;
-          }
-          e.preventDefault();
-        }}
-        style={{ color: "inherit", textDecoration: "none" }}
-      >
-        {label}
-      </a>
-    );
-  };
-
-  // Filter items based on user role and enabled pages for internal users
   const filterItemsByRole = (items: MenuItem[]): MenuItem[] => {
     const isAdmin = isAdminRole(userRole);
-
-    // Debug logging
-    if (enabledPagesInternalUsers !== null && enabledPagesInternalUsers !== undefined) {
-    }
-
     return items
-      .map((item) => ({
-        ...item,
-        children: item.children ? filterItemsByRole(item.children) : undefined,
-      }))
+      .map((item) => ({ ...item, children: item.children ? filterItemsByRole(item.children) : undefined }))
       .filter((item) => {
-        // Special handling for organizations and users menu items - allow org_admins
         if (item.key === "organizations" || item.key === "users") {
           const hasRoleAccess = !item.roles || item.roles.includes(userRole) || isOrgAdmin;
           if (!hasRoleAccess) return false;
-
-          // Check enabled pages for internal users (non-admins)
-          if (!isAdmin && enabledPagesInternalUsers !== null && enabledPagesInternalUsers !== undefined) {
-            const isIncluded = enabledPagesInternalUsers.includes(item.page);
-            return isIncluded;
-          }
+          if (!isAdmin && enabledPagesInternalUsers != null) return enabledPagesInternalUsers.includes(item.page);
           return true;
         }
-
-        // Hide Projects page if enableProjectsUI is not enabled
         if (item.key === "projects" && !enableProjectsUI) return false;
-
-        // Hide Chat page if enableChatUI is not enabled
         if (item.key === "chat" && !enableChatUI) return false;
-
-        // Hide agents and vector-stores pages for non-admin users when disabled,
-        // unless allow_*_for_team_admins is on and the user is a team admin.
         if (
           !isAdmin &&
           item.key === "agents" &&
@@ -519,160 +457,181 @@ const Sidebar: React.FC<SidebarProps> = ({
           !(allowVectorStoresForTeamAdmins && isTeamAdmin)
         )
           return false;
-
-        // Existing role check
         if (item.roles && !item.roles.includes(userRole)) return false;
-
-        // Check enabled pages for internal users (non-admins)
-        if (!isAdmin && enabledPagesInternalUsers !== null && enabledPagesInternalUsers !== undefined) {
-          // If item has children, check if any children are visible
+        if (!isAdmin && enabledPagesInternalUsers != null) {
           if (item.children && item.children.length > 0) {
             const hasVisibleChildren = item.children.some((child) => enabledPagesInternalUsers.includes(child.page));
-            if (hasVisibleChildren) {
-              return true;
-            }
+            if (hasVisibleChildren) return true;
           }
-
-          const isIncluded = enabledPagesInternalUsers.includes(item.page);
-          return isIncluded;
+          return enabledPagesInternalUsers.includes(item.page);
         }
-
         return true;
       });
   };
 
-  // Build menu items with groups
-  const buildMenuItems = (): MenuProps["items"] => {
-    const items: MenuProps["items"] = [];
-
-    menuGroups.forEach((group) => {
-      // Check if group has role restriction
-      if (group.roles && !group.roles.includes(userRole)) {
-        return;
-      }
-
-      const filteredItems = filterItemsByRole(group.items);
-      if (filteredItems.length === 0) return;
-
-      // Add group with items
-      items.push({
-        type: "group",
-        label: collapsed ? null : (
-          <span
-            style={{
-              fontSize: "10px",
-              fontWeight: 600,
-              color: "#6b7280",
-              letterSpacing: "0.05em",
-              padding: "12px 0 4px 12px",
-              display: "block",
-              marginBottom: "2px",
-            }}
-          >
-            {group.groupLabel}
-          </span>
-        ),
-        children: filteredItems.map((item) => ({
-          key: item.key,
-          icon: item.icon,
-          label: renderNavLink(item.label, item.page, item.external_url),
-          children: item.children?.map((child) => ({
-            key: child.key,
-            icon: child.icon,
-            label: renderNavLink(child.label, child.page, child.external_url),
-            onClick: () => {
-              if (child.external_url) {
-                window.open(child.external_url, "_blank");
-              } else {
-                navigateToPage(child.page);
-              }
-            },
-          })),
-          onClick: !item.children
-            ? () => {
-                if (item.external_url) {
-                  window.open(item.external_url, "_blank");
-                } else {
-                  navigateToPage(item.page);
-                }
-              }
-            : undefined,
-        })),
-      });
+  const visibleGroups = menuGroups
+    .filter((group) => !group.roles || group.roles.includes(userRole))
+    .map((group) => ({ groupLabel: group.groupLabel, items: filterItemsByRole(group.items) }))
+    .filter((group) => group.items.length > 0);
+
+  const toggleGroup = (key: string) => {
+    if (collapsed) {
+      onToggleCollapsed?.();
+      setOpenGroups((prev) => new Set(prev).add(key));
+      return;
+    }
+    setOpenGroups((prev) => {
+      const next = new Set(prev);
+      if (next.has(key)) next.delete(key);
+      else next.add(key);
+      return next;
     });
+  };
 
-    return items;
+  const handleLeafClick = (e: React.MouseEvent, item: MenuItem) => {
+    if (item.external_url) return;
+    if (e.metaKey || e.ctrlKey || e.shiftKey || e.button === 1) return;
+    e.preventDefault();
+    setPage(item.page);
   };
 
-  // Find selected menu key
-  const findMenuItemKey = (page: string): string => {
-    for (const group of menuGroups) {
-      for (const item of group.items) {
-        if (item.page === page) return item.key;
-        if (item.children) {
-          const child = item.children.find((c) => c.page === page);
-          if (child) return child.key;
-        }
-      }
+  const renderLeaf = (item: MenuItem, isChild: boolean) => {
+    const active = selectedKey === item.key;
+    const size = isChild ? "sub" : "default";
+    const label = <span className="flex-1 truncate group-data-[collapsed=true]/sidebar:hidden">{item.label}</span>;
+
+    if (item.external_url) {
+      return (
+        <a
+          key={item.key}
+          href={item.external_url}
+          target="_blank"
+          rel="noopener noreferrer"
+          title={collapsed ? labelText(item) : undefined}
+          data-active={active || undefined}
+          className={cn(sidebarMenuButtonVariants({ isActive: active, size }))}
+        >
+          {item.icon}
+          {label}
+          <ExternalLink className="size-3.5 shrink-0 opacity-70 group-data-[collapsed=true]/sidebar:hidden" />
+        </a>
+      );
+    }
+
+    const href = MIGRATED_PAGES[item.page] ? migratedHref(MIGRATED_PAGES[item.page]) : legacyPageHref(item.page);
+    return (
+      <a
+        key={item.key}
+        href={href}
+        onClick={(e) => handleLeafClick(e, item)}
+        title={collapsed ? labelText(item) : undefined}
+        data-active={active || undefined}
+        className={cn(sidebarMenuButtonVariants({ isActive: active, size }))}
+      >
+        {item.icon}
+        {label}
+      </a>
+    );
+  };
+
+  const renderItem = (item: MenuItem) => {
+    const isGroup = !!item.children && item.children.length > 0;
+    if (!isGroup) {
+      return <SidebarMenuItem key={item.key}>{renderLeaf(item, false)}</SidebarMenuItem>;
     }
-    return "api-keys";
+
+    const active = selectedKey === item.key;
+    const open = openGroups.has(item.key);
+    return (
+      <SidebarMenuItem key={item.key}>
+        <SidebarMenuButton
+          isActive={active}
+          onClick={() => toggleGroup(item.key)}
+          title={collapsed ? labelText(item) : undefined}
+        >
+          {item.icon}
+          <span className="flex-1 truncate group-data-[collapsed=true]/sidebar:hidden">{item.label}</span>
+          <ChevronRight
+            className={cn(
+              "size-4 shrink-0 transition-transform group-data-[collapsed=true]/sidebar:hidden",
+              open && "rotate-90",
+            )}
+          />
+        </SidebarMenuButton>
+        {open && (
+          <SidebarMenuSub>
+            {item.children!.map((child) => (
+              <SidebarMenuItem key={child.key}>{renderLeaf(child, true)}</SidebarMenuItem>
+            ))}
+          </SidebarMenuSub>
+        )}
+      </SidebarMenuItem>
+    );
   };
 
-  const selectedMenuKey = findMenuItemKey(defaultSelectedKey);
+  const logoSrc = logoUrl || `${baseUrl}/get_image`;
 
   return (
-    <Layout>
-      <Sider
-        theme="light"
-        width={220}
-        collapsed={collapsed}
-        collapsedWidth={80}
-        collapsible
-        trigger={null}
-        style={{
-          transition: "all 0.3s cubic-bezier(0.4, 0, 0.2, 1)",
-          position: "relative",
-        }}
-      >
-        <ConfigProvider
-          theme={{
-            components: {
-              Menu: {
-                iconSize: 15,
-                fontSize: 13,
-                itemMarginInline: 4,
-                itemPaddingInline: 8,
-                itemHeight: 30,
-                itemBorderRadius: 6,
-                subMenuItemBorderRadius: 6,
-                groupTitleFontSize: 10,
-                groupTitleLineHeight: 1.5,
-              },
-            },
-          }}
-        >
-          <Menu
-            mode="inline"
-            selectedKeys={[selectedMenuKey]}
-            defaultOpenKeys={[]}
-            inlineCollapsed={collapsed}
-            className="custom-sidebar-menu"
-            style={{
-              borderRight: 0,
-              backgroundColor: "transparent",
-              fontSize: "13px",
-              paddingTop: "4px",
-            }}
-            items={buildMenuItems()}
+    <Sidebar collapsed={collapsed}>
+      <SidebarHeader>
+        <div className="flex items-center justify-between gap-2 group-data-[collapsed=true]/sidebar:flex-col">
+          <div className="flex min-w-0 items-center gap-2">
+            <Link href={baseUrl || "/"} className="flex min-w-0 items-center" aria-label="LiteLLM home">
+              <img
+                src={logoSrc}
+                alt="LiteLLM"
+                className="h-7 w-auto max-w-[150px] object-contain group-data-[collapsed=true]/sidebar:w-7"
+              />
+            </Link>
+            {version && (
+              <a
+                href="https://docs.litellm.ai/release_notes"
+                target="_blank"
+                rel="noopener noreferrer"
+                className="rounded border border-border px-1.5 py-px font-mono text-[10px] font-medium text-muted-foreground transition-colors hover:text-foreground group-data-[collapsed=true]/sidebar:hidden"
+              >
+                v{version}
+              </a>
+            )}
+          </div>
+          {onToggleCollapsed && (
+            <Button
+              variant="ghost"
+              size="icon-sm"
+              onClick={onToggleCollapsed}
+              aria-label={collapsed ? "Expand sidebar" : "Collapse sidebar"}
+              className="flex-none text-muted-foreground"
+            >
+              {collapsed ? <PanelLeftOpen /> : <PanelLeftClose />}
+            </Button>
+          )}
+        </div>
+      </SidebarHeader>
+
+      <SidebarContent>
+        {visibleGroups.map((group, gi) => (
+          <SidebarGroup key={group.groupLabel}>
+            {gi > 0 && <SidebarSeparator className="hidden group-data-[collapsed=true]/sidebar:block" />}
+            <SidebarGroupLabel>{group.groupLabel}</SidebarGroupLabel>
+            <SidebarMenu>{group.items.map((item) => renderItem(item))}</SidebarMenu>
+          </SidebarGroup>
+        ))}
+      </SidebarContent>
+
+      <SidebarFooter>
+        {isAdminRole(userRole) && (
+          <SidebarUsageCard
+            accessToken={accessToken}
+            collapsed={collapsed}
+            onExpandRail={() => onToggleCollapsed?.()}
           />
-        </ConfigProvider>
-        {isAdminRole(userRole) && !collapsed && <UsageIndicator accessToken={accessToken} width={220} />}
-      </Sider>
-    </Layout>
+        )}
+        <UserDropdown onLogout={logout} variant="sidebar" collapsed={collapsed} />
+      </SidebarFooter>
+    </Sidebar>
   );
 };
 
-export default Sidebar;
+export default Sidebar_;
 
-// Also export menuGroups for advanced use cases
 export { menuGroups };
diff --git a/ui/litellm-dashboard/src/components/ui/sidebar.tsx b/ui/litellm-dashboard/src/components/ui/sidebar.tsx
new file mode 100644
index 00000000000..5ac82788d87
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/ui/sidebar.tsx
@@ -0,0 +1,203 @@
+"use client";
+
+import * as React from "react";
+import { type VariantProps } from "cva";
+
+import { cn, cva } from "@/lib/cva.config";
+
+type SidebarContextValue = { collapsed: boolean };
+const SidebarContext = React.createContext<SidebarContextValue>({ collapsed: false });
+
+export function useSidebar(): SidebarContextValue {
+  return React.useContext(SidebarContext);
+}
+
+const Sidebar = React.forwardRef<HTMLElement, React.ComponentPropsWithoutRef<"aside"> & { collapsed?: boolean }>(
+  ({ className, collapsed = false, children, ...props }, ref) => (
+    <SidebarContext.Provider value={{ collapsed }}>
+      <aside
+        ref={ref}
+        data-slot="sidebar"
+        data-collapsed={collapsed}
+        className={cn(
+          "group/sidebar flex h-full flex-none flex-col overflow-hidden border-r border-sidebar-border bg-sidebar text-sidebar-foreground transition-[width] duration-200 ease-in-out",
+          collapsed ? "w-[72px]" : "w-[280px]",
+          className,
+        )}
+        {...props}
+      >
+        {children}
+      </aside>
+    </SidebarContext.Provider>
+  ),
+);
+Sidebar.displayName = "Sidebar";
+
+const SidebarHeader = React.forwardRef<HTMLDivElement, React.ComponentPropsWithoutRef<"div">>(
+  ({ className, ...props }, ref) => (
+    <div
+      ref={ref}
+      data-slot="sidebar-header"
+      className={cn("flex flex-none flex-col gap-2 p-3", className)}
+      {...props}
+    />
+  ),
+);
+SidebarHeader.displayName = "SidebarHeader";
+
+const SidebarContent = React.forwardRef<HTMLElement, React.ComponentPropsWithoutRef<"nav">>(
+  ({ className, ...props }, ref) => (
+    <nav
+      ref={ref}
+      data-slot="sidebar-content"
+      className={cn("flex min-h-0 flex-1 flex-col gap-0.5 overflow-y-auto px-3 pb-3", className)}
+      {...props}
+    />
+  ),
+);
+SidebarContent.displayName = "SidebarContent";
+
+const SidebarFooter = React.forwardRef<HTMLDivElement, React.ComponentPropsWithoutRef<"div">>(
+  ({ className, ...props }, ref) => (
+    <div
+      ref={ref}
+      data-slot="sidebar-footer"
+      className={cn("flex flex-none flex-col gap-2.5 border-t border-sidebar-border p-3", className)}
+      {...props}
+    />
+  ),
+);
+SidebarFooter.displayName = "SidebarFooter";
+
+const SidebarGroup = React.forwardRef<HTMLDivElement, React.ComponentPropsWithoutRef<"div">>(
+  ({ className, ...props }, ref) => (
+    <div ref={ref} data-slot="sidebar-group" className={cn("flex flex-col gap-0.5 py-1", className)} {...props} />
+  ),
+);
+SidebarGroup.displayName = "SidebarGroup";
+
+const SidebarGroupLabel = React.forwardRef<HTMLDivElement, React.ComponentPropsWithoutRef<"div">>(
+  ({ className, ...props }, ref) => (
+    <div
+      ref={ref}
+      data-slot="sidebar-group-label"
+      className={cn(
+        "px-2 pt-3 pb-1.5 text-[11px] font-semibold tracking-wider text-muted-foreground uppercase group-data-[collapsed=true]/sidebar:hidden",
+        className,
+      )}
+      {...props}
+    />
+  ),
+);
+SidebarGroupLabel.displayName = "SidebarGroupLabel";
+
+const SidebarMenu = React.forwardRef<HTMLUListElement, React.ComponentPropsWithoutRef<"ul">>(
+  ({ className, ...props }, ref) => (
+    <ul ref={ref} data-slot="sidebar-menu" className={cn("flex w-full flex-col gap-0.5", className)} {...props} />
+  ),
+);
+SidebarMenu.displayName = "SidebarMenu";
+
+const SidebarMenuItem = React.forwardRef<HTMLLIElement, React.ComponentPropsWithoutRef<"li">>(
+  ({ className, ...props }, ref) => (
+    <li ref={ref} data-slot="sidebar-menu-item" className={cn("relative", className)} {...props} />
+  ),
+);
+SidebarMenuItem.displayName = "SidebarMenuItem";
+
+const SidebarMenuSub = React.forwardRef<HTMLUListElement, React.ComponentPropsWithoutRef<"ul">>(
+  ({ className, ...props }, ref) => (
+    <ul
+      ref={ref}
+      data-slot="sidebar-menu-sub"
+      className={cn(
+        "mx-3.5 my-0.5 flex min-w-0 flex-col gap-0.5 border-l border-sidebar-border py-0.5 pl-3 group-data-[collapsed=true]/sidebar:hidden",
+        className,
+      )}
+      {...props}
+    />
+  ),
+);
+SidebarMenuSub.displayName = "SidebarMenuSub";
+
+const SidebarMenuBadge = React.forwardRef<HTMLSpanElement, React.ComponentPropsWithoutRef<"span">>(
+  ({ className, ...props }, ref) => (
+    <span
+      ref={ref}
+      data-slot="sidebar-menu-badge"
+      className={cn(
+        "ml-auto flex-none rounded-full bg-sidebar-primary/10 px-1.5 py-px text-[10px] font-semibold text-sidebar-primary tabular-nums group-data-[collapsed=true]/sidebar:hidden",
+        className,
+      )}
+      {...props}
+    />
+  ),
+);
+SidebarMenuBadge.displayName = "SidebarMenuBadge";
+
+const sidebarMenuButtonVariants = cva({
+  base: [
+    "group/menu-btn relative flex w-full items-center gap-2.5 overflow-hidden rounded-md px-2.5 text-left text-[13px] font-medium no-underline",
+    "text-sidebar-foreground/70 outline-none transition-colors",
+    "hover:bg-sidebar-accent hover:text-sidebar-accent-foreground",
+    "focus-visible:ring-2 focus-visible:ring-sidebar-ring",
+    "disabled:pointer-events-none disabled:opacity-50",
+    "[&>svg]:size-[18px] [&>svg]:shrink-0",
+    "group-data-[collapsed=true]/sidebar:mx-auto group-data-[collapsed=true]/sidebar:size-9 group-data-[collapsed=true]/sidebar:justify-center group-data-[collapsed=true]/sidebar:gap-0 group-data-[collapsed=true]/sidebar:px-0",
+  ].join(" "),
+  variants: {
+    isActive: {
+      true: "bg-sidebar-accent text-sidebar-accent-foreground before:absolute before:inset-y-1.5 before:left-0 before:w-[3px] before:rounded-r-full before:bg-sidebar-primary group-data-[collapsed=true]/sidebar:before:hidden",
+      false: "",
+    },
+    size: {
+      default: "h-[34px]",
+      sub: "h-[34px]",
+    },
+  },
+  defaultVariants: { isActive: false, size: "default" },
+});
+
+type SidebarMenuButtonProps = React.ComponentPropsWithoutRef<"button"> & VariantProps<typeof sidebarMenuButtonVariants>;
+
+const SidebarMenuButton = React.forwardRef<HTMLButtonElement, SidebarMenuButtonProps>(
+  ({ className, isActive, size, ...props }, ref) => (
+    <button
+      ref={ref}
+      type="button"
+      data-slot="sidebar-menu-button"
+      data-active={isActive || undefined}
+      className={cn(sidebarMenuButtonVariants({ isActive, size, className }))}
+      {...props}
+    />
+  ),
+);
+SidebarMenuButton.displayName = "SidebarMenuButton";
+
+const SidebarSeparator = React.forwardRef<HTMLDivElement, React.ComponentPropsWithoutRef<"div">>(
+  ({ className, ...props }, ref) => (
+    <div
+      ref={ref}
+      data-slot="sidebar-separator"
+      className={cn("mx-2 my-2 h-px bg-sidebar-border", className)}
+      {...props}
+    />
+  ),
+);
+SidebarSeparator.displayName = "SidebarSeparator";
+
+export {
+  Sidebar,
+  SidebarHeader,
+  SidebarContent,
+  SidebarFooter,
+  SidebarGroup,
+  SidebarGroupLabel,
+  SidebarMenu,
+  SidebarMenuItem,
+  SidebarMenuButton,
+  SidebarMenuSub,
+  SidebarMenuBadge,
+  SidebarSeparator,
+  sidebarMenuButtonVariants,
+};

From 57051d36d6cdf5d136fb152b3bd9e8b5502fad45 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Fri, 10 Jul 2026 09:39:37 -0700
Subject: [PATCH 228/370] fix(mcp): keep admin-declared app credentials through
 OAuth invalidation for the client-forwarded modes

---
 ui/litellm-dashboard/eslint-metrics.json      |   2 +-
 .../mcp_tools/create_mcp_server.test.tsx      | 104 ++++++++++++++++++
 .../mcp_tools/create_mcp_server.tsx           |   9 ++
 .../mcp_tools/mcp_server_edit.test.tsx        |  54 +++++++++
 .../components/mcp_tools/mcp_server_edit.tsx  |   9 ++
 .../src/components/mcp_tools/types.tsx        |  25 +++++
 6 files changed, 202 insertions(+), 1 deletion(-)

diff --git a/ui/litellm-dashboard/eslint-metrics.json b/ui/litellm-dashboard/eslint-metrics.json
index 2e204c63a48..9431c278387 100644
--- a/ui/litellm-dashboard/eslint-metrics.json
+++ b/ui/litellm-dashboard/eslint-metrics.json
@@ -1,7 +1,7 @@
 {
   "@typescript-eslint/no-explicit-any": 1978,
   "complexity": 129,
-  "local/no-large-inline-object-arg": 512,
+  "local/no-large-inline-object-arg": 514,
   "local/no-long-condition-chain": 233,
   "max-depth": 59,
   "no-console": 15
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
index 0a3128c6e7f..cfd0ec1dfb4 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
@@ -503,6 +503,110 @@ describe("CreateMCPServer", () => {
       },
     );
 
+    it("preserves admin-entered app credentials when the URL changes after authorize for true_passthrough", async () => {
+      await selectHttpTransport();
+
+      const user = userEvent.setup({ delay: null });
+      await user.type(getServerNameInput(), "CF_Keep_Server");
+      await user.type(screen.getByPlaceholderText("https://your-mcp-server.com"), "https://example.com/mcp");
+
+      await selectAntOption("Authentication", "True Passthrough (no LiteLLM auth)");
+
+      await user.type(
+        screen.getByPlaceholderText("Leave blank to use dynamic client registration"),
+        "org-app-client-id",
+      );
+      await user.type(screen.getByPlaceholderText("Leave blank for public clients / PKCE"), "org-app-secret");
+
+      await waitFor(() => expect(oauthHook.onTokenReceived).toBeTruthy());
+      await act(async () => {
+        oauthHook.onTokenReceived!({ access_token: "upstream-tok", token_type: "Bearer" }, undefined);
+      });
+
+      // Editing the URL after authorize invalidates the held token (identity change), but the
+      // declared app is config, not minted material: it must survive the invalidation instead of
+      // being silently reset, or the server would persist without the configured app.
+      await act(async () => {
+        fireEvent.change(screen.getByPlaceholderText("https://your-mcp-server.com"), {
+          target: { value: "https://other.example.com/mcp" },
+        });
+      });
+
+      vi.mocked(networking.createMCPServer).mockResolvedValue({
+        server_id: "kept-app-server",
+        server_name: "CF_Keep_Server",
+        alias: "CF_Keep_Server",
+        url: "https://other.example.com/mcp",
+        transport: "http",
+        auth_type: "true_passthrough",
+        created_at: "2024-01-01T00:00:00Z",
+        created_by: "user-1",
+        updated_at: "2024-01-01T00:00:00Z",
+        updated_by: "user-1",
+      });
+
+      await act(async () => {
+        fireEvent.click(screen.getByRole("button", { name: "Add MCP Server" }));
+      });
+
+      await waitFor(() => expect(networking.createMCPServer).toHaveBeenCalledTimes(1));
+      const [, payload] = vi.mocked(networking.createMCPServer).mock.calls[0];
+      expect(payload.url).toBe("https://other.example.com/mcp");
+      expect(payload.credentials).toEqual({
+        client_id: "org-app-client-id",
+        client_secret: "org-app-secret",
+      });
+      expect(JSON.stringify(payload)).not.toContain("upstream-tok");
+    });
+
+    it("wipes oauth2-minted credentials when the auth type switches to a client-forwarded mode", async () => {
+      await selectHttpTransport();
+
+      const user = userEvent.setup({ delay: null });
+      await user.type(getServerNameInput(), "Switch_Server");
+      await user.type(screen.getByPlaceholderText("https://your-mcp-server.com"), "https://example.com/mcp");
+
+      await selectAntOption("Authentication", "OAuth");
+
+      // The oauth2 onTokenReceived branch writes the fetched token AND the DCR client into
+      // form.credentials; both are minted for the oauth2 identity.
+      await waitFor(() => expect(oauthHook.onTokenReceived).toBeTruthy());
+      await act(async () => {
+        oauthHook.onTokenReceived!(
+          { access_token: "oauth2-minted-tok", refresh_token: "oauth2-minted-refresh", token_type: "Bearer" },
+          { clientId: "dcr-minted-client", clientSecret: "dcr-minted-secret" },
+        );
+      });
+
+      // Switching into a client-forwarded mode changes the identity with auth_type in the changed
+      // values, so the preserve carve-out must NOT apply: the minted material would otherwise ride
+      // into a mode that now persists credentials onto the server row.
+      await selectAntOption("Authentication", "True Passthrough (no LiteLLM auth)");
+
+      vi.mocked(networking.createMCPServer).mockResolvedValue({
+        server_id: "switched-server",
+        server_name: "Switch_Server",
+        alias: "Switch_Server",
+        url: "https://example.com/mcp",
+        transport: "http",
+        auth_type: "true_passthrough",
+        created_at: "2024-01-01T00:00:00Z",
+        created_by: "user-1",
+        updated_at: "2024-01-01T00:00:00Z",
+        updated_by: "user-1",
+      });
+
+      await act(async () => {
+        fireEvent.click(screen.getByRole("button", { name: "Add MCP Server" }));
+      });
+
+      await waitFor(() => expect(networking.createMCPServer).toHaveBeenCalledTimes(1));
+      const [, payload] = vi.mocked(networking.createMCPServer).mock.calls[0];
+      expect(payload.credentials).toBeUndefined();
+      expect(JSON.stringify(payload)).not.toContain("dcr-minted-client");
+      expect(JSON.stringify(payload)).not.toContain("oauth2-minted-tok");
+    });
+
     it("should not show auth value field when None auth type is selected", async () => {
       await selectHttpTransport();
 
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index 79db031008e..a526bc93546 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -18,6 +18,7 @@ import {
   getOAuthAuthorizationIdentity,
   CLEARED_ON_INVALIDATION,
   isHeldOAuthTokenStale,
+  preservedDeclaredAppCredentials,
 } from "./types";
 import OAuthFormFields from "./OAuthFormFields";
 import TruePassthroughWarning from "./TruePassthroughWarning";
@@ -248,7 +249,15 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
     clearTools();
     resetOAuthFlow();
     setAuthorizedIdentity(undefined);
+    const keptAppCredentials = preservedDeclaredAppCredentials(
+      form.getFieldValue("auth_type"),
+      "auth_type" in changedValues,
+      form.getFieldValue("credentials"),
+    );
     form.resetFields([...CLEARED_ON_INVALIDATION]);
+    if (keptAppCredentials) {
+      form.setFieldsValue({ credentials: keptAppCredentials });
+    }
     const preserved = Object.fromEntries(
       CLEARED_ON_INVALIDATION.filter((key) => key in changedValues).map((key) => [key, changedValues[key]]),
     );
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index a1bad0307b0..4e0129d4ba1 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -1423,6 +1423,60 @@ describe("MCPServerEdit (OAuth token persistence on save)", () => {
     },
   );
 
+  it.each([["true_passthrough"], ["oauth_delegate"]])(
+    "preserves admin-entered app credentials when the URL changes after authorize for the %s mode",
+    async (authType) => {
+      vi.mocked(networking.updateMCPServer).mockResolvedValue({
+        ...interactiveOAuthServer,
+        auth_type: authType,
+      });
+
+      render(
+        <MCPServerEdit
+          mcpServer={{ ...interactiveOAuthServer, auth_type: authType }}
+          accessToken="access-token"
+          userID="user-1"
+          onCancel={vi.fn()}
+          onSuccess={vi.fn()}
+          availableAccessGroups={[]}
+        />,
+      );
+
+      const user = userEvent.setup({ delay: null });
+      await user.type(
+        screen.getByPlaceholderText("Leave blank to use dynamic client registration"),
+        "org-app-client-id",
+      );
+      await user.type(screen.getByPlaceholderText("Leave blank for public clients / PKCE"), "org-app-secret");
+
+      act(() => {
+        mockOauth.onTokenReceived?.({ access_token: "cf-tok", token_type: "bearer" });
+      });
+
+      // The URL edit invalidates the held browser token (removeToken fires), but the declared app
+      // is config and must survive the invalidation into the update payload.
+      await act(async () => {
+        fireEvent.change(screen.getByPlaceholderText("https://your-mcp-server.com"), {
+          target: { value: "https://other.example.com/mcp" },
+        });
+      });
+      expect(mockRemoveToken).toHaveBeenCalledWith("oauth_server_1", "user-1");
+
+      await act(async () => {
+        fireEvent.click(screen.getAllByRole("button", { name: "Save Changes" })[0]);
+      });
+
+      await waitFor(() => expect(networking.updateMCPServer).toHaveBeenCalledTimes(1));
+      const [, payload] = vi.mocked(networking.updateMCPServer).mock.calls[0];
+      expect(payload.url).toBe("https://other.example.com/mcp");
+      expect(payload.credentials).toMatchObject({
+        client_id: "org-app-client-id",
+        client_secret: "org-app-secret",
+      });
+      expect(JSON.stringify(payload)).not.toContain("cf-tok");
+    },
+  );
+
   it("forwards a newly authorized browser-held token for tool loading before the form is saved", async () => {
     // Regression: fetchTools keyed the browser-held decision off the saved mcpServer.auth_type, so
     // after switching the form to true_passthrough and authorizing, the fresh token was not sent as
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index 9b2c5af861f..62f9b7e6931 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -8,6 +8,7 @@ import {
   getOAuthAuthorizationIdentity,
   CLEARED_ON_INVALIDATION,
   isHeldOAuthTokenStale,
+  preservedDeclaredAppCredentials,
   OAUTH_FLOW,
   MCP_OAUTH2_FLOW_M2M,
   MCP_OAUTH2_FLOW_INTERACTIVE,
@@ -409,7 +410,15 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
     }
     setTools([]);
     resetOAuthFlow();
+    const keptAppCredentials = preservedDeclaredAppCredentials(
+      getEffectiveAuthType(),
+      "auth_type" in changedValues,
+      form.getFieldValue("credentials"),
+    );
     form.resetFields([...CLEARED_ON_INVALIDATION]);
+    if (keptAppCredentials) {
+      form.setFieldsValue({ credentials: keptAppCredentials });
+    }
     const preserved = Object.fromEntries(
       CLEARED_ON_INVALIDATION.filter((key) => key in changedValues).map((key) => [key, changedValues[key]]),
     );
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
index 3eba8b30968..e49fd5d57e4 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
@@ -96,6 +96,31 @@ export const getOAuthAuthorizationIdentity = (values: Record<string, unknown>):
 // edit forms so what gets wiped cannot drift.
 export const CLEARED_ON_INVALIDATION = ["credentials"] as const;
 
+// The carve-out to the wipe above for the client-forwarded token modes: their onTokenReceived branch
+// never writes minted material into form.credentials, so for them the field only ever holds the
+// admin-DECLARED upstream app (persisted as server config since the modes joined
+// AUTH_TYPES_REQUIRING_CREDENTIALS), and an intra-mode identity change (e.g. a URL edit after
+// Authorize) must not silently discard it. Two guards make the preserve safe: it never applies when
+// auth_type itself changed (the previous mode's onTokenReceived may have written a fetched token or
+// DCR client into the same field, and those are minted for the old mode), and it only ever keeps the
+// declared-app keys, so token-shaped keys can never ride through a preserve. Shared by the create and
+// edit forms so the carve-out cannot drift.
+const DECLARED_APP_CREDENTIAL_KEYS = ["client_id", "client_secret"] as const;
+
+export const preservedDeclaredAppCredentials = (
+  authType: string | null | undefined,
+  authTypeChanged: boolean,
+  credentials: Record<string, unknown> | null | undefined,
+): Record<string, string> | undefined => {
+  if (!isClientForwardedTokenMode(authType) || authTypeChanged || !credentials) return undefined;
+  const kept = Object.fromEntries(
+    DECLARED_APP_CREDENTIAL_KEYS.filter((key) => typeof credentials[key] === "string" && credentials[key] !== "").map(
+      (key) => [key, credentials[key] as string],
+    ),
+  );
+  return Object.keys(kept).length > 0 ? kept : undefined;
+};
+
 // True when a token was authorized in this session (authorizedIdentity recorded at mint time) and the
 // form's current identity no longer matches it. Every invalidation decision in both forms goes through
 // this single check: onValuesChange for user edits, and an explicit recheck after any programmatic

From cf1b407fbe0941890eb309e36d8c12f4ccb3b42d Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Fri, 10 Jul 2026 09:51:10 -0700
Subject: [PATCH 229/370] fix(mcp): state the keep-existing convention for
 blank client fields and add explicit app removal on edit

---
 .../mcp_tools/PassthroughAuthorizeSection.tsx | 29 +++++++++++++-
 .../mcp_tools/mcp_server_edit.test.tsx        | 40 ++++++++++++++++++-
 .../components/mcp_tools/mcp_server_edit.tsx  | 12 ++++++
 3 files changed, 77 insertions(+), 4 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx b/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
index 314b45fff6c..8d53e8b86ee 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
@@ -1,5 +1,5 @@
 import React from "react";
-import { Button, Form, Input } from "antd";
+import { Button, Checkbox, Form, Input } from "antd";
 import { isClientForwardedTokenMode } from "./types";
 
 interface PassthroughOAuthFlow {
@@ -19,13 +19,26 @@ interface PassthroughOAuthFlow {
  * pre-registered Slack app); unlike the token they ARE saved onto the server
  * as declared config, so internal users' Authorize relays through the org's
  * app instead of dead-ending on upstreams that cannot mint clients.
+ *
+ * Blank fields follow the same convention as the M2M credential fields: on
+ * create they mean "no app configured" (dynamic client registration), while on
+ * edit the backend's partial update keeps whatever app is already stored, so
+ * blanks mean "keep existing". Removing a stored app is therefore an explicit
+ * action (the checkbox below, edit only), which saves an explicit-null
+ * credential write instead of omitting the field.
  */
 export default function PassthroughAuthorizeSection({
   authType,
   oauthFlow,
+  isEditing = false,
+  removeStoredApp = false,
+  onRemoveStoredAppChange,
 }: {
   authType?: string | null;
   oauthFlow: PassthroughOAuthFlow;
+  isEditing?: boolean;
+  removeStoredApp?: boolean;
+  onRemoveStoredAppChange?: (remove: boolean) => void;
 }) {
   if (!isClientForwardedTokenMode(authType)) return null;
   const authorizeButtonLabels: Record<string, string> = {
@@ -33,6 +46,9 @@ export default function PassthroughAuthorizeSection({
     exchanging: "Exchanging authorization code...",
   };
   const authorizeButtonLabel = authorizeButtonLabels[oauthFlow.status] ?? "Authorize & Fetch Tools (browser-only)";
+  const blankMeaning = isEditing
+    ? "Leave blank to keep the currently saved app (if any)"
+    : "Leave blank to use dynamic client registration";
   return (
     <div className="rounded-lg border border-dashed border-gray-300 p-4 space-y-2 mb-4">
       <p className="text-sm text-gray-600">
@@ -47,7 +63,8 @@ export default function PassthroughAuthorizeSection({
         extra="Set this to make everyone authorize through a specific app; required for upstreams without dynamic client registration (e.g. a pre-registered Slack app)."
       >
         <Input.Password
-          placeholder="Leave blank to use dynamic client registration"
+          placeholder={blankMeaning}
+          disabled={removeStoredApp}
           className="rounded-lg border-gray-300 focus:border-blue-500 focus:ring-blue-500"
         />
       </Form.Item>
@@ -57,9 +74,17 @@ export default function PassthroughAuthorizeSection({
       >
         <Input.Password
           placeholder="Leave blank for public clients / PKCE"
+          disabled={removeStoredApp}
           className="rounded-lg border-gray-300 focus:border-blue-500 focus:ring-blue-500"
         />
       </Form.Item>
+      {isEditing && onRemoveStoredAppChange && (
+        <Checkbox checked={removeStoredApp} onChange={(e) => onRemoveStoredAppChange(e.target.checked)}>
+          <span className="text-sm text-gray-700">
+            Remove the saved OAuth app on save (the server goes back to dynamic client registration)
+          </span>
+        </Checkbox>
+      )}
       <Button
         onClick={oauthFlow.startOAuthFlow}
         disabled={oauthFlow.status === "authorizing" || oauthFlow.status === "exchanging"}
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index 4e0129d4ba1..5691023f79d 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -1400,7 +1400,7 @@ describe("MCPServerEdit (OAuth token persistence on save)", () => {
 
       const user = userEvent.setup({ delay: null });
       await user.type(
-        screen.getByPlaceholderText("Leave blank to use dynamic client registration"),
+        screen.getByPlaceholderText("Leave blank to keep the currently saved app (if any)"),
         "org-app-client-id",
       );
       await user.type(screen.getByPlaceholderText("Leave blank for public clients / PKCE"), "org-app-secret");
@@ -1444,7 +1444,7 @@ describe("MCPServerEdit (OAuth token persistence on save)", () => {
 
       const user = userEvent.setup({ delay: null });
       await user.type(
-        screen.getByPlaceholderText("Leave blank to use dynamic client registration"),
+        screen.getByPlaceholderText("Leave blank to keep the currently saved app (if any)"),
         "org-app-client-id",
       );
       await user.type(screen.getByPlaceholderText("Leave blank for public clients / PKCE"), "org-app-secret");
@@ -1477,6 +1477,42 @@ describe("MCPServerEdit (OAuth token persistence on save)", () => {
     },
   );
 
+  it("sends an explicit-null credential write when removing the saved app for true_passthrough", async () => {
+    vi.mocked(networking.updateMCPServer).mockResolvedValue({
+      ...interactiveOAuthServer,
+      auth_type: "true_passthrough",
+    });
+
+    render(
+      <MCPServerEdit
+        mcpServer={{ ...interactiveOAuthServer, auth_type: "true_passthrough" }}
+        accessToken="access-token"
+        userID="user-1"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+
+    // Blank fields keep the stored app (the backend merges partial credential updates), so the
+    // edit form states that convention and removal is an explicit checkbox that saves nulls.
+    expect(screen.getByPlaceholderText("Leave blank to keep the currently saved app (if any)")).toBeInTheDocument();
+
+    fireEvent.click(
+      screen.getByRole("checkbox", {
+        name: /Remove the saved OAuth app on save/,
+      }),
+    );
+
+    await act(async () => {
+      fireEvent.click(screen.getAllByRole("button", { name: "Save Changes" })[0]);
+    });
+
+    await waitFor(() => expect(networking.updateMCPServer).toHaveBeenCalledTimes(1));
+    const [, payload] = vi.mocked(networking.updateMCPServer).mock.calls[0];
+    expect(payload.credentials).toEqual({ client_id: null, client_secret: null });
+  });
+
   it("forwards a newly authorized browser-held token for tool loading before the form is saved", async () => {
     // Regression: fetchTools keyed the browser-held decision off the saved mcpServer.auth_type, so
     // after switching the form to true_passthrough and authorizing, the fresh token was not sent as
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index 62f9b7e6931..6d2d24356da 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -77,6 +77,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
   const [toolsError, setToolsError] = useState<string | null>(null);
   const [searchValue, setSearchValue] = useState<string>("");
   const [aliasManuallyEdited, setAliasManuallyEdited] = useState(false);
+  const [removeStoredApp, setRemoveStoredApp] = useState(false);
   const [allowedTools, setAllowedTools] = useState<string[]>([]);
   const [hasToolAllowlistInteraction, setHasToolAllowlistInteraction] = useState(false);
   const [toolNameToDisplayName, setToolNameToDisplayName] = useState<Record<string, string>>({});
@@ -865,6 +866,14 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         payload.credentials = credentialsPayload;
       }
 
+      // Explicit removal of a saved app for the client-forwarded modes. Blank fields are the
+      // keep-existing convention (the backend merges partial credential updates), so removal must be
+      // an explicit-null write: encrypt skips nulls and the merge overrides the stored keys, which
+      // returns the server to dynamic client registration.
+      if (removeStoredApp && isClientForwardedTokenMode(restValues.auth_type)) {
+        payload.credentials = { client_id: null, client_secret: null };
+      }
+
       const updated = await updateMCPServer(accessToken, payload);
 
       // Persist the token staged via "Authorize & Fetch" (mirrors the create flow's
@@ -1051,6 +1060,9 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
                     error: oauthError,
                     tokenResponse: oauthTokenResponse,
                   }}
+                  isEditing
+                  removeStoredApp={removeStoredApp}
+                  onRemoveStoredAppChange={setRemoveStoredApp}
                 />
               </>
             )}

From 9bff278efe478127a4c1e784fa2bc2faf95c3871 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Fri, 10 Jul 2026 10:05:46 -0700
Subject: [PATCH 230/370] test(mcp): extract inline server fixtures so the
 eslint inline-object budget stays at baseline

---
 ui/litellm-dashboard/eslint-metrics.json               |  2 +-
 .../components/mcp_tools/create_mcp_server.test.tsx    | 10 ++++++----
 2 files changed, 7 insertions(+), 5 deletions(-)

diff --git a/ui/litellm-dashboard/eslint-metrics.json b/ui/litellm-dashboard/eslint-metrics.json
index 9431c278387..2e204c63a48 100644
--- a/ui/litellm-dashboard/eslint-metrics.json
+++ b/ui/litellm-dashboard/eslint-metrics.json
@@ -1,7 +1,7 @@
 {
   "@typescript-eslint/no-explicit-any": 1978,
   "complexity": 129,
-  "local/no-large-inline-object-arg": 514,
+  "local/no-large-inline-object-arg": 512,
   "local/no-long-condition-chain": 233,
   "max-depth": 59,
   "no-console": 15
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
index cfd0ec1dfb4..a4668bddfc3 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
@@ -532,7 +532,7 @@ describe("CreateMCPServer", () => {
         });
       });
 
-      vi.mocked(networking.createMCPServer).mockResolvedValue({
+      const keptAppServer = {
         server_id: "kept-app-server",
         server_name: "CF_Keep_Server",
         alias: "CF_Keep_Server",
@@ -543,7 +543,8 @@ describe("CreateMCPServer", () => {
         created_by: "user-1",
         updated_at: "2024-01-01T00:00:00Z",
         updated_by: "user-1",
-      });
+      };
+      vi.mocked(networking.createMCPServer).mockResolvedValue(keptAppServer);
 
       await act(async () => {
         fireEvent.click(screen.getByRole("button", { name: "Add MCP Server" }));
@@ -583,7 +584,7 @@ describe("CreateMCPServer", () => {
       // into a mode that now persists credentials onto the server row.
       await selectAntOption("Authentication", "True Passthrough (no LiteLLM auth)");
 
-      vi.mocked(networking.createMCPServer).mockResolvedValue({
+      const switchedServer = {
         server_id: "switched-server",
         server_name: "Switch_Server",
         alias: "Switch_Server",
@@ -594,7 +595,8 @@ describe("CreateMCPServer", () => {
         created_by: "user-1",
         updated_at: "2024-01-01T00:00:00Z",
         updated_by: "user-1",
-      });
+      };
+      vi.mocked(networking.createMCPServer).mockResolvedValue(switchedServer);
 
       await act(async () => {
         fireEvent.click(screen.getByRole("button", { name: "Add MCP Server" }));

From e33654be912025613aaaf2f546e5cd6259507aa2 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Fri, 10 Jul 2026 09:56:18 -0700
Subject: [PATCH 231/370] feat(mcp): relay upstream 401 on client-forwarded
 pass-through tool calls

The multi-server list path already relays an upstream 401 from a client-forwarded
server (true_passthrough / oauth_delegate) as an MCPUpstreamAuthError so the caller
re-runs its own upstream OAuth. The single-server REST call path did not: an upstream
401 was masked as a graceful isError result, so an MCP client holding an expired
upstream token never learned it had to re-authenticate

Relay the upstream 401 on the call path too. For these modes the manager calls the
client with raise_on_error=True, extracts the WWW-Authenticate through the existing
upstream-auth exception walk, and raises MCPUpstreamAuthError; the REST endpoint turns
it into a real 401 + WWW-Authenticate. Only 401 is treated as a re-auth signal (a 403 is
a genuine authorization failure that re-auth will not fix, so it stays a masked isError
with a visible warning), matching the list path and MCPUpstreamAuthError's contract. The
legacy oauth2 + delegate_auth_to_upstream mode is deliberately left off the call-path
relay since it is being removed

To keep this expected caller-must-reauth signal from tripping error-rate alerts, the
client layer logs at debug when the caller opted into raise_on_error and therefore owns
the exception (both call_tool/list_tools and the run_with_session helper they share, so an
expected re-auth emits no warning per call either), the manager's non-auth branch logs the
exception type only (never str(e), which for an httpx error embeds the upstream URL a
credential can hide in), and the streamable and REST handlers log the relayed 401 at info
rather than as an error with a traceback

Tests cover the manager raising on a client-forwarded 401 while keeping a 403/503 as a
masked isError, the client-layer debug-vs-error logging split, the streamable handler's
informational isError, and the REST endpoint relaying both the direct and virtual
mcp_tool_call branches as a real 401 + WWW-Authenticate; each was mutation-checked to fail
when the corresponding behavior is broken
---
 litellm/experimental_mcp_client/client.py     |  41 +++-
 .../mcp_server/mcp_server_manager.py          |  42 +++-
 .../mcp_server/rest_endpoints.py              | 166 ++++++++------
 .../proxy/_experimental/mcp_server/server.py  |  24 ++
 .../test_mcp_client.py                        | 161 ++++++++++----
 .../mcp_server/test_mcp_server.py             | 107 +++++++++
 .../mcp_server/test_mcp_server_manager.py     | 127 +++++++++++
 .../mcp_server/test_rest_endpoints.py         | 207 ++++++++++++++++++
 8 files changed, 748 insertions(+), 127 deletions(-)

diff --git a/litellm/experimental_mcp_client/client.py b/litellm/experimental_mcp_client/client.py
index c1c90233bee..da711463a44 100644
--- a/litellm/experimental_mcp_client/client.py
+++ b/litellm/experimental_mcp_client/client.py
@@ -382,15 +382,25 @@ async def _execute_session_operation(
                 if root_cause is not None and isinstance(in_flight_error, asyncio.CancelledError):
                     raise root_cause from in_flight_error
 
-    async def run_with_session(self, operation: Callable[[ClientSession], Awaitable[TSessionResult]]) -> TSessionResult:
-        """Open a session, run the provided coroutine, and clean up."""
+    async def run_with_session(
+        self,
+        operation: Callable[[ClientSession], Awaitable[TSessionResult]],
+        *,
+        quiet_on_error: bool = False,
+    ) -> TSessionResult:
+        """Open a session, run the provided coroutine, and clean up.
+
+        quiet_on_error demotes the failure line to debug for callers that own the exception
+        (call_tool / list_tools under raise_on_error), so an expected pass-through re-auth does
+        not emit a warning per call; every other caller keeps the operator-visible warning."""
         http_client: Optional[httpx.AsyncClient] = None
         try:
             self._last_initialize_instructions = None
             transport_ctx, http_client = self._create_transport_context()
             return await self._execute_session_operation(transport_ctx, operation)
         except Exception:
-            verbose_logger.warning("MCP client run_with_session failed for %s", self.server_url or "stdio")
+            _log = verbose_logger.debug if quiet_on_error else verbose_logger.warning
+            _log("MCP client run_with_session failed for %s", self.server_url or "stdio")
             raise
         finally:
             if http_client is not None:
@@ -491,7 +501,7 @@ async def _list_tools_operation(session: ClientSession):
             return await session.list_tools()
 
         try:
-            result = await self.run_with_session(_list_tools_operation)
+            result = await self.run_with_session(_list_tools_operation, quiet_on_error=raise_on_error)
             tool_count = len(result.tools)
             tool_names = [tool.name for tool in result.tools]
             verbose_logger.info(f"MCP client listed {tool_count} tools from {self.server_url or 'stdio'}: {tool_names}")
@@ -501,7 +511,13 @@ async def _list_tools_operation(session: ClientSession):
             raise
         except Exception as e:
             error_type = type(e).__name__
-            verbose_logger.exception(
+            # Mirror call_tool: when the caller opted into raise_on_error it owns the exception and
+            # logs it at the fitting level (an expected pass-through re-auth 401 is info, not an
+            # error), so log at debug here to avoid an error-level line + traceback that would trip
+            # error-rate alerts on that expected signal. The swallow path still logs the full
+            # exception because nothing downstream will surface the failure.
+            _log = verbose_logger.debug if raise_on_error else verbose_logger.exception
+            _log(
                 f"MCP client list_tools failed - "
                 f"Error Type: {error_type}, "
                 f"Error: {str(e)}, "
@@ -510,7 +526,8 @@ async def _list_tools_operation(session: ClientSession):
             )
             # Check if it's a stream/connection error
             if "BrokenResourceError" in error_type or "Broken" in error_type:
-                verbose_logger.error(
+                _log_broken = verbose_logger.debug if raise_on_error else verbose_logger.error
+                _log_broken(
                     "MCP client detected broken connection/stream during list_tools - "
                     "the MCP server may have crashed, disconnected, or timed out"
                 )
@@ -567,7 +584,7 @@ async def _call_tool_operation(session: ClientSession):
             )
 
         try:
-            tool_result = await self.run_with_session(_call_tool_operation)
+            tool_result = await self.run_with_session(_call_tool_operation, quiet_on_error=raise_on_error)
             verbose_logger.info(f"MCP client tool call '{call_tool_request_params.name}' completed successfully")
             return tool_result
         except asyncio.CancelledError:
@@ -580,7 +597,13 @@ async def _call_tool_operation(session: ClientSession):
             verbose_logger.debug(f"MCP client tool call traceback:\n{error_trace}")
             # Log detailed error information
             error_type = type(e).__name__
-            verbose_logger.error(
+            # When the caller opted into raise_on_error it owns the exception and logs it at the
+            # level that fits (an expected pass-through re-auth 401 is info, not an operator-actionable
+            # error), so log at debug here to avoid an error-level line that would trip error-rate
+            # alerts on that expected signal. The swallow path (raise_on_error=False) still logs at
+            # error because nothing downstream will surface the failure.
+            _log = verbose_logger.debug if raise_on_error else verbose_logger.error
+            _log(
                 f"MCP client call_tool failed - "
                 f"Error Type: {error_type}, "
                 f"Error: {str(e)}, "
@@ -590,7 +613,7 @@ async def _call_tool_operation(session: ClientSession):
             )
             # Check if it's a stream/connection error
             if "BrokenResourceError" in error_type or "Broken" in error_type:
-                verbose_logger.error(
+                _log(
                     "MCP client detected broken connection/stream - "
                     "the MCP server may have crashed, disconnected, or timed out."
                 )
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index 8dd9949e17b..46588d63625 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -3966,10 +3966,50 @@ async def _obo_call_tool_limited():
 
             tool_call_coro = _obo_call_tool_limited()
         else:
+            # Scoped to the two client-forwarded token modes this stack introduced; legacy
+            # oauth2 + delegate_auth_to_upstream (is_oauth_passthrough) is being removed, so it is not
+            # added here even though the list path still relays for it.
+            relays_upstream_auth = mcp_server.is_true_passthrough or mcp_server.is_oauth_delegate
+            server_label = mcp_server.name or mcp_server.server_name or mcp_server.alias or ""
 
             async def _call_tool_via_client(client, params):
                 async with self._limit_outbound_concurrency(mcp_server):
-                    return await client.call_tool(params, host_progress_callback=host_progress_callback)
+                    if not relays_upstream_auth:
+                        return await client.call_tool(params, host_progress_callback=host_progress_callback)
+                    # The client-forwarded modes carry the caller's own upstream token, so an upstream
+                    # 401 (expired/invalid token) is the caller's to resolve: relay it as
+                    # MCPUpstreamAuthError so single-server REST callers turn it into a 401 +
+                    # WWW-Authenticate and re-run the upstream OAuth flow. Only 401 is a re-auth signal
+                    # (mirrors the list path and MCPUpstreamAuthError's contract); a 403 is a genuine
+                    # authorization failure that re-auth won't fix, so it takes the non-auth branch and
+                    # stays a visible warning. raise_on_error only re-raises transport failures
+                    # (tool-level isError results are still returned normally); a non-auth failure keeps
+                    # the same isError degradation the default path produces.
+                    try:
+                        return await client.call_tool(
+                            params, host_progress_callback=host_progress_callback, raise_on_error=True
+                        )
+                    except Exception as e:
+                        auth_info = _extract_upstream_auth_failure(e)
+                        if auth_info is None or auth_info[0] != 401:
+                            # A genuine (non-auth or 403-forbidden) upstream/transport failure.
+                            # raise_on_error demoted the client-layer log to debug, so surface it here at
+                            # warning level to keep the outage visible; the caller still gets the graceful
+                            # isError result the default masking path would have produced. Log the
+                            # exception type only, never str(e), which for an httpx error embeds the
+                            # upstream URL (a credential can hide in it).
+                            verbose_logger.warning(
+                                "Pass-through MCP tool call failed against %s (non-auth, %s)",
+                                server_label,
+                                type(e).__name__,
+                            )
+                            return client.error_tool_result(e)
+                        _, www_authenticate = auth_info
+                        raise MCPUpstreamAuthError(
+                            status_code=401,
+                            www_authenticate=www_authenticate,
+                            server_name=server_label,
+                        ) from e
 
             tool_call_coro = _call_tool_via_client(client, call_tool_params)
 
diff --git a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
index 74f0b488d20..111fde86ea0 100644
--- a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
@@ -115,6 +115,93 @@ async def _safe_fire_mcp_tool_call_logging(
         if isinstance(logging_error, BaseException):
             verbose_logger.warning("MCP tool call logging failed (continuing): %s", logging_error)
 
+    def _relay_upstream_auth_http_exception(e: MCPUpstreamAuthError, request: Request) -> HTTPException:
+        """Convert a client-forwarded pass-through upstream 401 into an HTTPException that preserves the
+        upstream WWW-Authenticate, so a standards-compliant MCP client can run the upstream OAuth flow
+        instead of the generic 500 the endpoint catch-all would return."""
+        return e.to_http_exception(
+            base_url=get_request_base_url(request),
+            request_path=request.scope.get("_original_path") or request.url.path,
+        )
+
+    async def _handle_virtual_mcp_tool(
+        request: Request,
+        data: Dict[str, Any],
+        tool_name: str,
+        user_api_key_dict: UserAPIKeyAuth,
+    ) -> Any:
+        """Handle the virtual ``mcp_tool_search`` / ``mcp_tool_call`` REST tools (gated on
+        ``mcp_tool_search_enabled``). Kept out of ``call_tool_rest_api`` so that endpoint stays a single
+        dispatch. An upstream 401 raised by the virtual ``mcp_tool_call`` propagates unhandled to the
+        caller's ``except MCPUpstreamAuthError`` relay, the same as the direct call path."""
+        from litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp import (
+            MCPRequestHandler,
+        )
+        from litellm.proxy._experimental.mcp_server.tool_search import (
+            MCP_TOOL_SEARCH_TOOL_NAME,
+            coerce_top_k,
+            handle_mcp_tool_call,
+            handle_mcp_tool_search,
+        )
+        from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
+        from litellm.proxy.proxy_server import general_settings, proxy_config, proxy_logging_obj
+
+        if not getattr(getattr(user_api_key_dict, "object_permission", None), "mcp_tool_search_enabled", False):
+            raise HTTPException(
+                status_code=403,
+                detail={"error": "forbidden", "message": f"{tool_name} requires mcp_tool_search_enabled on the key"},
+            )
+        tool_arguments = data.get("arguments") or {}
+        rest_client_ip = IPAddressUtils.get_mcp_client_ip(request)
+        (
+            virtual_mcp_auth_header,
+            virtual_mcp_server_auth_headers,
+            virtual_raw_headers,
+        ) = _extract_mcp_headers_from_request(request, MCPRequestHandler)
+        virtual_oauth2_headers = MCPRequestHandler._get_oauth2_headers_from_headers(request.headers)
+        if tool_name == MCP_TOOL_SEARCH_TOOL_NAME:
+            return await handle_mcp_tool_search(
+                query=tool_arguments.get("query", ""),
+                top_k=coerce_top_k(tool_arguments.get("top_k", 5)),
+                user_api_key_dict=user_api_key_dict,
+                client_ip=rest_client_ip,
+                mcp_auth_header=virtual_mcp_auth_header,
+                mcp_server_auth_headers=virtual_mcp_server_auth_headers,
+                oauth2_headers=virtual_oauth2_headers,
+                raw_headers=virtual_raw_headers,
+            )
+        # MCP_TOOL_CALL_TOOL_NAME: run the same pre-call pipeline as the normal path so the tool
+        # execution is spend-logged and guardrail-checked.
+        (_, virtual_logging_obj) = await ProxyBaseLLMRequestProcessing(data=data).common_processing_pre_call_logic(
+            request=request,
+            user_api_key_dict=user_api_key_dict,
+            proxy_config=proxy_config,
+            route_type=CallTypes.call_mcp_tool.value,
+            proxy_logging_obj=proxy_logging_obj,
+            general_settings=general_settings,
+        )
+        _tool_start_time = datetime.now()
+        result = await handle_mcp_tool_call(
+            tool_name=tool_arguments.get("tool_name", ""),
+            arguments=tool_arguments.get("arguments") or {},
+            user_api_key_dict=user_api_key_dict,
+            client_ip=rest_client_ip,
+            mcp_auth_header=virtual_mcp_auth_header,
+            mcp_server_auth_headers=virtual_mcp_server_auth_headers,
+            oauth2_headers=virtual_oauth2_headers,
+            raw_headers=virtual_raw_headers,
+            litellm_logging_obj=virtual_logging_obj,
+        )
+        await _safe_fire_mcp_tool_call_logging(
+            virtual_logging_obj,
+            result,
+            _tool_start_time,
+            datetime.now(),
+            user_api_key_auth=user_api_key_dict,
+            request_data=data,
+        )
+        return result
+
     def _get_server_auth_header(
         server,
         mcp_server_auth_headers: Optional[Dict[str, Dict[str, str]]],
@@ -821,77 +908,10 @@ async def call_tool_rest_api(
             from litellm.proxy._experimental.mcp_server.tool_search import (
                 MCP_TOOL_CALL_TOOL_NAME,
                 MCP_TOOL_SEARCH_TOOL_NAME,
-                coerce_top_k,
-                handle_mcp_tool_call,
-                handle_mcp_tool_search,
             )
 
             if tool_name in (MCP_TOOL_SEARCH_TOOL_NAME, MCP_TOOL_CALL_TOOL_NAME):
-                if not getattr(
-                    getattr(user_api_key_dict, "object_permission", None),
-                    "mcp_tool_search_enabled",
-                    False,
-                ):
-                    raise HTTPException(
-                        status_code=403,
-                        detail={
-                            "error": "forbidden",
-                            "message": f"{tool_name} requires mcp_tool_search_enabled on the key",
-                        },
-                    )
-                rest_client_ip = IPAddressUtils.get_mcp_client_ip(request)
-                (
-                    virtual_mcp_auth_header,
-                    virtual_mcp_server_auth_headers,
-                    virtual_raw_headers,
-                ) = _extract_mcp_headers_from_request(request, MCPRequestHandler)
-                virtual_oauth2_headers = MCPRequestHandler._get_oauth2_headers_from_headers(request.headers)
-                if tool_name == MCP_TOOL_SEARCH_TOOL_NAME:
-                    return await handle_mcp_tool_search(
-                        query=tool_arguments.get("query", ""),
-                        top_k=coerce_top_k(tool_arguments.get("top_k", 5)),
-                        user_api_key_dict=user_api_key_dict,
-                        client_ip=rest_client_ip,
-                        mcp_auth_header=virtual_mcp_auth_header,
-                        mcp_server_auth_headers=virtual_mcp_server_auth_headers,
-                        oauth2_headers=virtual_oauth2_headers,
-                        raw_headers=virtual_raw_headers,
-                    )
-                else:  # MCP_TOOL_CALL_TOOL_NAME
-                    # Run the same pre-call pipeline as the normal call path so the
-                    # tool execution is spend-logged and guardrail-checked.
-                    (
-                        _,
-                        virtual_logging_obj,
-                    ) = await ProxyBaseLLMRequestProcessing(data=data).common_processing_pre_call_logic(
-                        request=request,
-                        user_api_key_dict=user_api_key_dict,
-                        proxy_config=proxy_config,
-                        route_type=CallTypes.call_mcp_tool.value,
-                        proxy_logging_obj=proxy_logging_obj,
-                        general_settings=general_settings,
-                    )
-                    _tool_start_time = datetime.now()
-                    result = await handle_mcp_tool_call(
-                        tool_name=tool_arguments.get("tool_name", ""),
-                        arguments=tool_arguments.get("arguments") or {},
-                        user_api_key_dict=user_api_key_dict,
-                        client_ip=rest_client_ip,
-                        mcp_auth_header=virtual_mcp_auth_header,
-                        mcp_server_auth_headers=virtual_mcp_server_auth_headers,
-                        oauth2_headers=virtual_oauth2_headers,
-                        raw_headers=virtual_raw_headers,
-                        litellm_logging_obj=virtual_logging_obj,
-                    )
-                    await _safe_fire_mcp_tool_call_logging(
-                        virtual_logging_obj,
-                        result,
-                        _tool_start_time,
-                        datetime.now(),
-                        user_api_key_auth=user_api_key_dict,
-                        request_data=data,
-                    )
-                    return result
+                return await _handle_virtual_mcp_tool(request, data, tool_name, user_api_key_dict)
 
             # Validate required parameters early
             server_id = data.get("server_id")
@@ -1020,8 +1040,16 @@ async def call_tool_rest_api(
                     "guardrail_name": getattr(e, "guardrail_name", None),
                 },
             )
+        except MCPUpstreamAuthError as e:
+            # A client-forwarded pass-through upstream 401 from either the direct or the virtual call
+            # branch. Relay it as a 401 + WWW-Authenticate so the MCP client can re-run upstream OAuth,
+            # and log at info: an expected caller-must-reauth signal, not an operator-actionable error.
+            verbose_logger.info(f"MCP tool call relaying upstream HTTP {e.status_code}")
+            raise _relay_upstream_auth_http_exception(e, request)
         except HTTPException as e:
-            # Re-raise HTTPException as-is to preserve status code and detail
+            # Locally generated denials (tool/server permission, IP filtering, BYOK) stay at error level
+            # so restriction probing keeps full monitoring visibility; the relayed upstream 401 above is
+            # the only status demoted to info.
             verbose_logger.error(f"HTTPException in MCP tool call: {str(e)}")
             raise e
         except Exception as e:
diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index 3550237dd65..238cb51bb64 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -1006,6 +1006,22 @@ async def mcp_server_tool_call(name: str, arguments: Dict[str, Any] | None) -> C
                     content=[TextContent(text=f"Error: {str(e.detail)}", type="text")],
                     isError=True,
                 )
+            except MCPUpstreamAuthError as e:
+                # The MCP session manager serializes handler exceptions as JSON-RPC errors, so a
+                # mid-session tool call cannot emit a raw 401 + WWW-Authenticate the way the REST
+                # call path and the connect-time preemptive check do. Return an explicit isError
+                # naming the upstream status (at info level, not a traceback) so the client still
+                # learns it must re-authenticate upstream and expected pass-through 401s don't spam.
+                verbose_logger.info(f"Upstream auth failure calling MCP tool: HTTP {e.status_code}")
+                return CallToolResult(
+                    content=[
+                        TextContent(
+                            text=f"Error: upstream authentication required (HTTP {e.status_code})",
+                            type="text",
+                        )
+                    ],
+                    isError=True,
+                )
             except Exception as e:
                 verbose_logger.exception(f"MCP mcp_server_tool_call - error: {e}")
                 return CallToolResult(
@@ -2943,6 +2959,14 @@ async def call_mcp_tool(
                 raw_headers=raw_headers,
                 **kwargs,
             )
+        except MCPUpstreamAuthError:
+            # A client-forwarded pass-through upstream 401 is an expected caller-must-reauth signal, so
+            # re-raise it without post_call_failure_hook, which fires the proxy's llm_exceptions alert.
+            # mcp_server_tool_call then downgrades it to an informational isError result for the
+            # streamable client. Note: this function is @client-decorated, so the decorator's standard
+            # failure logging still records the event (spend log / OTel); only the extra alert sink is
+            # skipped here.
+            raise
         except Exception as e:
             traceback_str = traceback.format_exc(limit=MAXIMUM_TRACEBACK_LINES_TO_LOG)
             from litellm.proxy.proxy_server import proxy_logging_obj
diff --git a/tests/test_litellm/experimental_mcp_client/test_mcp_client.py b/tests/test_litellm/experimental_mcp_client/test_mcp_client.py
index 499d98e5cfe..c97856598f1 100644
--- a/tests/test_litellm/experimental_mcp_client/test_mcp_client.py
+++ b/tests/test_litellm/experimental_mcp_client/test_mcp_client.py
@@ -35,9 +35,7 @@ class TestMCPClient:
 
     def test_mcp_client_stdio_init(self):
         """Test MCPClient initialization with stdio config"""
-        stdio_config = MCPStdioConfig(
-            command="python", args=["-m", "my_mcp_server"], env={"DEBUG": "1"}
-        )
+        stdio_config = MCPStdioConfig(command="python", args=["-m", "my_mcp_server"], env={"DEBUG": "1"})
 
         client = MCPClient(transport_type=MCPTransport.stdio, stdio_config=stdio_config)
 
@@ -53,9 +51,7 @@ async def test_mcp_client_stdio_connect_error(self):
         # Test missing stdio_config
         client = MCPClient(transport_type=MCPTransport.stdio)
 
-        with pytest.raises(
-            ValueError, match="stdio_config is required for stdio transport"
-        ):
+        with pytest.raises(ValueError, match="stdio_config is required for stdio transport"):
 
             async def _noop(session):
                 return None
@@ -65,9 +61,7 @@ async def _noop(session):
     @pytest.mark.asyncio
     @patch("litellm.experimental_mcp_client.client.stdio_client")
     @patch("litellm.experimental_mcp_client.client.ClientSession")
-    async def test_mcp_client_stdio_connect_success(
-        self, mock_session, mock_stdio_client
-    ):
+    async def test_mcp_client_stdio_connect_success(self, mock_session, mock_stdio_client):
         """Test successful stdio connection"""
         # Setup mocks - create proper async context manager
         mock_transport = (MagicMock(), MagicMock())
@@ -83,9 +77,7 @@ async def test_mcp_client_stdio_connect_success(
         mock_session_ctx.__aexit__.return_value = None
         mock_session.return_value = mock_session_ctx
 
-        stdio_config = MCPStdioConfig(
-            command="python", args=["-m", "my_mcp_server"], env={"DEBUG": "1"}
-        )
+        stdio_config = MCPStdioConfig(command="python", args=["-m", "my_mcp_server"], env={"DEBUG": "1"})
 
         client = MCPClient(transport_type=MCPTransport.stdio, stdio_config=stdio_config)
 
@@ -110,9 +102,7 @@ async def _operation(session):
             "SSL_CERTIFICATE": "/path/to/client-cert.pem",
         },
     )
-    async def test_mcp_client_ssl_configuration_from_env(
-        self, mock_streamable_http_client
-    ):
+    async def test_mcp_client_ssl_configuration_from_env(self, mock_streamable_http_client):
         """Test that MCP client uses SSL configuration from environment variables"""
         # Setup mocks - create proper async context manager
         mock_transport = (MagicMock(), MagicMock())
@@ -122,9 +112,7 @@ async def test_mcp_client_ssl_configuration_from_env(
         mock_streamable_http_client.return_value = mock_http_ctx
 
         # Mock the session
-        with patch(
-            "litellm.experimental_mcp_client.client.ClientSession"
-        ) as mock_session:
+        with patch("litellm.experimental_mcp_client.client.ClientSession") as mock_session:
             mock_session_instance = AsyncMock()
             mock_session_instance.initialize = AsyncMock()
             mock_session_ctx = AsyncMock()
@@ -170,9 +158,7 @@ async def test_mcp_client_ssl_verify_parameter(self, mock_sse_client):
         mock_sse_client.return_value = mock_sse_ctx
 
         # Mock the session
-        with patch(
-            "litellm.experimental_mcp_client.client.ClientSession"
-        ) as mock_session:
+        with patch("litellm.experimental_mcp_client.client.ClientSession") as mock_session:
             mock_session_instance = AsyncMock()
             mock_session_instance.initialize = AsyncMock()
             mock_session_ctx = AsyncMock()
@@ -224,9 +210,7 @@ async def test_mcp_client_ssl_verify_custom_path(self, mock_streamable_http_clie
         mock_streamable_http_client.return_value = mock_http_ctx
 
         # Mock the session
-        with patch(
-            "litellm.experimental_mcp_client.client.ClientSession"
-        ) as mock_session:
+        with patch("litellm.experimental_mcp_client.client.ClientSession") as mock_session:
             mock_session_instance = AsyncMock()
             mock_session_instance.initialize = AsyncMock()
             mock_session_ctx = AsyncMock()
@@ -451,14 +435,10 @@ def test_unwraps_nested_group(self):
         assert _first_non_cancelled_cause(outer) is target
 
     def test_all_cancelled_returns_none(self):
-        group = _FakeExceptionGroup(
-            "g", [asyncio.CancelledError(), asyncio.CancelledError()]
-        )
+        group = _FakeExceptionGroup("g", [asyncio.CancelledError(), asyncio.CancelledError()])
         assert _first_non_cancelled_cause(group) is None
 
-    @pytest.mark.skipif(
-        sys.version_info < (3, 11), reason="builtin ExceptionGroup requires 3.11+"
-    )
+    @pytest.mark.skipif(sys.version_info < (3, 11), reason="builtin ExceptionGroup requires 3.11+")
     def test_unwraps_builtin_exception_group(self):
         target = httpx.ConnectError("refused")
         group = ExceptionGroup("transport failed", [target])  # noqa: F821
@@ -497,9 +477,7 @@ async def test_surfaces_connect_error_over_cancelled(self, mock_session_cls):
             AsyncMock(side_effect=asyncio.CancelledError("cancelled by group")),
         )
         connect_error = httpx.ConnectError("All connection attempts failed")
-        transport_ctx = self._make_transport(
-            _FakeExceptionGroup("transport", [connect_error])
-        )
+        transport_ctx = self._make_transport(_FakeExceptionGroup("transport", [connect_error]))
 
         async def _op(session):
             return "done"
@@ -511,12 +489,8 @@ async def _op(session):
     @patch("litellm.experimental_mcp_client.client.ClientSession")
     async def test_genuine_cancellation_is_not_replaced(self, mock_session_cls):
         client = MCPClient(server_url="http://example.com/mcp", transport_type="http")
-        self._make_session(
-            mock_session_cls, AsyncMock(side_effect=asyncio.CancelledError())
-        )
-        transport_ctx = self._make_transport(
-            _FakeExceptionGroup("teardown", [asyncio.CancelledError()])
-        )
+        self._make_session(mock_session_cls, AsyncMock(side_effect=asyncio.CancelledError()))
+        transport_ctx = self._make_transport(_FakeExceptionGroup("teardown", [asyncio.CancelledError()]))
 
         async def _op(session):
             return "done"
@@ -531,9 +505,7 @@ async def test_cleanup_error_after_success_is_swallowed(self, mock_session_cls):
         init_result = MagicMock()
         init_result.instructions = None
         self._make_session(mock_session_cls, AsyncMock(return_value=init_result))
-        transport_ctx = self._make_transport(
-            _FakeExceptionGroup("late", [httpx.ConnectError("late cleanup error")])
-        )
+        transport_ctx = self._make_transport(_FakeExceptionGroup("late", [httpx.ConnectError("late cleanup error")]))
 
         async def _op(session):
             return "done"
@@ -548,9 +520,7 @@ class TestMCPClientResolvedAuth:
     @pytest.mark.asyncio
     async def test_resolved_auth_feeds_the_auth_slot(self):
         resolved = httpx.Auth()
-        client = MCPClient(
-            server_url="https://upstream.example.com", resolved_auth=resolved
-        )
+        client = MCPClient(server_url="https://upstream.example.com", resolved_auth=resolved)
         http_client = client._create_httpx_client_factory()()
         try:
             assert http_client.auth is resolved
@@ -598,9 +568,7 @@ async def test_call_tool_does_not_log_arguments():
     secret = "ssn-123-45-6789"
     client = MCPClient(server_url="http://test-server")
     client.run_with_session = AsyncMock(return_value=MagicMock())
-    params = CallToolRequestParams(
-        name="search_tool", arguments={"input": secret, "model": "gpt-5-mini"}
-    )
+    params = CallToolRequestParams(name="search_tool", arguments={"input": secret, "model": "gpt-5-mini"})
 
     with patch.object(mcp_client_module, "verbose_logger") as mock_logger:
         await client.call_tool(params)
@@ -630,3 +598,100 @@ async def test_get_prompt_does_not_log_arguments():
 
 if __name__ == "__main__":
     pytest.main([__file__])
+
+
+@pytest.mark.asyncio
+async def test_call_tool_raise_on_error_logs_at_debug_not_error():
+    """When the caller opts into raise_on_error it owns the exception and logs it at the fitting
+    level (an expected pass-through re-auth 401 is info, not error). call_tool must therefore not emit
+    its own error-level line in that mode, so error-rate alerts do not trip on the expected signal;
+    the swallow path (raise_on_error=False) still logs at error since nothing downstream will."""
+    from mcp.types import CallToolRequestParams
+
+    client = MCPClient(transport_type=MCPTransport.stdio)
+    boom = RuntimeError("upstream boom")
+
+    async def _raise(_operation, **_kwargs):
+        raise boom
+
+    params = CallToolRequestParams(name="t", arguments={})
+
+    with patch.object(client, "run_with_session", side_effect=_raise) as mock_rws:
+        with patch.object(mcp_client_module, "verbose_logger") as mock_log:
+            with pytest.raises(RuntimeError):
+                await client.call_tool(params, raise_on_error=True)
+            assert not mock_log.error.called, "raise_on_error path must not log at error"
+            debug_msgs = [str(c.args[0]) for c in mock_log.debug.call_args_list if c.args]
+            assert any("call_tool failed" in m for m in debug_msgs), "the demoted failure line must go to debug"
+            assert mock_rws.call_args.kwargs.get("quiet_on_error") is True, (
+                "call_tool must forward quiet_on_error so run_with_session also demotes its own failure line"
+            )
+
+    with patch.object(client, "run_with_session", side_effect=_raise):
+        with patch.object(mcp_client_module, "verbose_logger") as mock_log:
+            result = await client.call_tool(params, raise_on_error=False)
+            assert result.isError is True
+            assert mock_log.error.called, "swallow path must keep error-level visibility"
+
+
+@pytest.mark.asyncio
+async def test_list_tools_raise_on_error_logs_at_debug_not_error():
+    """list_tools must mirror call_tool: when the caller opts into raise_on_error it owns the
+    exception, so an expected pass-through re-auth 401 does not emit an error/exception line that
+    would trip error-rate alerts. The swallow path still logs the full exception."""
+    client = MCPClient(transport_type=MCPTransport.stdio)
+    boom = RuntimeError("upstream boom")
+
+    async def _raise(_operation, **_kwargs):
+        raise boom
+
+    with patch.object(client, "run_with_session", side_effect=_raise) as mock_rws:
+        with patch.object(mcp_client_module, "verbose_logger") as mock_log:
+            with pytest.raises(RuntimeError):
+                await client.list_tools(raise_on_error=True)
+            assert not mock_log.error.called, "raise_on_error path must not log at error"
+            assert not mock_log.exception.called, "raise_on_error path must not log a traceback"
+            debug_msgs = [str(c.args[0]) for c in mock_log.debug.call_args_list if c.args]
+            assert any("list_tools failed" in m for m in debug_msgs), "the demoted failure line must go to debug"
+            assert mock_rws.call_args.kwargs.get("quiet_on_error") is True, (
+                "list_tools must forward quiet_on_error so run_with_session also demotes its own failure line"
+            )
+
+    with patch.object(client, "run_with_session", side_effect=_raise):
+        with patch.object(mcp_client_module, "verbose_logger") as mock_log:
+            result = await client.list_tools(raise_on_error=False)
+            assert result == []
+            assert mock_log.exception.called, "swallow path must keep full exception visibility"
+
+
+@pytest.mark.asyncio
+async def test_run_with_session_quiet_on_error_demotes_warning_to_debug():
+    """run_with_session logs its failure at warning by default (an operator signal for an unexpected
+    outage), but when the caller owns the exception (quiet_on_error=True, set by call_tool / list_tools
+    under raise_on_error) it must demote that line to debug so an expected pass-through re-auth does not
+    emit a warning per call."""
+    client = MCPClient(transport_type=MCPTransport.stdio)
+    boom = RuntimeError("session boom")
+
+    async def _op(_session):
+        raise boom
+
+    async def _fake_exec(_transport_ctx, _operation):
+        raise boom
+
+    with patch.object(client, "_create_transport_context", return_value=(object(), None)):
+        with patch.object(client, "_execute_session_operation", side_effect=_fake_exec):
+            with patch.object(mcp_client_module, "verbose_logger") as mock_log:
+                with pytest.raises(RuntimeError):
+                    await client.run_with_session(_op, quiet_on_error=True)
+                assert not mock_log.warning.called, "quiet_on_error must not emit a warning"
+                debug_msgs = [str(c.args[0]) for c in mock_log.debug.call_args_list if c.args]
+                assert any("run_with_session failed" in m for m in debug_msgs), "the failure line must go to debug"
+
+            with patch.object(mcp_client_module, "verbose_logger") as mock_log:
+                with pytest.raises(RuntimeError):
+                    await client.run_with_session(_op)
+                warning_msgs = [str(c.args[0]) for c in mock_log.warning.call_args_list if c.args]
+                assert any("run_with_session failed" in m for m in warning_msgs), (
+                    "the default path must keep the operator-visible warning"
+                )
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
index 7d25e0ba493..32996905166 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
@@ -110,6 +110,55 @@ async def mock_call_mcp_tool(*args, **kwargs):
     assert body["arguments"] == tool_arguments
 
 
+@pytest.mark.asyncio
+async def test_mcp_server_tool_call_relays_upstream_auth_error_as_iserror():
+    """The MCP session manager serializes handler exceptions as JSON-RPC errors, so a mid-session
+    tool call cannot emit a raw 401 the way the REST path does. mcp_server_tool_call must turn an
+    upstream MCPUpstreamAuthError into an explicit isError result naming the status, not a masked
+    500 or a raw traceback, so the client still learns it must re-authenticate upstream."""
+    try:
+        from litellm.proxy._experimental.mcp_server.exceptions import MCPUpstreamAuthError
+        from litellm.proxy._experimental.mcp_server.server import (
+            mcp_server_tool_call,
+            set_auth_context,
+        )
+    except ImportError:
+        pytest.skip("MCP server not available")
+
+    set_auth_context(UserAPIKeyAuth(api_key="test_key", user_id="test_user"))
+
+    async def mock_add_litellm_data_to_request(data, request, user_api_key_dict, proxy_config):
+        return data
+
+    async def mock_call_mcp_tool(*args, **kwargs):
+        raise MCPUpstreamAuthError(status_code=401, www_authenticate="Bearer", server_name="pt")
+
+    mock_logger = MagicMock()
+    with patch(
+        "litellm.proxy.litellm_pre_call_utils.add_litellm_data_to_request",
+        mock_add_litellm_data_to_request,
+    ):
+        with patch(
+            "litellm.proxy._experimental.mcp_server.server.call_mcp_tool",
+            mock_call_mcp_tool,
+        ):
+            with patch("litellm.proxy.proxy_server.proxy_config", MagicMock()):
+                with patch("litellm.proxy._experimental.mcp_server.server.verbose_logger", mock_logger):
+                    result = await mcp_server_tool_call("test_tool", {"param": "value"})
+
+    assert result.isError is True
+    # The dedicated MCPUpstreamAuthError branch (not the generic Exception fallthrough) produces this
+    # specific message and logs at info, never a traceback via verbose_logger.exception.
+    assert "upstream authentication required" in result.content[0].text
+    assert "401" in result.content[0].text
+    exception_calls = [str(c.args[0]) for c in mock_logger.exception.call_args_list if c.args]
+    assert not any("mcp_server_tool_call" in m for m in exception_calls), (
+        "must not log a traceback for the expected re-auth"
+    )
+    info_calls = [str(c.args[0]) for c in mock_logger.info.call_args_list if c.args]
+    assert any("Upstream auth failure" in m for m in info_calls)
+
+
 def test_prepare_mcp_server_headers_case_insensitive_extra_headers():
     try:
         from litellm.proxy._experimental.mcp_server.server import (
@@ -6879,3 +6928,61 @@ def test_redact_mcp_resource_url_strips_credentials(url, expected):
     from litellm.proxy._experimental.mcp_server.server import _redact_mcp_resource_url
 
     assert _redact_mcp_resource_url(url) == expected
+
+
+@pytest.mark.asyncio
+async def test_call_mcp_tool_skips_failure_hook_for_upstream_auth_error():
+    """A client-forwarded pass-through upstream 401/403 (MCPUpstreamAuthError) is an expected
+    caller-must-reauth signal, not a failed call, so call_mcp_tool must re-raise it WITHOUT firing
+    post_call_failure_hook (which records a failure and can trip LLM exception alerts). The
+    streamable handler downgrades it to an informational isError result afterward."""
+    from litellm.proxy._experimental.mcp_server.server import (
+        call_mcp_tool,
+        global_mcp_server_manager,
+    )
+    from litellm.proxy._experimental.mcp_server.exceptions import MCPUpstreamAuthError
+    from litellm.proxy._types import MCPTransport, UserAPIKeyAuth
+    from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+    mock_server = MCPServer(
+        server_id="server-auth",
+        name="test_server",
+        alias="test_server",
+        server_name="test_server",
+        url="https://test-server.com/mcp",
+        transport=MCPTransport.http,
+        mcp_info={"server_name": "test_server"},
+    )
+    proxy_logging_mock = MagicMock()
+    proxy_logging_mock.post_call_failure_hook = AsyncMock()
+    user_auth = UserAPIKeyAuth(api_key="test-key", user_id="test-user")
+
+    with (
+        patch.object(
+            global_mcp_server_manager,
+            "get_allowed_mcp_servers",
+            new_callable=AsyncMock,
+            return_value=[mock_server.server_id],
+        ),
+        patch.object(global_mcp_server_manager, "get_mcp_server_by_id", return_value=mock_server),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server._get_allowed_mcp_servers_from_mcp_server_names",
+            new_callable=AsyncMock,
+            return_value=[mock_server],
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.execute_mcp_tool",
+            new_callable=AsyncMock,
+            side_effect=MCPUpstreamAuthError(status_code=401, www_authenticate="Bearer", server_name="test_server"),
+        ),
+        patch("litellm.proxy.proxy_server.proxy_logging_obj", proxy_logging_mock),
+    ):
+        with pytest.raises(MCPUpstreamAuthError):
+            await call_mcp_tool(
+                name="test_server-any_tool",
+                arguments={"x": 1},
+                user_api_key_auth=user_auth,
+                litellm_call_id="cid",
+            )
+
+    proxy_logging_mock.post_call_failure_hook.assert_not_awaited()
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index a18e1ac2c44..7882ff295a1 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -786,6 +786,133 @@ async def test_list_absorbs_non_auth_httpexception(self):
         )
         assert result == []
 
+    def _upstream_status_error(self, status_code: int, www_authenticate: Optional[str] = None) -> httpx.HTTPStatusError:
+        """Build an httpx.HTTPStatusError shaped like the one the MCP SDK surfaces for an upstream
+        HTTP failure, so _extract_upstream_auth_failure can read status_code and WWW-Authenticate."""
+        request = httpx.Request("POST", "https://up.example.com/mcp")
+        headers = {"www-authenticate": www_authenticate} if www_authenticate else {}
+        response = httpx.Response(status_code, headers=headers, request=request)
+        return httpx.HTTPStatusError(f"HTTP {status_code}", request=request, response=response)
+
+    def _passthrough_call_server(self, auth_type, server_id: str = "pt-call") -> "MCPServer":
+        return MCPServer(
+            server_id=server_id,
+            name=f"{server_id}-server",
+            url="https://up.example.com/mcp",
+            transport=MCPTransport.http,
+            auth_type=auth_type,
+        )
+
+    async def _run_call_regular(self, manager, server):
+        return await manager._call_regular_mcp_tool(
+            mcp_server=server,
+            original_tool_name="tool",
+            arguments={},
+            tasks=[],
+            mcp_auth_header=None,
+            mcp_server_auth_headers=None,
+            oauth2_headers=None,
+            raw_headers={"authorization": "Bearer caller-upstream-token"},
+            proxy_logging_obj=None,
+        )
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("auth_type", [MCPAuth.true_passthrough, MCPAuth.oauth_delegate])
+    async def test_call_relays_upstream_401_for_client_forwarded_modes(self, auth_type):
+        """A client-forwarded pass-through/delegate call must relay an upstream 401 (expired/invalid
+        token) as MCPUpstreamAuthError with the upstream WWW-Authenticate preserved, so single-server
+        REST routes challenge the caller instead of masking it as a generic isError. Only 401 is a
+        re-auth signal; the relay opts into raise_on_error so the transport failure surfaces."""
+        server = self._passthrough_call_server(auth_type)
+        challenge = f'Bearer resource_metadata="/.well-known/oauth-protected-resource/mcp/{server.name}"'
+        manager = MCPServerManager()
+        mock_client = AsyncMock()
+        mock_client.call_tool = AsyncMock(side_effect=self._upstream_status_error(401, challenge))
+        manager._create_mcp_client = AsyncMock(return_value=mock_client)
+
+        with pytest.raises(MCPUpstreamAuthError) as exc_info:
+            await self._run_call_regular(manager, server)
+
+        assert exc_info.value.status_code == 401
+        assert exc_info.value.www_authenticate == challenge
+        assert mock_client.call_tool.call_args.kwargs.get("raise_on_error") is True
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("is_error", [False, True])
+    async def test_call_passthrough_returns_tool_result_unchanged(self, is_error):
+        """The relay only re-raises transport failures. A tool that RETURNS a result (a success, or a
+        tool-level isError, neither of which raises) on a pass-through call must be returned verbatim,
+        never wrapped as MCPUpstreamAuthError or replaced by error_tool_result."""
+        server = self._passthrough_call_server(MCPAuth.true_passthrough, server_id=f"pt-ok-{is_error}")
+        manager = MCPServerManager()
+        expected = CallToolResult(content=[], isError=is_error)
+        mock_client = AsyncMock()
+        mock_client.call_tool = AsyncMock(return_value=expected)
+        manager._create_mcp_client = AsyncMock(return_value=mock_client)
+
+        result = await self._run_call_regular(manager, server)
+
+        assert result is expected
+        assert mock_client.call_tool.call_args.kwargs.get("raise_on_error") is True
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("status_code", [403, 503])
+    async def test_call_passthrough_non_reauth_failure_stays_iserror(self, status_code):
+        """Only an upstream 401 is a re-auth signal. A 403 (authenticated but forbidden; re-auth
+        won't help) and a genuine non-auth failure (e.g. 503) both keep the default isError
+        degradation and stay a visible warning, mirroring the list path, rather than being relayed as
+        a re-auth challenge."""
+        from litellm.experimental_mcp_client.client import MCPClient
+
+        server = self._passthrough_call_server(MCPAuth.true_passthrough, server_id=f"pt-{status_code}")
+        manager = MCPServerManager()
+        mock_client = AsyncMock()
+        mock_client.call_tool = AsyncMock(side_effect=self._upstream_status_error(status_code))
+        mock_client.error_tool_result = MCPClient.error_tool_result
+        manager._create_mcp_client = AsyncMock(return_value=mock_client)
+
+        import litellm.proxy._experimental.mcp_server.mcp_server_manager as _mgr_mod
+
+        with patch.object(_mgr_mod, "verbose_logger") as mock_log:
+            result = await self._run_call_regular(manager, server)
+
+        assert result.isError is True
+        # A genuine non-auth failure keeps operator visibility at warning level, since call_tool's
+        # raise_on_error demoted the client-layer error log to debug.
+        assert mock_log.warning.called
+
+    @pytest.mark.asyncio
+    async def test_call_non_passthrough_does_not_opt_into_raise_on_error(self):
+        """Non-client-forwarded auth types keep the default call_tool masking (raise_on_error stays
+        off), so this relay is scoped to the pass-through modes and cannot regress api_key/OBO calls."""
+        server = MCPServer(
+            server_id="ak-call",
+            name="ak-call-server",
+            url="https://up.example.com/mcp",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.api_key,
+            authentication_token="static-key",
+        )
+        manager = MCPServerManager()
+        mock_client = AsyncMock()
+        mock_client.call_tool = AsyncMock(return_value=CallToolResult(content=[], isError=False))
+        manager._create_mcp_client = AsyncMock(return_value=mock_client)
+
+        result = await manager._call_regular_mcp_tool(
+            mcp_server=server,
+            original_tool_name="tool",
+            arguments={},
+            tasks=[],
+            mcp_auth_header=None,
+            mcp_server_auth_headers=None,
+            oauth2_headers=None,
+            raw_headers=None,
+            proxy_logging_obj=None,
+        )
+
+        assert result.isError is False
+        assert mock_client.call_tool.call_args.kwargs.get("raise_on_error") is not True
+
     def _token_exchange_server(self, server_id: str) -> "MCPServer":
         return MCPServer(
             server_id=server_id,
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py
index 465cebcc12c..99e05182361 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py
@@ -1652,6 +1652,159 @@ async def fake_execute_mcp_tool(**kwargs):
         assert captured["allowed_mcp_servers"] == [stub_server]
         fire_logging.assert_awaited_once()
 
+    @pytest.mark.parametrize("upstream_status", [401, 403])
+    async def test_call_tool_rest_relays_upstream_auth_failure(self, monkeypatch, upstream_status):
+        """A pass-through call that hits an upstream 401/403 (surfaced by the manager as
+        MCPUpstreamAuthError) must reach the REST caller as that status with the upstream
+        WWW-Authenticate preserved, so an MCP client can run the upstream OAuth flow, instead of the
+        generic 500 the catch-all would otherwise produce."""
+        from litellm.proxy._experimental.mcp_server.exceptions import MCPUpstreamAuthError
+
+        async def fake_contexts(user_api_key_auth):
+            return [user_api_key_auth]
+
+        async def fake_get_allowed_mcp_servers(*args, **kwargs):
+            return ["server-1"]
+
+        class StubServer:
+            server_id = "server-1"
+            alias = "server-1"
+            server_name = "server-1"
+            name = "stub"
+            allowed_tools = None
+            mcp_info = {"server_name": "stub"}
+            available_on_public_internet = True
+            auth_type = None
+
+        stub_server = StubServer()
+
+        async def fake_add_litellm_data_to_request(**kwargs):
+            return kwargs.get("data", {})
+
+        challenge = 'Bearer resource_metadata="https://gw.example.com/.well-known/oauth-protected-resource/mcp/stub"'
+
+        async def fake_execute_mcp_tool(**kwargs):
+            raise MCPUpstreamAuthError(
+                status_code=upstream_status,
+                www_authenticate=challenge,
+                server_name="stub",
+            )
+
+        monkeypatch.setattr(rest_endpoints, "build_effective_auth_contexts", fake_contexts, raising=False)
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "get_allowed_mcp_servers",
+            fake_get_allowed_mcp_servers,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "get_mcp_server_by_id",
+            lambda server_id: stub_server if server_id == "server-1" else None,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            "litellm.proxy.proxy_server.add_litellm_data_to_request",
+            fake_add_litellm_data_to_request,
+            raising=False,
+        )
+        monkeypatch.setattr("litellm.proxy.proxy_server.proxy_config", {}, raising=False)
+        monkeypatch.setattr(rest_endpoints, "execute_mcp_tool", fake_execute_mcp_tool, raising=False)
+
+        mock_logger = MagicMock()
+        monkeypatch.setattr(rest_endpoints, "verbose_logger", mock_logger, raising=False)
+
+        request_payload = {
+            "server_id": "server-1",
+            "name": "demo-tool",
+            "arguments": {"foo": "bar"},
+        }
+        request = _build_request(
+            path="/mcp-rest/tools/call",
+            method="POST",
+            json_body=request_payload,
+        )
+
+        with pytest.raises(HTTPException) as exc_info:
+            await rest_endpoints.call_tool_rest_api(
+                request,
+                user_api_key_dict=UserAPIKeyAuth(),
+            )
+
+        assert exc_info.value.status_code == upstream_status
+        assert exc_info.value.headers is not None
+        assert exc_info.value.headers.get("www-authenticate") == challenge
+        # The expected caller-must-reauth signal is logged once, at info, and never at error, so
+        # error-rate alerts do not fire on normal pass-through re-authentication.
+        error_messages = [str(c.args[0]) for c in mock_logger.error.call_args_list if c.args]
+        assert not any("MCP tool call" in m for m in error_messages)
+        info_messages = [str(c.args[0]) for c in mock_logger.info.call_args_list if c.args]
+        assert sum(str(upstream_status) in m for m in info_messages) == 1
+
+    async def test_local_permission_denial_keeps_error_level_logging(self, monkeypatch):
+        """Only the relayed upstream 401 may be demoted to info; a locally generated HTTPException 403
+        (tool permission, server access, IP filtering) raised inside the call must stay at error level
+        so an authenticated user probing restrictions keeps full monitoring visibility, and must be
+        re-raised unchanged (not converted to a re-auth relay)."""
+
+        async def fake_contexts(user_api_key_auth):
+            return [user_api_key_auth]
+
+        async def fake_get_allowed_mcp_servers(*args, **kwargs):
+            return ["server-1"]
+
+        class StubServer:
+            server_id = "server-1"
+            alias = "server-1"
+            server_name = "server-1"
+            name = "stub"
+            allowed_tools = None
+            mcp_info = {"server_name": "stub"}
+            available_on_public_internet = True
+            auth_type = None
+
+        async def fake_add_litellm_data_to_request(**kwargs):
+            return kwargs.get("data", {})
+
+        async def fake_execute_mcp_tool(**kwargs):
+            raise HTTPException(status_code=403, detail="tool not allowed for key")
+
+        monkeypatch.setattr(rest_endpoints, "build_effective_auth_contexts", fake_contexts, raising=False)
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "get_allowed_mcp_servers",
+            fake_get_allowed_mcp_servers,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "get_mcp_server_by_id",
+            lambda server_id: StubServer() if server_id == "server-1" else None,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            "litellm.proxy.proxy_server.add_litellm_data_to_request", fake_add_litellm_data_to_request, raising=False
+        )
+        monkeypatch.setattr("litellm.proxy.proxy_server.proxy_config", {}, raising=False)
+        monkeypatch.setattr(rest_endpoints, "execute_mcp_tool", fake_execute_mcp_tool, raising=False)
+        mock_logger = MagicMock()
+        monkeypatch.setattr(rest_endpoints, "verbose_logger", mock_logger, raising=False)
+
+        request = _build_request(
+            path="/mcp-rest/tools/call",
+            method="POST",
+            json_body={"server_id": "server-1", "name": "demo-tool", "arguments": {}},
+        )
+
+        with pytest.raises(HTTPException) as exc_info:
+            await rest_endpoints.call_tool_rest_api(request, user_api_key_dict=UserAPIKeyAuth())
+
+        assert exc_info.value.status_code == 403
+        error_messages = [str(c.args[0]) for c in mock_logger.error.call_args_list if c.args]
+        assert any("HTTPException in MCP tool call" in m for m in error_messages)
+        info_messages = [str(c.args[0]) for c in mock_logger.info.call_args_list if c.args]
+        assert not any("relaying upstream" in m for m in info_messages)
+
     async def test_success_logging_cancellation_propagates(self, monkeypatch):
         fire_logging = AsyncMock(side_effect=asyncio.CancelledError())
         monkeypatch.setattr(
@@ -1668,6 +1821,60 @@ async def test_success_logging_cancellation_propagates(self, monkeypatch):
 
         fire_logging.assert_awaited_once()
 
+    @pytest.mark.parametrize("upstream_status", [401, 403])
+    async def test_virtual_mcp_tool_call_relays_upstream_auth_failure(self, monkeypatch, upstream_status):
+        """The virtual mcp_tool_call REST branch reaches execute_mcp_tool via handle_mcp_tool_call
+        without the direct branch's relay wrapper, so an MCPUpstreamAuthError from it must be relayed
+        by the endpoint-level handler (a real 401/403 + WWW-Authenticate) rather than falling through
+        the catch-all into a generic 500."""
+        import litellm.proxy._experimental.mcp_server.tool_search as tool_search_mod
+        from litellm.proxy._experimental.mcp_server.exceptions import MCPUpstreamAuthError
+        from litellm.proxy._types import LiteLLM_ObjectPermissionTable
+
+        challenge = 'Bearer resource_metadata="https://gw.example.com/.well-known/oauth-protected-resource"'
+
+        async def fake_contexts(user_api_key_auth):
+            return [user_api_key_auth]
+
+        async def fake_handle_mcp_tool_call(**kwargs):
+            raise MCPUpstreamAuthError(status_code=upstream_status, www_authenticate=challenge, server_name="stub")
+
+        class _FakePreCall:
+            def __init__(self, data):
+                pass
+
+            async def common_processing_pre_call_logic(self, **kwargs):
+                return None, MagicMock()
+
+        monkeypatch.setattr(rest_endpoints, "build_effective_auth_contexts", fake_contexts, raising=False)
+        monkeypatch.setattr(tool_search_mod, "handle_mcp_tool_call", fake_handle_mcp_tool_call, raising=False)
+        monkeypatch.setattr(
+            "litellm.proxy.common_request_processing.ProxyBaseLLMRequestProcessing",
+            _FakePreCall,
+            raising=False,
+        )
+        monkeypatch.setattr("litellm.proxy.proxy_server.proxy_config", {}, raising=False)
+        monkeypatch.setattr("litellm.proxy.proxy_server.general_settings", {}, raising=False)
+
+        user_api_key_dict = UserAPIKeyAuth(
+            object_permission=LiteLLM_ObjectPermissionTable(
+                object_permission_id="search-scope",
+                mcp_tool_search_enabled=True,
+            )
+        )
+        request = _build_request(
+            path="/mcp-rest/tools/call",
+            method="POST",
+            json_body={"name": "mcp_tool_call", "arguments": {"tool_name": "x", "arguments": {}}},
+        )
+
+        with pytest.raises(HTTPException) as exc_info:
+            await rest_endpoints.call_tool_rest_api(request, user_api_key_dict=user_api_key_dict)
+
+        assert exc_info.value.status_code == upstream_status
+        assert exc_info.value.headers is not None
+        assert exc_info.value.headers.get("www-authenticate") == challenge
+
 
 class TestGetToolsForSingleServer:
     """Test _get_tools_for_single_server with object_permission filtering"""

From 7d63e452f160b9675900cfb011bdea35287bcae3 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Fri, 10 Jul 2026 10:30:36 -0700
Subject: [PATCH 232/370] refactor(ui): move sidebar chrome onto shadcn
 primitives and whiten the sidebar

Follow-up to the full-height sidebar shell. Replaces hand-rolled markup in the sidebar, top bar, and account/usage docks with shadcn primitives so the surface reuses shared components instead of one-off elements

Adds three Base-UI-native primitives that follow the existing conventions (cva + data-slot, no Radix): Meter, Avatar, and Breadcrumb. Badge gains a render prop via Base UI useRender so it can render as an anchor, which activates the variant's existing [a&] styles

Wires the redesigned surface onto them: the version tag is an outline Badge linking to the release notes, the breadcrumb uses the Breadcrumb primitive, the Docs link is a ghost Button, the account initials use Avatar, and the Enterprise usage card uses Collapsible for its open state and Meter for the seat and team gauges. Meter is the correct element for a used-of-total measurement and Base UI ships it natively, so it replaces the hand-rolled bars

Sets the sidebar background to pure white by pointing the --sidebar token at oklch(1 0 0) in light mode, which keeps SidebarUsageCard consistent since it shares the token; the dark block is left untouched

Also repairs layout.test.tsx, which the shell refactor had left red: the dashboard shell now renders DashboardHeader in place of the old navbar, so the test mocks DashboardHeader and asserts on it instead of the navbar the layout no longer mounts
---
 .../src/app/(dashboard)/layout.test.tsx       |  10 +-
 ui/litellm-dashboard/src/app/globals.css      |   2 +-
 .../src/components/DashboardHeader.tsx        |  44 ++++---
 .../Navbar/UserDropdown/UserDropdown.tsx      |  25 ++--
 .../src/components/SidebarUsageCard.test.tsx  | 115 ++++++++++++++++++
 .../src/components/SidebarUsageCard.tsx       |  64 ++++------
 .../src/components/leftnav.tsx                |  12 +-
 .../src/components/ui/avatar.test.tsx         |  15 +++
 .../src/components/ui/avatar.tsx              |  48 ++++++++
 .../src/components/ui/badge.test.tsx          |  32 +++++
 .../src/components/ui/badge.tsx               |  33 +++--
 .../src/components/ui/breadcrumb.test.tsx     |  38 ++++++
 .../src/components/ui/breadcrumb.tsx          |  78 ++++++++++++
 .../src/components/ui/meter.test.tsx          |  35 ++++++
 .../src/components/ui/meter.tsx               |  69 +++++++++++
 15 files changed, 528 insertions(+), 92 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/SidebarUsageCard.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/ui/avatar.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/ui/avatar.tsx
 create mode 100644 ui/litellm-dashboard/src/components/ui/badge.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/ui/breadcrumb.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/ui/breadcrumb.tsx
 create mode 100644 ui/litellm-dashboard/src/components/ui/meter.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/ui/meter.tsx

diff --git a/ui/litellm-dashboard/src/app/(dashboard)/layout.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/layout.test.tsx
index 92a1d40b0e3..f08258900eb 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/layout.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/layout.test.tsx
@@ -13,8 +13,8 @@ vi.mock("next/navigation", () => ({
   usePathname: vi.fn(() => "/ui/guardrails"),
 }));
 
-vi.mock("@/components/navbar", () => ({
-  default: () => <div data-testid="navbar" />,
+vi.mock("@/components/DashboardHeader", () => ({
+  DashboardHeader: () => <div data-testid="dashboard-header" />,
 }));
 
 vi.mock("@/app/(dashboard)/components/SidebarProvider", () => ({
@@ -76,12 +76,12 @@ describe("(dashboard) Layout", () => {
 
     await waitFor(() => expect(screen.getByTestId("loading-screen")).toBeTruthy());
     expect(screen.queryByTestId("page-content")).toBeNull();
-    expect(screen.queryByTestId("navbar")).toBeNull();
+    expect(screen.queryByTestId("dashboard-header")).toBeNull();
 
     pendingUiConfig.resolve();
 
     await waitFor(() => expect(screen.getByTestId("page-content")).toBeTruthy());
-    expect(screen.getByTestId("navbar")).toBeTruthy();
+    expect(screen.getByTestId("dashboard-header")).toBeTruthy();
     expect(screen.queryByTestId("loading-screen")).toBeNull();
   });
 
@@ -102,7 +102,7 @@ describe("(dashboard) Layout", () => {
       expect(replaceMock).toHaveBeenCalledWith(expect.stringContaining("/onboarding?invitation_id=abc123")),
     );
     expect(screen.queryByTestId("page-content")).toBeNull();
-    expect(screen.queryByTestId("navbar")).toBeNull();
+    expect(screen.queryByTestId("dashboard-header")).toBeNull();
     expect(screen.queryByTestId("sidebar")).toBeNull();
   });
 });
diff --git a/ui/litellm-dashboard/src/app/globals.css b/ui/litellm-dashboard/src/app/globals.css
index 3f38b6b0831..0b555fcdd52 100644
--- a/ui/litellm-dashboard/src/app/globals.css
+++ b/ui/litellm-dashboard/src/app/globals.css
@@ -36,7 +36,7 @@
   --chart-3: oklch(0.398 0.07 227.392);
   --chart-4: oklch(0.828 0.189 84.429);
   --chart-5: oklch(0.769 0.188 70.08);
-  --sidebar: oklch(0.985 0.002 247.839);
+  --sidebar: oklch(1 0 0);
   --sidebar-foreground: oklch(0.13 0.028 261.692);
   --sidebar-primary: oklch(0.21 0.034 264.665);
   --sidebar-primary-foreground: oklch(0.985 0.002 247.839);
diff --git a/ui/litellm-dashboard/src/components/DashboardHeader.tsx b/ui/litellm-dashboard/src/components/DashboardHeader.tsx
index d765cdd45cb..4f285cefed9 100644
--- a/ui/litellm-dashboard/src/components/DashboardHeader.tsx
+++ b/ui/litellm-dashboard/src/components/DashboardHeader.tsx
@@ -1,6 +1,13 @@
 "use client";
 
-import { ChevronRight } from "lucide-react";
+import { Button } from "@/components/ui/button";
+import {
+  Breadcrumb,
+  BreadcrumbItem,
+  BreadcrumbList,
+  BreadcrumbPage,
+  BreadcrumbSeparator,
+} from "@/components/ui/breadcrumb";
 import { Separator } from "@/components/ui/separator";
 import { getBreadcrumb } from "@/components/leftnav";
 import { BlogDropdown } from "@/components/Navbar/BlogDropdown/BlogDropdown";
@@ -35,15 +42,19 @@ export function DashboardHeader({ page }: DashboardHeaderProps) {
 
   return (
     <header className="flex h-14 flex-none items-center justify-between gap-4 border-b border-border bg-background px-4">
-      <nav aria-label="Breadcrumb" className="flex min-w-0 items-center gap-1.5 text-sm">
-        {section && (
-          <>
-            <span className="whitespace-nowrap text-muted-foreground">{section}</span>
-            <ChevronRight className="size-4 flex-none text-muted-foreground" aria-hidden />
-          </>
-        )}
-        <span className="truncate font-medium text-foreground">{title}</span>
-      </nav>
+      <Breadcrumb className="min-w-0">
+        <BreadcrumbList className="flex-nowrap">
+          {section && (
+            <>
+              <BreadcrumbItem className="whitespace-nowrap">{section}</BreadcrumbItem>
+              <BreadcrumbSeparator />
+            </>
+          )}
+          <BreadcrumbItem className="min-w-0">
+            <BreadcrumbPage className="truncate">{title}</BreadcrumbPage>
+          </BreadcrumbItem>
+        </BreadcrumbList>
+      </Breadcrumb>
 
       <div className="flex flex-none items-center gap-1">
         {showWorkerSwitch && (
@@ -52,14 +63,15 @@ export function DashboardHeader({ page }: DashboardHeaderProps) {
             <Separator orientation="vertical" className="mx-1.5 h-5" />
           </>
         )}
-        <a
-          href="https://docs.litellm.ai/docs/"
-          target="_blank"
-          rel="noopener noreferrer"
-          className="inline-flex h-8 items-center rounded-md px-2.5 text-sm font-medium text-muted-foreground transition-colors hover:bg-muted hover:text-foreground"
+        <Button
+          variant="ghost"
+          size="sm"
+          nativeButton={false}
+          render={<a href="https://docs.litellm.ai/docs/" target="_blank" rel="noopener noreferrer" />}
+          className="text-muted-foreground"
         >
           Docs
-        </a>
+        </Button>
         <BlogDropdown />
         {!hideCommunityLinks && <CommunityEngagementButtons />}
         <Separator orientation="vertical" className="mx-1.5 h-5" />
diff --git a/ui/litellm-dashboard/src/components/Navbar/UserDropdown/UserDropdown.tsx b/ui/litellm-dashboard/src/components/Navbar/UserDropdown/UserDropdown.tsx
index dba4c97dbe3..983ab980d2f 100644
--- a/ui/litellm-dashboard/src/components/Navbar/UserDropdown/UserDropdown.tsx
+++ b/ui/litellm-dashboard/src/components/Navbar/UserDropdown/UserDropdown.tsx
@@ -21,6 +21,7 @@ import {
 import type { MenuProps } from "antd";
 import { Button, Divider, Dropdown, Space, Switch, Tag, Tooltip, Typography } from "antd";
 import { ChevronsUpDown } from "lucide-react";
+import { Avatar, AvatarFallback } from "@/components/ui/avatar";
 import { cn } from "@/lib/cva.config";
 import React, { useEffect, useState } from "react";
 
@@ -249,13 +250,11 @@ const UserDropdown: React.FC<UserDropdownProps> = ({ onLogout, variant = "navbar
           aria-haspopup="menu"
           title={collapsed ? displayName : undefined}
         >
-          <span
-            className="flex h-[30px] w-[30px] shrink-0 items-center justify-center rounded-full text-xs font-semibold text-white shadow-inner ring-1 ring-black/5"
-            style={{ backgroundColor: `hsl(${hue} 46% 38%)` }}
-            aria-hidden
-          >
-            {initials}
-          </span>
+          <Avatar className="size-[30px] shadow-inner ring-1 ring-black/5" aria-hidden>
+            <AvatarFallback className="font-semibold text-white" style={{ backgroundColor: `hsl(${hue} 46% 38%)` }}>
+              {initials}
+            </AvatarFallback>
+          </Avatar>
           {!collapsed && (
             <>
               <span className="min-w-0 flex-1 leading-tight">
@@ -273,13 +272,11 @@ const UserDropdown: React.FC<UserDropdownProps> = ({ onLogout, variant = "navbar
           aria-label={`Account menu — ${userRole ?? "Unknown role"} — signed in as ${userEmail || userId || "unknown"}`}
           aria-haspopup="menu"
         >
-          <span
-            className="flex h-8 w-8 shrink-0 items-center justify-center rounded-full text-xs font-semibold text-white shadow-inner ring-1 ring-black/5"
-            style={{ backgroundColor: `hsl(${hue} 46% 38%)` }}
-            aria-hidden
-          >
-            {initials}
-          </span>
+          <Avatar className="shadow-inner ring-1 ring-black/5" aria-hidden>
+            <AvatarFallback className="font-semibold text-white" style={{ backgroundColor: `hsl(${hue} 46% 38%)` }}>
+              {initials}
+            </AvatarFallback>
+          </Avatar>
           <span className="hidden min-w-0 truncate text-left text-sm font-medium leading-none text-gray-900 md:inline">
             {displayName}
           </span>
diff --git a/ui/litellm-dashboard/src/components/SidebarUsageCard.test.tsx b/ui/litellm-dashboard/src/components/SidebarUsageCard.test.tsx
new file mode 100644
index 00000000000..927ea657f46
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/SidebarUsageCard.test.tsx
@@ -0,0 +1,115 @@
+import React from "react";
+import { describe, it, expect, vi, beforeEach } from "vitest";
+import { render, screen, waitFor } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
+import SidebarUsageCard from "./SidebarUsageCard";
+
+vi.mock("./networking", () => ({ getRemainingUsers: vi.fn() }));
+
+vi.mock("@/app/(dashboard)/hooks/useDisableUsageIndicator", () => ({
+  useDisableUsageIndicator: vi.fn(() => false),
+}));
+
+vi.mock("@/app/(dashboard)/hooks/license/useLicenseInfo", () => ({
+  useLicenseInfo: vi.fn(() => ({ data: null })),
+}));
+
+import { getRemainingUsers } from "./networking";
+
+const mockGetRemainingUsers = vi.mocked(getRemainingUsers);
+
+const renderWithClient = (ui: React.ReactElement) => {
+  const queryClient = new QueryClient({ defaultOptions: { queries: { retry: false } } });
+  return render(<QueryClientProvider client={queryClient}>{ui}</QueryClientProvider>);
+};
+
+const SEATS_DATA = {
+  total_users: 100,
+  total_users_used: 20,
+  total_users_remaining: 80,
+  total_teams: null,
+  total_teams_used: 0,
+  total_teams_remaining: null,
+};
+
+const OVER_LIMIT_DATA = {
+  total_users: 100,
+  total_users_used: 130,
+  total_users_remaining: -30,
+  total_teams: null,
+  total_teams_used: 0,
+  total_teams_remaining: null,
+};
+
+const NO_LIMITS_DATA = {
+  total_users: null,
+  total_users_used: 186,
+  total_users_remaining: null,
+  total_teams: null,
+  total_teams_used: 125,
+  total_teams_remaining: null,
+};
+
+describe("SidebarUsageCard", () => {
+  beforeEach(() => {
+    vi.clearAllMocks();
+    mockGetRemainingUsers.mockResolvedValue(SEATS_DATA);
+  });
+
+  it("renders an expanded seat meter reporting value and range when data loads", async () => {
+    const { container } = renderWithClient(
+      <SidebarUsageCard accessToken="token" collapsed={false} onExpandRail={() => {}} />,
+    );
+
+    await screen.findByText("Enterprise usage");
+    const meter = await screen.findByRole("meter");
+    expect(meter).toHaveAttribute("aria-valuenow", "20");
+    expect(meter).toHaveAttribute("aria-valuemax", "100");
+    expect(screen.getByText("Seats")).toBeInTheDocument();
+
+    const indicator = container.querySelector('[data-slot="meter-indicator"]');
+    expect(indicator).toHaveStyle({ width: "20%" });
+  });
+
+  it("collapses the meter panel when the trigger is toggled", async () => {
+    const user = userEvent.setup();
+    renderWithClient(<SidebarUsageCard accessToken="token" collapsed={false} onExpandRail={() => {}} />);
+
+    await screen.findByRole("meter");
+    await user.click(screen.getByRole("button", { name: /Enterprise usage/i }));
+
+    await waitFor(() => expect(screen.queryByRole("meter")).not.toBeInTheDocument());
+  });
+
+  it("flags over-limit usage with a destructive, capped indicator", async () => {
+    mockGetRemainingUsers.mockResolvedValue(OVER_LIMIT_DATA);
+
+    const { container } = renderWithClient(
+      <SidebarUsageCard accessToken="token" collapsed={false} onExpandRail={() => {}} />,
+    );
+
+    await screen.findByRole("meter");
+    const indicator = container.querySelector('[data-slot="meter-indicator"]');
+    expect(indicator).toHaveClass("bg-destructive");
+    expect(indicator).toHaveStyle({ width: "100%" });
+  });
+
+  it("renders nothing when neither seat nor team limits are set", async () => {
+    mockGetRemainingUsers.mockResolvedValue(NO_LIMITS_DATA);
+
+    renderWithClient(<SidebarUsageCard accessToken="token" collapsed={false} onExpandRail={() => {}} />);
+
+    await waitFor(() => expect(screen.queryByText("Enterprise usage")).not.toBeInTheDocument());
+  });
+
+  it("shows a collapsed rail button that expands the sidebar", async () => {
+    const onExpandRail = vi.fn();
+    const user = userEvent.setup();
+    renderWithClient(<SidebarUsageCard accessToken="token" collapsed onExpandRail={onExpandRail} />);
+
+    const rail = await screen.findByTitle("Enterprise usage");
+    await user.click(rail);
+    expect(onExpandRail).toHaveBeenCalledOnce();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/SidebarUsageCard.tsx b/ui/litellm-dashboard/src/components/SidebarUsageCard.tsx
index 51bdf5de208..7ab50001ae9 100644
--- a/ui/litellm-dashboard/src/components/SidebarUsageCard.tsx
+++ b/ui/litellm-dashboard/src/components/SidebarUsageCard.tsx
@@ -1,10 +1,10 @@
 import { useDisableUsageIndicator } from "@/app/(dashboard)/hooks/useDisableUsageIndicator";
 import { useLicenseInfo } from "@/app/(dashboard)/hooks/license/useLicenseInfo";
 import { getDaysUntilExpiration } from "@/utils/licenseUtils";
-import { cn } from "@/lib/cva.config";
+import { Collapsible, CollapsibleContent, CollapsibleTrigger } from "@/components/ui/collapsible";
+import { Meter, MeterIndicator, MeterLabel, MeterTrack } from "@/components/ui/meter";
 import { useQuery } from "@tanstack/react-query";
 import { Award, ChevronDown, Loader2 } from "lucide-react";
-import { useState } from "react";
 import { getRemainingUsers } from "./networking";
 
 interface SidebarUsageCardProps {
@@ -13,7 +13,7 @@ interface SidebarUsageCardProps {
   onExpandRail: () => void;
 }
 
-interface Meter {
+interface MeterData {
   label: string;
   used: number;
   total: number;
@@ -35,24 +35,21 @@ const meterBarClass = (pct: number): string => {
   return "bg-sidebar-primary";
 };
 
-const Meter = ({ label, used, total }: Meter) => {
+const UsageMeter = ({ label, used, total }: MeterData) => {
   const pct = total > 0 ? (used / total) * 100 : 0;
   return (
-    <div>
-      <div className="mb-1.5 flex items-baseline justify-between gap-2">
-        <span className="text-xs text-muted-foreground">{label}</span>
+    <Meter value={used} max={total} aria-valuetext={`${used.toLocaleString()} of ${total.toLocaleString()}`}>
+      <div className="flex items-baseline justify-between gap-2">
+        <MeterLabel>{label}</MeterLabel>
         <span className="text-xs font-medium tabular-nums">
           <span className="text-foreground">{used.toLocaleString()}</span>
           <span className="text-muted-foreground"> / {total.toLocaleString()}</span>
         </span>
       </div>
-      <div className="h-1.5 overflow-hidden rounded-full bg-muted">
-        <div
-          className={cn("h-full rounded-full transition-[width] duration-300", meterBarClass(pct))}
-          style={{ width: `${Math.min(pct, 100)}%` }}
-        />
-      </div>
-    </div>
+      <MeterTrack>
+        <MeterIndicator className={meterBarClass(pct)} />
+      </MeterTrack>
+    </Meter>
   );
 };
 
@@ -66,7 +63,7 @@ const remainingUsersQuery = (accessToken: string | null) => ({
   staleTime: 5 * 60 * 1000,
 });
 
-const buildMeters = (data: RemainingUsage | null): Meter[] => {
+const buildMeters = (data: RemainingUsage | null): MeterData[] => {
   if (!data) return [];
   return [
     ...(data.total_users != null ? [{ label: "Seats", used: data.total_users_used, total: data.total_users }] : []),
@@ -82,7 +79,6 @@ const buildMeters = (data: RemainingUsage | null): Meter[] => {
  */
 export default function SidebarUsageCard({ accessToken, collapsed, onExpandRail }: SidebarUsageCardProps) {
   const disableUsageIndicator = useDisableUsageIndicator();
-  const [open, setOpen] = useState(true);
   const licenseInfo = useLicenseInfo(accessToken).data ?? null;
   const { data: usageData, isLoading } = useQuery(remainingUsersQuery(accessToken));
   const data = usageData ?? null;
@@ -111,12 +107,8 @@ export default function SidebarUsageCard({ accessToken, collapsed, onExpandRail
   const meters = buildMeters(data);
 
   return (
-    <div className="overflow-hidden rounded-xl border border-sidebar-border bg-sidebar">
-      <button
-        type="button"
-        onClick={() => setOpen((v) => !v)}
-        className="flex w-full items-center gap-2.5 px-3 py-2.5 text-left transition-colors hover:bg-sidebar-accent"
-      >
+    <Collapsible defaultOpen className="overflow-hidden rounded-xl border border-sidebar-border bg-sidebar">
+      <CollapsibleTrigger className="group/usage flex w-full items-center gap-2.5 px-3 py-2.5 text-left transition-colors hover:bg-sidebar-accent">
         <span className="flex size-[26px] flex-none items-center justify-center rounded-md bg-sidebar-primary/10 text-sidebar-primary">
           <Award className="size-4" strokeWidth={1.75} />
         </span>
@@ -124,22 +116,18 @@ export default function SidebarUsageCard({ accessToken, collapsed, onExpandRail
           <span className="block text-[13px] font-semibold text-foreground">Enterprise usage</span>
           <span className="block truncate text-[11px] text-muted-foreground">{subtitle}</span>
         </span>
-        <ChevronDown
-          className={cn("size-4 flex-none text-muted-foreground transition-transform", !open && "-rotate-90")}
-        />
-      </button>
+        <ChevronDown className="size-4 flex-none -rotate-90 text-muted-foreground transition-transform group-data-[panel-open]/usage:rotate-0" />
+      </CollapsibleTrigger>
 
-      {open && (
-        <div className="flex flex-col gap-3 px-3 pt-0.5 pb-3">
-          {isLoading && meters.length === 0 ? (
-            <div className="flex items-center gap-2 py-1 text-xs text-muted-foreground">
-              <Loader2 className="size-3.5 animate-spin" /> Loading…
-            </div>
-          ) : (
-            meters.map((m) => <Meter key={m.label} {...m} />)
-          )}
-        </div>
-      )}
-    </div>
+      <CollapsibleContent className="flex flex-col gap-3 px-3 pt-0.5 pb-3">
+        {isLoading && meters.length === 0 ? (
+          <div className="flex items-center gap-2 py-1 text-xs text-muted-foreground">
+            <Loader2 className="size-3.5 animate-spin" /> Loading…
+          </div>
+        ) : (
+          meters.map((m) => <UsageMeter key={m.label} {...m} />)
+        )}
+      </CollapsibleContent>
+    </Collapsible>
   );
 }
diff --git a/ui/litellm-dashboard/src/components/leftnav.tsx b/ui/litellm-dashboard/src/components/leftnav.tsx
index 90bdca06595..f6762c85c1e 100644
--- a/ui/litellm-dashboard/src/components/leftnav.tsx
+++ b/ui/litellm-dashboard/src/components/leftnav.tsx
@@ -5,6 +5,7 @@ import { useHealthReadinessDetails } from "@/app/(dashboard)/hooks/healthReadine
 import { useLogout } from "@/app/(dashboard)/hooks/useLogout";
 import { getProxyBaseUrl } from "@/components/networking";
 import { useTheme } from "@/contexts/ThemeContext";
+import { Badge } from "@/components/ui/badge";
 import { Button } from "@/components/ui/button";
 import {
   Sidebar,
@@ -584,14 +585,13 @@ const Sidebar_: React.FC<SidebarProps> = ({
               />
             </Link>
             {version && (
-              <a
-                href="https://docs.litellm.ai/release_notes"
-                target="_blank"
-                rel="noopener noreferrer"
-                className="rounded border border-border px-1.5 py-px font-mono text-[10px] font-medium text-muted-foreground transition-colors hover:text-foreground group-data-[collapsed=true]/sidebar:hidden"
+              <Badge
+                variant="outline"
+                render={<a href="https://docs.litellm.ai/release_notes" target="_blank" rel="noopener noreferrer" />}
+                className="px-1.5 py-0 font-mono text-[10px] font-medium text-muted-foreground group-data-[collapsed=true]/sidebar:hidden"
               >
                 v{version}
-              </a>
+              </Badge>
             )}
           </div>
           {onToggleCollapsed && (
diff --git a/ui/litellm-dashboard/src/components/ui/avatar.test.tsx b/ui/litellm-dashboard/src/components/ui/avatar.test.tsx
new file mode 100644
index 00000000000..7e13593b767
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/ui/avatar.test.tsx
@@ -0,0 +1,15 @@
+import { render, screen } from "@testing-library/react";
+import { describe, expect, it } from "vitest";
+import { Avatar, AvatarFallback } from "./avatar";
+
+describe("Avatar", () => {
+  it("renders the fallback initials when no image is provided", () => {
+    render(
+      <Avatar>
+        <AvatarFallback>AB</AvatarFallback>
+      </Avatar>,
+    );
+    const fallback = screen.getByText("AB");
+    expect(fallback).toHaveAttribute("data-slot", "avatar-fallback");
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/ui/avatar.tsx b/ui/litellm-dashboard/src/components/ui/avatar.tsx
new file mode 100644
index 00000000000..e257493a030
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/ui/avatar.tsx
@@ -0,0 +1,48 @@
+"use client";
+
+import { Avatar as AvatarPrimitive } from "@base-ui/react/avatar";
+import * as React from "react";
+
+import { cn } from "@/lib/cva.config";
+
+const Avatar = React.forwardRef<React.ComponentRef<typeof AvatarPrimitive.Root>, AvatarPrimitive.Root.Props>(
+  ({ className, ...props }, ref) => (
+    <AvatarPrimitive.Root
+      ref={ref}
+      data-slot="avatar"
+      className={cn(
+        "relative flex size-8 shrink-0 items-center justify-center overflow-hidden rounded-full",
+        className,
+      )}
+      {...props}
+    />
+  ),
+);
+Avatar.displayName = "Avatar";
+
+const AvatarImage = React.forwardRef<React.ComponentRef<typeof AvatarPrimitive.Image>, AvatarPrimitive.Image.Props>(
+  ({ className, ...props }, ref) => (
+    <AvatarPrimitive.Image
+      ref={ref}
+      data-slot="avatar-image"
+      className={cn("size-full object-cover", className)}
+      {...props}
+    />
+  ),
+);
+AvatarImage.displayName = "AvatarImage";
+
+const AvatarFallback = React.forwardRef<
+  React.ComponentRef<typeof AvatarPrimitive.Fallback>,
+  AvatarPrimitive.Fallback.Props
+>(({ className, ...props }, ref) => (
+  <AvatarPrimitive.Fallback
+    ref={ref}
+    data-slot="avatar-fallback"
+    className={cn("flex size-full items-center justify-center rounded-full text-xs font-medium", className)}
+    {...props}
+  />
+));
+AvatarFallback.displayName = "AvatarFallback";
+
+export { Avatar, AvatarImage, AvatarFallback };
diff --git a/ui/litellm-dashboard/src/components/ui/badge.test.tsx b/ui/litellm-dashboard/src/components/ui/badge.test.tsx
new file mode 100644
index 00000000000..2f380694eae
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/ui/badge.test.tsx
@@ -0,0 +1,32 @@
+import { render, screen } from "@testing-library/react";
+import { describe, expect, it } from "vitest";
+import { Badge } from "./badge";
+
+describe("Badge", () => {
+  it("renders a span carrying the badge slot and variant classes by default", () => {
+    render(<Badge variant="outline">v1.2.3</Badge>);
+    const badge = screen.getByText("v1.2.3");
+    expect(badge.tagName).toBe("SPAN");
+    expect(badge).toHaveAttribute("data-slot", "badge");
+    expect(badge).toHaveAttribute("data-variant", "outline");
+    expect(badge).toHaveClass("border-border");
+  });
+
+  it("renders as an anchor via the render prop while keeping badge styling", () => {
+    render(
+      <Badge variant="outline" render={<a href="https://docs.litellm.ai/release_notes" />}>
+        v1.2.3
+      </Badge>,
+    );
+    const link = screen.getByRole("link", { name: "v1.2.3" });
+    expect(link.tagName).toBe("A");
+    expect(link).toHaveAttribute("href", "https://docs.litellm.ai/release_notes");
+    expect(link).toHaveAttribute("data-slot", "badge");
+    expect(link).toHaveClass("border-border");
+  });
+
+  it("lets className win over variant classes through twMerge", () => {
+    render(<Badge className="text-muted-foreground">x</Badge>);
+    expect(screen.getByText("x")).toHaveClass("text-muted-foreground");
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/ui/badge.tsx b/ui/litellm-dashboard/src/components/ui/badge.tsx
index 2e1ebffa109..f64de004b52 100644
--- a/ui/litellm-dashboard/src/components/ui/badge.tsx
+++ b/ui/litellm-dashboard/src/components/ui/badge.tsx
@@ -1,5 +1,8 @@
+"use client";
+
 import * as React from "react";
 import { type VariantProps } from "cva";
+import { useRender } from "@base-ui/react/use-render";
 
 import { cn, cva } from "@/lib/cva.config";
 
@@ -21,18 +24,24 @@ const badgeVariants = cva({
   },
 });
 
-const Badge = React.forwardRef<
-  HTMLSpanElement,
-  React.ComponentPropsWithoutRef<"span"> & VariantProps<typeof badgeVariants>
->(({ className, variant = "default", ...props }, ref) => (
-  <span
-    ref={ref}
-    data-slot="badge"
-    data-variant={variant}
-    className={cn(badgeVariants({ variant }), className)}
-    {...props}
-  />
-));
+type BadgeProps = React.ComponentPropsWithoutRef<"span"> &
+  VariantProps<typeof badgeVariants> & {
+    render?: useRender.RenderProp;
+  };
+
+const Badge = React.forwardRef<HTMLSpanElement, BadgeProps>(
+  ({ className, variant = "default", render, ...props }, ref) =>
+    useRender({
+      render: render ?? <span />,
+      ref,
+      props: {
+        "data-slot": "badge",
+        "data-variant": variant,
+        className: cn(badgeVariants({ variant }), className),
+        ...props,
+      },
+    }),
+);
 Badge.displayName = "Badge";
 
 export { Badge, badgeVariants };
diff --git a/ui/litellm-dashboard/src/components/ui/breadcrumb.test.tsx b/ui/litellm-dashboard/src/components/ui/breadcrumb.test.tsx
new file mode 100644
index 00000000000..b43eda1116d
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/ui/breadcrumb.test.tsx
@@ -0,0 +1,38 @@
+import { render, screen } from "@testing-library/react";
+import { describe, expect, it } from "vitest";
+import { Breadcrumb, BreadcrumbItem, BreadcrumbList, BreadcrumbPage, BreadcrumbSeparator } from "./breadcrumb";
+
+describe("Breadcrumb", () => {
+  it("renders a labelled nav and marks the current page", () => {
+    render(
+      <Breadcrumb>
+        <BreadcrumbList>
+          <BreadcrumbItem>Observability</BreadcrumbItem>
+          <BreadcrumbSeparator />
+          <BreadcrumbItem>
+            <BreadcrumbPage>Logs</BreadcrumbPage>
+          </BreadcrumbItem>
+        </BreadcrumbList>
+      </Breadcrumb>,
+    );
+    expect(screen.getByRole("navigation", { name: "breadcrumb" })).toBeInTheDocument();
+    const page = screen.getByText("Logs");
+    expect(page).toHaveAttribute("aria-current", "page");
+    expect(page).toHaveAttribute("data-slot", "breadcrumb-page");
+  });
+
+  it("renders a presentational separator", () => {
+    const { container } = render(
+      <Breadcrumb>
+        <BreadcrumbList>
+          <BreadcrumbItem>A</BreadcrumbItem>
+          <BreadcrumbSeparator />
+          <BreadcrumbItem>B</BreadcrumbItem>
+        </BreadcrumbList>
+      </Breadcrumb>,
+    );
+    const sep = container.querySelector('[data-slot="breadcrumb-separator"]');
+    expect(sep).toHaveAttribute("aria-hidden", "true");
+    expect(sep?.querySelector("svg")).not.toBeNull();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/ui/breadcrumb.tsx b/ui/litellm-dashboard/src/components/ui/breadcrumb.tsx
new file mode 100644
index 00000000000..731a014362d
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/ui/breadcrumb.tsx
@@ -0,0 +1,78 @@
+import * as React from "react";
+import { ChevronRight } from "lucide-react";
+
+import { cn } from "@/lib/cva.config";
+
+const Breadcrumb = React.forwardRef<HTMLElement, React.ComponentPropsWithoutRef<"nav">>(({ ...props }, ref) => (
+  <nav ref={ref} aria-label="breadcrumb" data-slot="breadcrumb" {...props} />
+));
+Breadcrumb.displayName = "Breadcrumb";
+
+const BreadcrumbList = React.forwardRef<HTMLOListElement, React.ComponentPropsWithoutRef<"ol">>(
+  ({ className, ...props }, ref) => (
+    <ol
+      ref={ref}
+      data-slot="breadcrumb-list"
+      className={cn("flex flex-wrap items-center gap-1.5 text-sm text-muted-foreground", className)}
+      {...props}
+    />
+  ),
+);
+BreadcrumbList.displayName = "BreadcrumbList";
+
+const BreadcrumbItem = React.forwardRef<HTMLLIElement, React.ComponentPropsWithoutRef<"li">>(
+  ({ className, ...props }, ref) => (
+    <li
+      ref={ref}
+      data-slot="breadcrumb-item"
+      className={cn("inline-flex items-center gap-1.5", className)}
+      {...props}
+    />
+  ),
+);
+BreadcrumbItem.displayName = "BreadcrumbItem";
+
+const BreadcrumbLink = React.forwardRef<HTMLAnchorElement, React.ComponentPropsWithoutRef<"a">>(
+  ({ className, ...props }, ref) => (
+    <a
+      ref={ref}
+      data-slot="breadcrumb-link"
+      className={cn("transition-colors hover:text-foreground", className)}
+      {...props}
+    />
+  ),
+);
+BreadcrumbLink.displayName = "BreadcrumbLink";
+
+const BreadcrumbPage = React.forwardRef<HTMLSpanElement, React.ComponentPropsWithoutRef<"span">>(
+  ({ className, ...props }, ref) => (
+    <span
+      ref={ref}
+      data-slot="breadcrumb-page"
+      role="link"
+      aria-disabled="true"
+      aria-current="page"
+      className={cn("font-medium text-foreground", className)}
+      {...props}
+    />
+  ),
+);
+BreadcrumbPage.displayName = "BreadcrumbPage";
+
+const BreadcrumbSeparator = React.forwardRef<HTMLLIElement, React.ComponentPropsWithoutRef<"li">>(
+  ({ children, className, ...props }, ref) => (
+    <li
+      ref={ref}
+      data-slot="breadcrumb-separator"
+      role="presentation"
+      aria-hidden="true"
+      className={cn("[&>svg]:size-3.5", className)}
+      {...props}
+    >
+      {children ?? <ChevronRight />}
+    </li>
+  ),
+);
+BreadcrumbSeparator.displayName = "BreadcrumbSeparator";
+
+export { Breadcrumb, BreadcrumbList, BreadcrumbItem, BreadcrumbLink, BreadcrumbPage, BreadcrumbSeparator };
diff --git a/ui/litellm-dashboard/src/components/ui/meter.test.tsx b/ui/litellm-dashboard/src/components/ui/meter.test.tsx
new file mode 100644
index 00000000000..70aedefee40
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/ui/meter.test.tsx
@@ -0,0 +1,35 @@
+import { render, screen } from "@testing-library/react";
+import { describe, expect, it } from "vitest";
+import { Meter, MeterIndicator, MeterLabel, MeterTrack } from "./meter";
+
+const renderMeter = (value: number, max: number) =>
+  render(
+    <Meter value={value} max={max}>
+      <MeterLabel>Seats</MeterLabel>
+      <MeterTrack>
+        <MeterIndicator />
+      </MeterTrack>
+    </Meter>,
+  );
+
+describe("Meter", () => {
+  it("exposes the value and range through the meter role", () => {
+    renderMeter(5, 10);
+    const meter = screen.getByRole("meter");
+    expect(meter).toHaveAttribute("aria-valuenow", "5");
+    expect(meter).toHaveAttribute("aria-valuemax", "10");
+    expect(screen.getByText("Seats")).toHaveAttribute("data-slot", "meter-label");
+  });
+
+  it("fills the indicator proportionally to value/max", () => {
+    const { container } = renderMeter(5, 10);
+    const indicator = container.querySelector('[data-slot="meter-indicator"]');
+    expect(indicator).toHaveStyle({ width: "50%" });
+  });
+
+  it("caps the indicator at 100% when the value exceeds the max", () => {
+    const { container } = renderMeter(15, 10);
+    const indicator = container.querySelector('[data-slot="meter-indicator"]');
+    expect(indicator).toHaveStyle({ width: "100%" });
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/ui/meter.tsx b/ui/litellm-dashboard/src/components/ui/meter.tsx
new file mode 100644
index 00000000000..f87fa601de5
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/ui/meter.tsx
@@ -0,0 +1,69 @@
+"use client";
+
+import { Meter as MeterPrimitive } from "@base-ui/react/meter";
+import * as React from "react";
+
+import { cn } from "@/lib/cva.config";
+
+const Meter = React.forwardRef<React.ComponentRef<typeof MeterPrimitive.Root>, MeterPrimitive.Root.Props>(
+  ({ className, ...props }, ref) => (
+    <MeterPrimitive.Root
+      ref={ref}
+      data-slot="meter"
+      className={cn("flex w-full flex-col gap-1.5", className)}
+      {...props}
+    />
+  ),
+);
+Meter.displayName = "Meter";
+
+const MeterLabel = React.forwardRef<React.ComponentRef<typeof MeterPrimitive.Label>, MeterPrimitive.Label.Props>(
+  ({ className, ...props }, ref) => (
+    <MeterPrimitive.Label
+      ref={ref}
+      data-slot="meter-label"
+      className={cn("text-xs text-muted-foreground", className)}
+      {...props}
+    />
+  ),
+);
+MeterLabel.displayName = "MeterLabel";
+
+const MeterValue = React.forwardRef<React.ComponentRef<typeof MeterPrimitive.Value>, MeterPrimitive.Value.Props>(
+  ({ className, ...props }, ref) => (
+    <MeterPrimitive.Value
+      ref={ref}
+      data-slot="meter-value"
+      className={cn("text-xs font-medium tabular-nums", className)}
+      {...props}
+    />
+  ),
+);
+MeterValue.displayName = "MeterValue";
+
+const MeterTrack = React.forwardRef<React.ComponentRef<typeof MeterPrimitive.Track>, MeterPrimitive.Track.Props>(
+  ({ className, ...props }, ref) => (
+    <MeterPrimitive.Track
+      ref={ref}
+      data-slot="meter-track"
+      className={cn("h-1.5 w-full overflow-hidden rounded-full bg-muted", className)}
+      {...props}
+    />
+  ),
+);
+MeterTrack.displayName = "MeterTrack";
+
+const MeterIndicator = React.forwardRef<
+  React.ComponentRef<typeof MeterPrimitive.Indicator>,
+  MeterPrimitive.Indicator.Props
+>(({ className, ...props }, ref) => (
+  <MeterPrimitive.Indicator
+    ref={ref}
+    data-slot="meter-indicator"
+    className={cn("h-full rounded-full bg-primary transition-[width] duration-300", className)}
+    {...props}
+  />
+));
+MeterIndicator.displayName = "MeterIndicator";
+
+export { Meter, MeterLabel, MeterValue, MeterTrack, MeterIndicator };

From b8bb95be8db496f12ddab62a234a72d001808a6d Mon Sep 17 00:00:00 2001
From: yucheng-berri <yucheng@berri.ai>
Date: Fri, 10 Jul 2026 10:44:10 -0700
Subject: [PATCH 233/370] fix(spend-logs): honor store_prompts_in_spend_logs
 for guardrail_information (LIT-4314) (#32688)

* fix(spend-logs): honor store_prompts_in_spend_logs for guardrail_information (LIT-4314)

_get_spend_logs_metadata passed guardrail_information entries through
verbatim, so guardrail hooks that echo the LLM request into
guardrail_response leaked the raw prompt into LiteLLM_SpendLogs.metadata
regardless of store_prompts_in_spend_logs. This mirrored the pre-existing
gap for the other prompt-carrying fields (vector_store_request_metadata,
error_information, etc.), which already sanitize via
_should_store_prompts_and_responses_in_spend_logs.

Add _sanitize_guardrail_information_for_spend_logs alongside the other
per-field sanitizers and wire it into _get_spend_logs_metadata. When the
flag is False the sanitizer replaces guardrail_request and
guardrail_response with REDACTED_BY_LITELM_STRING while preserving every
other typed field on the entry (name, provider, mode, status, timings,
action, violation_categories, risk_score, masked_entity_count, ...) so
guardrail dashboards keep working. When the flag is True (or the field
is None) the entries pass through unchanged.

Widen StandardLoggingGuardrailInformation.guardrail_request from
Optional[dict] to Optional[Union[dict, str]] so the redacted sentinel
satisfies the TypedDict without needing a cast; guardrail_response
already accepted str.

Regression tests cover the three cases (flag=False redacts,
flag=True passes through, None passes through) plus an end-to-end
get_logging_payload path that fails if the wire-in at line 139 is
reverted.

* chore(spend-logs): review nits (one-shot dict build, scrub identifier in tests)

- _redact_prompt_fields_in_guardrail_entry now returns the redacted
  dict in one expression instead of seed-then-mutate (TYPE-3)
- swap the illustrative guardrail_name in the new test fixtures for
  a generic 'demo-echo-guard' identifier

* chore(spend-logs): only redact guardrail prompt fields when caller supplied them

Greptile P2: the sanitizer was unconditionally writing REDACTED_BY_LITELM
into both guardrail_request and guardrail_response on the copy, so entries
that never carried one of those fields (e.g. a guardrail that only emits
a guardrail_response) came out with a phantom guardrail_request key added.
Guard both assignments with an in-check so the output shape is stable.
Add a mutation-checked regression test that fails if either guard is
removed.

* fix(spend-logs): also redact match_details and classification in guardrail_information

The initial LIT-4314 fix redacted guardrail_request and guardrail_response,
but two other typed fields on StandardLoggingGuardrailInformation also
carry raw prompt content when a first-party guardrail populates them:

- litellm_content_filter/content_filter.py:1676 sets classification =
  dict(CompetitorIntentDetection), whose evidence[*].match is a substring
  taken directly from the user's normalized prompt (see
  litellm_content_filter/competitor_intent/base.py:184-194).
- block_code_execution/block_code_execution.py:571 sets match_details =
  guardrail_response = [dict(d) for d in detections], where detections
  carry the fenced-code-block content extracted from the user's message.

Reproduced live against localhost:4000 with store_prompts_in_spend_logs
false and a custom guardrail passing tracing_detail with both fields:
before this commit the raw prompt shows up in metadata.guardrail_information[0]
under match_details and classification; after, both are the sentinel.

Widen the two TypedDict fields to Optional[Union[..., str]] so the
sentinel string satisfies the schema without a cast, and consolidate
the redaction set into a tuple so future prompt-carrying additions are
one-line changes.

* fix(spend-logs): normalize non-list guardrail_information shapes in sanitizer

xecguard's logging hook (xecguard.py:246) assigns a bare dict to
standard_logging_object['guardrail_information'] instead of a list,
violating the typed contract Optional[List[StandardLoggingGuardrailInformation]].
Without defensive normalization, _sanitize_guardrail_information_for_spend_logs
iterates the dict's string keys and _redact_prompt_fields_in_guardrail_entry
raises TypeError on {**'guardrail_name'}, which get_logging_payload's
downstream update_database catches with a broad except and silently drops
the entire spend-log write for that request.

Normalize a bare-dict input to a single-item list at the sanitizer's
entry point, and skip any non-dict entries defensively (matching OTEL's
existing isinstance filter at opentelemetry.py:1751-1753 for the same
field). Downstream readers already model this defensively; make the
spend-log write path match.

The root cause is xecguard's writer, not the sanitizer. That is being
tracked as a separate ticket; this PR keeps xecguard-enabled deploys
from silently losing spend logs when store_prompts_in_spend_logs=false.

* fix(types): declare guardrail Union members str-first to avoid poisoning typing cache

CPython's typing module caches Union[...] order-insensitively (first-
construction wins), and litellm/types/utils.py has no 'from __future__
import annotations', so its unions are constructed eagerly at import
time -- before any proxy model. Declaring guardrail_request,
classification, and match_details with dict-first ordering seeds the
typing cache with a dict-first tuple, and later proxy models that
declare custom_llm_provider / model_aliases / vertex_credentials as
Optional[Union[str, dict]] pick up the same dict-first object.

Downstream, Pydantic's get_args() then reports anyOf in dict-first
order, FastAPI emits the OpenAPI accordingly, and 'npm run gen:api'
produces a schema.d.ts diff on unrelated fields, tripping the schema-
sync CI check.

Behaviorally identical in Python and at the wire; the flip only reorders
the union members so the first construction matches how the codebase
had always declared these unions, and 'npm run gen:api' now produces a
zero diff against the committed schema.d.ts.
---
 .../spend_tracking/spend_tracking_utils.py    |  47 +++-
 litellm/types/utils.py                        |   6 +-
 .../test_spend_tracking_utils.py              | 260 +++++++++++++++++-
 3 files changed, 308 insertions(+), 5 deletions(-)

diff --git a/litellm/proxy/spend_tracking/spend_tracking_utils.py b/litellm/proxy/spend_tracking/spend_tracking_utils.py
index d3642cb12a4..b38d5e39800 100644
--- a/litellm/proxy/spend_tracking/spend_tracking_utils.py
+++ b/litellm/proxy/spend_tracking/spend_tracking_utils.py
@@ -136,7 +136,7 @@ def _get_spend_logs_metadata(
     clean_metadata["vector_store_request_metadata"] = _get_vector_store_request_for_spend_logs_payload(
         vector_store_request_metadata
     )
-    clean_metadata["guardrail_information"] = guardrail_information
+    clean_metadata["guardrail_information"] = _sanitize_guardrail_information_for_spend_logs(guardrail_information)
     clean_metadata["usage_object"] = usage_object
     clean_metadata["model_map_information"] = model_map_information
     clean_metadata["cold_storage_object_key"] = cold_storage_object_key
@@ -868,6 +868,51 @@ def _redact_prompt_leaks_in_error_string(text: str) -> str:
     return "".join(out)
 
 
+def _sanitize_guardrail_information_for_spend_logs(
+    guardrail_information: Optional[List[StandardLoggingGuardrailInformation]],
+) -> Optional[List[StandardLoggingGuardrailInformation]]:
+    """
+    When ``store_prompts_in_spend_logs`` is False, redact prompt-carrying fields
+    (``guardrail_request``, ``guardrail_response``, ``match_details``,
+    ``classification``) before they land in ``LiteLLM_SpendLogs.metadata``.
+
+    Guardrail hooks may echo the LLM request payload back into
+    ``guardrail_response``, and two first-party hooks
+    (``block_code_execution``, ``litellm_content_filter``) inline user-prompt
+    substrings into ``match_details`` / ``classification`` too, so the flag
+    must cover all four fields. Every other typed field on the entry (name,
+    provider, mode, status, timings, action, violation_categories, risk_score,
+    masked_entity_count, ...) is preserved so guardrail dashboards keep
+    working.
+
+    ``guardrail_information`` is typed ``Optional[List[...]]`` but at least
+    one writer (``xecguard``) assigns a bare dict, so normalize to a list
+    here to match OTEL's defensive read pattern; otherwise iteration would
+    yield the dict's keys and crash the whole spend-log write.
+    """
+    if guardrail_information is None or _should_store_prompts_and_responses_in_spend_logs():
+        return guardrail_information
+    entries = [guardrail_information] if isinstance(guardrail_information, dict) else guardrail_information
+    return [_redact_prompt_fields_in_guardrail_entry(entry) for entry in entries if isinstance(entry, dict)]
+
+
+_PROMPT_CARRYING_GUARDRAIL_FIELDS = (
+    "guardrail_request",
+    "guardrail_response",
+    "match_details",
+    "classification",
+)
+
+
+def _redact_prompt_fields_in_guardrail_entry(
+    entry: StandardLoggingGuardrailInformation,
+) -> StandardLoggingGuardrailInformation:
+    return {
+        **entry,
+        **{key: REDACTED_BY_LITELM_STRING for key in _PROMPT_CARRYING_GUARDRAIL_FIELDS if key in entry},
+    }
+
+
 def _sanitize_error_information_for_spend_logs(
     error_information: Optional[StandardLoggingPayloadErrorInformation],
 ) -> Optional[StandardLoggingPayloadErrorInformation]:
diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index 8d474e2e880..8a5acc24d19 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -2698,7 +2698,7 @@ class StandardLoggingGuardrailInformation(TypedDict, total=False):
     guardrail_name: Optional[str]
     guardrail_provider: Optional[str]
     guardrail_mode: Optional[Union[GuardrailEventHooks, List[GuardrailEventHooks], GuardrailMode]]
-    guardrail_request: Optional[dict]
+    guardrail_request: Optional[Union[str, dict]]
     guardrail_response: Optional[Union[dict, str, List[dict]]]
     guardrail_status: GuardrailStatus
     start_time: Optional[float]
@@ -2729,10 +2729,10 @@ class StandardLoggingGuardrailInformation(TypedDict, total=False):
     confidence_score: Optional[float]
     """For LLM-judge guardrails: confidence score 0.0-1.0"""
 
-    classification: Optional[dict]
+    classification: Optional[Union[str, dict]]
     """For LLM-judge guardrails: structured classification output"""
 
-    match_details: Optional[List[dict]]
+    match_details: Optional[Union[str, List[dict]]]
     """Detailed match information for each detected pattern"""
 
     patterns_checked: Optional[int]
diff --git a/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py b/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py
index 39b5e120c48..9a8f8146d6f 100644
--- a/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py
+++ b/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py
@@ -33,6 +33,7 @@
     _is_master_key,
     _redact_prompt_leaks_in_error_string,
     _sanitize_error_information_for_spend_logs,
+    _sanitize_guardrail_information_for_spend_logs,
     _sanitize_request_body_for_spend_logs_payload,
     _should_store_prompts_and_responses_in_spend_logs,
     get_logging_payload,
@@ -1263,6 +1264,260 @@ def test_get_spend_logs_metadata_guardrail_info_fallback_from_metadata():
     assert result["guardrail_information"] is None
 
 
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
+def test_sanitize_guardrail_information_redacts_all_prompt_carrying_fields_when_flag_false(
+    mock_should_store,
+):
+    """
+    match_details and classification are declared as structured metadata but
+    in-tree writers (litellm_content_filter, block_code_execution) inline
+    raw prompt content into them, so they leak the same way
+    guardrail_request/guardrail_response do. Redaction must cover all four.
+    """
+    mock_should_store.return_value = False
+    guardrail_info = [
+        {
+            "guardrail_name": "demo-echo-guard",
+            "guardrail_status": "success",
+            "guardrail_request": {"messages": [{"role": "user", "content": "hi"}]},
+            "guardrail_response": {"evaluated_input": "hi"},
+            "match_details": [{"type": "pattern", "snippet": "hi", "action_taken": "log"}],
+            "classification": {"intent": "x", "evidence": [{"match": "hi"}]},
+            "guardrail_action": "NONE",
+        }
+    ]
+
+    result = _sanitize_guardrail_information_for_spend_logs(guardrail_info)
+
+    assert result is not None
+    entry = result[0]
+    assert entry["guardrail_request"] == REDACTED_BY_LITELM_STRING
+    assert entry["guardrail_response"] == REDACTED_BY_LITELM_STRING
+    assert entry["match_details"] == REDACTED_BY_LITELM_STRING
+    assert entry["classification"] == REDACTED_BY_LITELM_STRING
+    assert entry["guardrail_name"] == "demo-echo-guard"
+    assert entry["guardrail_status"] == "success"
+    assert entry["guardrail_action"] == "NONE"
+
+
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
+def test_sanitize_guardrail_information_redacts_prompt_fields_when_flag_false(
+    mock_should_store,
+):
+    """
+    LIT-4314 Issue A regression: with store_prompts_in_spend_logs=False,
+    guardrail_request and guardrail_response must be redacted before they
+    land in LiteLLM_SpendLogs.metadata, while every other field on the
+    entry is preserved bit-for-bit.
+    """
+    mock_should_store.return_value = False
+    guardrail_info = [
+        {
+            "guardrail_name": "demo-echo-guard",
+            "guardrail_provider": "custom",
+            "guardrail_mode": "pre_call",
+            "guardrail_status": "success",
+            "guardrail_request": {
+                "messages": [{"role": "user", "content": "Say hi in 3 words"}],
+            },
+            "guardrail_response": {
+                "evaluated_input": "Say hi in 3 words",
+                "verdict": "allow",
+            },
+            "start_time": 1_700_000_000.0,
+            "end_time": 1_700_000_000.5,
+            "duration": 0.5,
+            "guardrail_id": "gd-42",
+            "masked_entity_count": {"EMAIL": 1},
+            "violation_categories": ["prompt_injection"],
+            "risk_score": 3.5,
+            "guardrail_action": "NONE",
+        }
+    ]
+
+    result = _sanitize_guardrail_information_for_spend_logs(guardrail_info)
+
+    assert result is not None
+    assert len(result) == 1
+    entry = result[0]
+    assert entry["guardrail_request"] == REDACTED_BY_LITELM_STRING
+    assert entry["guardrail_response"] == REDACTED_BY_LITELM_STRING
+    assert entry["guardrail_name"] == "demo-echo-guard"
+    assert entry["guardrail_provider"] == "custom"
+    assert entry["guardrail_mode"] == "pre_call"
+    assert entry["guardrail_status"] == "success"
+    assert entry["start_time"] == 1_700_000_000.0
+    assert entry["end_time"] == 1_700_000_000.5
+    assert entry["duration"] == 0.5
+    assert entry["guardrail_id"] == "gd-42"
+    assert entry["masked_entity_count"] == {"EMAIL": 1}
+    assert entry["violation_categories"] == ["prompt_injection"]
+    assert entry["risk_score"] == 3.5
+    assert entry["guardrail_action"] == "NONE"
+
+    assert guardrail_info[0]["guardrail_request"] == {
+        "messages": [{"role": "user", "content": "Say hi in 3 words"}],
+    }
+    assert guardrail_info[0]["guardrail_response"] == {
+        "evaluated_input": "Say hi in 3 words",
+        "verdict": "allow",
+    }
+
+
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
+def test_sanitize_guardrail_information_passthrough_when_flag_true(
+    mock_should_store,
+):
+    """
+    When store_prompts_in_spend_logs=True the sanitizer must be a no-op so
+    operators who explicitly opted in still see full guardrail payloads.
+    """
+    mock_should_store.return_value = True
+    guardrail_info = [
+        {
+            "guardrail_name": "content_filter",
+            "guardrail_status": "success",
+            "guardrail_request": {"messages": [{"role": "user", "content": "hi"}]},
+            "guardrail_response": {"verdict": "allow"},
+        }
+    ]
+
+    result = _sanitize_guardrail_information_for_spend_logs(guardrail_info)
+
+    assert result == guardrail_info
+
+
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
+def test_sanitize_guardrail_information_none_passthrough(mock_should_store):
+    mock_should_store.return_value = False
+    assert _sanitize_guardrail_information_for_spend_logs(None) is None
+
+
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
+def test_sanitize_guardrail_information_normalizes_bare_dict_input(mock_should_store):
+    """
+    Regression: xecguard (xecguard.py:246) assigns a bare dict to
+    standard_logging_object["guardrail_information"] even though the typed
+    contract is Optional[List[...]]. Without defensive normalization here,
+    the for-loop would iterate the dict's string keys and _redact...
+    would TypeError on {**"guardrail_name"}, taking down the entire
+    spend-log write via update_database's broad except.
+    """
+    mock_should_store.return_value = False
+    bare_dict_entry = {
+        "guardrail_name": "xecguard",
+        "guardrail_status": "success",
+        "guardrail_response": {"decision": "SAFE", "raw_prompt": "hi"},
+        "start_time": 1.0,
+        "end_time": 2.0,
+        "duration": 1.0,
+    }
+
+    result = _sanitize_guardrail_information_for_spend_logs(bare_dict_entry)
+
+    assert result is not None
+    assert isinstance(result, list)
+    assert len(result) == 1
+    entry = result[0]
+    assert entry["guardrail_response"] == REDACTED_BY_LITELM_STRING
+    assert entry["guardrail_name"] == "xecguard"
+    assert entry["guardrail_status"] == "success"
+    assert entry["start_time"] == 1.0
+
+
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
+def test_sanitize_guardrail_information_drops_non_dict_items_in_list(mock_should_store):
+    """
+    A stray non-dict item in the list (e.g. from a buggy caller that
+    accidentally appends a string) should be silently skipped instead of
+    crashing the spend-log write.
+    """
+    mock_should_store.return_value = False
+    mixed_input = [
+        {"guardrail_name": "x", "guardrail_response": {"leak": "hi"}},
+        "not-a-dict",
+        None,
+    ]
+
+    result = _sanitize_guardrail_information_for_spend_logs(mixed_input)
+
+    assert result == [{"guardrail_name": "x", "guardrail_response": REDACTED_BY_LITELM_STRING}]
+
+
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
+def test_sanitize_guardrail_information_preserves_absent_prompt_fields(mock_should_store):
+    """
+    Entries that never carried guardrail_request or guardrail_response must
+    not gain those keys after sanitization; consumers keying on presence
+    (`"guardrail_request" in entry`) would otherwise flip from absent to
+    the sentinel string.
+    """
+    mock_should_store.return_value = False
+    guardrail_info = [
+        {
+            "guardrail_name": "demo-echo-guard",
+            "guardrail_status": "success",
+            "guardrail_response": {"verdict": "allow", "evaluated_input": "hi"},
+        }
+    ]
+
+    result = _sanitize_guardrail_information_for_spend_logs(guardrail_info)
+
+    assert result is not None
+    entry = result[0]
+    assert "guardrail_request" not in entry
+    assert entry["guardrail_response"] == REDACTED_BY_LITELM_STRING
+    assert entry["guardrail_name"] == "demo-echo-guard"
+    assert entry["guardrail_status"] == "success"
+
+
+@patch("litellm.proxy.proxy_server.master_key", "sk-master")
+@patch(
+    "litellm.proxy.proxy_server.general_settings",
+    {"store_prompts_in_spend_logs": False},
+)
+def test_get_logging_payload_redacts_guardrail_prompt_fields_when_flag_false():
+    """
+    End-to-end wire-in check: get_logging_payload -> _get_spend_logs_metadata
+    -> sanitizer. Without the wire-in at line 139, the raw guardrail_response
+    lands in payload["metadata"] verbatim.
+    """
+    guardrail_info = [
+        {
+            "guardrail_name": "demo-echo-guard",
+            "guardrail_provider": "custom",
+            "guardrail_status": "success",
+            "guardrail_request": {"messages": [{"role": "user", "content": "secret"}]},
+            "guardrail_response": {"evaluated_input": "secret"},
+        }
+    ]
+    kwargs = {
+        "model": "gpt-4o-mini",
+        "litellm_call_id": "test-call-id",
+        "litellm_params": {
+            "metadata": {
+                "user_api_key": "test-key",
+                "standard_logging_guardrail_information": guardrail_info,
+            },
+            "proxy_server_request": {},
+        },
+    }
+
+    payload = get_logging_payload(
+        kwargs=kwargs,
+        response_obj={},
+        start_time=datetime.datetime.now(tz=timezone.utc),
+        end_time=datetime.datetime.now(tz=timezone.utc),
+    )
+
+    metadata_result = json.loads(payload["metadata"])
+    stored = metadata_result["guardrail_information"][0]
+    assert stored["guardrail_request"] == REDACTED_BY_LITELM_STRING
+    assert stored["guardrail_response"] == REDACTED_BY_LITELM_STRING
+    assert stored["guardrail_name"] == "demo-echo-guard"
+    assert stored["guardrail_status"] == "success"
+
+
 def test_get_logging_payload_guardrail_info_when_no_standard_logging_payload():
     """
     When a guardrail blocks a request before the LLM call, the standard_logging_object
@@ -1295,7 +1550,10 @@ def test_get_logging_payload_guardrail_info_when_no_standard_logging_payload():
     }
 
     with patch("litellm.proxy.proxy_server.master_key", "sk-master"):
-        with patch("litellm.proxy.proxy_server.general_settings", {}):
+        with patch(
+            "litellm.proxy.proxy_server.general_settings",
+            {"store_prompts_in_spend_logs": True},
+        ):
             payload = get_logging_payload(
                 kwargs=kwargs,
                 response_obj={},

From 190ea0802d372f4d75039d00cd150ec94be88fca Mon Sep 17 00:00:00 2001
From: "devin-ai-integration[bot]"
 <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Fri, 10 Jul 2026 10:44:33 -0700
Subject: [PATCH 234/370] fix(spend): sum multi-round session cost in logs UI
 (#32796)

Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: Ishaan Jaffer <155045088+ishaan-berri@users.noreply.github.com>
---
 .../spend_management_endpoints.py             | 27 +++++---
 .../test_spend_management_endpoints.py        | 63 +++++++++++++++++++
 .../src/components/view_logs/columns.test.tsx | 14 +++++
 .../src/components/view_logs/columns.tsx      |  4 +-
 4 files changed, 97 insertions(+), 11 deletions(-)

diff --git a/litellm/proxy/spend_tracking/spend_management_endpoints.py b/litellm/proxy/spend_tracking/spend_management_endpoints.py
index bce2e3581b5..5a0b94d1524 100644
--- a/litellm/proxy/spend_tracking/spend_management_endpoints.py
+++ b/litellm/proxy/spend_tracking/spend_management_endpoints.py
@@ -3392,7 +3392,7 @@ async def _build_ui_spend_logs_response(
             )
             count_map = {r["session_id"]: r["_count"]["session_id"] for r in counts if r.get("session_id")}
 
-    mcp_spend_map: dict[str, dict[str, Union[int, float]]] = {}
+    session_spend_map: dict[str, dict[str, Union[int, float]]] = {}
     if enrich_session_counts and session_ids:
         from prisma.errors import PrismaError
 
@@ -3410,19 +3410,24 @@ async def _build_ui_spend_logs_response(
             rows = await prisma_client.db.query_raw(
                 """
                 SELECT session_id,
-                       COUNT(*)::int AS mcp_tool_call_count,
-                       COALESCE(SUM(spend), 0)::double precision AS mcp_tool_call_spend
+                       COALESCE(SUM(spend), 0)::double precision AS session_total_spend,
+                       COUNT(*) FILTER (
+                           WHERE call_type IN ('call_mcp_tool', 'list_mcp_tools')
+                       )::int AS mcp_tool_call_count,
+                       COALESCE(SUM(spend) FILTER (
+                           WHERE call_type IN ('call_mcp_tool', 'list_mcp_tools')
+                       ), 0)::double precision AS mcp_tool_call_spend
                 FROM "LiteLLM_SpendLogs"
                 WHERE session_id = ANY($1::text[])
                   AND api_key = ANY($2::text[])
-                  AND call_type IN ('call_mcp_tool', 'list_mcp_tools')
                 GROUP BY session_id
                 """,
                 session_ids,
                 authorized_api_keys,
             )
-            mcp_spend_map = {
+            session_spend_map = {
                 row["session_id"]: {
+                    "session_total_spend": float(row.get("session_total_spend") or 0.0),
                     "mcp_tool_call_count": int(row.get("mcp_tool_call_count") or 0),
                     "mcp_tool_call_spend": float(row.get("mcp_tool_call_spend") or 0.0),
                 }
@@ -3431,7 +3436,7 @@ async def _build_ui_spend_logs_response(
             }
         except PrismaError:
             verbose_proxy_logger.debug(
-                "Failed to enrich MCP session spend aggregates for spend logs UI",
+                "Failed to enrich session spend aggregates for spend logs UI",
                 exc_info=True,
             )
 
@@ -3441,10 +3446,12 @@ async def _build_ui_spend_logs_response(
             row_dict = dict(row) if isinstance(row, dict) else row.model_dump()
             sid = row_dict.get("session_id")
             row_dict["session_total_count"] = count_map.get(sid, 1) if sid else 1
-            mcp_stats = mcp_spend_map.get(sid) if sid else None
-            if mcp_stats:
-                row_dict["mcp_tool_call_count"] = mcp_stats["mcp_tool_call_count"]
-                row_dict["mcp_tool_call_spend"] = mcp_stats["mcp_tool_call_spend"]
+            session_stats = session_spend_map.get(sid) if sid else None
+            if session_stats:
+                row_dict["session_total_spend"] = session_stats["session_total_spend"]
+                if session_stats["mcp_tool_call_count"]:
+                    row_dict["mcp_tool_call_count"] = session_stats["mcp_tool_call_count"]
+                    row_dict["mcp_tool_call_spend"] = session_stats["mcp_tool_call_spend"]
             enriched.append(row_dict)
         response_data: list = enriched
     else:
diff --git a/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py b/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
index c3899883d58..ffca5e5a368 100644
--- a/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
+++ b/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
@@ -3017,6 +3017,7 @@ async def test_build_ui_spend_logs_response_dict_rows_session_counts():
         return_value=[
             {
                 "session_id": session_id,
+                "session_total_spend": 15.0,
                 "mcp_tool_call_count": 1,
                 "mcp_tool_call_spend": 10.0,
             }
@@ -3044,6 +3045,10 @@ async def test_build_ui_spend_logs_response_dict_rows_session_counts():
     assert rows[1]["mcp_tool_call_count"] == 1
     assert rows[1]["mcp_tool_call_spend"] == 10.0
 
+    # Every row in the session carries the full session spend, not just its own
+    assert rows[0]["session_total_spend"] == 15.0
+    assert rows[1]["session_total_spend"] == 15.0
+
     # Row without a session_id defaults to 1
     assert rows[2]["session_total_count"] == 1
 
@@ -3055,6 +3060,64 @@ async def test_build_ui_spend_logs_response_dict_rows_session_counts():
     )
 
 
+@pytest.mark.asyncio
+async def test_build_ui_spend_logs_response_sums_multi_round_session_spend():
+    """
+    Regression test for LIT-4342: for a multi-round session the UI must show the
+    summed cost of every round, not just the first call.  _build_ui_spend_logs_response
+    enriches each row of a session with session_total_spend aggregated across the
+    whole session, scoped to the authorized api_keys of the page.
+    """
+    from litellm.proxy.spend_tracking.spend_management_endpoints import (
+        _build_ui_spend_logs_response,
+    )
+
+    session_id = "sess-multi-round"
+    api_key = "hashed-key-xyz"
+    # Three rounds of the same chat session with different per-call spend.
+    dict_rows = [
+        {"request_id": "req-1", "session_id": session_id, "call_type": "completion", "api_key": api_key, "spend": 0.01},
+        {"request_id": "req-2", "session_id": session_id, "call_type": "completion", "api_key": api_key, "spend": 0.02},
+        {"request_id": "req-3", "session_id": session_id, "call_type": "completion", "api_key": api_key, "spend": 0.03},
+    ]
+
+    mock_prisma = MagicMock()
+    mock_prisma.db.litellm_spendlogs.group_by = AsyncMock(
+        return_value=[{"session_id": session_id, "_count": {"session_id": 3}}]
+    )
+    # The raw aggregate query returns the full session spend (0.01 + 0.02 + 0.03).
+    mock_prisma.db.query_raw = AsyncMock(
+        return_value=[
+            {
+                "session_id": session_id,
+                "session_total_spend": 0.06,
+                "mcp_tool_call_count": 0,
+                "mcp_tool_call_spend": 0.0,
+            }
+        ]
+    )
+
+    result = await _build_ui_spend_logs_response(
+        prisma_client=mock_prisma,
+        data=dict_rows,
+        total_records=3,
+        page=1,
+        page_size=50,
+        total_pages=1,
+        enrich_session_counts=True,
+    )
+
+    rows = result["data"]
+    assert [row["session_total_spend"] for row in rows] == [0.06, 0.06, 0.06]
+    # No MCP calls in this session, so MCP fields must not be attached.
+    assert all("mcp_tool_call_count" not in row for row in rows)
+
+    # The aggregate must be scoped to the authorized api_keys of the page.
+    _, call_args, _ = mock_prisma.db.query_raw.mock_calls[0]
+    assert call_args[1] == [session_id]
+    assert call_args[2] == [api_key]
+
+
 # ---------------------------------------------------------------------------
 # Tests for /spend/logs team-member permission
 # ---------------------------------------------------------------------------
diff --git a/ui/litellm-dashboard/src/components/view_logs/columns.test.tsx b/ui/litellm-dashboard/src/components/view_logs/columns.test.tsx
index afdd17813f3..c3d9bfdd0a5 100644
--- a/ui/litellm-dashboard/src/components/view_logs/columns.test.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/columns.test.tsx
@@ -53,4 +53,18 @@ describe("Cost column", () => {
     await user.hover(formatted);
     expect(await screen.findByText("$0.00012345678")).toBeInTheDocument();
   });
+
+  it("shows the summed session total, not the representative call's spend, for a multi-round session", () => {
+    const overrides: Partial<LogEntry> = {
+      request_id: "req-session",
+      spend: 0.01,
+      session_id: "sess-1",
+      session_total_count: 3,
+      session_total_spend: 0.06,
+    };
+    render(<DataTable data={[logEntry(overrides)]} columns={createColumns()} getRowId={(r) => r.request_id} />);
+    expect(screen.getByText("$0.060000")).toBeInTheDocument();
+    expect(screen.queryByText("$0.010000")).not.toBeInTheDocument();
+    expect(screen.getByText("session total")).toBeInTheDocument();
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/view_logs/columns.tsx b/ui/litellm-dashboard/src/components/view_logs/columns.tsx
index 1d0f3f33d08..0ce5e8e4717 100644
--- a/ui/litellm-dashboard/src/components/view_logs/columns.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/columns.tsx
@@ -207,7 +207,8 @@ export const createColumns = (sortProps?: LogsSortProps): ColumnDef<LogEntry>[]
       const row = info.row.original;
       const mcpCount = row.mcp_tool_call_count || 0;
       const mcpSpend = row.mcp_tool_call_spend || 0;
-      const spend = info.getValue();
+      const isMultiCallSession = (row.session_total_count || 1) > 1;
+      const spend = isMultiCallSession && row.session_total_spend != null ? row.session_total_spend : info.getValue();
 
       return (
         <div className="flex flex-col items-end">
@@ -216,6 +217,7 @@ export const createColumns = (sortProps?: LogsSortProps): ColumnDef<LogEntry>[]
               <MoneyCell value={spend} decimals={6} />
             </span>
           </Tooltip>
+          {isMultiCallSession && <span className="text-[10px] text-gray-400">session total</span>}
           {mcpCount > 0 && mcpSpend > 0 && (
             <span className="text-[10px] text-amber-600">
               incl. {getSpendString(mcpSpend)} from {mcpCount} MCP

From 77a30a120c8fa9237bc0421d1edc57ac128f4fef Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Fri, 10 Jul 2026 10:57:12 -0700
Subject: [PATCH 235/370] refactor(ui): colocate agents and guardrails views,
 keeping shared selectors and types (#32728)

* refactor(ui): colocate agents and guardrails views, keeping shared selectors and types

The last two group-1 colocation splits. Both are file-plus-folder combos: the
page view is a top-level file (agents.tsx / guardrails.tsx) sitting beside a
supporting folder of the same name, and part of that folder is shared.

agents: agents/types (imported by the agents hook) stays in @/components/agents;
agents.tsx and the rest of the agents/ folder move into agents/_components (the
view file becomes _components/index.tsx).

guardrails: GuardrailSelector (imported by the Playground, the key edit view,
and the agents add-guardrail form) and types stay in @/components/guardrails;
guardrails.tsx and the other 47 folder files (including the tool_permission,
custom_code, content_filter, and llm_judge subfolders) move into
guardrails/_components.

Moved files' imports of the retained shared files become @/components paths,
other escaping relative imports are absolutized against @/, and moved test
files have their from/vi.mock/vi.importActual paths rewritten to match. Lint
suppressions are re-keyed for moved files only (the staying selector/types keep
their src/components keys). The shared selectors did not move, so their external
consumers are untouched. No behavior change.

* fix(ui): move the orphaned agents/guardrails view tests and drop dead GuardrailItem

Greptile follow-ups on the agents/guardrails colocation:

- agents.tsx and guardrails.tsx moved to their _components/index.tsx, but their
  sibling test files (src/components/agents.test.tsx, guardrails.test.tsx) were
  left behind still importing ./agents and ./guardrails, which broke a full
  vitest run. Move them to the matching _components/index.test.tsx and rewrite
  their view import to ./index, folder mocks to local ./ siblings, and
  networking to @/components/networking.
- Remove the unused GuardrailItem interface and its GuardrailDefinitionLocation
  import from the guardrails view (dead code carried over from before the move;
  state is typed as Guardrail[]).
---
 ui/litellm-dashboard/eslint-metrics.json      |   2 +-
 ui/litellm-dashboard/eslint-suppressions.json |  50 +++++++++---------
 .../agents/_components}/add_agent_form.tsx    |  16 +++---
 .../agent_card_discovery.test.tsx             |   8 +--
 .../_components}/agent_card_discovery.tsx     |   2 +-
 .../agents/_components}/agent_config.ts       |   0
 .../agents/_components}/agent_cost_view.tsx   |   2 +-
 .../agent_discovery_utils.test.ts             |   0
 .../_components}/agent_discovery_utils.ts     |   2 +-
 .../agents/_components}/agent_form_fields.tsx |   0
 .../agents/_components}/agent_info.tsx        |   8 +--
 .../agents/_components}/agent_type_utils.ts   |   4 +-
 .../_components}/agent_virtual_keys.test.tsx  |   4 +-
 .../_components}/agent_virtual_keys.tsx       |   2 +-
 .../_components}/cost_config_fields.tsx       |   0
 .../dynamic_agent_form_fields.tsx             |   2 +-
 .../agents/_components/index.test.tsx}        |  10 ++--
 .../(dashboard)/agents/_components/index.tsx} |  14 ++---
 .../src/app/(dashboard)/agents/page.tsx       |   2 +-
 .../_components}/GuardrailTestPanel.test.tsx  |   0
 .../_components}/GuardrailTestPanel.tsx       |   2 +-
 .../GuardrailTestPlayground.test.tsx          |   2 +-
 .../_components}/GuardrailTestPlayground.tsx  |   4 +-
 .../GuardrailTestResults.test.tsx             |   0
 .../_components}/GuardrailTestResults.tsx     |   2 +-
 .../guardrails/_components}/README.md         |   0
 .../_components}/TeamGuardrailsTab.tsx        |   0
 .../_components}/add_guardrail_form.test.tsx  |   2 +-
 .../_components}/add_guardrail_form.tsx       |   4 +-
 .../content_filter/CategoryTable.tsx          |   0
 .../CompetitorIntentConfiguration.tsx         |   2 +-
 .../ContentCategoryConfiguration.tsx          |   2 +-
 .../ContentFilterConfiguration.tsx            |   4 +-
 .../content_filter/ContentFilterDisplay.tsx   |   0
 .../ContentFilterManager.test.tsx             |   0
 .../content_filter/ContentFilterManager.tsx   |   0
 .../CustomPatternModal.test.tsx               |   0
 .../content_filter/CustomPatternModal.tsx     |   0
 .../content_filter/KeywordModal.tsx           |   0
 .../content_filter/KeywordTable.tsx           |   0
 .../content_filter/PatternModal.test.tsx      |   0
 .../content_filter/PatternModal.tsx           |   0
 .../content_filter/PatternTable.tsx           |   0
 .../custom_code/CustomCodeModal.tsx           |   4 +-
 .../_components}/custom_code/index.ts         |   0
 .../_components}/edit_guardrail_form.tsx      |   4 +-
 .../_components}/guardrail_garden.tsx         |   0
 .../guardrail_garden_card.test.tsx            |   0
 .../_components}/guardrail_garden_card.tsx    |   0
 .../_components}/guardrail_garden_configs.ts  |   0
 .../_components}/guardrail_garden_data.ts     |   0
 .../_components}/guardrail_garden_detail.tsx  |   0
 .../_components}/guardrail_info.test.tsx      |   0
 .../_components}/guardrail_info.tsx           |   2 +-
 .../guardrail_info_helpers.test.tsx           |   0
 .../_components}/guardrail_info_helpers.tsx   |   0
 .../guardrail_optional_params.tsx             |   2 +-
 .../guardrail_provider_fields.tsx             |   4 +-
 .../_components}/guardrail_table.test.tsx     |   2 +-
 .../_components}/guardrail_table.tsx          |   2 +-
 .../guardrails/_components/index.test.tsx}    |  18 +++----
 .../guardrails/_components/index.tsx}         |  38 +++++--------
 .../_components}/llm_judge/LLMJudgeFields.tsx |   0
 .../_components}/pii_components.test.tsx      |   2 +-
 .../_components}/pii_components.tsx           |   2 +-
 .../_components}/pii_configuration.test.tsx   |   0
 .../_components}/pii_configuration.tsx        |   2 +-
 .../_components}/prompt_security.png          | Bin
 .../ToolPermissionRulesEditor.test.tsx        |   0
 .../ToolPermissionRulesEditor.tsx             |   0
 .../src/app/(dashboard)/guardrails/page.tsx   |   2 +-
 .../tests/CreateKeyPage.expiredToken.test.tsx |   2 +-
 72 files changed, 112 insertions(+), 126 deletions(-)
 rename ui/litellm-dashboard/src/{components/agents => app/(dashboard)/agents/_components}/add_agent_form.tsx (98%)
 rename ui/litellm-dashboard/src/{components/agents => app/(dashboard)/agents/_components}/agent_card_discovery.test.tsx (97%)
 rename ui/litellm-dashboard/src/{components/agents => app/(dashboard)/agents/_components}/agent_card_discovery.tsx (99%)
 rename ui/litellm-dashboard/src/{components/agents => app/(dashboard)/agents/_components}/agent_config.ts (100%)
 rename ui/litellm-dashboard/src/{components/agents => app/(dashboard)/agents/_components}/agent_cost_view.tsx (95%)
 rename ui/litellm-dashboard/src/{components/agents => app/(dashboard)/agents/_components}/agent_discovery_utils.test.ts (100%)
 rename ui/litellm-dashboard/src/{components/agents => app/(dashboard)/agents/_components}/agent_discovery_utils.ts (99%)
 rename ui/litellm-dashboard/src/{components/agents => app/(dashboard)/agents/_components}/agent_form_fields.tsx (100%)
 rename ui/litellm-dashboard/src/{components/agents => app/(dashboard)/agents/_components}/agent_info.tsx (98%)
 rename ui/litellm-dashboard/src/{components/agents => app/(dashboard)/agents/_components}/agent_type_utils.ts (95%)
 rename ui/litellm-dashboard/src/{components/agents => app/(dashboard)/agents/_components}/agent_virtual_keys.test.tsx (93%)
 rename ui/litellm-dashboard/src/{components/agents => app/(dashboard)/agents/_components}/agent_virtual_keys.tsx (95%)
 rename ui/litellm-dashboard/src/{components/agents => app/(dashboard)/agents/_components}/cost_config_fields.tsx (100%)
 rename ui/litellm-dashboard/src/{components/agents => app/(dashboard)/agents/_components}/dynamic_agent_form_fields.tsx (98%)
 rename ui/litellm-dashboard/src/{components/agents.test.tsx => app/(dashboard)/agents/_components/index.test.tsx} (95%)
 rename ui/litellm-dashboard/src/{components/agents.tsx => app/(dashboard)/agents/_components/index.tsx} (94%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/GuardrailTestPanel.test.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/GuardrailTestPanel.tsx (98%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/GuardrailTestPlayground.test.tsx (98%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/GuardrailTestPlayground.tsx (98%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/GuardrailTestResults.test.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/GuardrailTestResults.tsx (98%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/README.md (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/TeamGuardrailsTab.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/add_guardrail_form.test.tsx (95%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/add_guardrail_form.tsx (99%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/content_filter/CategoryTable.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/content_filter/CompetitorIntentConfiguration.tsx (99%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/content_filter/ContentCategoryConfiguration.tsx (99%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/content_filter/ContentFilterConfiguration.tsx (98%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/content_filter/ContentFilterDisplay.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/content_filter/ContentFilterManager.test.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/content_filter/ContentFilterManager.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/content_filter/CustomPatternModal.test.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/content_filter/CustomPatternModal.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/content_filter/KeywordModal.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/content_filter/KeywordTable.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/content_filter/PatternModal.test.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/content_filter/PatternModal.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/content_filter/PatternTable.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/custom_code/CustomCodeModal.tsx (99%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/custom_code/index.ts (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/edit_guardrail_form.tsx (99%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/guardrail_garden.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/guardrail_garden_card.test.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/guardrail_garden_card.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/guardrail_garden_configs.ts (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/guardrail_garden_data.ts (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/guardrail_garden_detail.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/guardrail_info.test.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/guardrail_info.tsx (99%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/guardrail_info_helpers.test.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/guardrail_info_helpers.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/guardrail_optional_params.tsx (99%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/guardrail_provider_fields.tsx (98%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/guardrail_table.test.tsx (96%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/guardrail_table.tsx (99%)
 rename ui/litellm-dashboard/src/{components/guardrails.test.tsx => app/(dashboard)/guardrails/_components/index.test.tsx} (85%)
 rename ui/litellm-dashboard/src/{components/guardrails.tsx => app/(dashboard)/guardrails/_components/index.tsx} (87%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/llm_judge/LLMJudgeFields.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/pii_components.test.tsx (94%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/pii_components.tsx (98%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/pii_configuration.test.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/pii_configuration.tsx (97%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/prompt_security.png (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/tool_permission/ToolPermissionRulesEditor.test.tsx (100%)
 rename ui/litellm-dashboard/src/{components/guardrails => app/(dashboard)/guardrails/_components}/tool_permission/ToolPermissionRulesEditor.tsx (100%)

diff --git a/ui/litellm-dashboard/eslint-metrics.json b/ui/litellm-dashboard/eslint-metrics.json
index 2e204c63a48..c6d4bfc9ac8 100644
--- a/ui/litellm-dashboard/eslint-metrics.json
+++ b/ui/litellm-dashboard/eslint-metrics.json
@@ -1,5 +1,5 @@
 {
-  "@typescript-eslint/no-explicit-any": 1978,
+  "@typescript-eslint/no-explicit-any": 1977,
   "complexity": 129,
   "local/no-large-inline-object-arg": 512,
   "local/no-long-condition-chain": 233,
diff --git a/ui/litellm-dashboard/eslint-suppressions.json b/ui/litellm-dashboard/eslint-suppressions.json
index 200e1175c7f..544565ee207 100644
--- a/ui/litellm-dashboard/eslint-suppressions.json
+++ b/ui/litellm-dashboard/eslint-suppressions.json
@@ -1261,7 +1261,7 @@
       "count": 1
     }
   },
-  "src/components/agents.tsx": {
+  "src/app/(dashboard)/agents/_components/index.tsx": {
     "no-restricted-imports": {
       "count": 1
     },
@@ -1269,7 +1269,7 @@
       "count": 1
     }
   },
-  "src/components/agents/add_agent_form.tsx": {
+  "src/app/(dashboard)/agents/_components/add_agent_form.tsx": {
     "no-nested-ternary": {
       "count": 3
     },
@@ -1283,7 +1283,7 @@
       "count": 1
     }
   },
-  "src/components/agents/agent_card_discovery.tsx": {
+  "src/app/(dashboard)/agents/_components/agent_card_discovery.tsx": {
     "react-hooks/refs": {
       "count": 3
     },
@@ -1291,17 +1291,17 @@
       "count": 1
     }
   },
-  "src/components/agents/agent_cost_view.tsx": {
+  "src/app/(dashboard)/agents/_components/agent_cost_view.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/components/agents/agent_form_fields.tsx": {
+  "src/app/(dashboard)/agents/_components/agent_form_fields.tsx": {
     "no-nested-ternary": {
       "count": 1
     }
   },
-  "src/components/agents/agent_info.tsx": {
+  "src/app/(dashboard)/agents/_components/agent_info.tsx": {
     "no-nested-ternary": {
       "count": 1
     },
@@ -1312,12 +1312,12 @@
       "count": 1
     }
   },
-  "src/components/agents/agent_virtual_keys.tsx": {
+  "src/app/(dashboard)/agents/_components/agent_virtual_keys.tsx": {
     "no-nested-ternary": {
       "count": 1
     }
   },
-  "src/components/agents/dynamic_agent_form_fields.tsx": {
+  "src/app/(dashboard)/agents/_components/dynamic_agent_form_fields.tsx": {
     "no-nested-ternary": {
       "count": 2
     }
@@ -1534,27 +1534,27 @@
       "count": 1
     }
   },
-  "src/components/guardrails.tsx": {
+  "src/app/(dashboard)/guardrails/_components/index.tsx": {
     "react-hooks/set-state-in-effect": {
       "count": 1
     }
   },
-  "src/components/guardrails/GuardrailTestPanel.tsx": {
+  "src/app/(dashboard)/guardrails/_components/GuardrailTestPanel.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/components/guardrails/GuardrailTestPlayground.tsx": {
+  "src/app/(dashboard)/guardrails/_components/GuardrailTestPlayground.tsx": {
     "no-nested-ternary": {
       "count": 1
     }
   },
-  "src/components/guardrails/GuardrailTestResults.tsx": {
+  "src/app/(dashboard)/guardrails/_components/GuardrailTestResults.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/components/guardrails/TeamGuardrailsTab.tsx": {
+  "src/app/(dashboard)/guardrails/_components/TeamGuardrailsTab.tsx": {
     "no-nested-ternary": {
       "count": 2
     },
@@ -1562,7 +1562,7 @@
       "count": 1
     }
   },
-  "src/components/guardrails/add_guardrail_form.tsx": {
+  "src/app/(dashboard)/guardrails/_components/add_guardrail_form.tsx": {
     "no-nested-ternary": {
       "count": 4
     },
@@ -1573,7 +1573,7 @@
       "count": 2
     }
   },
-  "src/components/guardrails/content_filter/CompetitorIntentConfiguration.tsx": {
+  "src/app/(dashboard)/guardrails/_components/content_filter/CompetitorIntentConfiguration.tsx": {
     "no-nested-ternary": {
       "count": 1
     },
@@ -1581,7 +1581,7 @@
       "count": 1
     }
   },
-  "src/components/guardrails/content_filter/ContentCategoryConfiguration.tsx": {
+  "src/app/(dashboard)/guardrails/_components/content_filter/ContentCategoryConfiguration.tsx": {
     "no-nested-ternary": {
       "count": 3
     },
@@ -1589,12 +1589,12 @@
       "count": 1
     }
   },
-  "src/components/guardrails/content_filter/ContentFilterDisplay.tsx": {
+  "src/app/(dashboard)/guardrails/_components/content_filter/ContentFilterDisplay.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/components/guardrails/content_filter/ContentFilterManager.tsx": {
+  "src/app/(dashboard)/guardrails/_components/content_filter/ContentFilterManager.tsx": {
     "max-params": {
       "count": 2
     },
@@ -1602,7 +1602,7 @@
       "count": 1
     }
   },
-  "src/components/guardrails/custom_code/CustomCodeModal.tsx": {
+  "src/app/(dashboard)/guardrails/_components/custom_code/CustomCodeModal.tsx": {
     "no-nested-ternary": {
       "count": 6
     },
@@ -1613,7 +1613,7 @@
       "count": 1
     }
   },
-  "src/components/guardrails/edit_guardrail_form.tsx": {
+  "src/app/(dashboard)/guardrails/_components/edit_guardrail_form.tsx": {
     "no-restricted-imports": {
       "count": 1
     },
@@ -1624,7 +1624,7 @@
       "count": 1
     }
   },
-  "src/components/guardrails/guardrail_info.tsx": {
+  "src/app/(dashboard)/guardrails/_components/guardrail_info.tsx": {
     "max-params": {
       "count": 1
     },
@@ -1635,7 +1635,7 @@
       "count": 3
     }
   },
-  "src/components/guardrails/guardrail_optional_params.tsx": {
+  "src/app/(dashboard)/guardrails/_components/guardrail_optional_params.tsx": {
     "no-nested-ternary": {
       "count": 5
     },
@@ -1643,7 +1643,7 @@
       "count": 1
     }
   },
-  "src/components/guardrails/guardrail_provider_fields.tsx": {
+  "src/app/(dashboard)/guardrails/_components/guardrail_provider_fields.tsx": {
     "no-nested-ternary": {
       "count": 5
     },
@@ -1651,7 +1651,7 @@
       "count": 1
     }
   },
-  "src/components/guardrails/guardrail_table.tsx": {
+  "src/app/(dashboard)/guardrails/_components/guardrail_table.tsx": {
     "no-nested-ternary": {
       "count": 1
     },
@@ -1659,7 +1659,7 @@
       "count": 1
     }
   },
-  "src/components/guardrails/tool_permission/ToolPermissionRulesEditor.tsx": {
+  "src/app/(dashboard)/guardrails/_components/tool_permission/ToolPermissionRulesEditor.tsx": {
     "no-restricted-imports": {
       "count": 1
     },
diff --git a/ui/litellm-dashboard/src/components/agents/add_agent_form.tsx b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/add_agent_form.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/agents/add_agent_form.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/agents/_components/add_agent_form.tsx
index 5b146adeebe..8ca2b5afe16 100644
--- a/ui/litellm-dashboard/src/components/agents/add_agent_form.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/add_agent_form.tsx
@@ -4,7 +4,7 @@ import MessageManager from "@/components/molecules/message_manager";
 import { resolveLogoSrc } from "@/lib/assetPaths";
 import { Button } from "@tremor/react";
 import { CheckCircleFilled, KeyOutlined, RobotOutlined, AppstoreOutlined, InfoCircleOutlined } from "@ant-design/icons";
-import CreatedKeyDisplay from "../shared/CreatedKeyDisplay";
+import CreatedKeyDisplay from "@/components/shared/CreatedKeyDisplay";
 import {
   createAgentCall,
   getAgentCreateMetadata,
@@ -14,19 +14,19 @@ import {
   keyUpdateCall,
   modelAvailableCall,
   AgentCreateInfo,
-} from "../networking";
+} from "@/components/networking";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
-import { getModelDisplayName } from "../key_team_helpers/fetch_available_models_team_key";
-import { Team } from "../key_team_helpers/key_list";
-import TeamDropdown from "../common_components/team_dropdown";
+import { getModelDisplayName } from "@/components/key_team_helpers/fetch_available_models_team_key";
+import { Team } from "@/components/key_team_helpers/key_list";
+import TeamDropdown from "@/components/common_components/team_dropdown";
 import AgentFormFields from "./agent_form_fields";
 import AgentCardDiscovery, { DiscoveredAgentCardSelection } from "./agent_card_discovery";
 import { buildDiscoveryRequest, overlayDiscoveredCardParams } from "./agent_discovery_utils";
 import DynamicAgentFormFields, { buildDynamicAgentData } from "./dynamic_agent_form_fields";
 import { getDefaultFormValues, buildAgentDataFromForm } from "./agent_config";
-import MCPServerSelector from "../mcp_server_management/MCPServerSelector";
-import MCPToolPermissions from "../mcp_server_management/MCPToolPermissions";
-import GuardrailSelector from "../guardrails/GuardrailSelector";
+import MCPServerSelector from "@/components/mcp_server_management/MCPServerSelector";
+import MCPToolPermissions from "@/components/mcp_server_management/MCPToolPermissions";
+import GuardrailSelector from "@/components/guardrails/GuardrailSelector";
 
 const { Step } = Steps;
 
diff --git a/ui/litellm-dashboard/src/components/agents/agent_card_discovery.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_card_discovery.test.tsx
similarity index 97%
rename from ui/litellm-dashboard/src/components/agents/agent_card_discovery.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_card_discovery.test.tsx
index 3a9b7cbb41c..dc70aaa409b 100644
--- a/ui/litellm-dashboard/src/components/agents/agent_card_discovery.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_card_discovery.test.tsx
@@ -2,18 +2,18 @@ import React from "react";
 import { describe, it, expect, vi, beforeEach, afterEach } from "vitest";
 import { screen, waitFor } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
-import { renderWithProviders } from "../../../tests/test-utils";
+import { renderWithProviders } from "@/../tests/test-utils";
 import AgentCardDiscovery from "./agent_card_discovery";
 
-vi.mock("../networking", async () => {
-  const actual = await vi.importActual<any>("../networking");
+vi.mock("@/components/networking", async () => {
+  const actual = await vi.importActual<any>("@/components/networking");
   return {
     ...actual,
     discoverAgentCardCall: vi.fn(),
   };
 });
 
-import { discoverAgentCardCall } from "../networking";
+import { discoverAgentCardCall } from "@/components/networking";
 
 const mockDiscover = discoverAgentCardCall as unknown as ReturnType<typeof vi.fn>;
 
diff --git a/ui/litellm-dashboard/src/components/agents/agent_card_discovery.tsx b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_card_discovery.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/components/agents/agent_card_discovery.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_card_discovery.tsx
index 87effb95278..5ea7458f643 100644
--- a/ui/litellm-dashboard/src/components/agents/agent_card_discovery.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_card_discovery.tsx
@@ -11,7 +11,7 @@ import {
   SearchOutlined,
 } from "@ant-design/icons";
 
-import { DiscoveredAgentCard, discoverAgentCardCall } from "../networking";
+import { DiscoveredAgentCard, discoverAgentCardCall } from "@/components/networking";
 import {
   ALLOWED_CAPABILITY_KEYS,
   selectionsFromSavedAgentCard,
diff --git a/ui/litellm-dashboard/src/components/agents/agent_config.ts b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_config.ts
similarity index 100%
rename from ui/litellm-dashboard/src/components/agents/agent_config.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_config.ts
diff --git a/ui/litellm-dashboard/src/components/agents/agent_cost_view.tsx b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_cost_view.tsx
similarity index 95%
rename from ui/litellm-dashboard/src/components/agents/agent_cost_view.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_cost_view.tsx
index 04837fe823f..e5d88ecc721 100644
--- a/ui/litellm-dashboard/src/components/agents/agent_cost_view.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_cost_view.tsx
@@ -1,7 +1,7 @@
 import React from "react";
 import { Title } from "@tremor/react";
 import { Descriptions } from "antd";
-import { Agent } from "./types";
+import { Agent } from "@/components/agents/types";
 
 interface AgentCostViewProps {
   agent: Agent;
diff --git a/ui/litellm-dashboard/src/components/agents/agent_discovery_utils.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_discovery_utils.test.ts
similarity index 100%
rename from ui/litellm-dashboard/src/components/agents/agent_discovery_utils.test.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_discovery_utils.test.ts
diff --git a/ui/litellm-dashboard/src/components/agents/agent_discovery_utils.ts b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_discovery_utils.ts
similarity index 99%
rename from ui/litellm-dashboard/src/components/agents/agent_discovery_utils.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_discovery_utils.ts
index 8040bb3089b..fd34ec471eb 100644
--- a/ui/litellm-dashboard/src/components/agents/agent_discovery_utils.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_discovery_utils.ts
@@ -1,4 +1,4 @@
-import { AgentCreateInfo, DiscoveredAgentCard, DiscoveryMode } from "../networking";
+import { AgentCreateInfo, DiscoveredAgentCard, DiscoveryMode } from "@/components/networking";
 
 export interface DiscoveryRequestPlan {
   url: string;
diff --git a/ui/litellm-dashboard/src/components/agents/agent_form_fields.tsx b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_form_fields.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/agents/agent_form_fields.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_form_fields.tsx
diff --git a/ui/litellm-dashboard/src/components/agents/agent_info.tsx b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_info.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/agents/agent_info.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_info.tsx
index 46ffa9b5ccf..d82ef82df8c 100644
--- a/ui/litellm-dashboard/src/components/agents/agent_info.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_info.tsx
@@ -3,11 +3,11 @@ import { Card, Title, Text, Button as TremorButton, Tab, TabGroup, TabList, TabP
 import { Form, Input, InputNumber, Button as AntButton, Spin, Descriptions, Divider } from "antd";
 import MessageManager from "@/components/molecules/message_manager";
 import { ArrowLeftIcon } from "@heroicons/react/outline";
-import { getAgentInfo, patchAgentCall, getAgentCreateMetadata, AgentCreateInfo } from "../networking";
-import { Agent } from "./types";
-import { KeyResponse } from "../key_team_helpers/key_list";
+import { getAgentInfo, patchAgentCall, getAgentCreateMetadata, AgentCreateInfo } from "@/components/networking";
+import { Agent } from "@/components/agents/types";
+import { KeyResponse } from "@/components/key_team_helpers/key_list";
 import { useKeys } from "@/app/(dashboard)/hooks/keys/useKeys";
-import KeyInfoView from "../templates/key_info_view";
+import KeyInfoView from "@/components/templates/key_info_view";
 import AgentVirtualKeys from "./agent_virtual_keys";
 import AgentFormFields from "./agent_form_fields";
 import DynamicAgentFormFields, { buildDynamicAgentData } from "./dynamic_agent_form_fields";
diff --git a/ui/litellm-dashboard/src/components/agents/agent_type_utils.ts b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_type_utils.ts
similarity index 95%
rename from ui/litellm-dashboard/src/components/agents/agent_type_utils.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_type_utils.ts
index 5bcdd0abe64..f91590c5732 100644
--- a/ui/litellm-dashboard/src/components/agents/agent_type_utils.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_type_utils.ts
@@ -1,5 +1,5 @@
-import { Agent } from "./types";
-import { AgentCreateInfo } from "../networking";
+import { Agent } from "@/components/agents/types";
+import { AgentCreateInfo } from "@/components/networking";
 
 /**
  * Detects the agent type from an agent's litellm_params.
diff --git a/ui/litellm-dashboard/src/components/agents/agent_virtual_keys.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_virtual_keys.test.tsx
similarity index 93%
rename from ui/litellm-dashboard/src/components/agents/agent_virtual_keys.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_virtual_keys.test.tsx
index 9a58ad557a2..ce13c22dfbf 100644
--- a/ui/litellm-dashboard/src/components/agents/agent_virtual_keys.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_virtual_keys.test.tsx
@@ -2,9 +2,9 @@ import React from "react";
 import { describe, it, expect, vi } from "vitest";
 import { screen } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
-import { renderWithProviders } from "../../../tests/test-utils";
+import { renderWithProviders } from "@/../tests/test-utils";
 import AgentVirtualKeys from "./agent_virtual_keys";
-import type { KeyResponse } from "../key_team_helpers/key_list";
+import type { KeyResponse } from "@/components/key_team_helpers/key_list";
 
 const makeKey = (overrides: Partial<KeyResponse>): KeyResponse =>
   ({
diff --git a/ui/litellm-dashboard/src/components/agents/agent_virtual_keys.tsx b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_virtual_keys.tsx
similarity index 95%
rename from ui/litellm-dashboard/src/components/agents/agent_virtual_keys.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_virtual_keys.tsx
index b2ddf5efb2a..9a7001ae941 100644
--- a/ui/litellm-dashboard/src/components/agents/agent_virtual_keys.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_virtual_keys.tsx
@@ -1,7 +1,7 @@
 import React from "react";
 import { Button, Tooltip, Typography } from "antd";
 import { KeyOutlined } from "@ant-design/icons";
-import { KeyResponse } from "../key_team_helpers/key_list";
+import { KeyResponse } from "@/components/key_team_helpers/key_list";
 
 const { Title, Text } = Typography;
 
diff --git a/ui/litellm-dashboard/src/components/agents/cost_config_fields.tsx b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/cost_config_fields.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/agents/cost_config_fields.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/agents/_components/cost_config_fields.tsx
diff --git a/ui/litellm-dashboard/src/components/agents/dynamic_agent_form_fields.tsx b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/dynamic_agent_form_fields.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/agents/dynamic_agent_form_fields.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/agents/_components/dynamic_agent_form_fields.tsx
index 3edea4362c9..435e628bfc0 100644
--- a/ui/litellm-dashboard/src/components/agents/dynamic_agent_form_fields.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/dynamic_agent_form_fields.tsx
@@ -1,6 +1,6 @@
 import React from "react";
 import { Form, Input, Select, Collapse } from "antd";
-import { AgentCreateInfo, AgentCredentialFieldMetadata } from "../networking";
+import { AgentCreateInfo, AgentCredentialFieldMetadata } from "@/components/networking";
 import { AGENT_FORM_CONFIG } from "./agent_config";
 import CostConfigFields from "./cost_config_fields";
 
diff --git a/ui/litellm-dashboard/src/components/agents.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/index.test.tsx
similarity index 95%
rename from ui/litellm-dashboard/src/components/agents.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/agents/_components/index.test.tsx
index 848b8d5e891..6228253222a 100644
--- a/ui/litellm-dashboard/src/components/agents.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/index.test.tsx
@@ -1,19 +1,19 @@
 import React from "react";
 import { render, screen, waitFor, act, fireEvent, within } from "@testing-library/react";
 import { describe, it, expect, vi, beforeEach } from "vitest";
-import AgentsPanel from "./agents";
-import * as networking from "./networking";
+import AgentsPanel from "./index";
+import * as networking from "@/components/networking";
 
-vi.mock("./networking", () => ({
+vi.mock("@/components/networking", () => ({
   getAgentsList: vi.fn().mockResolvedValue({ agents: [] }),
   deleteAgentCall: vi.fn(),
 }));
 
-vi.mock("./agents/add_agent_form", () => ({
+vi.mock("./add_agent_form", () => ({
   default: () => <div data-testid="add-agent-form" />,
 }));
 
-vi.mock("./agents/agent_info", () => ({
+vi.mock("./agent_info", () => ({
   default: () => <div data-testid="agent-info" />,
 }));
 
diff --git a/ui/litellm-dashboard/src/components/agents.tsx b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/index.tsx
similarity index 94%
rename from ui/litellm-dashboard/src/components/agents.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/agents/_components/index.tsx
index e3703f6c588..84634620426 100644
--- a/ui/litellm-dashboard/src/components/agents.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/index.tsx
@@ -13,15 +13,15 @@ import {
 } from "@tremor/react";
 import { Modal, Alert, Tooltip, Skeleton, Switch } from "antd";
 import { CheckCircleOutlined } from "@ant-design/icons";
-import { getAgentsList, deleteAgentCall } from "./networking";
-import AddAgentForm from "./agents/add_agent_form";
+import { getAgentsList, deleteAgentCall } from "@/components/networking";
+import AddAgentForm from "./add_agent_form";
 import { isAdminRole } from "@/utils/roles";
-import AgentInfoView from "./agents/agent_info";
-import NotificationsManager from "./molecules/notifications_manager";
-import { Agent } from "./agents/types";
-import { Team } from "./key_team_helpers/key_list";
+import AgentInfoView from "./agent_info";
+import NotificationsManager from "@/components/molecules/notifications_manager";
+import { Agent } from "@/components/agents/types";
+import { Team } from "@/components/key_team_helpers/key_list";
 import { DateCell, IdCell, MoneyCell, StatusBadge } from "@/components/shared/table_cells";
-import TableIconActionButton from "./common_components/IconActionButton/TableIconActionButtons/TableIconActionButton";
+import TableIconActionButton from "@/components/common_components/IconActionButton/TableIconActionButtons/TableIconActionButton";
 
 interface AgentsPanelProps {
   accessToken: string | null;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/agents/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/agents/page.tsx
index d60daae13a7..98085ab20a9 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/agents/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import AgentsPanel from "@/components/agents";
+import AgentsPanel from "./_components";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 import { useTeams } from "@/app/(dashboard)/hooks/teams/useTeams";
 
diff --git a/ui/litellm-dashboard/src/components/guardrails/GuardrailTestPanel.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/GuardrailTestPanel.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/GuardrailTestPanel.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/GuardrailTestPanel.test.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/GuardrailTestPanel.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/GuardrailTestPanel.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/guardrails/GuardrailTestPanel.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/GuardrailTestPanel.tsx
index 81a9edb91c6..a65b980d8b8 100644
--- a/ui/litellm-dashboard/src/components/guardrails/GuardrailTestPanel.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/GuardrailTestPanel.tsx
@@ -2,7 +2,7 @@ import React, { useState } from "react";
 import { Button } from "@tremor/react";
 import { Input, Typography, Tooltip } from "antd";
 import { CopyOutlined, InfoCircleOutlined } from "@ant-design/icons";
-import NotificationsManager from "../molecules/notifications_manager";
+import NotificationsManager from "@/components/molecules/notifications_manager";
 import GuardrailTestResults from "./GuardrailTestResults";
 
 const { TextArea } = Input;
diff --git a/ui/litellm-dashboard/src/components/guardrails/GuardrailTestPlayground.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/GuardrailTestPlayground.test.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/guardrails/GuardrailTestPlayground.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/GuardrailTestPlayground.test.tsx
index 2a8d58a58cc..252b01dbc4b 100644
--- a/ui/litellm-dashboard/src/components/guardrails/GuardrailTestPlayground.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/GuardrailTestPlayground.test.tsx
@@ -3,7 +3,7 @@ import userEvent from "@testing-library/user-event";
 import { beforeEach, describe, expect, it, vi } from "vitest";
 import GuardrailTestPlayground from "./GuardrailTestPlayground";
 
-vi.mock("../networking");
+vi.mock("@/components/networking");
 
 Object.defineProperty(window, "matchMedia", {
   writable: true,
diff --git a/ui/litellm-dashboard/src/components/guardrails/GuardrailTestPlayground.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/GuardrailTestPlayground.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/guardrails/GuardrailTestPlayground.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/GuardrailTestPlayground.tsx
index 5774d078cbf..45612d9fba3 100644
--- a/ui/litellm-dashboard/src/components/guardrails/GuardrailTestPlayground.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/GuardrailTestPlayground.tsx
@@ -2,8 +2,8 @@ import React, { useState } from "react";
 import { Card, List, Empty, Spin, Input, Typography } from "antd";
 import { ExperimentOutlined, SearchOutlined } from "@ant-design/icons";
 import GuardrailTestPanel from "./GuardrailTestPanel";
-import { applyGuardrail } from "../networking";
-import NotificationsManager from "../molecules/notifications_manager";
+import { applyGuardrail } from "@/components/networking";
+import NotificationsManager from "@/components/molecules/notifications_manager";
 
 interface GuardrailItem {
   guardrail_id?: string;
diff --git a/ui/litellm-dashboard/src/components/guardrails/GuardrailTestResults.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/GuardrailTestResults.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/GuardrailTestResults.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/GuardrailTestResults.test.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/GuardrailTestResults.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/GuardrailTestResults.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/guardrails/GuardrailTestResults.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/GuardrailTestResults.tsx
index ff6fc5744b6..3c974de3632 100644
--- a/ui/litellm-dashboard/src/components/guardrails/GuardrailTestResults.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/GuardrailTestResults.tsx
@@ -2,7 +2,7 @@ import React, { useState } from "react";
 import { Button, Card } from "@tremor/react";
 import { Typography } from "antd";
 import { CopyOutlined, CheckCircleOutlined, ClockCircleOutlined, DownOutlined, RightOutlined } from "@ant-design/icons";
-import NotificationsManager from "../molecules/notifications_manager";
+import NotificationsManager from "@/components/molecules/notifications_manager";
 
 const { Text } = Typography;
 
diff --git a/ui/litellm-dashboard/src/components/guardrails/README.md b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/README.md
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/README.md
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/README.md
diff --git a/ui/litellm-dashboard/src/components/guardrails/TeamGuardrailsTab.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/TeamGuardrailsTab.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/TeamGuardrailsTab.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/TeamGuardrailsTab.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/add_guardrail_form.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/add_guardrail_form.test.tsx
similarity index 95%
rename from ui/litellm-dashboard/src/components/guardrails/add_guardrail_form.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/add_guardrail_form.test.tsx
index a13f12e4b42..8fc0d36c2b4 100644
--- a/ui/litellm-dashboard/src/components/guardrails/add_guardrail_form.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/add_guardrail_form.test.tsx
@@ -1,6 +1,6 @@
 import React from "react";
 import { fireEvent, screen } from "@testing-library/react";
-import { renderWithProviders } from "../../../tests/test-utils";
+import { renderWithProviders } from "@/../tests/test-utils";
 import { beforeEach, describe, expect, it, vi } from "vitest";
 import AddGuardrailForm from "./add_guardrail_form";
 
diff --git a/ui/litellm-dashboard/src/components/guardrails/add_guardrail_form.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/add_guardrail_form.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/components/guardrails/add_guardrail_form.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/add_guardrail_form.tsx
index 847c3557280..9a45bf0be0d 100644
--- a/ui/litellm-dashboard/src/components/guardrails/add_guardrail_form.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/add_guardrail_form.tsx
@@ -1,12 +1,12 @@
 import { Form, Input, Modal, Select, Tag, Typography, Button } from "antd";
 import React, { useEffect, useMemo, useState } from "react";
-import NotificationsManager from "../molecules/notifications_manager";
+import NotificationsManager from "@/components/molecules/notifications_manager";
 import {
   createGuardrailCall,
   getGuardrailProviderSpecificParams,
   getGuardrailUISettings,
   modelAvailableCall,
-} from "../networking";
+} from "@/components/networking";
 import ContentFilterConfiguration from "./content_filter/ContentFilterConfiguration";
 import {
   choiceToSkipSystemForCreate,
diff --git a/ui/litellm-dashboard/src/components/guardrails/content_filter/CategoryTable.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/CategoryTable.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/content_filter/CategoryTable.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/CategoryTable.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/content_filter/CompetitorIntentConfiguration.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/CompetitorIntentConfiguration.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/components/guardrails/content_filter/CompetitorIntentConfiguration.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/CompetitorIntentConfiguration.tsx
index 4e740b03b21..e3867156d01 100644
--- a/ui/litellm-dashboard/src/components/guardrails/content_filter/CompetitorIntentConfiguration.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/CompetitorIntentConfiguration.tsx
@@ -1,6 +1,6 @@
 import React, { useEffect, useState } from "react";
 import { Card, Typography, Select, Switch, Form, Space, InputNumber } from "antd";
-import { getMajorAirlines } from "../../networking";
+import { getMajorAirlines } from "@/components/networking";
 
 const { Title, Text } = Typography;
 const { Option } = Select;
diff --git a/ui/litellm-dashboard/src/components/guardrails/content_filter/ContentCategoryConfiguration.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/ContentCategoryConfiguration.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/components/guardrails/content_filter/ContentCategoryConfiguration.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/ContentCategoryConfiguration.tsx
index e646daf51fe..713694f98e7 100644
--- a/ui/litellm-dashboard/src/components/guardrails/content_filter/ContentCategoryConfiguration.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/ContentCategoryConfiguration.tsx
@@ -1,7 +1,7 @@
 import React from "react";
 import { Card, Typography, Select, Table, Tag, Collapse, Button } from "antd";
 import { DeleteOutlined, PlusOutlined, FileTextOutlined } from "@ant-design/icons";
-import { getCategoryYaml } from "../../networking";
+import { getCategoryYaml } from "@/components/networking";
 
 const { Title, Text } = Typography;
 const { Option } = Select;
diff --git a/ui/litellm-dashboard/src/components/guardrails/content_filter/ContentFilterConfiguration.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/ContentFilterConfiguration.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/guardrails/content_filter/ContentFilterConfiguration.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/ContentFilterConfiguration.tsx
index 34f92b8618c..337520fac7d 100644
--- a/ui/litellm-dashboard/src/components/guardrails/content_filter/ContentFilterConfiguration.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/ContentFilterConfiguration.tsx
@@ -1,8 +1,8 @@
 import React, { useState } from "react";
 import { Typography, Space, Upload, Card, Button } from "antd";
 import { PlusOutlined, UploadOutlined } from "@ant-design/icons";
-import { validateBlockedWordsFile } from "../../networking";
-import NotificationsManager from "../../molecules/notifications_manager";
+import { validateBlockedWordsFile } from "@/components/networking";
+import NotificationsManager from "@/components/molecules/notifications_manager";
 import PatternModal from "./PatternModal";
 import CustomPatternModal from "./CustomPatternModal";
 import KeywordModal from "./KeywordModal";
diff --git a/ui/litellm-dashboard/src/components/guardrails/content_filter/ContentFilterDisplay.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/ContentFilterDisplay.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/content_filter/ContentFilterDisplay.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/ContentFilterDisplay.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/content_filter/ContentFilterManager.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/ContentFilterManager.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/content_filter/ContentFilterManager.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/ContentFilterManager.test.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/content_filter/ContentFilterManager.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/ContentFilterManager.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/content_filter/ContentFilterManager.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/ContentFilterManager.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/content_filter/CustomPatternModal.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/CustomPatternModal.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/content_filter/CustomPatternModal.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/CustomPatternModal.test.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/content_filter/CustomPatternModal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/CustomPatternModal.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/content_filter/CustomPatternModal.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/CustomPatternModal.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/content_filter/KeywordModal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/KeywordModal.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/content_filter/KeywordModal.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/KeywordModal.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/content_filter/KeywordTable.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/KeywordTable.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/content_filter/KeywordTable.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/KeywordTable.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/content_filter/PatternModal.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/PatternModal.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/content_filter/PatternModal.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/PatternModal.test.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/content_filter/PatternModal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/PatternModal.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/content_filter/PatternModal.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/PatternModal.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/content_filter/PatternTable.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/PatternTable.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/content_filter/PatternTable.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/content_filter/PatternTable.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/custom_code/CustomCodeModal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/custom_code/CustomCodeModal.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/components/guardrails/custom_code/CustomCodeModal.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/custom_code/CustomCodeModal.tsx
index 411c2ed13ae..79cd9e19e6f 100644
--- a/ui/litellm-dashboard/src/components/guardrails/custom_code/CustomCodeModal.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/custom_code/CustomCodeModal.tsx
@@ -11,8 +11,8 @@ import {
   UsergroupAddOutlined,
   ExportOutlined,
 } from "@ant-design/icons";
-import { createGuardrailCall, updateGuardrailCall, testCustomCodeGuardrail } from "../../networking";
-import NotificationsManager from "../../molecules/notifications_manager";
+import { createGuardrailCall, updateGuardrailCall, testCustomCodeGuardrail } from "@/components/networking";
+import NotificationsManager from "@/components/molecules/notifications_manager";
 
 const { Panel } = Collapse;
 const { TextArea } = Input;
diff --git a/ui/litellm-dashboard/src/components/guardrails/custom_code/index.ts b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/custom_code/index.ts
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/custom_code/index.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/custom_code/index.ts
diff --git a/ui/litellm-dashboard/src/components/guardrails/edit_guardrail_form.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/edit_guardrail_form.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/components/guardrails/edit_guardrail_form.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/edit_guardrail_form.tsx
index 73857f85fb3..83c21718a6e 100644
--- a/ui/litellm-dashboard/src/components/guardrails/edit_guardrail_form.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/edit_guardrail_form.tsx
@@ -9,9 +9,9 @@ import {
   type SkipToolMessageChoice,
 } from "./guardrail_info_helpers";
 import { resolveLogoSrc } from "@/lib/assetPaths";
-import { getGuardrailUISettings, getGlobalLitellmHeaderName } from "../networking";
+import { getGuardrailUISettings, getGlobalLitellmHeaderName } from "@/components/networking";
 import PiiConfiguration from "./pii_configuration";
-import NotificationsManager from "../molecules/notifications_manager";
+import NotificationsManager from "@/components/molecules/notifications_manager";
 
 const { Title, Text } = Typography;
 const { Option } = Select;
diff --git a/ui/litellm-dashboard/src/components/guardrails/guardrail_garden.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/guardrail_garden.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/guardrail_garden_card.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden_card.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/guardrail_garden_card.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden_card.test.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/guardrail_garden_card.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden_card.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/guardrail_garden_card.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden_card.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/guardrail_garden_configs.ts b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden_configs.ts
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/guardrail_garden_configs.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden_configs.ts
diff --git a/ui/litellm-dashboard/src/components/guardrails/guardrail_garden_data.ts b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden_data.ts
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/guardrail_garden_data.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden_data.ts
diff --git a/ui/litellm-dashboard/src/components/guardrails/guardrail_garden_detail.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden_detail.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/guardrail_garden_detail.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden_detail.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/guardrail_info.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_info.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/guardrail_info.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_info.test.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/guardrail_info.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_info.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/components/guardrails/guardrail_info.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_info.tsx
index e8fec98a40c..1941ec94a60 100644
--- a/ui/litellm-dashboard/src/components/guardrails/guardrail_info.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_info.tsx
@@ -11,7 +11,7 @@ import { Badge, Card, Grid, Tab, TabGroup, TabList, TabPanel, TabPanels, Text, T
 import { Button, Divider, Form, Input, Select, Tooltip } from "antd";
 import { CheckIcon, CopyIcon } from "lucide-react";
 import React, { useCallback, useEffect, useState } from "react";
-import NotificationsManager from "../molecules/notifications_manager";
+import NotificationsManager from "@/components/molecules/notifications_manager";
 import ContentFilterManager, { formatContentFilterDataForAPI } from "./content_filter/ContentFilterManager";
 import CustomCodeModal, { EditGuardrailData } from "./custom_code/CustomCodeModal";
 import {
diff --git a/ui/litellm-dashboard/src/components/guardrails/guardrail_info_helpers.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_info_helpers.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/guardrail_info_helpers.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_info_helpers.test.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/guardrail_info_helpers.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_info_helpers.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/guardrail_info_helpers.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_info_helpers.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/guardrail_optional_params.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_optional_params.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/components/guardrails/guardrail_optional_params.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_optional_params.tsx
index 061bff90045..8b119c4933c 100644
--- a/ui/litellm-dashboard/src/components/guardrails/guardrail_optional_params.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_optional_params.tsx
@@ -1,6 +1,6 @@
 import React from "react";
 import { Form, Select, Typography, Input, Button } from "antd";
-import NumericalInput from "../shared/numerical_input";
+import NumericalInput from "@/components/shared/numerical_input";
 
 const { Title } = Typography;
 
diff --git a/ui/litellm-dashboard/src/components/guardrails/guardrail_provider_fields.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_provider_fields.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/guardrails/guardrail_provider_fields.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_provider_fields.tsx
index b9629749310..123aae0dd62 100644
--- a/ui/litellm-dashboard/src/components/guardrails/guardrail_provider_fields.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_provider_fields.tsx
@@ -6,8 +6,8 @@ import {
   populateGuardrailProviderMap,
   shouldRenderContentFilterConfigSettings,
 } from "./guardrail_info_helpers";
-import { getGuardrailProviderSpecificParams } from "../networking";
-import NumericalInput from "../shared/numerical_input";
+import { getGuardrailProviderSpecificParams } from "@/components/networking";
+import NumericalInput from "@/components/shared/numerical_input";
 
 interface GuardrailProviderFieldsProps {
   selectedProvider: string | null;
diff --git a/ui/litellm-dashboard/src/components/guardrails/guardrail_table.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_table.test.tsx
similarity index 96%
rename from ui/litellm-dashboard/src/components/guardrails/guardrail_table.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_table.test.tsx
index dcc67677357..70b5998ad95 100644
--- a/ui/litellm-dashboard/src/components/guardrails/guardrail_table.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_table.test.tsx
@@ -1,7 +1,7 @@
 import GuardrailTable from "./guardrail_table";
 import { render } from "@testing-library/react";
 import { describe, it, expect } from "vitest";
-import { GuardrailDefinitionLocation } from "./types";
+import { GuardrailDefinitionLocation } from "@/components/guardrails/types";
 describe("GuardrailTable", () => {
   it("should render", () => {
     const { getByText } = render(
diff --git a/ui/litellm-dashboard/src/components/guardrails/guardrail_table.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_table.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/components/guardrails/guardrail_table.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_table.tsx
index 99f6b2793fd..4ea4505f506 100644
--- a/ui/litellm-dashboard/src/components/guardrails/guardrail_table.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_table.tsx
@@ -18,7 +18,7 @@ import {
   skipToolMessageToChoice,
 } from "./guardrail_info_helpers";
 import EditGuardrailForm from "./edit_guardrail_form";
-import { Guardrail, GuardrailDefinitionLocation } from "./types";
+import { Guardrail, GuardrailDefinitionLocation } from "@/components/guardrails/types";
 
 interface GuardrailTableProps {
   guardrailsList: Guardrail[];
diff --git a/ui/litellm-dashboard/src/components/guardrails.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/index.test.tsx
similarity index 85%
rename from ui/litellm-dashboard/src/components/guardrails.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/index.test.tsx
index 99c2474347e..ee33276cfd6 100644
--- a/ui/litellm-dashboard/src/components/guardrails.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/index.test.tsx
@@ -1,19 +1,19 @@
 import { render, screen, fireEvent } from "@testing-library/react";
 import { beforeAll, beforeEach, describe, expect, it, vi } from "vitest";
-import GuardrailsPanel from "./guardrails";
-import { getGuardrailsList } from "./networking";
+import GuardrailsPanel from "./index";
+import { getGuardrailsList } from "@/components/networking";
 
-vi.mock("./networking", () => ({
+vi.mock("@/components/networking", () => ({
   getGuardrailsList: vi.fn(),
   deleteGuardrailCall: vi.fn(),
 }));
 
-vi.mock("./guardrails/add_guardrail_form", () => ({
+vi.mock("./add_guardrail_form", () => ({
   __esModule: true,
   default: () => <div>Mock Add Guardrail Form</div>,
 }));
 
-vi.mock("./guardrails/guardrail_table", () => ({
+vi.mock("./guardrail_table", () => ({
   __esModule: true,
   default: ({ guardrailsList, onDeleteClick }: any) => (
     <div>
@@ -30,17 +30,17 @@ vi.mock("./guardrails/guardrail_table", () => ({
   ),
 }));
 
-vi.mock("./guardrails/guardrail_info", () => ({
+vi.mock("./guardrail_info", () => ({
   __esModule: true,
   default: () => <div>Mock Guardrail Info View</div>,
 }));
 
-vi.mock("./guardrails/GuardrailTestPlayground", () => ({
+vi.mock("./GuardrailTestPlayground", () => ({
   __esModule: true,
   default: () => <div>Mock Guardrail Test Playground</div>,
 }));
 
-vi.mock("./guardrails/TeamGuardrailsTab", () => ({
+vi.mock("./TeamGuardrailsTab", () => ({
   TeamGuardrailsTab: () => <div>Mock Team Guardrails Tab</div>,
 }));
 
@@ -48,7 +48,7 @@ vi.mock("@/utils/roles", () => ({
   isAdminRole: vi.fn((role: string) => role === "admin"),
 }));
 
-vi.mock("./guardrails/guardrail_info_helpers", () => ({
+vi.mock("./guardrail_info_helpers", () => ({
   getGuardrailLogoAndName: vi.fn(() => ({
     logo: null,
     displayName: "Test Provider",
diff --git a/ui/litellm-dashboard/src/components/guardrails.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/index.tsx
similarity index 87%
rename from ui/litellm-dashboard/src/components/guardrails.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/index.tsx
index 4a74989d142..af4c85d0b9f 100644
--- a/ui/litellm-dashboard/src/components/guardrails.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/index.tsx
@@ -1,39 +1,25 @@
 import React, { useState, useEffect } from "react";
 import { Button, Dropdown, Tabs } from "antd";
 import { DownOutlined, PlusOutlined, CodeOutlined } from "@ant-design/icons";
-import { getGuardrailsList, deleteGuardrailCall } from "./networking";
-import AddGuardrailForm from "./guardrails/add_guardrail_form";
-import GuardrailTable from "./guardrails/guardrail_table";
+import { getGuardrailsList, deleteGuardrailCall } from "@/components/networking";
+import AddGuardrailForm from "./add_guardrail_form";
+import GuardrailTable from "./guardrail_table";
 import { isAdminRole } from "@/utils/roles";
-import GuardrailInfoView from "./guardrails/guardrail_info";
-import GuardrailTestPlayground from "./guardrails/GuardrailTestPlayground";
-import NotificationsManager from "./molecules/notifications_manager";
-import { Guardrail, GuardrailDefinitionLocation } from "./guardrails/types";
-import DeleteResourceModal from "./common_components/DeleteResourceModal";
-import { getGuardrailLogoAndName } from "./guardrails/guardrail_info_helpers";
-import { CustomCodeModal } from "./guardrails/custom_code";
-import GuardrailGarden from "./guardrails/guardrail_garden";
-import { TeamGuardrailsTab } from "./guardrails/TeamGuardrailsTab";
+import GuardrailInfoView from "./guardrail_info";
+import GuardrailTestPlayground from "./GuardrailTestPlayground";
+import NotificationsManager from "@/components/molecules/notifications_manager";
+import { Guardrail } from "@/components/guardrails/types";
+import DeleteResourceModal from "@/components/common_components/DeleteResourceModal";
+import { getGuardrailLogoAndName } from "./guardrail_info_helpers";
+import { CustomCodeModal } from "./custom_code";
+import GuardrailGarden from "./guardrail_garden";
+import { TeamGuardrailsTab } from "./TeamGuardrailsTab";
 
 interface GuardrailsPanelProps {
   accessToken: string | null;
   userRole?: string;
 }
 
-interface GuardrailItem {
-  guardrail_id?: string;
-  guardrail_name: string | null;
-  litellm_params: {
-    guardrail: string;
-    mode: string;
-    default_on: boolean;
-  };
-  guardrail_info: Record<string, any> | null;
-  created_at?: string;
-  updated_at?: string;
-  guardrail_definition_location: GuardrailDefinitionLocation;
-}
-
 interface GuardrailsResponse {
   guardrails: Guardrail[];
 }
diff --git a/ui/litellm-dashboard/src/components/guardrails/llm_judge/LLMJudgeFields.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/llm_judge/LLMJudgeFields.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/llm_judge/LLMJudgeFields.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/llm_judge/LLMJudgeFields.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/pii_components.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/pii_components.test.tsx
similarity index 94%
rename from ui/litellm-dashboard/src/components/guardrails/pii_components.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/pii_components.test.tsx
index 3accbf13bd1..2f839487111 100644
--- a/ui/litellm-dashboard/src/components/guardrails/pii_components.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/pii_components.test.tsx
@@ -1,7 +1,7 @@
 import { render } from "@testing-library/react";
 import { describe, it, expect } from "vitest";
 import { CategoryFilter, QuickActions, PiiEntityList } from "./pii_components";
-import type { PiiEntityCategory } from "./types";
+import type { PiiEntityCategory } from "@/components/guardrails/types";
 
 describe("CategoryFilter", () => {
   it("should render", () => {
diff --git a/ui/litellm-dashboard/src/components/guardrails/pii_components.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/pii_components.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/guardrails/pii_components.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/pii_components.tsx
index 6d35122c69f..3043832ddc4 100644
--- a/ui/litellm-dashboard/src/components/guardrails/pii_components.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/pii_components.tsx
@@ -1,7 +1,7 @@
 import React from "react";
 import { Typography, Select, Button, Checkbox, Tooltip, Tag } from "antd";
 import { CloseOutlined, EyeInvisibleOutlined, StopOutlined, FilterOutlined } from "@ant-design/icons";
-import { PiiEntityCategory } from "./types";
+import { PiiEntityCategory } from "@/components/guardrails/types";
 
 const { Text } = Typography;
 const { Option } = Select;
diff --git a/ui/litellm-dashboard/src/components/guardrails/pii_configuration.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/pii_configuration.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/pii_configuration.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/pii_configuration.test.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/pii_configuration.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/pii_configuration.tsx
similarity index 97%
rename from ui/litellm-dashboard/src/components/guardrails/pii_configuration.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/pii_configuration.tsx
index be2c9ff0298..14408b121ee 100644
--- a/ui/litellm-dashboard/src/components/guardrails/pii_configuration.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/pii_configuration.tsx
@@ -1,7 +1,7 @@
 import { Typography } from "antd";
 import React, { useState } from "react";
 import { CategoryFilter, PiiEntityList, QuickActions } from "./pii_components";
-import { PiiConfigurationProps } from "./types";
+import { PiiConfigurationProps } from "@/components/guardrails/types";
 
 const { Title, Text } = Typography;
 
diff --git a/ui/litellm-dashboard/src/components/guardrails/prompt_security.png b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/prompt_security.png
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/prompt_security.png
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/prompt_security.png
diff --git a/ui/litellm-dashboard/src/components/guardrails/tool_permission/ToolPermissionRulesEditor.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/tool_permission/ToolPermissionRulesEditor.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/tool_permission/ToolPermissionRulesEditor.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/tool_permission/ToolPermissionRulesEditor.test.tsx
diff --git a/ui/litellm-dashboard/src/components/guardrails/tool_permission/ToolPermissionRulesEditor.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/tool_permission/ToolPermissionRulesEditor.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/guardrails/tool_permission/ToolPermissionRulesEditor.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/tool_permission/ToolPermissionRulesEditor.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/page.tsx
index 4e7fa88f70f..2d378437371 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import GuardrailsPanel from "@/components/guardrails";
+import GuardrailsPanel from "./_components";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 export default function Guardrails() {
diff --git a/ui/litellm-dashboard/tests/CreateKeyPage.expiredToken.test.tsx b/ui/litellm-dashboard/tests/CreateKeyPage.expiredToken.test.tsx
index 5add4a2ed48..e871bbe8272 100644
--- a/ui/litellm-dashboard/tests/CreateKeyPage.expiredToken.test.tsx
+++ b/ui/litellm-dashboard/tests/CreateKeyPage.expiredToken.test.tsx
@@ -127,7 +127,7 @@ vi.mock("@/components/chat_ui/ChatUI", () => ({ default: stub("chat-ui") }));
 vi.mock("@/components/leftnav", () => ({ default: stub("sidebar") }));
 vi.mock("@/app/(dashboard)/old-usage/_components/usage", () => ({ default: stub("usage") }));
 vi.mock("@/components/cache_dashboard", () => ({ default: stub("cache-dashboard") }));
-vi.mock("@/components/guardrails", () => ({ default: stub("guardrails") }));
+vi.mock("@/app/(dashboard)/guardrails/_components", () => ({ default: stub("guardrails") }));
 vi.mock("@/components/prompts", () => ({ default: stub("prompts") }));
 vi.mock("@/components/transform_request", () => ({ default: stub("transform-request") }));
 vi.mock("@/components/mcp_tools", () => ({ MCPServers: stub("mcp-servers") }));

From 54d404ef2cc979c8cc98854203a8f939bff6755e Mon Sep 17 00:00:00 2001
From: mubashir1osmani <mubashir.osmani777@gmail.com>
Date: Fri, 10 Jul 2026 14:31:40 -0400
Subject: [PATCH 236/370] fix(e2e): batch credentials wiring and compose
 harness for live proxy suite (#32744)

* fix(e2e): wire batch provider secrets for docker and k8s

Point batch deployments at the credential field names and os.environ refs
the gateway actually resolves from process env (compose .env or EKS secret
mounts). Missing secrets skip instead of failing red so a red run means a
product bug. Mirror S3 bucket env aliases in docker-compose for provider_fallback

* fix(e2e): drop batch provider_env unit tests

The batches suite is live e2e only; no monkeypatch or unit-level tests

* fix: batch credentials, provider list, and team db lookup

Keep object-storage fields through CredentialLiteLLMParams and resolve
os.environ/ refs when reading deployment credentials so Vertex/Bedrock
batch file uploads see bucket and AWS keys from K8s/docker env

Skip managed batch list when the request is provider-scoped so
/{provider}/v1/batches list works instead of 500

Force DB on check_db_only team lookups and stop masking non-404 errors
as "team doesn't exist"

Drop e2e runner-side skip helpers; hard-fail on missing gateway secrets

* fix: tag reseed, team window spend, and remaining e2e flakes

Reseed spend:tag counters from LiteLLM_TagTable so cold redis still
enforces after the spend writer flushes

When applying post-call cost to team multi-window counters, load the
team from the DB if it is missing from the management cache so window
spend is not dropped on cache misses

Harden cold-counter reseed e2e (namespace-aware keys, burst success,
poll). Give tag budget more headroom. Retry /key/update on redis DNS
blips. Ensure NLTK punkt_tab is present for pipecat realtime audio

* revert: drop product code changes; e2e-only scope

Reverts all litellm/ and unit-test product edits. This branch is limited
to tests/e2e per contributor instruction

* fix(e2e): harden batch list and team member setup races

provider_fallback list falls back when managed batches reject provider
filtering. Team create waits for /team/info and member_add retries on
transient team-not-found so split control-plane lag does not red the suite

* fix(e2e): remove .env.example

Leave local .env and docker-compose env wiring as the secret source

* fix(e2e): wire files_settings and faster budget rescheduler for compose

OpenAI/Azure batch file uploads need files_settings; budget reset e2e needs a
short rescheduler window. Drop unsupported bedrock-encoded create_batch cells,
tolerate bedrock file.bytes=0, and surface team-info wait failures instead of
hanging silently

* chore(e2e): strip verbose comments from batch capabilities

* fix(e2e): assert managed list fallback before provider_fallback skip

When provider-scoped list is rejected, still fetch the unfiltered list and
check the envelope. Only skip membership when the id is a raw
provider_fallback batch that managed list cannot index
---
 tests/e2e/batches/COVERAGE.md                 |   4 +-
 tests/e2e/batches/capabilities.py             |  41 ++--
 tests/e2e/batches/test_batches_e2e.py         |  33 ++-
 tests/e2e/budgets/budget_client.py            |  56 ++++-
 .../budgets/test_budget_reset_advances_e2e.py | 228 ++++++++++++++++++
 .../budgets/test_spend_counter_reseed_e2e.py  |  77 ++++--
 tests/e2e/budgets/test_tag_budget_e2e.py      |  23 +-
 .../test_team_multi_window_budget_e2e.py      |   6 +-
 tests/e2e/docker-compose.yml                  |  23 ++
 .../test_realtime_pipecat_audio_e2e.py        |   7 +
 tests/e2e/management/management_client.py     |  62 ++++-
 tests/e2e/models.py                           |   3 +
 12 files changed, 475 insertions(+), 88 deletions(-)
 create mode 100644 tests/e2e/budgets/test_budget_reset_advances_e2e.py

diff --git a/tests/e2e/batches/COVERAGE.md b/tests/e2e/batches/COVERAGE.md
index 4ba9b1cea4b..4debf50bd6c 100644
--- a/tests/e2e/batches/COVERAGE.md
+++ b/tests/e2e/batches/COVERAGE.md
@@ -16,8 +16,8 @@ failures are hard test failures (see `tests/e2e/CLAUDE.md`).
 |-----------|--------|----------|--------|------|--------------|
 | OpenAI    | yes | yes | yes | yes | OpenAI Files |
 | Azure     | yes | yes | yes | yes | Azure Files |
-| Vertex AI | yes | yes | yes | yes | GCS bucket (`GCS_BUCKET_NAME` via files_settings) |
-| Bedrock   | yes | yes | no (limited upstream) | no | S3 bucket (`AWS_BATCH_S3_BUCKET` + `AWS_BATCH_ROLE_ARN` on model) |
+| Vertex AI | yes | yes | yes | yes | GCS (`gcs_bucket_name` / `GCS_BUCKET_NAME` on model) |
+| Bedrock   | yes (unified only) | yes | no (limited upstream) | no | S3 (`s3_bucket_name` + `aws_*` + `AWS_BATCH_ROLE_ARN` on model) |
 
 Bedrock cancel is unreliable upstream and list is unsupported, so both are gated off
 (`can_cancel=False`, `can_list=False`) when that provider is enabled in the matrix.
diff --git a/tests/e2e/batches/capabilities.py b/tests/e2e/batches/capabilities.py
index 51e69fb5805..3eb0e0328be 100644
--- a/tests/e2e/batches/capabilities.py
+++ b/tests/e2e/batches/capabilities.py
@@ -1,20 +1,22 @@
-"""The declarative provider x routing-scenario matrix the lifecycle test runs.
-
-One Capability per supported (provider, scenario) pair, so the parametrized test
-has no dead/skipped cells. `provider` is litellm's custom_llm_provider, used to
-route provider-fallback calls to /{provider}/v1/... and to assert the raw batch id
-shape (the only scenario whose id is not re-encoded by the proxy). Operations that
-a provider does not support (Bedrock: no cancel, no list) are gated per row.
-"""
+"""Provider x routing-scenario matrix for the batches lifecycle e2e."""
 
 from __future__ import annotations
 
 import base64
+import os
 from dataclasses import dataclass
 from typing import Literal
 
 from models import LiteLLMParamsBody
 
+
+def _env_ref(*names: str) -> str:
+    for name in names:
+        value = os.environ.get(name)
+        if value is not None and value.strip() != "":
+            return f"os.environ/{name}"
+    return f"os.environ/{names[0]}"
+
 Scenario = Literal["encoded", "unified", "model_param", "provider_fallback"]
 
 IdShape = Literal["managed", "model_encoded", "raw"]
@@ -55,14 +57,19 @@ def litellm_params(self) -> LiteLLMParamsBody:
                     vertex_project="os.environ/VERTEXAI_PROJECT",
                     vertex_location="us-central1",
                     vertex_credentials="os.environ/VERTEXAI_CREDENTIALS",
+                    gcs_bucket_name="os.environ/GCS_BUCKET_NAME",
+                    bucket_name="os.environ/GCS_BUCKET_NAME",
                 )
             case "bedrock":
                 return LiteLLMParamsBody(
                     model="bedrock/us.anthropic.claude-haiku-4-5-20251001-v1:0",
+                    aws_access_key_id="os.environ/AWS_ACCESS_KEY_ID",
+                    aws_secret_access_key="os.environ/AWS_SECRET_ACCESS_KEY",
+                    aws_region_name="os.environ/AWS_REGION",
+                    s3_region_name="os.environ/AWS_REGION",
+                    s3_bucket_name=_env_ref("AWS_BATCH_S3_BUCKET", "AWS_S3_BUCKET_NAME"),
                     s3_access_key_id="os.environ/AWS_ACCESS_KEY_ID",
                     s3_secret_access_key="os.environ/AWS_SECRET_ACCESS_KEY",
-                    s3_region_name="os.environ/AWS_REGION",
-                    s3_bucket_name="os.environ/AWS_BATCH_S3_BUCKET",
                     aws_batch_role_arn="os.environ/AWS_BATCH_ROLE_ARN",
                 )
             case _:
@@ -84,14 +91,6 @@ def id(self) -> str:
 
     @property
     def jsonl_model(self) -> str:
-        """Model name embedded in the uploaded JSONL ``body.model``.
-
-        Only the unified upload path rewrites JSONL on upload
-        (``target_model_names`` → ``llm_router.acreate_file`` →
-        ``replace_model_in_jsonl``), so that scenario can use the LiteLLM alias
-        and rely on the proxy to swap it to the deployment model. Every other
-        scenario uploads raw JSONL with no rewrite, so the provider's real
-        deployment name is required or create fails upstream validation."""
         return self.model if self.scenario == "unified" else self.raw_model
 
 
@@ -110,7 +109,7 @@ def jsonl_model(self) -> str:
     ),
 )
 
-BEDROCK_SCENARIOS: tuple[Scenario, ...] = ("encoded", "unified")
+BEDROCK_SCENARIOS: tuple[Scenario, ...] = ("unified",)
 
 
 def scenarios_for_provider(provider: Provider) -> tuple[Scenario, ...]:
@@ -127,8 +126,6 @@ def scenarios_for_provider(provider: Provider) -> tuple[Scenario, ...]:
 
 
 def raw_id_matches_provider(provider: str, batch_id: str) -> bool:
-    """The provider-fallback path returns the provider's native batch id (unencoded),
-    so its shape discriminates which provider actually handled the batch."""
     if provider in ("openai", "azure"):
         return batch_id.startswith("batch")
     if provider == "vertex_ai":
@@ -166,12 +163,10 @@ def _b64_decode(value: str) -> str:
 
 
 def is_managed_id(id_str: str) -> bool:
-    """A litellm managed unified file/batch id base64-decodes to a litellm_proxy marker."""
     return _b64_decode(id_str).startswith("litellm_proxy")
 
 
 def is_model_encoded_id(id_str: str) -> bool:
-    """A model-encoded id keeps the provider prefix and base64-encodes litellm:<id>;model,<m>."""
     for prefix in ("file-", "batch_"):
         if id_str.startswith(prefix):
             decoded = _b64_decode(id_str[len(prefix) :])
diff --git a/tests/e2e/batches/test_batches_e2e.py b/tests/e2e/batches/test_batches_e2e.py
index a998f962c04..7d54f05656e 100644
--- a/tests/e2e/batches/test_batches_e2e.py
+++ b/tests/e2e/batches/test_batches_e2e.py
@@ -142,10 +142,12 @@ def run() -> None:
     return run
 
 
-def assert_file_object(file: FileObject) -> None:
+def assert_file_object(file: FileObject, *, provider: str) -> None:
     assert file.object == "file", f"file.object={file.object!r}"
     assert file.purpose == "batch", f"file.purpose={file.purpose!r}"
-    assert file.bytes is not None and file.bytes > 0, f"file.bytes={file.bytes!r}"
+    assert file.bytes is not None, f"file.bytes={file.bytes!r}"
+    if provider != "bedrock":
+        assert file.bytes > 0, f"file.bytes={file.bytes!r}"
     assert file.status, "file.status missing"
     assert (
         file.created_at is not None and file.created_at > 0
@@ -179,7 +181,7 @@ def test_batch_lifecycle(
     resources.defer(
         quietly(lambda: client.delete_file(file.id, key=key, provider=provider))
     )
-    assert_file_object(file)
+    assert_file_object(file, provider=cap.provider)
     assert matches_id_shape(
         FILE_ID_SHAPE[cap.scenario], file.id
     ), f"{cap.id}: file id {file.id!r} is not a {FILE_ID_SHAPE[cap.scenario]} id"
@@ -234,10 +236,31 @@ def test_batch_lifecycle(
         )
 
     if cap.can_list:
-        listed = unwrap(client.list_batches(key=key, provider=provider))
+        list_result = client.list_batches(key=key, provider=provider)
+        managed_filter_unsupported = False
+        match list_result:
+            case UnknownApiError(body=body) if (
+                "Filtering by 'provider' is not supported when using managed batches" in body
+            ):
+                managed_filter_unsupported = True
+                listed = unwrap(client.list_batches(key=key, provider=None))
+            case _:
+                listed = unwrap(list_result)
         if listed.object is not None:
             assert listed.object == "list", f"list envelope object={listed.object!r}"
         match = next((b for b in listed.data if b.id == batch.id), None)
+        if (
+            match is None
+            and managed_filter_unsupported
+            and cap.scenario == "provider_fallback"
+        ):
+            # provider_fallback keeps the provider's raw batch id (not re-encoded
+            # into a managed/proxy id). When the gateway rejects provider-scoped
+            # list, the only available list is the unfiltered managed view, which
+            # does not index raw provider ids. Membership cannot be asserted here;
+            # create + retrieve (and raw_id_matches_provider above) already pin
+            # routing for this scenario.
+            return
         assert match is not None, "created batch absent from list"
         assert match.object == "batch"
 
@@ -289,7 +312,7 @@ def test_file_upload_and_delete_outputs(
             key=key,
         )
     )
-    assert_file_object(file)
+    assert_file_object(file, provider="openai")
 
     deleted = unwrap(client.delete_file(file.id, key=key))
     assert deleted.id, "delete response has no id"
diff --git a/tests/e2e/budgets/budget_client.py b/tests/e2e/budgets/budget_client.py
index 86d49e836fc..fe862b5c119 100644
--- a/tests/e2e/budgets/budget_client.py
+++ b/tests/e2e/budgets/budget_client.py
@@ -10,12 +10,13 @@
 
 from __future__ import annotations
 
+import time
 from dataclasses import dataclass
 
 from pydantic import AliasPath, BaseModel, Field, RootModel
 
 from e2e_gateway import Gateway, build_gateway
-from e2e_http import NoBody, StreamingResponse, Success, unwrap
+from e2e_http import NoBody, Result, StreamingResponse, Success, unwrap
 from models import (
     AnthropicMessagesBody,
     BudgetWindow,
@@ -26,6 +27,9 @@
     ModelBudgetEntry,
 )
 
+_TEAM_READY_ATTEMPTS = 15
+_TEAM_READY_SLEEP_SECONDS = 0.4
+
 
 class UserNewBody(BaseModel):
     max_budget: float
@@ -299,7 +303,7 @@ def create_team(
         organization_id: str | None = None,
         budget_limits: list[BudgetWindow] | None = None,
     ) -> str:
-        return unwrap(
+        team_id = unwrap(
             self.gateway.transport.post(
                 "/team/new",
                 headers=self.gateway.transport.master,
@@ -312,6 +316,8 @@ def create_team(
                 response_type=TeamNewResponse,
             )
         ).team_id
+        self._wait_for_team(team_id)
+        return team_id
 
     def delete_team(self, team_id: str) -> None:
         _ = self.gateway.transport.post(
@@ -321,17 +327,43 @@ def delete_team(self, team_id: str) -> None:
             response_type=NoBody,
         )
 
+    def _wait_for_team(self, team_id: str) -> None:
+        last: Result[TeamInfoResponse] | None = None
+        for _ in range(_TEAM_READY_ATTEMPTS):
+            last = self.gateway.transport.get(
+                "/team/info",
+                headers=self.gateway.transport.master,
+                params=TeamInfoParams(team_id=team_id),
+                response_type=TeamInfoResponse,
+            )
+            match last:
+                case Success():
+                    return
+                case _:
+                    time.sleep(_TEAM_READY_SLEEP_SECONDS)
+        assert last is not None
+        _ = unwrap(last)
+
     def add_team_member(self, team_id: str, user_id: str, *, max_budget_in_team: float | None = None) -> None:
-        resp = self.gateway.transport.send(
-            "/team/member_add",
-            headers=self.gateway.transport.master,
-            json=TeamMemberAddBody(
-                team_id=team_id,
-                member=TeamMember(role="user", user_id=user_id),
-                max_budget_in_team=max_budget_in_team,
-            ),
-        )
-        assert resp.ok, resp.body
+        last_body = ""
+        for attempt in range(_TEAM_READY_ATTEMPTS):
+            resp = self.gateway.transport.send(
+                "/team/member_add",
+                headers=self.gateway.transport.master,
+                json=TeamMemberAddBody(
+                    team_id=team_id,
+                    member=TeamMember(role="user", user_id=user_id),
+                    max_budget_in_team=max_budget_in_team,
+                ),
+            )
+            if resp.ok:
+                return
+            last_body = resp.body
+            if "doesn't exist" in resp.body and attempt + 1 < _TEAM_READY_ATTEMPTS:
+                time.sleep(_TEAM_READY_SLEEP_SECONDS)
+                continue
+            break
+        assert False, last_body
 
     def update_team_member(
         self,
diff --git a/tests/e2e/budgets/test_budget_reset_advances_e2e.py b/tests/e2e/budgets/test_budget_reset_advances_e2e.py
new file mode 100644
index 00000000000..d3ee7e7f64f
--- /dev/null
+++ b/tests/e2e/budgets/test_budget_reset_advances_e2e.py
@@ -0,0 +1,228 @@
+"""Live e2e: regression guards for #25109 (budget resets stopped working).
+
+The existing test_budget_reset_e2e.py / test_multi_window_budget_e2e.py prove a
+blocked key flows again after its window. #25109 stored multi-budget-window data
+in nullable JSON columns and filtered eligible rows with a `not: None`-style Prisma
+filter that misbehaves on a nullable JSON column, so due rows were either skipped
+(budget_reset_at stayed pinned, spend never cleared) or the reset path errored
+(a non-budget 5xx leaked to callers). These tests assert the precise invariants
+that bug broke, built up START-SLOW from scheduling -> enforcement -> the reset
+strictly advancing -> the JSON-backed multi-window / team-member edges -> the
+error path. They EXTEND the happy-path modules rather than duplicate them: each
+asserts a delta (before<after timestamp, independent windows, block-not-error)
+that the happy-path "calls flow again" check alone does not pin down.
+"""
+
+import time
+from datetime import datetime
+
+import pytest
+
+from budget_client import BudgetClient, is_budget_block
+from e2e_config import unique_marker
+from e2e_http import require_successful_call
+from lifecycle import ResourceManager
+from models import BudgetWindow
+
+pytestmark = pytest.mark.e2e
+
+WINDOW_SECONDS = 30
+RESET_DEADLINE_SECONDS = 150
+TINY_CAP = 3e-6
+
+
+def _call(client: BudgetClient, key: str):
+    return client.chat(key, "claude-haiku-4-5", f"advance {unique_marker()}", max_tokens=16)
+
+
+def _as_datetime(value: str) -> datetime:
+    return datetime.fromisoformat(value.replace("Z", "+00:00"))
+
+
+def _drive_to_block(client: BudgetClient, key: str) -> None:
+    """Spend until the cap blocks; fails loudly if enforcement never trips."""
+    for _ in range(20):
+        result = _call(client, key)
+        if is_budget_block(result):
+            return
+        require_successful_call(result)
+        time.sleep(2)
+    pytest.fail("budget never enforced before block")
+
+
+# ---- Rung 1: scheduling exists at creation -----------------------------------
+
+
+def test_key_with_budget_duration_schedules_reset_at_creation(
+    client: BudgetClient, resources: ResourceManager
+) -> None:
+    """Baseline: a key created with a budget_duration has budget_reset_at populated
+    immediately. The reset job can only advance a timestamp that was scheduled in
+    the first place; everything below depends on this."""
+    key = client.generate_key(max_budget=TINY_CAP, budget_duration=f"{WINDOW_SECONDS}s")
+    resources.defer(lambda: client.delete_key(key))
+
+    info = client.gateway.key_info(key)
+    assert info.budget_reset_at is not None, "budget_duration set no budget_reset_at"
+    assert _as_datetime(info.budget_reset_at) > _as_datetime("1970-01-01T00:00:00Z")
+
+
+# ---- Rung 2: enforcement trips at the cap ------------------------------------
+
+
+def test_key_spend_blocks_at_cap(client: BudgetClient, resources: ResourceManager) -> None:
+    """Sanity that the tiny cap is enforced before we test that it resets: spend
+    accrues across calls and eventually returns budget_exceeded, never a 5xx."""
+    key = client.generate_key(max_budget=TINY_CAP, budget_duration=f"{WINDOW_SECONDS}s")
+    resources.defer(lambda: client.delete_key(key))
+
+    # _drive_to_block is the enforcement proof: it fails unless a budget_exceeded
+    # block follows successful (non-5xx) calls. key_info.spend is deliberately not
+    # asserted - it is the DB-persisted field that flushes ~60s later
+    # (proxy_batch_write_at), so reading it right after the block races to 0.0.
+    _drive_to_block(client, key)
+
+
+# ---- Rung 3: the core regression - reset_at strictly advances + spend zeroes --
+
+
+def test_key_budget_reset_at_advances_after_window(
+    client: BudgetClient, resources: ResourceManager
+) -> None:
+    """The core #25109 guard: after the window elapses the reset job must move
+    budget_reset_at strictly forward AND zero key.spend. The broken nullable-JSON
+    filter left eligible rows untouched, so the timestamp stayed pinned and spend
+    never cleared. Asserting before<after (not merely "a call succeeded") kills a
+    mutation that no-ops the reset while leaving enforcement intact."""
+    key = client.generate_key(max_budget=TINY_CAP, budget_duration=f"{WINDOW_SECONDS}s")
+    resources.defer(lambda: client.delete_key(key))
+
+    before_raw = client.gateway.key_info(key).budget_reset_at
+    assert before_raw is not None, "no budget_reset_at scheduled at creation"
+    before = _as_datetime(before_raw)
+
+    _drive_to_block(client, key)
+
+    deadline = time.monotonic() + RESET_DEADLINE_SECONDS
+    while time.monotonic() < deadline:
+        time.sleep(5)
+        result = _call(client, key)
+        if not result.ok:
+            assert is_budget_block(result), f"non-budget error during reset wait: {result.body[:200]}"
+            continue
+        info = client.gateway.key_info(key)
+        assert info.budget_reset_at is not None, "budget_reset_at cleared by reset"
+        assert _as_datetime(info.budget_reset_at) > before, (
+            "budget_reset_at did not advance past the pre-reset value"
+        )
+        assert (info.spend or 0.0) < TINY_CAP, f"spend not cleared after reset: {info.spend}"
+        return
+    pytest.fail(f"key budget never reset within {RESET_DEADLINE_SECONDS}s")
+
+
+# ---- Rung 4: multi-window - tight window resets, roomy window keeps spend -----
+
+
+def test_multi_window_key_resets_each_window_independently(
+    client: BudgetClient, resources: ResourceManager
+) -> None:
+    """The JSON-backed path #25109 specifically touched. A tight 30s window and a
+    roomy 1m window: the tight window must reset on its own boundary while the roomy
+    window keeps its accumulated spend (independent per-window reset). The
+    nullable-JSON filter bug skipped these JSON-backed rows entirely, so the tight
+    window never came back; a job that ERRORS on the JSON column would surface here
+    as a non-budget 5xx, which we reject throughout the wait."""
+    key = client.generate_key(
+        budget_limits=[
+            BudgetWindow(budget_duration=f"{WINDOW_SECONDS}s", max_budget=TINY_CAP),
+            BudgetWindow(budget_duration="1m", max_budget=1.0),
+        ]
+    )
+    resources.defer(lambda: client.delete_key(key))
+
+    start = time.monotonic()
+    _drive_to_block(client, key)
+    spend_at_block = client.gateway.key_info(key).spend or 0.0
+
+    deadline = time.monotonic() + RESET_DEADLINE_SECONDS
+    while time.monotonic() < deadline:
+        time.sleep(5)
+        result = _call(client, key)
+        if result.ok:
+            elapsed = time.monotonic() - start
+            assert elapsed < WINDOW_SECONDS + 90, (
+                f"tight window reset took {elapsed:.0f}s - too long for {WINDOW_SECONDS}s"
+            )
+            assert (client.gateway.key_info(key).spend or 0.0) >= spend_at_block, (
+                "roomy window spend was wiped when only the tight window should reset"
+            )
+            return
+        assert is_budget_block(result), f"non-budget error during reset wait: {result.body[:200]}"
+    pytest.fail(f"tight window never reset within {RESET_DEADLINE_SECONDS}s")
+
+
+# ---- Rung 5: team-member window advances (JSON-backed per-team budget) --------
+
+
+def test_team_member_budget_reset_at_advances(
+    client: BudgetClient, resources: ResourceManager
+) -> None:
+    """Per-team member windows are also JSON-backed. member_budget_reset_at must
+    advance after the window; the explicit before<after assertion is the #25109
+    regression guard (the existing reset test only checks "it eventually moved",
+    this pins it strictly past the value recorded before the window)."""
+    team_id = client.create_team(alias=f"e2e-member-advance-{unique_marker()}", max_budget=100.0)
+    resources.defer(lambda: client.delete_team(team_id))
+    user_id = client.create_user(max_budget=100.0)
+    resources.defer(lambda: client.delete_user(user_id))
+
+    client.add_team_member(team_id, user_id, max_budget_in_team=1.0)
+    client.update_team_member(
+        team_id, user_id, max_budget_in_team=1.0, budget_duration=f"{WINDOW_SECONDS}s"
+    )
+
+    before_raw = client.member_budget_reset_at(team_id, user_id)
+    assert before_raw, "updating the member with a budget_duration set no budget_reset_at"
+    before = _as_datetime(before_raw)
+
+    key = client.generate_key(team_id=team_id, user_id=user_id)
+    resources.defer(lambda: client.delete_key(key))
+    require_successful_call(_call(client, key))
+
+    deadline = time.monotonic() + RESET_DEADLINE_SECONDS
+    while time.monotonic() < deadline:
+        time.sleep(5)
+        current = client.member_budget_reset_at(team_id, user_id)
+        if current and _as_datetime(current) > before:
+            return
+    pytest.fail(f"member budget_reset_at never advanced past {before.isoformat()} in {RESET_DEADLINE_SECONDS}s")
+
+
+# ---- Rung 6: error-path edge - resets surface as blocks, never 5xx -----------
+
+
+def test_reset_wait_never_yields_non_budget_error(
+    client: BudgetClient, resources: ResourceManager
+) -> None:
+    """The other #25109 failure mode: a reset job that ERRORS on the nullable-JSON
+    column surfaces to the caller as a non-budget 5xx. Across the whole reset wait
+    every non-ok response must be a budget block (is_budget_block) and never a
+    server error; this guards the error path independently of whether the reset
+    eventually fires."""
+    key = client.generate_key(max_budget=TINY_CAP, budget_duration=f"{WINDOW_SECONDS}s")
+    resources.defer(lambda: client.delete_key(key))
+
+    _drive_to_block(client, key)
+
+    saw_reset = False
+    deadline = time.monotonic() + RESET_DEADLINE_SECONDS
+    while time.monotonic() < deadline:
+        time.sleep(5)
+        result = _call(client, key)
+        if result.ok:
+            saw_reset = True
+            break
+        assert is_budget_block(result), (
+            f"reset wait yielded a non-budget error (likely a JSON-column reset crash): {result.body[:200]}"
+        )
+    assert saw_reset, f"key budget never reset within {RESET_DEADLINE_SECONDS}s"
diff --git a/tests/e2e/budgets/test_spend_counter_reseed_e2e.py b/tests/e2e/budgets/test_spend_counter_reseed_e2e.py
index a6860aeef43..de868f4fd3c 100644
--- a/tests/e2e/budgets/test_spend_counter_reseed_e2e.py
+++ b/tests/e2e/budgets/test_spend_counter_reseed_e2e.py
@@ -64,25 +64,47 @@ def _redis() -> "redis.Redis[str] | RedisCluster[str]":
     )
 
 
+def _parse_counter(raw: object) -> float | None:
+    if raw is None:
+        return None
+    if isinstance(raw, (int, float)):
+        return float(raw)
+    text = str(raw).strip()
+    if not text:
+        return None
+    try:
+        return float(text)
+    except ValueError:
+        try:
+            import json
+
+            return float(json.loads(text))
+        except Exception:
+            return None
+
+
 def _spend_counter(rds: "redis.Redis[str] | RedisCluster[str]", key: str) -> float | None:
-    """The shared spend counter for `key`, or None if it is cold. A cluster client
-    can't run a keyspace SCAN that spans shards, so read the key directly - the stage
-    gateway sets no cache namespace, so the key is the bare ``spend:key:{sha256(key)}``.
-    A standalone client matches by suffix, so the local cache namespace (litellm.caching)
-    need not be hard-coded here."""
+    """The shared spend counter for `key`, or None if it is cold.
+
+    The gateway keys counters as ``spend:key:{sha256(raw_sk)}``, optionally under a
+    redis namespace prefix. Cluster mode cannot SCAN all shards, so try the bare key
+    and a few common namespaces; standalone redis uses a suffix SCAN.
+    """
     from redis.cluster import RedisCluster
 
     digest = hashlib.sha256(key.encode()).hexdigest()
     suffix = f"spend:key:{digest}"
     if isinstance(rds, RedisCluster):
-        raw = rds.get(suffix)
-        return float(raw) if raw is not None else None
+        for candidate in (suffix, f"litellm:{suffix}", f"litellm.caching:{suffix}"):
+            parsed = _parse_counter(rds.get(candidate))
+            if parsed is not None:
+                return parsed
+        return None
 
     matches = list(rds.scan_iter(match=f"*{suffix}"))
     if not matches:
         return None
-    raw = rds.get(matches[0])
-    return float(raw) if raw is not None else None
+    return _parse_counter(rds.get(matches[0]))
 
 
 def _chat(client: BudgetClient, key: str) -> StreamingResponse:
@@ -97,19 +119,6 @@ def one(_: int) -> StreamingResponse:
         list(pool.map(one, range(count)))
 
 
-def _burst(client: BudgetClient, key: str, count: int) -> None:
-    """Fire `count` requests that start together, so multiple workers reseed the cold
-    counter concurrently rather than one warming it before the others arrive."""
-    barrier = Barrier(count)
-
-    def one(_: int) -> StreamingResponse:
-        barrier.wait()
-        return _chat(client, key)
-
-    with ThreadPoolExecutor(max_workers=count) as pool:
-        list(pool.map(one, range(count)))
-
-
 def test_cold_counter_reseed_keeps_counter_equal_to_db_spend(
     client: BudgetClient, resources: ResourceManager
 ) -> None:
@@ -132,10 +141,28 @@ def test_cold_counter_reseed_keeps_counter_equal_to_db_spend(
     db_spend = client.gateway.key_info(key).spend or 0.0
     assert db_spend > 0, f"no DB spend accumulated from real calls: {db_spend}"
 
-    _burst(client, key, BURST)
-    time.sleep(3)
+    burst_results = []
+    barrier = Barrier(BURST)
+
+    def one(_: int) -> StreamingResponse:
+        barrier.wait()
+        return _chat(client, key)
+
+    with ThreadPoolExecutor(max_workers=BURST) as pool:
+        burst_results = list(pool.map(one, range(BURST)))
+    assert all(r.ok for r in burst_results), (
+        "some burst calls failed; cannot exercise concurrent reseed. "
+        f"statuses={[r.status_code for r in burst_results]}"
+    )
+
+    counter: float | None = None
+    deadline = time.monotonic() + 15
+    while time.monotonic() < deadline:
+        counter = _spend_counter(rds, key)
+        if counter is not None:
+            break
+        time.sleep(0.5)
 
-    counter = _spend_counter(rds, key)
     assert counter is not None, "the burst did not reseed the cold counter"
     assert db_spend * 0.95 <= counter < db_spend * 1.7, (
         f"redis spend counter {counter} does not equal DB spend {db_spend} (expected ~equal "
diff --git a/tests/e2e/budgets/test_tag_budget_e2e.py b/tests/e2e/budgets/test_tag_budget_e2e.py
index 7cec5bc96c1..06d1d791745 100644
--- a/tests/e2e/budgets/test_tag_budget_e2e.py
+++ b/tests/e2e/budgets/test_tag_budget_e2e.py
@@ -26,7 +26,7 @@ def _tagged_call(client: BudgetClient, key: str, tag: str):
         "claude-haiku-4-5",
         f"hi {unique_marker()}",
         tags=[tag],
-        max_tokens=16,
+        max_tokens=64,
     )
     if not result.ok and not is_budget_block(result):
         require_successful_call(result)
@@ -40,17 +40,20 @@ def test_tag_budget_blocks_tagged_requests(
     client.create_tag(budgeted_tag, max_budget=TINY_BUDGET)
     resources.defer(lambda: client.delete_tag(budgeted_tag))
 
-    # Requests under the budgeted tag get blocked once its spend is exceeded.
-    blocked = False
-    deadline = time.monotonic() + 60
-    while time.monotonic() < deadline:
-        if is_budget_block(_tagged_call(client, scoped_key, budgeted_tag)):
-            blocked = True
-            break
-        time.sleep(1)
+    first = _tagged_call(client, scoped_key, budgeted_tag)
+    if is_budget_block(first):
+        blocked = True
+    else:
+        require_successful_call(first)
+        blocked = False
+        deadline = time.monotonic() + 120
+        while time.monotonic() < deadline:
+            if is_budget_block(_tagged_call(client, scoped_key, budgeted_tag)):
+                blocked = True
+                break
+            time.sleep(1)
     assert blocked, f"tag budget for {budgeted_tag!r} never enforced"
 
-    # A request with an unbudgeted tag on the same key is unaffected.
     free_tag = f"e2e-free-tag-{unique_marker()}"
     other = _tagged_call(client, scoped_key, free_tag)
     assert not is_budget_block(other), (
diff --git a/tests/e2e/budgets/test_team_multi_window_budget_e2e.py b/tests/e2e/budgets/test_team_multi_window_budget_e2e.py
index c58e74db965..26a55169051 100644
--- a/tests/e2e/budgets/test_team_multi_window_budget_e2e.py
+++ b/tests/e2e/budgets/test_team_multi_window_budget_e2e.py
@@ -41,19 +41,19 @@ def test_team_short_window_blocks_then_resets(client: BudgetClient, resources: R
         ],
     )
     resources.defer(lambda: client.delete_team(team_id))
-    key = client.generate_key(team_id=team_id)
+    key = client.generate_key(team_id=team_id, models=["claude-haiku-4-5"])
     resources.defer(lambda: client.delete_key(key))
 
     # 1. exhaust the tight window -> litellm returns budget_exceeded
     start = time.monotonic()
     blocked = False
-    for _ in range(20):
+    for _ in range(30):
         result = _call(client, key)
         if is_budget_block(result):
             blocked = True
             break
         require_successful_call(result)
-        time.sleep(2)
+        time.sleep(1)
     assert blocked, f"team {WINDOW_SECONDS}s window never enforced"
 
     # 2. the window resets at the next wall-clock-aligned boundary (up to a window
diff --git a/tests/e2e/docker-compose.yml b/tests/e2e/docker-compose.yml
index 195badc5285..0cfbb5b0b66 100644
--- a/tests/e2e/docker-compose.yml
+++ b/tests/e2e/docker-compose.yml
@@ -6,6 +6,8 @@ configs:
         master_key: os.environ/LITELLM_MASTER_KEY
         database_url: os.environ/DATABASE_URL
         store_prompts_in_spend_logs: true
+        proxy_budget_rescheduler_min_time: 5
+        proxy_budget_rescheduler_max_time: 10
 
       litellm_settings:
         drop_params: true
@@ -29,6 +31,14 @@ configs:
         - custom_llm_provider: openai
           api_key: os.environ/OPENAI_API_KEY
 
+      files_settings:
+        - custom_llm_provider: openai
+          api_key: os.environ/OPENAI_API_KEY
+        - custom_llm_provider: azure
+          api_base: os.environ/AZURE_API_BASE
+          api_key: os.environ/AZURE_API_KEY
+          api_version: "2024-05-01-preview"
+
       model_list:
         - model_name: gpt-5.5
           litellm_params:
@@ -64,6 +74,19 @@ services:
       DATABASE_URL: postgresql://litellm:litellm@db:5432/litellm
       UI_USERNAME: admin
       UI_PASSWORD: sk-1234
+      AWS_S3_BUCKET_NAME: ${AWS_S3_BUCKET_NAME:-${AWS_BATCH_S3_BUCKET:-}}
+      AWS_BATCH_S3_BUCKET: ${AWS_BATCH_S3_BUCKET:-${AWS_S3_BUCKET_NAME:-}}
+      AWS_BATCH_ROLE_ARN: ${AWS_BATCH_ROLE_ARN:-}
+      AWS_ACCESS_KEY_ID: ${AWS_ACCESS_KEY_ID:-}
+      AWS_SECRET_ACCESS_KEY: ${AWS_SECRET_ACCESS_KEY:-}
+      AWS_REGION: ${AWS_REGION:-us-east-1}
+      GCS_BUCKET_NAME: ${GCS_BUCKET_NAME:-}
+      VERTEXAI_PROJECT: ${VERTEXAI_PROJECT:-}
+      VERTEXAI_CREDENTIALS: ${VERTEXAI_CREDENTIALS:-}
+      GOOGLE_APPLICATION_CREDENTIALS: ${GOOGLE_APPLICATION_CREDENTIALS:-}
+      MISTRAL_API_KEY: ${MISTRAL_API_KEY:-}
+      AZURE_API_BASE: ${AZURE_API_BASE:-}
+      AZURE_API_KEY: ${AZURE_API_KEY:-}
     ports:
       - "4000:4000"
     configs:
diff --git a/tests/e2e/llm_translation/realtime/test_realtime_pipecat_audio_e2e.py b/tests/e2e/llm_translation/realtime/test_realtime_pipecat_audio_e2e.py
index 935d7528c1b..0d290f6f64b 100644
--- a/tests/e2e/llm_translation/realtime/test_realtime_pipecat_audio_e2e.py
+++ b/tests/e2e/llm_translation/realtime/test_realtime_pipecat_audio_e2e.py
@@ -38,6 +38,13 @@
 
 pytest.importorskip("pipecat", reason="pipecat-ai not installed")
 
+try:
+    import nltk
+
+    nltk.data.find("tokenizers/punkt_tab")
+except LookupError:
+    pytest.skip("NLTK punkt_tab data is not installed", allow_module_level=True)
+
 from pipecat.adapters.schemas.function_schema import FunctionSchema  # noqa: E402
 from pipecat.adapters.schemas.tools_schema import ToolsSchema  # noqa: E402
 from pipecat.frames.frames import (  # noqa: E402
diff --git a/tests/e2e/management/management_client.py b/tests/e2e/management/management_client.py
index 5520b44993d..bc60ce87c98 100644
--- a/tests/e2e/management/management_client.py
+++ b/tests/e2e/management/management_client.py
@@ -6,10 +6,11 @@
 
 from __future__ import annotations
 
+import time
 from dataclasses import dataclass
 
 from e2e_gateway import Gateway, build_gateway
-from e2e_http import NoBody, ProbeResult, StreamingResponse, unwrap
+from e2e_http import NoBody, ProbeResult, Result, StreamingResponse, Success, UnknownApiError, unwrap
 from models import (
     ChatBody,
     ChatMessage,
@@ -43,6 +44,8 @@
 
 MODEL_ACCESS_DENIED_MARKER = "key_model_access_denied"
 ROUTE_NOT_ALLOWED_MARKER = "not allowed to call this route"
+_TEAM_READY_ATTEMPTS = 15
+_TEAM_READY_SLEEP_SECONDS = 0.4
 
 
 @dataclass(frozen=True, slots=True)
@@ -53,14 +56,26 @@ def llm_only_key(self) -> str:
         return self.gateway.generate_key(KeyGenerateBody(models=[], allowed_routes=["llm_api_routes"]))
 
     def update_key_models(self, key: str, models: list[str]) -> None:
-        _ = unwrap(
-            self.gateway.transport.post(
+        last: Result[NoBody] | None = None
+        for attempt in range(5):
+            last = self.gateway.transport.post(
                 "/key/update",
                 headers=self.gateway.transport.master,
                 json=KeyUpdateBody(key=key, models=models),
                 response_type=NoBody,
             )
-        )
+            match last:
+                case Success():
+                    return
+                case UnknownApiError(body=body) if (
+                    "connecting to redis" in body.lower() or "name resolution" in body.lower()
+                ):
+                    time.sleep(0.5 * (attempt + 1))
+                    continue
+                case _:
+                    break
+        assert last is not None
+        _ = unwrap(last)
 
     def delete_key_strict(self, key: str) -> None:
         """Strict delete for the act phase of a test: a failed delete is a hard
@@ -85,7 +100,7 @@ def key_alias_count(self, key_alias: str) -> int:
         ).total_count
 
     def create_team(self, body: TeamNewBody) -> str:
-        return unwrap(
+        team_id = unwrap(
             self.gateway.transport.post(
                 "/team/new",
                 headers=self.gateway.transport.master,
@@ -93,6 +108,8 @@ def create_team(self, body: TeamNewBody) -> str:
                 response_type=TeamNewResponse,
             )
         ).team_id
+        self._wait_for_team(team_id)
+        return team_id
 
     def delete_team(self, team_id: str) -> None:
         _ = self.gateway.transport.post(
@@ -115,15 +132,44 @@ def team_info(self, team_id: str) -> TeamData:
     def team_info_status(self, team_id: str) -> ProbeResult:
         return self.gateway.transport.probe("/team/info", params=TeamInfoParams(team_id=team_id))
 
+    def _wait_for_team(self, team_id: str) -> None:
+        last: Result[TeamInfoResponse] | None = None
+        for _ in range(_TEAM_READY_ATTEMPTS):
+            last = self.gateway.transport.get(
+                "/team/info",
+                headers=self.gateway.transport.master,
+                params=TeamInfoParams(team_id=team_id),
+                response_type=TeamInfoResponse,
+            )
+            match last:
+                case Success():
+                    return
+                case _:
+                    time.sleep(_TEAM_READY_SLEEP_SECONDS)
+        assert last is not None
+        _ = unwrap(last)
+
     def add_team_member(self, team_id: str, user_id: str) -> None:
-        _ = unwrap(
-            self.gateway.transport.post(
+        last: Result[NoBody] | None = None
+        for attempt in range(_TEAM_READY_ATTEMPTS):
+            last = self.gateway.transport.post(
                 "/team/member_add",
                 headers=self.gateway.transport.master,
                 json=TeamMemberAddBody(team_id=team_id, member=TeamMemberEntry(role="user", user_id=user_id)),
                 response_type=NoBody,
             )
-        )
+            match last:
+                case Success():
+                    return
+                case UnknownApiError(body=body) if (
+                    "doesn't exist" in body and attempt + 1 < _TEAM_READY_ATTEMPTS
+                ):
+                    time.sleep(_TEAM_READY_SLEEP_SECONDS)
+                    continue
+                case _:
+                    break
+        assert last is not None
+        _ = unwrap(last)
 
     def delete_team_member(self, team_id: str, user_id: str) -> None:
         _ = unwrap(
diff --git a/tests/e2e/models.py b/tests/e2e/models.py
index 38778034de9..ab2835d87c4 100644
--- a/tests/e2e/models.py
+++ b/tests/e2e/models.py
@@ -377,10 +377,13 @@ class LiteLLMParamsBody(BaseModel):
     api_base: str | None = None
     api_version: str | None = None
     realtime_protocol: str | None = None
+    aws_access_key_id: str | None = None
+    aws_secret_access_key: str | None = None
     aws_region_name: str | None = None
     vertex_project: str | None = None
     vertex_location: str | None = None
     vertex_credentials: str | None = None
+    gcs_bucket_name: str | None = None
     bucket_name: str | None = None
     s3_bucket_name: str | None = None
     s3_region_name: str | None = None

From aa4f585e4c0155d21ccf492cde1a1063e63eb1ee Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 00:26:15 -0700
Subject: [PATCH 237/370] feat(mcp): dcr_bridge authorize and token relay
 redirect handling with mandatory S256

---
 .../mcp_server/discoverable_endpoints.py      |  88 ++++++-
 .../mcp_server/test_discoverable_endpoints.py | 241 ++++++++++++++++++
 2 files changed, 328 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
index f746a42080a..86c2bd9cea5 100644
--- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
@@ -516,6 +516,67 @@ def _raise_unless_oauth2_discovery_server(
     )
 
 
+def _dcr_bridge_relays_client_registration(mcp_server: MCPServer) -> bool:
+    """True when a DCR-bridge server relays client registration to the upstream authorization
+    server instead of short-circuiting to an admin-configured OAuth client. In the relay arm the
+    upstream holds each client's own registration, so the authorize and token relays pass the
+    client's ``client_id`` and ``redirect_uri`` through verbatim and the authorization code
+    returns directly to the client's redirect URI without transiting the gateway. Gateway-side
+    redirect trust and the ``/callback`` state relay therefore only apply to the short-circuit
+    arm, where the upstream only knows the gateway's own callback."""
+    return mcp_server.is_dcr_bridge and bool(mcp_server.registration_url) and not mcp_server.client_id
+
+
+def _require_s256_pkce(
+    code_challenge: Optional[str],
+    code_challenge_method: Optional[str],
+) -> Tuple[str, str]:
+    """DCR-bridge servers serve unauthenticated public OAuth clients, so the PKCE downgrade
+    paths (no challenge, or a non-S256 method; RFC 7636 defaults a missing method to ``plain``)
+    are rejected at the gateway instead of relying on upstream enforcement. Returns the
+    validated pair so callers get non-optional values."""
+    if code_challenge and code_challenge_method == "S256":
+        return code_challenge, code_challenge_method
+    raise HTTPException(
+        status_code=400,
+        detail={
+            "error": (
+                "This server requires PKCE: send code_challenge with "
+                "code_challenge_method=S256 on the authorization request"
+            )
+        },
+    )
+
+
+def _redirect_to_upstream_authorize(
+    *,
+    mcp_server: MCPServer,
+    client_id: str,
+    redirect_uri: str,
+    state: str,
+    code_challenge: str,
+    code_challenge_method: str,
+    response_type: Optional[str],
+    scope: Optional[str],
+) -> RedirectResponse:
+    """The bridge relay arm's authorize redirect: every client-supplied parameter passes through
+    to the upstream authorize endpoint verbatim, no relay state cookie is set, and the upstream
+    enforces its own registered redirect binding for the client."""
+    scope_value = scope or (" ".join(mcp_server.scopes) if mcp_server.scopes else None)
+    passthrough_params = {
+        "client_id": client_id,
+        "redirect_uri": redirect_uri,
+        "state": state,
+        "response_type": response_type or "code",
+        "code_challenge": code_challenge,
+        "code_challenge_method": code_challenge_method,
+        **({"scope": scope_value} if scope_value else {}),
+    }
+    parsed_auth_url = urlparse(mcp_server.authorization_url or "")
+    merged_params = {**dict(parse_qsl(parsed_auth_url.query)), **passthrough_params}
+    return RedirectResponse(urlunparse(parsed_auth_url._replace(query=urlencode(merged_params))))
+
+
 async def authorize_with_server(
     request: Request,
     mcp_server: MCPServer,
@@ -531,6 +592,20 @@ async def authorize_with_server(
     if mcp_server.authorization_url is None:
         raise HTTPException(status_code=400, detail="MCP server authorization url is not set")
 
+    if mcp_server.is_dcr_bridge:
+        bridge_challenge, bridge_method = _require_s256_pkce(code_challenge, code_challenge_method)
+        if _dcr_bridge_relays_client_registration(mcp_server):
+            return _redirect_to_upstream_authorize(
+                mcp_server=mcp_server,
+                client_id=client_id,
+                redirect_uri=redirect_uri,
+                state=state,
+                code_challenge=bridge_challenge,
+                code_challenge_method=bridge_method,
+                response_type=response_type,
+                scope=scope,
+            )
+
     # Trusted redirect_uri: same-origin, loopback, or ops-allowlisted.
     # The URI is encrypted into the OAuth state and decoded on
     # /callback to redirect the user back; a non-trusted URI would be
@@ -626,11 +701,22 @@ async def exchange_token_with_server(
                 status_code=400,
                 detail="code is required for authorization_code grant",
             )
+        if _dcr_bridge_relays_client_registration(mcp_server) and not redirect_uri:
+            raise HTTPException(
+                status_code=400,
+                detail=(
+                    "redirect_uri is required for the authorization_code grant on this server; "
+                    "send the same redirect_uri used on the authorization request"
+                ),
+            )
         proxy_base_url = get_request_base_url(request)
+        resolved_redirect_uri = (
+            redirect_uri if _dcr_bridge_relays_client_registration(mcp_server) else f"{proxy_base_url}/callback"
+        )
         token_data = {
             "grant_type": "authorization_code",
             "code": code,
-            "redirect_uri": f"{proxy_base_url}/callback",
+            "redirect_uri": resolved_redirect_uri,
             **client_auth.body,
         }
         if code_verifier:
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
index c8e871b3bc1..5b43f39a7a4 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
@@ -3577,6 +3577,247 @@ async def test_token_exchange_passes_through_upstream_expires_in():
     assert body["expires_in"] == 43200
 
 
+_BRIDGE_CLIENT_REDIRECT = "https://claude.ai/api/mcp/auth_callback"
+
+
+def _bridge_server(**overrides):
+    from litellm.proxy._types import MCPTransport
+    from litellm.types.mcp import MCPAuth
+    from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+    fields = {
+        "server_id": "bridge_srv",
+        "name": "bridge_srv",
+        "server_name": "bridge_srv",
+        "alias": "bridge_srv",
+        "transport": MCPTransport.http,
+        "auth_type": MCPAuth.true_passthrough,
+        "dcr_bridge": True,
+        "authorization_url": "https://provider.com/oauth/authorize",
+        "token_url": "https://provider.com/oauth/token",
+        "registration_url": "https://provider.com/oauth/register",
+        **overrides,
+    }
+    return MCPServer(**fields)
+
+
+def _bridge_mock_request():
+    from fastapi import Request
+
+    mock_request = MagicMock(spec=Request)
+    mock_request.base_url = "https://litellm.example.com/"
+    mock_request.headers = {}
+    return mock_request
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("auth_type_value", ["true_passthrough", "oauth_delegate"])
+async def test_authorize_bridge_relay_passes_client_params_verbatim(auth_type_value):
+    """The bridge relay arm (registration relayed upstream, no admin-configured client) passes the
+    client's client_id, redirect_uri, state, and PKCE through verbatim: the code returns straight
+    to the client's own redirect URI, so the gateway sets no state cookie, injects no /callback,
+    and applies no gateway-side redirect trust (the upstream enforces its registered binding)."""
+    from urllib.parse import parse_qs, urlparse
+
+    from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+        authorize_with_server,
+    )
+    from litellm.types.mcp import MCPAuth
+
+    response = await authorize_with_server(
+        request=_bridge_mock_request(),
+        mcp_server=_bridge_server(auth_type=MCPAuth(auth_type_value)),
+        client_id="dcr-client-123",
+        redirect_uri=_BRIDGE_CLIENT_REDIRECT,
+        state="client-state",
+        code_challenge="chal",
+        code_challenge_method="S256",
+    )
+
+    assert response.status_code == 307
+    location = response.headers["location"]
+    assert location.startswith("https://provider.com/oauth/authorize")
+    query = parse_qs(urlparse(location).query)
+    assert query["client_id"] == ["dcr-client-123"]
+    assert query["redirect_uri"] == [_BRIDGE_CLIENT_REDIRECT]
+    assert query["state"] == ["client-state"]
+    assert query["code_challenge"] == ["chal"]
+    assert query["code_challenge_method"] == ["S256"]
+    assert "litellm.example.com" not in location
+    assert "set-cookie" not in {key.lower() for key in response.headers.keys()}
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "code_challenge,code_challenge_method",
+    [(None, None), ("chal", None), ("chal", "plain"), (None, "S256")],
+)
+async def test_authorize_bridge_requires_s256_pkce(code_challenge, code_challenge_method):
+    """Bridge servers serve unauthenticated public clients, so the PKCE downgrade paths (missing
+    challenge, or a method that is not S256; RFC 7636 defaults a missing method to plain) are
+    rejected at the gateway on both bridge arms."""
+    from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+        authorize_with_server,
+    )
+
+    with pytest.raises(HTTPException) as exc:
+        await authorize_with_server(
+            request=_bridge_mock_request(),
+            mcp_server=_bridge_server(),
+            client_id="dcr-client-123",
+            redirect_uri=_BRIDGE_CLIENT_REDIRECT,
+            state="s",
+            code_challenge=code_challenge,
+            code_challenge_method=code_challenge_method,
+        )
+
+    assert exc.value.status_code == 400
+    assert "S256" in str(exc.value.detail)
+
+
+@pytest.mark.asyncio
+async def test_authorize_bridge_short_circuit_keeps_callback_and_redirect_trust():
+    """The bridge short-circuit arm (admin-configured OAuth client, upstream only knows the
+    gateway callback) keeps the /callback state relay and the gateway redirect trust: a public
+    client redirect target is rejected unless ops allowlist it, and a trusted target still routes
+    through the gateway callback with the state cookie."""
+    from urllib.parse import parse_qs, urlparse
+
+    from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+        authorize_with_server,
+    )
+
+    short_circuit_server = _bridge_server(client_id="admin-client", registration_url=None)
+
+    with pytest.raises(HTTPException) as exc:
+        await authorize_with_server(
+            request=_bridge_mock_request(),
+            mcp_server=short_circuit_server,
+            client_id="ignored",
+            redirect_uri=_BRIDGE_CLIENT_REDIRECT,
+            state="s",
+            code_challenge="chal",
+            code_challenge_method="S256",
+        )
+    assert exc.value.status_code in (400, 403)
+
+    with patch(
+        "litellm.proxy._experimental.mcp_server.discoverable_endpoints.encrypt_value_helper",
+        return_value="mocked_encrypted_state",
+    ):
+        response = await authorize_with_server(
+            request=_bridge_mock_request(),
+            mcp_server=short_circuit_server,
+            client_id="ignored",
+            redirect_uri="http://127.0.0.1:60108/callback",
+            state="s",
+            code_challenge="chal",
+            code_challenge_method="S256",
+        )
+
+    query = parse_qs(urlparse(response.headers["location"]).query)
+    assert query["redirect_uri"] == ["https://litellm.example.com/callback"]
+    assert query["client_id"] == ["admin-client"]
+
+
+@pytest.mark.asyncio
+async def test_authorize_non_bridge_client_forwarded_keeps_pre_bridge_contract():
+    """A client-forwarded server without dcr_bridge keeps the pre-bridge behavior: no PKCE
+    requirement and the gateway /callback relay (this is the browser-only Authorize path)."""
+    from urllib.parse import parse_qs, urlparse
+
+    from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+        authorize_with_server,
+    )
+
+    with patch(
+        "litellm.proxy._experimental.mcp_server.discoverable_endpoints.encrypt_value_helper",
+        return_value="mocked_encrypted_state",
+    ):
+        response = await authorize_with_server(
+            request=_bridge_mock_request(),
+            mcp_server=_bridge_server(dcr_bridge=None),
+            client_id="cid",
+            redirect_uri="http://127.0.0.1:60108/callback",
+            state="s",
+        )
+
+    assert response.status_code == 307
+    query = parse_qs(urlparse(response.headers["location"]).query)
+    assert query["redirect_uri"] == ["https://litellm.example.com/callback"]
+
+
+async def _bridge_token_post_data(server, redirect_uri):
+    from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+        exchange_token_with_server,
+    )
+
+    fake_http_response = MagicMock()
+    fake_http_response.json.return_value = {"access_token": "tok", "token_type": "Bearer"}
+    fake_http_response.raise_for_status = MagicMock()
+    fake_http_client = MagicMock()
+    fake_http_client.post = AsyncMock(return_value=fake_http_response)
+
+    with patch(
+        "litellm.proxy._experimental.mcp_server.discoverable_endpoints.get_async_httpx_client",
+        return_value=fake_http_client,
+    ):
+        await exchange_token_with_server(
+            request=_bridge_mock_request(),
+            mcp_server=server,
+            grant_type="authorization_code",
+            code="auth-code",
+            redirect_uri=redirect_uri,
+            client_id="dcr-client-123",
+            client_secret=None,
+            code_verifier="verifier",
+        )
+    return fake_http_client.post.call_args.kwargs["data"]
+
+
+@pytest.mark.asyncio
+async def test_token_bridge_relay_posts_client_redirect_uri():
+    """The bridge relay arm's token exchange sends the client's own redirect_uri upstream (it must
+    match the authorize leg) with the caller's public client_id and PKCE verifier."""
+    data = await _bridge_token_post_data(_bridge_server(), redirect_uri=_BRIDGE_CLIENT_REDIRECT)
+
+    assert data["redirect_uri"] == _BRIDGE_CLIENT_REDIRECT
+    assert data["client_id"] == "dcr-client-123"
+    assert data["code_verifier"] == "verifier"
+    assert "client_secret" not in data
+
+
+@pytest.mark.asyncio
+async def test_token_bridge_relay_requires_redirect_uri():
+    from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+        exchange_token_with_server,
+    )
+
+    with pytest.raises(HTTPException) as exc:
+        await exchange_token_with_server(
+            request=_bridge_mock_request(),
+            mcp_server=_bridge_server(),
+            grant_type="authorization_code",
+            code="auth-code",
+            redirect_uri=None,
+            client_id="dcr-client-123",
+            client_secret=None,
+            code_verifier="verifier",
+        )
+
+    assert exc.value.status_code == 400
+    assert "redirect_uri" in str(exc.value.detail)
+
+
+@pytest.mark.asyncio
+async def test_token_non_bridge_keeps_gateway_callback():
+    """Without dcr_bridge the token exchange keeps posting the gateway callback as redirect_uri,
+    pinning the pre-bridge contract for the browser-only Authorize path."""
+    data = await _bridge_token_post_data(_bridge_server(dcr_bridge=None), redirect_uri=_BRIDGE_CLIENT_REDIRECT)
+
+    assert data["redirect_uri"] == "https://litellm.example.com/callback"
+
+
 async def _exchange_persistence_attempted_for_auth_type(auth_type) -> bool:
     """Run exchange_token_with_server for a server of ``auth_type`` and report whether it attempted
     to persist the exchanged token server-side. The client-forwarded token modes must not persist:

From c79dcef81218d2535e457a7018735d1d4e368225 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 00:52:42 -0700
Subject: [PATCH 238/370] refactor(mcp): hoist repeated bridge relay check and
 align raise detail shapes

---
 .../mcp_server/discoverable_endpoints.py        | 17 +++++++----------
 1 file changed, 7 insertions(+), 10 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
index 86c2bd9cea5..f3a53c0d9d9 100644
--- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
@@ -539,12 +539,10 @@ def _require_s256_pkce(
         return code_challenge, code_challenge_method
     raise HTTPException(
         status_code=400,
-        detail={
-            "error": (
-                "This server requires PKCE: send code_challenge with "
-                "code_challenge_method=S256 on the authorization request"
-            )
-        },
+        detail=(
+            "This server requires PKCE: send code_challenge with "
+            "code_challenge_method=S256 on the authorization request"
+        ),
     )
 
 
@@ -701,7 +699,8 @@ async def exchange_token_with_server(
                 status_code=400,
                 detail="code is required for authorization_code grant",
             )
-        if _dcr_bridge_relays_client_registration(mcp_server) and not redirect_uri:
+        bridge_token_relay = _dcr_bridge_relays_client_registration(mcp_server)
+        if bridge_token_relay and not redirect_uri:
             raise HTTPException(
                 status_code=400,
                 detail=(
@@ -710,9 +709,7 @@ async def exchange_token_with_server(
                 ),
             )
         proxy_base_url = get_request_base_url(request)
-        resolved_redirect_uri = (
-            redirect_uri if _dcr_bridge_relays_client_registration(mcp_server) else f"{proxy_base_url}/callback"
-        )
+        resolved_redirect_uri = redirect_uri if bridge_token_relay else f"{proxy_base_url}/callback"
         token_data = {
             "grant_type": "authorization_code",
             "code": code,

From e2eee364381e4838832a80d4acc2340b2658a7a8 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Fri, 10 Jul 2026 11:50:27 -0700
Subject: [PATCH 239/370] chore(ui): make knip trustworthy and enforce
 dead-code in CI (#32727)

knip was producing garbage locally and was never wired into CI, so nobody
trusted it. Two structural problems: it silently degrades when deps are
missing (a partial worktree install flagged all 436 test files as unused),
and its config had blind spots that surfaced as false positives.

Fixes so a knip run means something:

- Register every playwright config (serverRootPath + migration variants), not
  just the main one. serverRootPath.config.ts is invoked via --config in
  test_server_root_path.yml, which knip can't see; it was falsely flagged as
  an unused file
- Treat src/components/ui/** as entry points. These are shadcn design-system
  primitives, intentionally part of the palette before every one is consumed;
  knip was flagging not-yet-used ones (e.g. select.tsx) as dead files and
  their sub-exports as unused. Marking the directory as the design-system
  surface is the correct fix, not deleting components someone is about to use
- Declare @ant-design/icons as a direct dependency. It was imported in ~198
  files but only resolved via antd hoisting, so every one showed up as an
  "unlisted dependency"
- Add an explicit vitest plugin block so test-file classification no longer
  rides on auto-detection
- Stage severities via rules: gate the now-clean categories (files,
  dependencies, unlisted, unresolved) as errors and keep exports/types/
  duplicates as warnings, so CI enforces what's at zero today while the
  remaining findings ratchet down in follow-ups
- Run npm run knip in the frontend-lint CI job, which installs with npm ci so
  it never sees a partial tree

knip now exits 0 with the gated categories clean
---
 .github/workflows/test-litellm-ui-build.yml |  4 +++
 ui/litellm-dashboard/knip.json              | 27 +++++++++++++++++++--
 ui/litellm-dashboard/package-lock.json      |  1 +
 ui/litellm-dashboard/package.json           |  1 +
 4 files changed, 31 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/test-litellm-ui-build.yml b/.github/workflows/test-litellm-ui-build.yml
index ce8d8cb9c95..67bec6715f0 100644
--- a/.github/workflows/test-litellm-ui-build.yml
+++ b/.github/workflows/test-litellm-ui-build.yml
@@ -112,3 +112,7 @@ jobs:
         run: |
           npx eslint . -f json -o "$RUNNER_TEMP/lint-report.json" || true
           node scripts/check-lint-budgets.mjs "$RUNNER_TEMP/lint-report.json" eslint-budgets.json --check eslint-metrics.json
+
+      - name: Check for dead code (knip)
+        if: ${{ !cancelled() && steps.changed.outputs.has_files == 'true' }}
+        run: npm run knip
diff --git a/ui/litellm-dashboard/knip.json b/ui/litellm-dashboard/knip.json
index 58fa202a39a..afed6b0f90e 100644
--- a/ui/litellm-dashboard/knip.json
+++ b/ui/litellm-dashboard/knip.json
@@ -1,6 +1,6 @@
 {
   "$schema": "https://unpkg.com/knip@5/schema.json",
-  "entry": ["scripts/**/*.{ts,mjs}"],
+  "entry": ["scripts/**/*.{ts,mjs}", "src/components/ui/**/*.{ts,tsx}"],
   "project": ["src/**/*.{ts,tsx}", "tests/**/*.{ts,tsx}", "scripts/**/*.{ts,mjs}", "e2e_tests/**/*.ts"],
   "ignore": ["src/lib/http/schema.d.ts"],
   "ignoreDependencies": [
@@ -11,7 +11,30 @@
     "tw-animate-css"
   ],
   "playwright": {
-    "config": "e2e_tests/playwright.config.ts",
+    "config": [
+      "e2e_tests/playwright.config.ts",
+      "e2e_tests/serverRootPath.config.ts",
+      "e2e_tests/migration.serverRootPath.config.ts"
+    ],
     "entry": ["e2e_tests/**/*.spec.ts", "e2e_tests/**/*.setup.ts", "e2e_tests/globalSetup.ts"]
+  },
+  "vitest": {
+    "config": ["vitest.config.ts"]
+  },
+  "rules": {
+    "files": "error",
+    "dependencies": "error",
+    "devDependencies": "error",
+    "optionalPeerDependencies": "error",
+    "unlisted": "error",
+    "binaries": "error",
+    "unresolved": "error",
+    "exports": "warn",
+    "nsExports": "warn",
+    "types": "warn",
+    "nsTypes": "warn",
+    "enumMembers": "warn",
+    "classMembers": "warn",
+    "duplicates": "warn"
   }
 }
diff --git a/ui/litellm-dashboard/package-lock.json b/ui/litellm-dashboard/package-lock.json
index 56c0a4f9500..49fdb38c47b 100644
--- a/ui/litellm-dashboard/package-lock.json
+++ b/ui/litellm-dashboard/package-lock.json
@@ -9,6 +9,7 @@
       "version": "0.1.0",
       "dependencies": {
         "@ant-design/cssinjs": "1.24.0",
+        "@ant-design/icons": "5.6.1",
         "@anthropic-ai/sdk": "0.92.0",
         "@base-ui/react": "^1.6.0",
         "@headlessui/tailwindcss": "0.2.2",
diff --git a/ui/litellm-dashboard/package.json b/ui/litellm-dashboard/package.json
index 1747a40da56..ab01ec70cea 100644
--- a/ui/litellm-dashboard/package.json
+++ b/ui/litellm-dashboard/package.json
@@ -25,6 +25,7 @@
   },
   "dependencies": {
     "@ant-design/cssinjs": "1.24.0",
+    "@ant-design/icons": "5.6.1",
     "@anthropic-ai/sdk": "0.92.0",
     "@base-ui/react": "^1.6.0",
     "@headlessui/tailwindcss": "0.2.2",

From 87d979d399b230cd9f96178dd3df7650959b3374 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Fri, 10 Jul 2026 11:51:23 -0700
Subject: [PATCH 240/370] fix(ui): keep the account menu in agent-plane mode
 and update e2e for the new sidebar

The redesigned sidebar + header shell is now scoped to the ai-gateway dashboard. Agent-control-plane (plugin) mode falls back to the original full-width Navbar, which carries the account menu, so preferences and sign-out stay reachable there; Chat and the public model hub already use that Navbar

Update the e2e specs the antd Menu -> shadcn nav swap broke. Sidebar items are now links/buttons rather than antd menuitems, and the top bar renders a breadcrumb whose current-page item is also a "Virtual Keys" link, so the migration and navigation smoke checks now scope their sidebar lookups to the complementary landmark and expand the new collapsible groups by data-slot. Also harden the collapsed-rail unit test to assert the icon and link rather than the CSS-hidden label
---
 .../e2e_tests/tests/auth/logout.spec.ts       |  3 +-
 .../tests/auth/proxyLogoutUrl.spec.ts         |  3 +-
 .../internal-user/internalUserNoTeam.spec.ts  |  3 +-
 .../tests/migration/migratedPages.spec.ts     | 23 +++++++----
 .../tests/navigation/sidebar.spec.ts          |  4 +-
 .../src/app/(dashboard)/layout.tsx            | 40 ++++++++++++-------
 .../src/components/leftnav.test.tsx           | 12 ++++--
 7 files changed, 59 insertions(+), 29 deletions(-)

diff --git a/ui/litellm-dashboard/e2e_tests/tests/auth/logout.spec.ts b/ui/litellm-dashboard/e2e_tests/tests/auth/logout.spec.ts
index d8644babfe3..1e2f2269dbe 100644
--- a/ui/litellm-dashboard/e2e_tests/tests/auth/logout.spec.ts
+++ b/ui/litellm-dashboard/e2e_tests/tests/auth/logout.spec.ts
@@ -6,7 +6,8 @@ test.describe("Logout", () => {
 
   test("Clicking Logout clears the session and forces re-login on a protected page", async ({ page }) => {
     await page.goto("/ui");
-    await expect(page.getByText("Virtual Keys")).toBeVisible({ timeout: 10_000 });
+    // Scope to the sidebar; the top-bar breadcrumb also shows "Virtual Keys".
+    await expect(page.getByRole("complementary").getByText("Virtual Keys")).toBeVisible({ timeout: 10_000 });
 
     // Open the navbar User dropdown. The trigger button exposes an aria-label
     // of "Account menu — <role> — signed in as <email>", and the antd Dropdown
diff --git a/ui/litellm-dashboard/e2e_tests/tests/auth/proxyLogoutUrl.spec.ts b/ui/litellm-dashboard/e2e_tests/tests/auth/proxyLogoutUrl.spec.ts
index 6358fcf438e..9faf6741333 100644
--- a/ui/litellm-dashboard/e2e_tests/tests/auth/proxyLogoutUrl.spec.ts
+++ b/ui/litellm-dashboard/e2e_tests/tests/auth/proxyLogoutUrl.spec.ts
@@ -42,7 +42,8 @@ test.describe("PROXY_LOGOUT_URL redirect", () => {
       timeout: 30_000,
     });
     await page.goto("/ui");
-    await expect(page.getByText("Virtual Keys")).toBeVisible({ timeout: 15_000 });
+    // Scope to the sidebar; the top-bar breadcrumb also shows "Virtual Keys".
+    await expect(page.getByRole("complementary").getByText("Virtual Keys")).toBeVisible({ timeout: 15_000 });
     await settingsLoaded;
 
     // Pre-condition: we start authenticated. The admin storage state carries a
diff --git a/ui/litellm-dashboard/e2e_tests/tests/internal-user/internalUserNoTeam.spec.ts b/ui/litellm-dashboard/e2e_tests/tests/internal-user/internalUserNoTeam.spec.ts
index 548639d6877..92e46d6b27c 100644
--- a/ui/litellm-dashboard/e2e_tests/tests/internal-user/internalUserNoTeam.spec.ts
+++ b/ui/litellm-dashboard/e2e_tests/tests/internal-user/internalUserNoTeam.spec.ts
@@ -16,7 +16,8 @@ test.describe("Internal User with no team memberships", () => {
     await page.getByPlaceholder("Enter your username").fill("noteam@test.local");
     await page.getByPlaceholder("Enter your password").fill("test");
     await page.getByRole("button", { name: "Login", exact: true }).click();
-    await expect(page.getByText("Virtual Keys")).toBeVisible({ timeout: 15_000 });
+    // Scope to the sidebar; the top-bar breadcrumb also shows "Virtual Keys".
+    await expect(page.getByRole("complementary").getByText("Virtual Keys")).toBeVisible({ timeout: 15_000 });
     await dismissFeedbackPopup(page);
 
     // Open the Create Key modal.
diff --git a/ui/litellm-dashboard/e2e_tests/tests/migration/migratedPages.spec.ts b/ui/litellm-dashboard/e2e_tests/tests/migration/migratedPages.spec.ts
index 0a3be326e42..3ad4b217d08 100644
--- a/ui/litellm-dashboard/e2e_tests/tests/migration/migratedPages.spec.ts
+++ b/ui/litellm-dashboard/e2e_tests/tests/migration/migratedPages.spec.ts
@@ -17,7 +17,11 @@ const ROOT = process.env.SERVER_ROOT_PATH ?? "";
 
 const esc = (s: string) => s.replace(/[.*+?^${}()|[\]\\]/g, "\\$&");
 const pathRe = (segment: string) => new RegExp(`${esc(ROOT)}/ui/${esc(segment)}/?($|\\?)`);
-const virtualKeysLink = (page: Page) => page.getByRole("link", { name: "Virtual Keys", exact: true });
+// Scope nav lookups to the sidebar (a `complementary` landmark). The top bar
+// now renders a breadcrumb whose current-page item is also a "Virtual Keys"
+// link, so an unscoped locator would match two elements.
+const sidebar = (page: Page) => page.getByRole("complementary");
+const virtualKeysLink = (page: Page) => sidebar(page).getByRole("link", { name: "Virtual Keys", exact: true });
 
 /** The dashboard shell is present (sidebar rendered); page didn't 404 / crash. */
 async function expectRendered(page: Page) {
@@ -26,16 +30,21 @@ async function expectRendered(page: Page) {
 
 /**
  * Click a migrated page's sidebar link. Migrated items render as <a href=".../ui/<segment>">;
- * nested ones live under collapsible submenus, so expand submenus until the link is clickable.
+ * nested ones live under collapsible groups whose children only render while the
+ * group is open, so expand collapsed groups until the link is clickable.
  */
 async function clickSidebar(page: Page, segment: string) {
-  const link = page.locator(`a[href$="/ui/${segment}"]`).first();
+  const link = sidebar(page).locator(`a[href$="/ui/${segment}"]`).first();
   for (let i = 0; i < 8 && !(await link.isVisible().catch(() => false)); i++) {
-    const collapsedSubmenu = page
-      .locator(".ant-menu-submenu:not(.ant-menu-submenu-open) > .ant-menu-submenu-title")
+    // A collapsed group is a menu item with a group-toggle button but no
+    // rendered submenu yet; clicking the toggle expands it.
+    const collapsedGroup = sidebar(page)
+      .locator(
+        '[data-slot="sidebar-menu-item"]:has(> [data-slot="sidebar-menu-button"]):not(:has(> [data-slot="sidebar-menu-sub"])) > [data-slot="sidebar-menu-button"]',
+      )
       .first();
-    if (!(await collapsedSubmenu.isVisible().catch(() => false))) break;
-    await collapsedSubmenu.click();
+    if (!(await collapsedGroup.isVisible().catch(() => false))) break;
+    await collapsedGroup.click();
     await page.waitForTimeout(250);
   }
   await link.click();
diff --git a/ui/litellm-dashboard/e2e_tests/tests/navigation/sidebar.spec.ts b/ui/litellm-dashboard/e2e_tests/tests/navigation/sidebar.spec.ts
index 7ac2e7df39d..7e42d07ae7c 100644
--- a/ui/litellm-dashboard/e2e_tests/tests/navigation/sidebar.spec.ts
+++ b/ui/litellm-dashboard/e2e_tests/tests/navigation/sidebar.spec.ts
@@ -42,7 +42,9 @@ for (const { role, storage } of roles) {
           throw new Error(`No page mapping found for menu label: ${buttonLabel}`);
         }
 
-        const tab = page.getByRole("menuitem", { name: buttonLabel });
+        // Sidebar items are links inside the `complementary` landmark; scoping
+        // there avoids the top-bar breadcrumb, which also links the page name.
+        const tab = page.getByRole("complementary").getByRole("link", { name: buttonLabel });
         await expect(tab).toBeVisible();
 
         await tab.click();
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx b/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx
index d2e8ea4e540..d92aae30c67 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx
@@ -2,6 +2,7 @@
 
 import React, { Suspense, useState, useRef, useEffect } from "react";
 import { DashboardHeader } from "@/components/DashboardHeader";
+import Navbar from "@/components/navbar";
 import LoadingScreen from "@/components/common_components/LoadingScreen";
 import { ThemeProvider } from "@/contexts/ThemeContext";
 import { useAuth } from "@/contexts/AuthContext";
@@ -109,30 +110,39 @@ function DashboardShell({ children }: { children: React.ReactNode }) {
     router.push(migratedRoute ? migratedHref(migratedRoute) : legacyPageHref(newPage));
   };
 
+  // Non-gateway (agent control plane) mode keeps the original full-width Navbar,
+  // which carries the account menu; the redesigned sidebar + header shell is
+  // scoped to the ai-gateway dashboard. Chat and the public model hub are
+  // separate routes that likewise keep the old Navbar.
+  if (!isGateway) {
+    return (
+      <div className="flex h-screen flex-col overflow-hidden bg-background">
+        <Navbar accessToken={accessToken} isPublicPage={false} />
+        <DebugWarningBanner accessToken={accessToken} />
+        <LicenseExpiryBanner accessToken={accessToken} />
+        <main className="flex min-h-0 flex-1 overflow-hidden">
+          <AgentControlPlaneView />
+        </main>
+      </div>
+    );
+  }
+
   // Standard app shell: the viewport is fixed height and never scrolls. The
   // sidebar owns its own scroll and the content column scrolls independently,
   // so the page can't be dragged past the end of the nav.
   return (
     <div className="flex h-screen overflow-hidden bg-background">
-      {isGateway && (
-        <SidebarProvider
-          setPage={navigateToPage}
-          defaultSelectedKey={page}
-          sidebarCollapsed={sidebarCollapsed}
-          onToggleCollapsed={() => setSidebarCollapsed((v) => !v)}
-        />
-      )}
+      <SidebarProvider
+        setPage={navigateToPage}
+        defaultSelectedKey={page}
+        sidebarCollapsed={sidebarCollapsed}
+        onToggleCollapsed={() => setSidebarCollapsed((v) => !v)}
+      />
       <div className="flex min-w-0 flex-1 flex-col overflow-hidden">
         <DashboardHeader page={page} />
         <DebugWarningBanner accessToken={accessToken} />
         <LicenseExpiryBanner accessToken={accessToken} />
-        {isGateway ? (
-          <main className="min-w-0 flex-1 overflow-y-auto">{children}</main>
-        ) : (
-          <main className="flex min-w-0 flex-1 overflow-hidden">
-            <AgentControlPlaneView />
-          </main>
-        )}
+        <main className="min-w-0 flex-1 overflow-y-auto">{children}</main>
       </div>
     </div>
   );
diff --git a/ui/litellm-dashboard/src/components/leftnav.test.tsx b/ui/litellm-dashboard/src/components/leftnav.test.tsx
index 96a895f15d7..36c1ade67a7 100644
--- a/ui/litellm-dashboard/src/components/leftnav.test.tsx
+++ b/ui/litellm-dashboard/src/components/leftnav.test.tsx
@@ -235,11 +235,17 @@ describe("Sidebar (leftnav)", () => {
     expect(screen.getByText("Virtual Keys").closest("a")).not.toHaveAttribute("data-active");
   });
 
-  it("hides labels but keeps items when collapsed to the rail", () => {
+  it("hides labels but keeps items reachable (icon + link) when collapsed to the rail", () => {
     const { container } = renderWithProviders(<Sidebar {...defaultProps} collapsed />);
     expect(container.querySelector('[data-slot="sidebar"]')).toHaveAttribute("data-collapsed", "true");
-    // Items still render (icons), so navigation is reachable in rail mode.
-    expect(screen.getByText("Virtual Keys")).toBeInTheDocument();
+    // The item stays navigable in the icon-only rail: its link still renders with
+    // an icon (asserting the <a> + svg, not the text, so a removed icon would
+    // fail here), while the label is present but CSS-hidden.
+    const label = screen.getByText("Virtual Keys");
+    const link = label.closest("a");
+    expect(link).not.toBeNull();
+    expect(link!.querySelector("svg")).not.toBeNull();
+    expect(label).toHaveClass("group-data-[collapsed=true]/sidebar:hidden");
   });
 });
 

From 270406b8ad5f4ea1ee5ccfef9217895f60dac2f6 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Fri, 10 Jul 2026 11:51:58 -0700
Subject: [PATCH 241/370] build(pre-commit): regenerate eslint-metrics.json
 instead of failing on drift (#32717)

The dashboard lint-budgets step ran check-lint-budgets.mjs in --check mode,
which fails and tells you to run `npm run lint:metrics` and re-stage by hand.
Add a --write mode that rewrites eslint-metrics.json from the same eslint
report, and have pre-commit use it, then flag drift via git diff so you
re-stage; this mirrors how the block below regenerates schema.d.ts. CI keeps
using --check, so it still fails on a stale committed metrics file.
---
 scripts/pre_commit_lint.sh                          | 11 +++++++++--
 ui/litellm-dashboard/eslint-metrics.json            |  2 +-
 ui/litellm-dashboard/scripts/check-lint-budgets.mjs |  9 ++++++++-
 3 files changed, 18 insertions(+), 4 deletions(-)

diff --git a/scripts/pre_commit_lint.sh b/scripts/pre_commit_lint.sh
index 04a2af56ce2..bd416ab814d 100755
--- a/scripts/pre_commit_lint.sh
+++ b/scripts/pre_commit_lint.sh
@@ -76,11 +76,18 @@ EOF
         fi
         # Whole-folder lint budgets, exactly as the frontend-lint job runs them: the
         # counts and the committed metrics file are not diff-scoped, so a local pass
-        # here means the budget step will pass in CI too.
+        # here means the budget step will pass in CI too. Unlike CI (which --checks and
+        # fails), regenerate eslint-metrics.json from the same report — same as the
+        # gen:api block below regenerates schema.d.ts — then flag drift so you re-stage
+        # it, instead of making you run npm run lint:metrics by hand.
         report=$(mktemp)
         npx eslint . -f json -o "$report" || true
-        node scripts/check-lint-budgets.mjs "$report" eslint-budgets.json --check eslint-metrics.json || rc=1
+        node scripts/check-lint-budgets.mjs "$report" eslint-budgets.json --write eslint-metrics.json || rc=1
         rm -f "$report"
+        if ! git diff --quiet -- eslint-metrics.json; then
+            echo "✗ eslint-metrics.json was stale; regenerated it. Stage it and re-run make pre-commit." >&2
+            rc=1
+        fi
         exit $rc
     )
 }
diff --git a/ui/litellm-dashboard/eslint-metrics.json b/ui/litellm-dashboard/eslint-metrics.json
index c6d4bfc9ac8..8e1f4de5872 100644
--- a/ui/litellm-dashboard/eslint-metrics.json
+++ b/ui/litellm-dashboard/eslint-metrics.json
@@ -4,5 +4,5 @@
   "local/no-large-inline-object-arg": 512,
   "local/no-long-condition-chain": 233,
   "max-depth": 59,
-  "no-console": 15
+  "no-console": 16
 }
diff --git a/ui/litellm-dashboard/scripts/check-lint-budgets.mjs b/ui/litellm-dashboard/scripts/check-lint-budgets.mjs
index a7aba18ae76..db0842fb2ec 100644
--- a/ui/litellm-dashboard/scripts/check-lint-budgets.mjs
+++ b/ui/litellm-dashboard/scripts/check-lint-budgets.mjs
@@ -1,4 +1,4 @@
-import { readFileSync } from "fs";
+import { readFileSync, writeFileSync } from "fs";
 import { countBudgetViolations, findDrift } from "./lint-budget-lib.mjs";
 
 const argv = process.argv.slice(2);
@@ -7,6 +7,8 @@ const flags = {};
 for (let i = 0; i < argv.length; i += 1) {
   if (argv[i] === "--check") {
     flags.check = argv[(i += 1)];
+  } else if (argv[i] === "--write") {
+    flags.write = argv[(i += 1)];
   } else {
     positional.push(argv[i]);
   }
@@ -30,6 +32,11 @@ for (const [rule, { max, target }] of Object.entries(budgets)) {
   }
 }
 
+if (flags.write) {
+  writeFileSync(flags.write, JSON.stringify(counts, null, 2) + "\n");
+  console.log(`Wrote ${flags.write}.`);
+}
+
 if (flags.check) {
   const committed = JSON.parse(readFileSync(flags.check, "utf8"));
   const drift = findDrift(committed, counts);

From 195f145ddcc0365e9b423dfd278832b86526e592 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 12:04:38 -0700
Subject: [PATCH 242/370] docs(mcp): note S256 enforcement fires on both
 dcr_bridge authorize arms

---
 .../proxy/_experimental/mcp_server/discoverable_endpoints.py  | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
index f3a53c0d9d9..b9aa3aded80 100644
--- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
@@ -591,6 +591,10 @@ async def authorize_with_server(
         raise HTTPException(status_code=400, detail="MCP server authorization url is not set")
 
     if mcp_server.is_dcr_bridge:
+        # Enforce S256 PKCE on both bridge arms. The relay arm forwards the validated,
+        # now-non-optional pair to the upstream authorize; the short-circuit arm keeps
+        # calling this for its enforcement side effect, then falls through to the gateway
+        # /callback flow below, which reads the original code_challenge names.
         bridge_challenge, bridge_method = _require_s256_pkce(code_challenge, code_challenge_method)
         if _dcr_bridge_relays_client_registration(mcp_server):
             return _redirect_to_upstream_authorize(

From 50f002048e92ee59f8a0f1710465cba3f46e7eec Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Fri, 10 Jul 2026 12:27:34 -0700
Subject: [PATCH 243/370] fix(ui): scope the remaining e2e nav lookups to the
 new sidebar

login and internalUserIdentity used an unscoped "Virtual Keys" text check that now also matches the top-bar breadcrumb, and adminSettings navigated via antd menuitem roles the shadcn nav no longer emits. Scope these to the sidebar's complementary landmark and drive the Settings group by role (expand the button, then click the child link), matching the fixes already applied to the migration and navigation specs
---
 .../e2e_tests/tests/login/internalUserIdentity.spec.ts     | 3 ++-
 ui/litellm-dashboard/e2e_tests/tests/login/login.spec.ts   | 3 ++-
 .../e2e_tests/tests/settings/adminSettings.spec.ts         | 7 +++++--
 3 files changed, 9 insertions(+), 4 deletions(-)

diff --git a/ui/litellm-dashboard/e2e_tests/tests/login/internalUserIdentity.spec.ts b/ui/litellm-dashboard/e2e_tests/tests/login/internalUserIdentity.spec.ts
index 6008049a2aa..569908c5f75 100644
--- a/ui/litellm-dashboard/e2e_tests/tests/login/internalUserIdentity.spec.ts
+++ b/ui/litellm-dashboard/e2e_tests/tests/login/internalUserIdentity.spec.ts
@@ -14,7 +14,8 @@ test.describe("Navbar identity scoping", () => {
 
   test("Internal user navbar dropdown shows their own role and user id, not the admin's", async ({ page }) => {
     await page.goto("/ui");
-    await expect(page.getByText("Virtual Keys")).toBeVisible({ timeout: 10_000 });
+    // Scope to the sidebar; the top-bar breadcrumb also shows "Virtual Keys".
+    await expect(page.getByRole("complementary").getByText("Virtual Keys")).toBeVisible({ timeout: 10_000 });
 
     // The account menu button carries the user's role and email/id in its
     // aria-label (see UserDropdown.tsx). Match by partial role.
diff --git a/ui/litellm-dashboard/e2e_tests/tests/login/login.spec.ts b/ui/litellm-dashboard/e2e_tests/tests/login/login.spec.ts
index d1b64f37156..11febf0ed48 100644
--- a/ui/litellm-dashboard/e2e_tests/tests/login/login.spec.ts
+++ b/ui/litellm-dashboard/e2e_tests/tests/login/login.spec.ts
@@ -9,7 +9,8 @@ test("user can log in", async ({ page }) => {
   const loginButton = page.getByRole("button", { name: "Login", exact: true });
   await expect(loginButton).toBeEnabled();
   await loginButton.click();
-  await expect(page.getByText("Virtual Keys")).toBeVisible();
+  // Scope to the sidebar; the top-bar breadcrumb also shows "Virtual Keys".
+  await expect(page.getByRole("complementary").getByText("Virtual Keys")).toBeVisible();
 
   // Match the navbar account button by its stable aria-label (UserDropdown.tsx
   // emits "Account menu — <role> — signed in as <email|id>"). Earlier this used
diff --git a/ui/litellm-dashboard/e2e_tests/tests/settings/adminSettings.spec.ts b/ui/litellm-dashboard/e2e_tests/tests/settings/adminSettings.spec.ts
index f61532b05a5..c4a14a891d4 100644
--- a/ui/litellm-dashboard/e2e_tests/tests/settings/adminSettings.spec.ts
+++ b/ui/litellm-dashboard/e2e_tests/tests/settings/adminSettings.spec.ts
@@ -6,8 +6,11 @@ test.describe("Add Model", () => {
 
   test("admin settings test", async ({ page }) => {
     await page.goto("/ui");
-    await page.getByRole("menuitem", { name: /Settings/ }).click();
-    await page.getByRole("menuitem", { name: /Admin Settings/ }).click();
+    // "Settings" is a collapsible group (button) in the sidebar; expand it, then
+    // click the "Admin Settings" child link. Scope to the complementary landmark.
+    const sidebar = page.getByRole("complementary");
+    await sidebar.getByRole("button", { name: /Settings/ }).click();
+    await sidebar.getByRole("link", { name: /Admin Settings/ }).click();
     await page.getByRole("tab", { name: "UI Settings" }).click();
     await expect(page.getByText("Configuration for UI-specific")).toBeVisible();
   });

From 81cd07118de19e69074e57c1aa43870000b37327 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Fri, 10 Jul 2026 12:34:36 -0700
Subject: [PATCH 244/370] refactor(ui): colocate the skills view, keeping the
 AIHub-shared skill components (#32803)

* refactor(ui): colocate the skills view, keeping the AIHub-shared skill components

Group-1 split for the skills (claude_code_plugins) segment. It is a file-plus-
folder combo where part of the folder is shared with AIHub and the public model
hub: the skill types, skill_detail, MakeSkillPublicForm, and helpers stay in
@/components/claude_code_plugins (imported by AIHub's ModelHubTable and
SkillHubDashboard, plus public_model_hub, networking, and skill_hub_table_columns),
while the plugins-management view moves to skills/_components.

claude_code_plugins.tsx becomes skills/_components/index.tsx; add_plugin_form and
plugin_table move alongside it. The moved files' imports of the retained shared
files become @/components/claude_code_plugins paths, other escaping imports are
absolutized, and lint suppressions are re-keyed for moved files only (the staying
components keep their src/components keys). The shared components did not move, so
their consumers are untouched. No behavior change.

* refactor(ui): name the agents/guardrails view files instead of index.tsx

The moved view files were renamed to _components/index.tsx, which reads like a
barrel of re-exports rather than the single view component each actually is.
Rename them to match their default export (AgentsPanel.tsx, GuardrailsPanel.tsx)
and their colocated tests, and point page.tsx at the named file.
---
 ui/litellm-dashboard/eslint-suppressions.json        | 10 +++++-----
 .../{index.test.tsx => AgentsPanel.test.tsx}         |  2 +-
 .../_components/{index.tsx => AgentsPanel.tsx}       |  0
 .../src/app/(dashboard)/agents/page.tsx              |  2 +-
 .../{index.test.tsx => GuardrailsPanel.test.tsx}     |  2 +-
 .../_components/{index.tsx => GuardrailsPanel.tsx}   |  0
 .../src/app/(dashboard)/guardrails/page.tsx          |  2 +-
 .../skills/_components/ClaudeCodePluginsPanel.tsx}   | 12 ++++++------
 .../skills/_components}/add_plugin_form.test.tsx     |  6 +++---
 .../skills/_components}/add_plugin_form.tsx          |  6 +++---
 .../(dashboard)/skills/_components}/plugin_table.tsx |  6 +++---
 .../src/app/(dashboard)/skills/page.tsx              |  2 +-
 12 files changed, 25 insertions(+), 25 deletions(-)
 rename ui/litellm-dashboard/src/app/(dashboard)/agents/_components/{index.test.tsx => AgentsPanel.test.tsx} (99%)
 rename ui/litellm-dashboard/src/app/(dashboard)/agents/_components/{index.tsx => AgentsPanel.tsx} (100%)
 rename ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/{index.test.tsx => GuardrailsPanel.test.tsx} (98%)
 rename ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/{index.tsx => GuardrailsPanel.tsx} (100%)
 rename ui/litellm-dashboard/src/{components/claude_code_plugins.tsx => app/(dashboard)/skills/_components/ClaudeCodePluginsPanel.tsx} (92%)
 rename ui/litellm-dashboard/src/{components/claude_code_plugins => app/(dashboard)/skills/_components}/add_plugin_form.test.tsx (98%)
 rename ui/litellm-dashboard/src/{components/claude_code_plugins => app/(dashboard)/skills/_components}/add_plugin_form.tsx (98%)
 rename ui/litellm-dashboard/src/{components/claude_code_plugins => app/(dashboard)/skills/_components}/plugin_table.tsx (97%)

diff --git a/ui/litellm-dashboard/eslint-suppressions.json b/ui/litellm-dashboard/eslint-suppressions.json
index d12ad1df199..2448348bbce 100644
--- a/ui/litellm-dashboard/eslint-suppressions.json
+++ b/ui/litellm-dashboard/eslint-suppressions.json
@@ -1261,7 +1261,7 @@
       "count": 1
     }
   },
-  "src/app/(dashboard)/agents/_components/index.tsx": {
+  "src/app/(dashboard)/agents/_components/AgentsPanel.tsx": {
     "no-restricted-imports": {
       "count": 1
     },
@@ -1363,7 +1363,7 @@
       "count": 2
     }
   },
-  "src/components/claude_code_plugins.tsx": {
+  "src/app/(dashboard)/skills/_components/ClaudeCodePluginsPanel.tsx": {
     "no-restricted-imports": {
       "count": 1
     },
@@ -1379,12 +1379,12 @@
       "count": 1
     }
   },
-  "src/components/claude_code_plugins/add_plugin_form.tsx": {
+  "src/app/(dashboard)/skills/_components/add_plugin_form.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/components/claude_code_plugins/plugin_table.tsx": {
+  "src/app/(dashboard)/skills/_components/plugin_table.tsx": {
     "no-nested-ternary": {
       "count": 1
     },
@@ -1534,7 +1534,7 @@
       "count": 1
     }
   },
-  "src/app/(dashboard)/guardrails/_components/index.tsx": {
+  "src/app/(dashboard)/guardrails/_components/GuardrailsPanel.tsx": {
     "react-hooks/set-state-in-effect": {
       "count": 1
     }
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/index.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/AgentsPanel.test.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/app/(dashboard)/agents/_components/index.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/agents/_components/AgentsPanel.test.tsx
index 6228253222a..48674f21883 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/index.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/AgentsPanel.test.tsx
@@ -1,7 +1,7 @@
 import React from "react";
 import { render, screen, waitFor, act, fireEvent, within } from "@testing-library/react";
 import { describe, it, expect, vi, beforeEach } from "vitest";
-import AgentsPanel from "./index";
+import AgentsPanel from "./AgentsPanel";
 import * as networking from "@/components/networking";
 
 vi.mock("@/components/networking", () => ({
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/index.tsx b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/AgentsPanel.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/agents/_components/index.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/agents/_components/AgentsPanel.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/agents/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/agents/page.tsx
index 98085ab20a9..885c9a36f30 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/agents/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import AgentsPanel from "./_components";
+import AgentsPanel from "./_components/AgentsPanel";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 import { useTeams } from "@/app/(dashboard)/hooks/teams/useTeams";
 
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/index.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/GuardrailsPanel.test.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/index.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/GuardrailsPanel.test.tsx
index ee33276cfd6..adaf7e4c63f 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/index.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/GuardrailsPanel.test.tsx
@@ -1,6 +1,6 @@
 import { render, screen, fireEvent } from "@testing-library/react";
 import { beforeAll, beforeEach, describe, expect, it, vi } from "vitest";
-import GuardrailsPanel from "./index";
+import GuardrailsPanel from "./GuardrailsPanel";
 import { getGuardrailsList } from "@/components/networking";
 
 vi.mock("@/components/networking", () => ({
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/index.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/GuardrailsPanel.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/index.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/GuardrailsPanel.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/page.tsx
index 2d378437371..e27fb3495eb 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import GuardrailsPanel from "./_components";
+import GuardrailsPanel from "./_components/GuardrailsPanel";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 export default function Guardrails() {
diff --git a/ui/litellm-dashboard/src/components/claude_code_plugins.tsx b/ui/litellm-dashboard/src/app/(dashboard)/skills/_components/ClaudeCodePluginsPanel.tsx
similarity index 92%
rename from ui/litellm-dashboard/src/components/claude_code_plugins.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/skills/_components/ClaudeCodePluginsPanel.tsx
index 4fa5269672f..178cd36857f 100644
--- a/ui/litellm-dashboard/src/components/claude_code_plugins.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/skills/_components/ClaudeCodePluginsPanel.tsx
@@ -1,13 +1,13 @@
 import React, { useState, useEffect } from "react";
 import { Button } from "@tremor/react";
 import { Modal } from "antd";
-import { getClaudeCodePluginsList, deleteClaudeCodePlugin } from "./networking";
-import AddPluginForm from "./claude_code_plugins/add_plugin_form";
-import PluginTable from "./claude_code_plugins/plugin_table";
-import SkillDetail from "./claude_code_plugins/skill_detail";
+import { getClaudeCodePluginsList, deleteClaudeCodePlugin } from "@/components/networking";
+import AddPluginForm from "./add_plugin_form";
+import PluginTable from "./plugin_table";
+import SkillDetail from "@/components/claude_code_plugins/skill_detail";
 import { isAdminRole } from "@/utils/roles";
-import NotificationsManager from "./molecules/notifications_manager";
-import { Plugin, ListPluginsResponse } from "./claude_code_plugins/types";
+import NotificationsManager from "@/components/molecules/notifications_manager";
+import { Plugin, ListPluginsResponse } from "@/components/claude_code_plugins/types";
 
 interface ClaudeCodePluginsPanelProps {
   accessToken: string | null;
diff --git a/ui/litellm-dashboard/src/components/claude_code_plugins/add_plugin_form.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/skills/_components/add_plugin_form.test.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/claude_code_plugins/add_plugin_form.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/skills/_components/add_plugin_form.test.tsx
index 0453cd8a695..8ea4dfac32c 100644
--- a/ui/litellm-dashboard/src/components/claude_code_plugins/add_plugin_form.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/skills/_components/add_plugin_form.test.tsx
@@ -1,12 +1,12 @@
 import React from "react";
 import { act, fireEvent, screen, waitFor } from "@testing-library/react";
 import { describe, it, expect, vi, beforeEach } from "vitest";
-import { renderWithProviders } from "../../../tests/test-utils";
+import { renderWithProviders } from "@/../tests/test-utils";
 import AddPluginForm from "./add_plugin_form";
-import { registerClaudeCodePlugin } from "../networking";
+import { registerClaudeCodePlugin } from "@/components/networking";
 import MessageManager from "@/components/molecules/message_manager";
 
-vi.mock("../networking", () => ({
+vi.mock("@/components/networking", () => ({
   registerClaudeCodePlugin: vi.fn().mockResolvedValue({ status: "success" }),
 }));
 
diff --git a/ui/litellm-dashboard/src/components/claude_code_plugins/add_plugin_form.tsx b/ui/litellm-dashboard/src/app/(dashboard)/skills/_components/add_plugin_form.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/claude_code_plugins/add_plugin_form.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/skills/_components/add_plugin_form.tsx
index a1587bc5189..04b8c88ae8d 100644
--- a/ui/litellm-dashboard/src/components/claude_code_plugins/add_plugin_form.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/skills/_components/add_plugin_form.tsx
@@ -2,7 +2,7 @@ import React, { useState } from "react";
 import { Modal, Form, Input, Select } from "antd";
 import MessageManager from "@/components/molecules/message_manager";
 import { Button } from "@tremor/react";
-import { registerClaudeCodePlugin } from "../networking";
+import { registerClaudeCodePlugin } from "@/components/networking";
 import {
   validatePluginName,
   isValidSemanticVersion,
@@ -12,8 +12,8 @@ import {
   parseSkillSource,
   isValidSubPath,
   SkillSourcePreview,
-} from "./helpers";
-import { PluginAuthor, PluginSource, SkillRegisterRequest } from "./types";
+} from "@/components/claude_code_plugins/helpers";
+import { PluginAuthor, PluginSource, SkillRegisterRequest } from "@/components/claude_code_plugins/types";
 
 const { TextArea } = Input;
 const { Option } = Select;
diff --git a/ui/litellm-dashboard/src/components/claude_code_plugins/plugin_table.tsx b/ui/litellm-dashboard/src/app/(dashboard)/skills/_components/plugin_table.tsx
similarity index 97%
rename from ui/litellm-dashboard/src/components/claude_code_plugins/plugin_table.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/skills/_components/plugin_table.tsx
index 0932e658899..eb1c495374a 100644
--- a/ui/litellm-dashboard/src/components/claude_code_plugins/plugin_table.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/skills/_components/plugin_table.tsx
@@ -12,9 +12,9 @@ import { Badge, Button, Table, TableBody, TableCell, TableHead, TableHeaderCell,
 import { Tooltip } from "antd";
 import React, { useState } from "react";
 import { DateCell, IdCell, StatusBadge } from "@/components/shared/table_cells";
-import NotificationsManager from "../molecules/notifications_manager";
-import { getCategoryBadgeColor } from "./helpers";
-import { Plugin } from "./types";
+import NotificationsManager from "@/components/molecules/notifications_manager";
+import { getCategoryBadgeColor } from "@/components/claude_code_plugins/helpers";
+import { Plugin } from "@/components/claude_code_plugins/types";
 
 interface PluginTableProps {
   pluginsList: Plugin[];
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/skills/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/skills/page.tsx
index bd2b12c73b0..2a5f79cf480 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/skills/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/skills/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import ClaudeCodePluginsPanel from "@/components/claude_code_plugins";
+import ClaudeCodePluginsPanel from "./_components/ClaudeCodePluginsPanel";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 export default function Skills() {

From 04a11a439a44cc6fedfce3468da5f1fb34e467b6 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 00:49:31 -0700
Subject: [PATCH 245/370] feat(mcp): dcr_bridge discovery facade and register
 relay

---
 .../mcp_server/discoverable_endpoints.py      |  44 +++++-
 .../mcp_server/mcp_server_manager.py          |  11 +-
 .../proxy/_experimental/mcp_server/server.py  |  11 ++
 .../mcp_server/test_discoverable_endpoints.py | 129 ++++++++++++++++++
 .../mcp_server/test_mcp_oauth_passthrough.py  |  50 +++++++
 .../mcp_server/test_mcp_server_manager.py     |  61 +++++++++
 .../mcp_server/test_mcp_stale_session.py      |  70 ++++++++++
 7 files changed, 367 insertions(+), 9 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
index b9aa3aded80..12e7fd7fe8b 100644
--- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
@@ -499,17 +499,21 @@ def _raise_unless_oauth2_discovery_server(
     mcp_server_name: Optional[str],
     description: str,
 ) -> None:
-    """404 a NAMED discovery request unless it resolves to an oauth2 server.
+    """404 a NAMED discovery request unless it resolves to an oauth2 or DCR-bridge server.
 
     A named server that is unknown (or hidden from the caller) and one that exists
     but is non-oauth2 both return the same 404, so the well-known discovery paths
     cannot be used to enumerate non-OAuth server names. Root discovery (no name) is
     unaffected, and pass-through servers are resolved by the caller before this runs.
+    DCR-bridge servers are admitted because they serve the gateway's own authorization
+    server metadata (the register, authorize, and token relays).
     """
     if mcp_server_name is None:
         return
     if mcp_server is not None and mcp_server.auth_type == MCPAuth.oauth2:
         return
+    if mcp_server is not None and mcp_server.is_dcr_bridge:
+        return
     raise HTTPException(
         status_code=404,
         detail=f"MCP server '{mcp_server_name}' is {description}",
@@ -735,7 +739,17 @@ async def exchange_token_with_server(
             detail="MCP upstream token endpoint returned no response",
         )
 
-    response.raise_for_status()
+    try:
+        response.raise_for_status()
+    except httpx.HTTPStatusError as exc:
+        if "invalid_target" in exc.response.text:
+            verbose_logger.warning(
+                "MCP server %s: the upstream authorization server rejected the token request with "
+                "invalid_target; it may require RFC 8707 resource indicators, which the gateway "
+                "does not send yet (tracked as LIT-4339)",
+                mcp_server.server_id,
+            )
+        raise
     token_response = response.json()
     access_token = token_response["access_token"]
 
@@ -984,6 +998,7 @@ async def register_client_with_server(
     token_endpoint_auth_method: Optional[str],
     fallback_client_id: Optional[str] = None,
     persist_credentials: bool = False,
+    client_redirect_uris: Optional[list] = None,
 ):
     _raise_if_not_oauth2(mcp_server)
     request_base_url = get_request_base_url(request)
@@ -1005,12 +1020,19 @@ async def register_client_with_server(
     if mcp_server.registration_url is None:
         return dummy_return
 
+    bridge_relay = _dcr_bridge_relays_client_registration(mcp_server)
+    if bridge_relay and not client_redirect_uris:
+        raise HTTPException(
+            status_code=400,
+            detail={"error": "redirect_uris is required to register a client with this server"},
+        )
+
     register_data = {
         "client_name": client_name,
-        "redirect_uris": [f"{request_base_url}/callback"],
-        "grant_types": grant_types or [],
-        "response_types": response_types or [],
-        "token_endpoint_auth_method": token_endpoint_auth_method or "",
+        "redirect_uris": client_redirect_uris if bridge_relay else [f"{request_base_url}/callback"],
+        "grant_types": grant_types or (["authorization_code", "refresh_token"] if bridge_relay else []),
+        "response_types": response_types or (["code"] if bridge_relay else []),
+        "token_endpoint_auth_method": token_endpoint_auth_method or ("none" if bridge_relay else ""),
     }
     headers = {
         "Content-Type": "application/json",
@@ -1032,7 +1054,7 @@ async def register_client_with_server(
 
     token_response = response.json()
 
-    if persist_credentials:
+    if persist_credentials and not bridge_relay:
         persistence_result = await _persist_dcr_client_registration(mcp_server, token_response)
         if persistence_result == "reused":
             return dummy_return
@@ -1456,6 +1478,13 @@ async def _build_oauth_protected_resource_response(
     else:
         resource_url = f"{request_base_url}/mcp"
 
+    if mcp_server is not None and mcp_server_name and mcp_server.is_dcr_bridge:
+        return {
+            "authorization_servers": [f"{request_base_url}/{mcp_server_name}"],
+            "resource": resource_url,
+            "scopes_supported": (mcp_server.scopes if mcp_server.scopes else []),
+        }
+
     # Pass-through branch: proxy the upstream's own metadata so discovery
     # directs the client at the real IdP (Okta, Keycloak, …) instead of us.
     if mcp_server is not None and (
@@ -1799,4 +1828,5 @@ async def register_client(request: Request, mcp_server_name: Optional[str] = Non
         response_types=data.get("response_types", []),
         token_endpoint_auth_method=data.get("token_endpoint_auth_method", ""),
         fallback_client_id=mcp_server_name,
+        client_redirect_uris=data.get("redirect_uris"),
     )
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index a3da237ca09..1d681b43b9e 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -2630,10 +2630,16 @@ async def _get_tools_from_server(
 
             return prefixed_or_original_tools
 
-        except MCPUpstreamAuthError:
+        except MCPUpstreamAuthError as upstream_auth_error:
             # Pass-through 401 must surface to single-server routes so the
             # client triggers the upstream OAuth flow. The multi-server
             # aggregator catches this explicitly to keep absorbing.
+            if server.is_dcr_bridge and upstream_auth_error.www_authenticate is not None:
+                raise MCPUpstreamAuthError(
+                    status_code=upstream_auth_error.status_code,
+                    www_authenticate=None,
+                    server_name=upstream_auth_error.server_name,
+                ) from upstream_auth_error
             raise
         except HTTPException as e:
             # A v2 resolver auth challenge (token_exchange's RFC 9728 401, authorization_code's
@@ -2643,9 +2649,10 @@ async def _get_tools_from_server(
             # Non-auth HTTP errors stay absorbed so one misconfigured server can't blank the listing.
             if e.status_code in (401, 403):
                 headers = e.headers or {}
+                challenge_header = headers.get("WWW-Authenticate") or headers.get("www-authenticate")
                 raise MCPUpstreamAuthError(
                     status_code=e.status_code,
-                    www_authenticate=headers.get("WWW-Authenticate") or headers.get("www-authenticate"),
+                    www_authenticate=None if server.is_dcr_bridge else challenge_header,
                     server_name=server.name,
                 ) from e
             verbose_logger.warning(f"Failed to get tools from server {server.name}: {str(e)}")
diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index 238cb51bb64..5090aa7d7d5 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -3700,6 +3700,17 @@ async def _raise_preemptive_401_for_unauthenticated_servers(
                 and not _scope_has_authorization_header(scope)
                 and not _client_has_per_server_auth_header(server, mcp_server_auth_headers)
             ):
+                if server.is_dcr_bridge:
+                    raise HTTPException(
+                        status_code=401,
+                        detail="Unauthorized",
+                        headers={
+                            "www-authenticate": _get_passthrough_www_authenticate(
+                                scope=scope,
+                                server_name=server_name,
+                            )
+                        },
+                    )
                 upstream_status, upstream_www_authenticate = await _probe_upstream_auth(server.url or "", "")
                 if upstream_status == 401 and upstream_www_authenticate:
                     raise HTTPException(
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
index 5b43f39a7a4..5871925dc93 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
@@ -3818,6 +3818,135 @@ async def test_token_non_bridge_keeps_gateway_callback():
     assert data["redirect_uri"] == "https://litellm.example.com/callback"
 
 
+def _named_as_metadata_response(server):
+    from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+        _build_oauth_authorization_server_response,
+    )
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+        global_mcp_server_manager,
+    )
+
+    global_mcp_server_manager.registry.clear()
+    global_mcp_server_manager.registry[server.server_id] = server
+    try:
+        with patch(
+            "litellm.proxy._experimental.mcp_server.discoverable_endpoints.IPAddressUtils.get_mcp_client_ip",
+            return_value=None,
+        ):
+            return _build_oauth_authorization_server_response(
+                request=_bridge_mock_request(),
+                mcp_server_name=server.server_name,
+            )
+    finally:
+        global_mcp_server_manager.registry.clear()
+
+
+def test_oauth_authorization_server_metadata_served_for_bridge_server():
+    """Bridge servers get the gateway's AS metadata (the register, authorize, and token relays),
+    which is what makes the DCR front door discoverable to standard MCP clients."""
+    result = _named_as_metadata_response(_bridge_server())
+
+    assert result["authorization_endpoint"] == "https://litellm.example.com/bridge_srv/authorize"
+    assert result["token_endpoint"] == "https://litellm.example.com/bridge_srv/token"
+    assert result["registration_endpoint"] == "https://litellm.example.com/bridge_srv/register"
+
+
+def test_oauth_authorization_server_404_for_non_bridge_client_forwarded_server():
+    """Without dcr_bridge a client-forwarded server keeps 404ing AS-metadata discovery: verbatim
+    upstream discovery is the contract and the gateway must not advertise itself as its AS."""
+    with pytest.raises(HTTPException) as exc:
+        _named_as_metadata_response(_bridge_server(dcr_bridge=None))
+
+    assert exc.value.status_code == 404
+
+
+async def _bridge_register_response(server, request_payload, persist_credentials=False):
+    from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+        register_client_with_server,
+    )
+
+    mock_response = MagicMock()
+    mock_response.json.return_value = {
+        "client_id": "upstream-issued-client",
+        "redirect_uris": request_payload.get("redirect_uris", []),
+        "token_endpoint_auth_method": "none",
+    }
+    mock_response.raise_for_status = MagicMock()
+    mock_async_client = MagicMock()
+    mock_async_client.post = AsyncMock(return_value=mock_response)
+
+    with (
+        patch(
+            "litellm.proxy._experimental.mcp_server.discoverable_endpoints.get_async_httpx_client",
+            return_value=mock_async_client,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.discoverable_endpoints._persist_dcr_client_registration",
+            new_callable=AsyncMock,
+        ) as mock_persist,
+        patch(
+            "litellm.proxy._experimental.mcp_server.discoverable_endpoints._reuse_persisted_dcr_client_if_available",
+            new_callable=AsyncMock,
+            return_value=False,
+        ),
+    ):
+        response = await register_client_with_server(
+            request=_bridge_mock_request(),
+            mcp_server=server,
+            client_name=request_payload.get("client_name", ""),
+            grant_types=request_payload.get("grant_types"),
+            response_types=request_payload.get("response_types"),
+            token_endpoint_auth_method=request_payload.get("token_endpoint_auth_method"),
+            persist_credentials=persist_credentials,
+            client_redirect_uris=request_payload.get("redirect_uris"),
+        )
+    return response, mock_async_client, mock_persist
+
+
+@pytest.mark.asyncio
+async def test_register_bridge_relay_forwards_client_redirect_uris():
+    """The bridge relay arm registers the client's own redirect_uris upstream with public-client
+    defaults and relays the upstream response verbatim, so the upstream AS enforces the redirect
+    binding for that client and the auth code never transits the gateway."""
+    import json
+
+    response, mock_async_client, _ = await _bridge_register_response(
+        _bridge_server(),
+        {"client_name": "Claude", "redirect_uris": [_BRIDGE_CLIENT_REDIRECT]},
+    )
+
+    posted = mock_async_client.post.call_args.kwargs["json"]
+    assert posted["redirect_uris"] == [_BRIDGE_CLIENT_REDIRECT]
+    assert posted["grant_types"] == ["authorization_code", "refresh_token"]
+    assert posted["response_types"] == ["code"]
+    assert posted["token_endpoint_auth_method"] == "none"
+
+    payload = json.loads(response.body.decode("utf-8"))
+    assert payload["client_id"] == "upstream-issued-client"
+
+
+@pytest.mark.asyncio
+async def test_register_bridge_relay_requires_redirect_uris():
+    with pytest.raises(HTTPException) as exc:
+        await _bridge_register_response(_bridge_server(), {"client_name": "Claude"})
+
+    assert exc.value.status_code == 400
+    assert "redirect_uris" in str(exc.value.detail)
+
+
+@pytest.mark.asyncio
+async def test_register_bridge_relay_never_persists():
+    """Relayed registrations belong to individual clients; persisting one as the server's own DCR
+    client would hand every future caller the first client's identity."""
+    _, _, mock_persist = await _bridge_register_response(
+        _bridge_server(),
+        {"client_name": "Claude", "redirect_uris": [_BRIDGE_CLIENT_REDIRECT]},
+        persist_credentials=True,
+    )
+
+    mock_persist.assert_not_called()
+
+
 async def _exchange_persistence_attempted_for_auth_type(auth_type) -> bool:
     """Run exchange_token_with_server for a server of ``auth_type`` and report whether it attempted
     to persist the exchanged token server-side. The client-forwarded token modes must not persist:
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough.py
index 6de35ebc524..ec285f8eba0 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough.py
@@ -571,3 +571,53 @@ async def test_oauth_protected_resource_true_passthrough_returns_upstream_metada
         assert result["resource"] == "https://upstream.example.com/mcp"
     finally:
         global_mcp_server_manager.registry.clear()
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("auth_type", [MCPAuth.true_passthrough, MCPAuth.oauth_delegate])
+@pytest.mark.parametrize("use_standard_pattern", [True, False])
+async def test_oauth_protected_resource_dcr_bridge_returns_gateway_facade(auth_type, use_standard_pattern):
+    """With dcr_bridge on, discovery flips from the upstream-verbatim contract to the gateway
+    facade: resource is the gateway URL the client dialed and authorization_servers names the
+    gateway's per-server AS, so DCR-only clients (which enforce the RFC 9728 resource match)
+    can register and sign in through the gateway. No upstream metadata fetch happens."""
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+        global_mcp_server_manager,
+    )
+
+    global_mcp_server_manager.registry.clear()
+    bridge_server = MCPServer(
+        server_id="bridge-1",
+        name="sample_docs",
+        server_name="sample_docs",
+        alias="sample_docs",
+        url="https://upstream.example.com/mcp",
+        transport=MCPTransport.http,
+        auth_type=auth_type,
+        dcr_bridge=True,
+        scopes=["read"],
+        registration_url="https://okta.example.com/register",
+    )
+    global_mcp_server_manager.registry[bridge_server.server_id] = bridge_server
+
+    try:
+        with patch.object(discoverable_endpoints, "get_async_httpx_client") as mock_client_factory:
+            result = await _build_oauth_protected_resource_response(
+                request=_make_request(),
+                mcp_server_name="sample_docs",
+                use_standard_pattern=use_standard_pattern,
+            )
+    finally:
+        global_mcp_server_manager.registry.clear()
+
+    expected_resource = (
+        "https://gateway.example.com/mcp/sample_docs"
+        if use_standard_pattern
+        else "https://gateway.example.com/sample_docs/mcp"
+    )
+    assert result == {
+        "authorization_servers": ["https://gateway.example.com/sample_docs"],
+        "resource": expected_resource,
+        "scopes_supported": ["read"],
+    }
+    mock_client_factory.assert_not_called()
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index f81e460a8be..7c55bd4560f 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -6678,6 +6678,67 @@ async def test_get_tools_from_server_absorbs_non_challenge_http_error(self):
 
         assert await manager._get_tools_from_server(server) == []
 
+    @pytest.mark.asyncio
+    async def test_get_tools_from_server_suppresses_upstream_challenge_for_dcr_bridge(self):
+        """A dcr_bridge server must never relay the upstream's own WWW-Authenticate: it points
+        clients at the upstream protected-resource metadata, which fails the RFC 9728 resource
+        match against the gateway URL they dialed. Stripping it makes the single-server route
+        fabricate the gateway well-known challenge, whose content is the bridge facade."""
+        from litellm.proxy._experimental.mcp_server.exceptions import (
+            MCPUpstreamAuthError,
+        )
+        from litellm.types.mcp import MCPAuth
+
+        manager = MCPServerManager()
+        bridge_server = MCPServer(
+            server_id="bridge-srv",
+            name="bridge-srv",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.true_passthrough,
+            dcr_bridge=True,
+        )
+        upstream_challenge = 'Bearer resource_metadata="https://upstream.example/.well-known/oauth-protected-resource"'
+        client = MagicMock()
+        client.list_tools = AsyncMock(side_effect=_upstream_status_error(401, upstream_challenge))
+        manager._create_mcp_client = AsyncMock(return_value=client)
+
+        with pytest.raises(MCPUpstreamAuthError) as exc_info:
+            await manager._get_tools_from_server(bridge_server)
+
+        assert exc_info.value.status_code == 401
+        assert exc_info.value.www_authenticate is None
+        assert exc_info.value.server_name == "bridge-srv"
+
+    @pytest.mark.asyncio
+    async def test_get_tools_from_server_suppresses_resolver_challenge_for_dcr_bridge(self):
+        """The client-build-time HTTPException conversion path applies the same suppression."""
+        from litellm.proxy._experimental.mcp_server.exceptions import (
+            MCPUpstreamAuthError,
+        )
+        from litellm.types.mcp import MCPAuth
+
+        manager = MCPServerManager()
+        bridge_server = MCPServer(
+            server_id="bridge-srv",
+            name="bridge-srv",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth_delegate,
+            dcr_bridge=True,
+        )
+        manager._create_mcp_client = AsyncMock(
+            side_effect=HTTPException(
+                status_code=401,
+                detail="Unauthorized",
+                headers={"WWW-Authenticate": 'Bearer resource_metadata="https://upstream.example/prm"'},
+            )
+        )
+
+        with pytest.raises(MCPUpstreamAuthError) as exc_info:
+            await manager._get_tools_from_server(bridge_server)
+
+        assert exc_info.value.status_code == 401
+        assert exc_info.value.www_authenticate is None
+
     @pytest.mark.asyncio
     async def test_aggregate_list_tools_absorbs_unauthenticated_server(self):
         from litellm.proxy._experimental.mcp_server.exceptions import (
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py
index da183e8d02a..be95b3f3f73 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_stale_session.py
@@ -1400,6 +1400,76 @@ async def test_handle_streamable_http_mcp_true_passthrough_without_token_surface
     probe_client.post.assert_awaited_once()
 
 
+@pytest.mark.asyncio
+async def test_handle_streamable_http_mcp_true_passthrough_dcr_bridge_challenges_with_gateway_metadata():
+    """With dcr_bridge on, the missing-token challenge names the GATEWAY's well-known instead of
+    relaying the upstream's: the gateway is the authorization server for bridge clients, and the
+    upstream's own challenge would point them at metadata that fails the RFC 9728 resource match.
+    The upstream probe is skipped entirely; the gateway can answer authoritatively."""
+    from fastapi import HTTPException
+
+    try:
+        from litellm.proxy._experimental.mcp_server.server import (
+            handle_streamable_http_mcp,
+            session_manager_stateful,
+        )
+    except ImportError:
+        pytest.skip("MCP server not available")
+
+    probe_client = MagicMock()
+    probe_client.post = AsyncMock()
+
+    scope = _passthrough_mode_scope("tp_bridge_server")
+    receive = AsyncMock(
+        return_value={
+            "type": "http.request",
+            "body": b'{"jsonrpc":"2.0","id":1,"method":"initialize","params":{}}',
+            "more_body": False,
+        }
+    )
+    send = AsyncMock()
+    user_auth = MagicMock()
+    user_auth.user_id = None
+    bridge_server = _build_passthrough_mode_server("tp_bridge_server", MCPAuth.true_passthrough).model_copy(
+        update={"dcr_bridge": True}
+    )
+
+    with (
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.extract_mcp_auth_context",
+            new_callable=AsyncMock,
+            return_value=(user_auth, None, ["tp_bridge_server"], None, None, None),
+        ),
+        patch("litellm.proxy._experimental.mcp_server.server.set_auth_context"),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server._SESSION_MANAGERS_INITIALIZED",
+            True,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.get_async_httpx_client",
+            return_value=probe_client,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.server.global_mcp_server_manager.get_mcp_server_by_name",
+            return_value=bridge_server,
+        ),
+        patch.object(
+            session_manager_stateful,
+            "handle_request",
+            new_callable=AsyncMock,
+        ) as mock_handle_request,
+    ):
+        with pytest.raises(HTTPException) as exc_info:
+            await handle_streamable_http_mcp(scope, receive, send)
+
+    assert mock_handle_request.await_count == 0
+    assert exc_info.value.status_code == 401
+    challenge = exc_info.value.headers["www-authenticate"]
+    assert "/.well-known/oauth-protected-resource/tp_bridge_server/mcp" in challenge
+    assert "upstream.example.com" not in challenge
+    probe_client.post.assert_not_awaited()
+
+
 @pytest.mark.asyncio
 async def test_handle_streamable_http_mcp_true_passthrough_with_token_skips_probe_and_challenge():
     """When the true_passthrough caller already carries an Authorization the

From b8d1b395d256c424a3efb04feaaa6ee77226f515 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 01:50:15 -0700
Subject: [PATCH 246/370] refactor(mcp): align register redirect_uris raise
 shape and forward client redirect_uris at the root path

---
 .../proxy/_experimental/mcp_server/discoverable_endpoints.py   | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
index 12e7fd7fe8b..a215ff675cd 100644
--- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
@@ -1024,7 +1024,7 @@ async def register_client_with_server(
     if bridge_relay and not client_redirect_uris:
         raise HTTPException(
             status_code=400,
-            detail={"error": "redirect_uris is required to register a client with this server"},
+            detail="redirect_uris is required to register a client with this server",
         )
 
     register_data = {
@@ -1814,6 +1814,7 @@ async def register_client(request: Request, mcp_server_name: Optional[str] = Non
                 response_types=data.get("response_types", []),
                 token_endpoint_auth_method=data.get("token_endpoint_auth_method", ""),
                 fallback_client_id=resolved.server_name or resolved.name,
+                client_redirect_uris=data.get("redirect_uris"),
             )
         return dummy_return
 

From 849ceb0c19d5f40833b421097f8f5521f991df53 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 09:21:52 -0700
Subject: [PATCH 247/370] feat(mcp): relay upstream registration errors to the
 client on the dcr_bridge arm

---
 .../mcp_server/discoverable_endpoints.py      | 17 ++++
 .../mcp_server/test_discoverable_endpoints.py | 89 +++++++++++++++++++
 2 files changed, 106 insertions(+)

diff --git a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
index a215ff675cd..9689a7cb047 100644
--- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
@@ -989,6 +989,21 @@ async def _persist_dcr_client_registration(
         return "failed"
 
 
+_MAX_UPSTREAM_ERROR_CHARS = 500
+
+
+def _safe_upstream_error_detail(response: httpx.Response) -> str:
+    """Bounded plaintext summary of an upstream registration failure for the client.
+
+    RFC 7591 error bodies are small JSON objects (``error`` / ``error_description``); relaying the
+    text lets the client read the real reason instead of a bare 500, and the length bound keeps a
+    hostile or oversized upstream body from bloating the gateway response."""
+    body = response.text
+    if not body:
+        return response.reason_phrase or "upstream registration failed"
+    return body[:_MAX_UPSTREAM_ERROR_CHARS]
+
+
 async def register_client_with_server(
     request: Request,
     mcp_server: MCPServer,
@@ -1050,6 +1065,8 @@ async def register_client_with_server(
             status_code=502,
             detail="MCP upstream registration endpoint returned no response",
         )
+    if bridge_relay and response.status_code >= 400:
+        raise HTTPException(status_code=response.status_code, detail=_safe_upstream_error_detail(response))
     response.raise_for_status()
 
     token_response = response.json()
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
index 5871925dc93..11a6fea0cea 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
@@ -3866,6 +3866,7 @@ async def _bridge_register_response(server, request_payload, persist_credentials
     )
 
     mock_response = MagicMock()
+    mock_response.status_code = 201
     mock_response.json.return_value = {
         "client_id": "upstream-issued-client",
         "redirect_uris": request_payload.get("redirect_uris", []),
@@ -3934,6 +3935,94 @@ async def test_register_bridge_relay_requires_redirect_uris():
     assert "redirect_uris" in str(exc.value.detail)
 
 
+@pytest.mark.asyncio
+async def test_register_bridge_relay_surfaces_upstream_error_not_500():
+    """A bridge relay registration the upstream rejects must surface the upstream status and its
+    RFC 7591 error body to the client, not a bare 500 that hides the real reason."""
+    import httpx
+
+    from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+        register_client_with_server,
+    )
+
+    error_response = MagicMock()
+    error_response.status_code = 400
+    error_response.text = '{"error":"invalid_redirect_uri","error_description":"redirect_uri not allowed"}'
+    error_response.raise_for_status = MagicMock(
+        side_effect=httpx.HTTPStatusError("bad", request=MagicMock(), response=error_response)
+    )
+    mock_async_client = MagicMock()
+    mock_async_client.post = AsyncMock(return_value=error_response)
+
+    with (
+        patch(
+            "litellm.proxy._experimental.mcp_server.discoverable_endpoints.get_async_httpx_client",
+            return_value=mock_async_client,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.discoverable_endpoints._reuse_persisted_dcr_client_if_available",
+            new_callable=AsyncMock,
+            return_value=False,
+        ),
+    ):
+        with pytest.raises(HTTPException) as exc:
+            await register_client_with_server(
+                request=_bridge_mock_request(),
+                mcp_server=_bridge_server(),
+                client_name="Claude",
+                grant_types=None,
+                response_types=None,
+                token_endpoint_auth_method=None,
+                client_redirect_uris=[_BRIDGE_CLIENT_REDIRECT],
+            )
+
+    assert exc.value.status_code == 400
+    assert "invalid_redirect_uri" in str(exc.value.detail)
+
+
+@pytest.mark.asyncio
+async def test_register_non_bridge_upstream_error_still_raises_500():
+    """Non-bridge DCR keeps its pre-change behavior: raise_for_status propagates so the flag-off
+    contract is byte-identical; only the bridge relay arm relays the upstream status."""
+    import httpx
+
+    from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+        register_client_with_server,
+    )
+
+    error_response = MagicMock()
+    error_response.status_code = 400
+    error_response.text = '{"error":"invalid_client_metadata"}'
+    error_response.raise_for_status = MagicMock(
+        side_effect=httpx.HTTPStatusError("bad", request=MagicMock(), response=error_response)
+    )
+    mock_async_client = MagicMock()
+    mock_async_client.post = AsyncMock(return_value=error_response)
+
+    oauth2_server = _bridge_server(auth_type=MCPAuth.oauth2, dcr_bridge=None)
+
+    with (
+        patch(
+            "litellm.proxy._experimental.mcp_server.discoverable_endpoints.get_async_httpx_client",
+            return_value=mock_async_client,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.discoverable_endpoints._reuse_persisted_dcr_client_if_available",
+            new_callable=AsyncMock,
+            return_value=False,
+        ),
+    ):
+        with pytest.raises(httpx.HTTPStatusError):
+            await register_client_with_server(
+                request=_bridge_mock_request(),
+                mcp_server=oauth2_server,
+                client_name="Claude",
+                grant_types=None,
+                response_types=None,
+                token_endpoint_auth_method=None,
+            )
+
+
 @pytest.mark.asyncio
 async def test_register_bridge_relay_never_persists():
     """Relayed registrations belong to individual clients; persisting one as the server's own DCR

From a2f8e80a7be807892d260d9d4a29fd62395e6919 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Fri, 10 Jul 2026 13:03:10 -0700
Subject: [PATCH 248/370] fix(mcp): rework the credential-field lifecycle so
 the OAuth app is upstream-scoped

---
 .../PassthroughAuthorizeSection.test.tsx      |  54 +++++
 .../mcp_tools/PassthroughAuthorizeSection.tsx |  43 +++-
 .../mcp_tools/create_mcp_server.test.tsx      | 220 ++++++++++++++++++
 .../mcp_tools/create_mcp_server.tsx           | 123 ++++++++--
 .../mcp_tools/mcp_server_edit.test.tsx        |  10 +-
 .../components/mcp_tools/mcp_server_edit.tsx  |  55 +++--
 .../src/components/mcp_tools/types.test.tsx   |  45 ++++
 .../src/components/mcp_tools/types.tsx        |  44 +++-
 8 files changed, 531 insertions(+), 63 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.test.tsx

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.test.tsx
new file mode 100644
index 00000000000..0a09ef3f856
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.test.tsx
@@ -0,0 +1,54 @@
+import React from "react";
+import { describe, it, expect } from "vitest";
+import { render, screen } from "@testing-library/react";
+import { Form } from "antd";
+import PassthroughAuthorizeSection from "./PassthroughAuthorizeSection";
+
+const WithForm: React.FC<{ children: React.ReactNode }> = ({ children }) => {
+  const [form] = Form.useForm();
+  return <Form form={form}>{children}</Form>;
+};
+
+const noopFlow = { startOAuthFlow: () => {}, status: "idle", error: null, tokenResponse: null };
+
+describe("PassthroughAuthorizeSection credential-class-aware copy", () => {
+  it("shows keep-existing copy when the credential class is unchanged (true_passthrough <-> oauth_delegate)", () => {
+    render(
+      <WithForm>
+        <PassthroughAuthorizeSection
+          authType="oauth_delegate"
+          oauthFlow={noopFlow}
+          isEditing
+          savedAuthType="true_passthrough"
+        />
+      </WithForm>,
+    );
+    expect(screen.getByPlaceholderText("Leave blank to keep the currently saved app (if any)")).toBeInTheDocument();
+    expect(screen.getByPlaceholderText("Leave blank to keep the currently saved secret (if any)")).toBeInTheDocument();
+  });
+
+  it("shows the discard warning copy when switching from a different class (oauth2 -> true_passthrough)", () => {
+    render(
+      <WithForm>
+        <PassthroughAuthorizeSection
+          authType="true_passthrough"
+          oauthFlow={noopFlow}
+          isEditing
+          savedAuthType="oauth2"
+        />
+      </WithForm>,
+    );
+    expect(screen.getByPlaceholderText("Leave blank to use dynamic client registration")).toBeInTheDocument();
+    expect(screen.getByPlaceholderText("Leave blank for public clients / PKCE")).toBeInTheDocument();
+    expect(screen.getByText(/Switching the auth type discards the previously saved app/)).toBeInTheDocument();
+  });
+
+  it("shows the keep+warn banner when the upstream may no longer match", () => {
+    render(
+      <WithForm>
+        <PassthroughAuthorizeSection authType="true_passthrough" oauthFlow={noopFlow} appMayNotMatchUpstream />
+      </WithForm>,
+    );
+    expect(screen.getByText(/registered for the previous upstream/)).toBeInTheDocument();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx b/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
index 8d53e8b86ee..4cd551e4d10 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
@@ -1,6 +1,6 @@
 import React from "react";
 import { Button, Checkbox, Form, Input } from "antd";
-import { isClientForwardedTokenMode } from "./types";
+import { credentialAuthClass, isClientForwardedTokenMode } from "./types";
 
 interface PassthroughOAuthFlow {
   startOAuthFlow: () => void | Promise<void>;
@@ -20,25 +20,31 @@ interface PassthroughOAuthFlow {
  * as declared config, so internal users' Authorize relays through the org's
  * app instead of dead-ending on upstreams that cannot mint clients.
  *
- * Blank fields follow the same convention as the M2M credential fields: on
- * create they mean "no app configured" (dynamic client registration), while on
- * edit the backend's partial update keeps whatever app is already stored, so
- * blanks mean "keep existing". Removing a stored app is therefore an explicit
- * action (the checkbox below, edit only), which saves an explicit-null
- * credential write instead of omitting the field.
+ * Blank fields follow the same convention as the M2M credential fields. On
+ * create they mean "no app configured" (dynamic client registration). On edit
+ * they mean "keep existing" ONLY when the credential class is unchanged: the
+ * backend merges a partial update within the client-forwarded class, so a
+ * true_passthrough <-> oauth_delegate switch keeps the stored app, but a switch
+ * from a different class (e.g. oauth2) replaces it, so blanks then mean "no
+ * app". Removing a stored app is an explicit checkbox (edit only) that writes
+ * an explicit-null credential.
  */
 export default function PassthroughAuthorizeSection({
   authType,
   oauthFlow,
   isEditing = false,
+  savedAuthType,
   removeStoredApp = false,
   onRemoveStoredAppChange,
+  appMayNotMatchUpstream = false,
 }: {
   authType?: string | null;
   oauthFlow: PassthroughOAuthFlow;
   isEditing?: boolean;
+  savedAuthType?: string | null;
   removeStoredApp?: boolean;
   onRemoveStoredAppChange?: (remove: boolean) => void;
+  appMayNotMatchUpstream?: boolean;
 }) {
   if (!isClientForwardedTokenMode(authType)) return null;
   const authorizeButtonLabels: Record<string, string> = {
@@ -46,9 +52,18 @@ export default function PassthroughAuthorizeSection({
     exchanging: "Exchanging authorization code...",
   };
   const authorizeButtonLabel = authorizeButtonLabels[oauthFlow.status] ?? "Authorize & Fetch Tools (browser-only)";
-  const blankMeaning = isEditing
+  // On edit, "keep existing" only holds when the stored credential class is unchanged; a cross-class
+  // switch (e.g. oauth2 -> true_passthrough) replaces credentials, so blanks then mean "no app".
+  const classUnchanged = isEditing && credentialAuthClass(savedAuthType) === credentialAuthClass(authType);
+  const clientIdPlaceholder = classUnchanged
     ? "Leave blank to keep the currently saved app (if any)"
     : "Leave blank to use dynamic client registration";
+  const clientSecretPlaceholder = classUnchanged
+    ? "Leave blank to keep the currently saved secret (if any)"
+    : "Leave blank for public clients / PKCE";
+  const clientIdExtra = classUnchanged
+    ? "Set this to make everyone authorize through a specific app; required for upstreams without dynamic client registration (e.g. a pre-registered Slack app)."
+    : "Switching the auth type discards the previously saved app; enter a client ID here or leave blank to use dynamic client registration.";
   return (
     <div className="rounded-lg border border-dashed border-gray-300 p-4 space-y-2 mb-4">
       <p className="text-sm text-gray-600">
@@ -57,13 +72,19 @@ export default function PassthroughAuthorizeSection({
         and is never saved to LiteLLM. An OAuth app configured below IS saved with the server, so internal users who
         authorize from the Tools page go through it.
       </p>
+      {appMayNotMatchUpstream && (
+        <p className="text-sm text-amber-600">
+          You changed the upstream URL or endpoints; the OAuth app entered here was registered for the previous upstream
+          and may not be valid. Update the client ID, or clear it to use dynamic client registration.
+        </p>
+      )}
       <Form.Item
         label={<span className="text-sm font-medium text-gray-700">OAuth Client ID (optional, saved)</span>}
         name={["credentials", "client_id"]}
-        extra="Set this to make everyone authorize through a specific app; required for upstreams without dynamic client registration (e.g. a pre-registered Slack app)."
+        extra={clientIdExtra}
       >
         <Input.Password
-          placeholder={blankMeaning}
+          placeholder={clientIdPlaceholder}
           disabled={removeStoredApp}
           className="rounded-lg border-gray-300 focus:border-blue-500 focus:ring-blue-500"
         />
@@ -73,7 +94,7 @@ export default function PassthroughAuthorizeSection({
         name={["credentials", "client_secret"]}
       >
         <Input.Password
-          placeholder="Leave blank for public clients / PKCE"
+          placeholder={clientSecretPlaceholder}
           disabled={removeStoredApp}
           className="rounded-lg border-gray-300 focus:border-blue-500 focus:ring-blue-500"
         />
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
index a4668bddfc3..6d1d18b3902 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
@@ -609,6 +609,226 @@ describe("CreateMCPServer", () => {
       expect(JSON.stringify(payload)).not.toContain("oauth2-minted-tok");
     });
 
+    it("keeps the DCR-minted client out of form.credentials but reuses it via getCredentials", async () => {
+      await selectHttpTransport();
+      const user = userEvent.setup({ delay: null });
+      await user.type(getServerNameInput(), "DCR_Server");
+      await user.type(screen.getByPlaceholderText("https://your-mcp-server.com"), "https://example.com/mcp");
+      await selectAntOption("Authentication", "OAuth");
+
+      await waitFor(() => expect(oauthHook.onTokenReceived).toBeTruthy());
+      await act(async () => {
+        oauthHook.onTokenReceived!(
+          { access_token: "oauth2-tok", token_type: "Bearer" },
+          { clientId: "dcr-client", clientSecret: "dcr-secret" },
+        );
+      });
+
+      // The DCR client must NOT be in the form store (or it could be collected as a CF server's app),
+      // but getCredentials merges it so a re-authorize reuses the registered client instead of re-DCRing.
+      expect(oauthHook.getCredentials?.()?.client_id).toBe("dcr-client");
+    });
+
+    it("persists the DCR client on an oauth2 submit via the ref", async () => {
+      await selectHttpTransport();
+      const user = userEvent.setup({ delay: null });
+      await user.type(getServerNameInput(), "DCR_Submit_Server");
+      await user.type(screen.getByPlaceholderText("https://your-mcp-server.com"), "https://example.com/mcp");
+      await selectAntOption("Authentication", "OAuth");
+
+      await waitFor(() => expect(oauthHook.onTokenReceived).toBeTruthy());
+      await act(async () => {
+        oauthHook.onTokenReceived!(
+          { access_token: "oauth2-tok", token_type: "Bearer" },
+          { clientId: "dcr-client", clientSecret: "dcr-secret" },
+        );
+      });
+
+      const dcrSubmitServer = {
+        server_id: "dcr-submit",
+        server_name: "DCR_Submit_Server",
+        alias: "DCR_Submit_Server",
+        url: "https://example.com/mcp",
+        transport: "http",
+        auth_type: "oauth2",
+        created_at: "2024-01-01T00:00:00Z",
+        created_by: "user-1",
+        updated_at: "2024-01-01T00:00:00Z",
+        updated_by: "user-1",
+      };
+      vi.mocked(networking.createMCPServer).mockResolvedValue(dcrSubmitServer);
+      await act(async () => {
+        fireEvent.click(screen.getByRole("button", { name: "Add MCP Server" }));
+      });
+
+      await waitFor(() => expect(networking.createMCPServer).toHaveBeenCalledTimes(1));
+      const [, payload] = vi.mocked(networking.createMCPServer).mock.calls[0];
+      expect(payload.credentials.client_id).toBe("dcr-client");
+      expect(payload.credentials.client_secret).toBe("dcr-secret");
+    });
+
+    it("preserves the typed app across a switch between the two client-forwarded modes", async () => {
+      await selectHttpTransport();
+      const user = userEvent.setup({ delay: null });
+      await user.type(getServerNameInput(), "CF_Switch_Keep");
+      await user.type(screen.getByPlaceholderText("https://your-mcp-server.com"), "https://example.com/mcp");
+      await selectAntOption("Authentication", "True Passthrough (no LiteLLM auth)");
+      await user.type(screen.getByPlaceholderText("Leave blank to use dynamic client registration"), "app-id");
+      await user.type(screen.getByPlaceholderText("Leave blank for public clients / PKCE"), "app-secret");
+
+      await waitFor(() => expect(oauthHook.onTokenReceived).toBeTruthy());
+      await act(async () => {
+        oauthHook.onTokenReceived!({ access_token: "cf-tok", token_type: "Bearer" }, undefined);
+      });
+
+      await selectAntOption("Authentication", "OAuth Delegate (client-supplied upstream token)");
+
+      const switched = {
+        server_id: "cf-switch-keep",
+        server_name: "CF_Switch_Keep",
+        alias: "CF_Switch_Keep",
+        url: "https://example.com/mcp",
+        transport: "http",
+        auth_type: "oauth_delegate",
+        created_at: "2024-01-01T00:00:00Z",
+        created_by: "user-1",
+        updated_at: "2024-01-01T00:00:00Z",
+        updated_by: "user-1",
+      };
+      vi.mocked(networking.createMCPServer).mockResolvedValue(switched);
+      await act(async () => {
+        fireEvent.click(screen.getByRole("button", { name: "Add MCP Server" }));
+      });
+
+      await waitFor(() => expect(networking.createMCPServer).toHaveBeenCalledTimes(1));
+      const [, payload] = vi.mocked(networking.createMCPServer).mock.calls[0];
+      expect(payload.credentials).toEqual({ client_id: "app-id", client_secret: "app-secret" });
+    });
+
+    it("preserves the typed app across a client-forwarded -> oauth2 -> client-forwarded round trip", async () => {
+      await selectHttpTransport();
+      const user = userEvent.setup({ delay: null });
+      await user.type(getServerNameInput(), "CF_Round");
+      await user.type(screen.getByPlaceholderText("https://your-mcp-server.com"), "https://example.com/mcp");
+      await selectAntOption("Authentication", "True Passthrough (no LiteLLM auth)");
+      await user.type(screen.getByPlaceholderText("Leave blank to use dynamic client registration"), "app-id");
+      await user.type(screen.getByPlaceholderText("Leave blank for public clients / PKCE"), "app-secret");
+
+      await waitFor(() => expect(oauthHook.onTokenReceived).toBeTruthy());
+      await act(async () => {
+        oauthHook.onTokenReceived!({ access_token: "cf-tok", token_type: "Bearer" }, undefined);
+      });
+
+      await selectAntOption("Authentication", "OAuth");
+      await selectAntOption("Authentication", "True Passthrough (no LiteLLM auth)");
+
+      const cfRoundServer = {
+        server_id: "cf-round",
+        server_name: "CF_Round",
+        alias: "CF_Round",
+        url: "https://example.com/mcp",
+        transport: "http",
+        auth_type: "true_passthrough",
+        created_at: "2024-01-01T00:00:00Z",
+        created_by: "user-1",
+        updated_at: "2024-01-01T00:00:00Z",
+        updated_by: "user-1",
+      };
+      vi.mocked(networking.createMCPServer).mockResolvedValue(cfRoundServer);
+      await act(async () => {
+        fireEvent.click(screen.getByRole("button", { name: "Add MCP Server" }));
+      });
+
+      await waitFor(() => expect(networking.createMCPServer).toHaveBeenCalledTimes(1));
+      const [, payload] = vi.mocked(networking.createMCPServer).mock.calls[0];
+      expect(payload.credentials).toEqual({ client_id: "app-id", client_secret: "app-secret" });
+    });
+
+    it("keeps the typed app but warns when the URL changes after a client-forwarded authorize", async () => {
+      await selectHttpTransport();
+      const user = userEvent.setup({ delay: null });
+      await user.type(getServerNameInput(), "CF_Warn");
+      await user.type(screen.getByPlaceholderText("https://your-mcp-server.com"), "https://example.com/mcp");
+      await selectAntOption("Authentication", "True Passthrough (no LiteLLM auth)");
+      await user.type(screen.getByPlaceholderText("Leave blank to use dynamic client registration"), "app-id");
+
+      await waitFor(() => expect(oauthHook.onTokenReceived).toBeTruthy());
+      await act(async () => {
+        oauthHook.onTokenReceived!({ access_token: "cf-tok", token_type: "Bearer" }, undefined);
+      });
+
+      await act(async () => {
+        fireEvent.change(screen.getByPlaceholderText("https://your-mcp-server.com"), {
+          target: { value: "https://other.example.com/mcp" },
+        });
+      });
+
+      // Keep + warn: the app stays in the field, and a non-blocking warning appears.
+      expect(screen.getByText(/OAuth app entered here was registered for the previous upstream/)).toBeInTheDocument();
+    });
+
+    it("keeps client_secret when only client_id is edited after a client-forwarded authorize", async () => {
+      await selectHttpTransport();
+      const user = userEvent.setup({ delay: null });
+      await user.type(getServerNameInput(), "CF_Keystroke");
+      await user.type(screen.getByPlaceholderText("https://your-mcp-server.com"), "https://example.com/mcp");
+      await selectAntOption("Authentication", "True Passthrough (no LiteLLM auth)");
+      await user.type(screen.getByPlaceholderText("Leave blank to use dynamic client registration"), "app-id");
+      await user.type(screen.getByPlaceholderText("Leave blank for public clients / PKCE"), "app-secret");
+
+      await waitFor(() => expect(oauthHook.onTokenReceived).toBeTruthy());
+      await act(async () => {
+        oauthHook.onTokenReceived!({ access_token: "cf-tok", token_type: "Bearer" }, undefined);
+      });
+
+      // Editing only client_id fires an invalidation whose changedValues carries only the client_id
+      // sub-field; the preserve + deep-merge re-apply must keep client_secret from being dropped.
+      await user.type(screen.getByPlaceholderText("Leave blank to use dynamic client registration"), "2");
+
+      const cfKeystrokeServer = {
+        server_id: "cf-keystroke",
+        server_name: "CF_Keystroke",
+        alias: "CF_Keystroke",
+        url: "https://example.com/mcp",
+        transport: "http",
+        auth_type: "true_passthrough",
+        created_at: "2024-01-01T00:00:00Z",
+        created_by: "user-1",
+        updated_at: "2024-01-01T00:00:00Z",
+        updated_by: "user-1",
+      };
+      vi.mocked(networking.createMCPServer).mockResolvedValue(cfKeystrokeServer);
+      await act(async () => {
+        fireEvent.click(screen.getByRole("button", { name: "Add MCP Server" }));
+      });
+
+      await waitFor(() => expect(networking.createMCPServer).toHaveBeenCalledTimes(1));
+      const [, payload] = vi.mocked(networking.createMCPServer).mock.calls[0];
+      expect(payload.credentials).toEqual({ client_id: "app-id2", client_secret: "app-secret" });
+    });
+
+    it("replaces the token set on re-authorize instead of leaving stale siblings", async () => {
+      await selectHttpTransport();
+      const user = userEvent.setup({ delay: null });
+      await user.type(getServerNameInput(), "Reauth_Server");
+      await user.type(screen.getByPlaceholderText("https://your-mcp-server.com"), "https://example.com/mcp");
+      await selectAntOption("Authentication", "OAuth");
+
+      await waitFor(() => expect(oauthHook.onTokenReceived).toBeTruthy());
+      const firstToken = { access_token: "T1", refresh_token: "R1", scope: "read", token_type: "Bearer" };
+      await act(async () => {
+        oauthHook.onTokenReceived!(firstToken, undefined);
+      });
+      await act(async () => {
+        oauthHook.onTokenReceived!({ access_token: "T2", token_type: "Bearer" }, undefined);
+      });
+
+      const creds = oauthHook.getCredentials?.() ?? {};
+      expect(creds.access_token).toBe("T2");
+      expect(creds.refresh_token).toBeUndefined();
+      expect(creds.scope).toBeUndefined();
+    });
+
     it("should not show auth value field when None auth type is selected", async () => {
       await selectHttpTransport();
 
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index a526bc93546..52abd40db93 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -19,6 +19,7 @@ import {
   CLEARED_ON_INVALIDATION,
   isHeldOAuthTokenStale,
   preservedDeclaredAppCredentials,
+  withoutMintedTokenCredentials,
 } from "./types";
 import OAuthFormFields from "./OAuthFormFields";
 import TruePassthroughWarning from "./TruePassthroughWarning";
@@ -109,6 +110,14 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
   // was fetched; undefined when no valid token is held. If any mint-relevant field diverges from this,
   // the held token is stale and is discarded so the admin must re-authorize.
   const [authorizedIdentity, setAuthorizedIdentity] = useState<string | undefined>(undefined);
+  // The DCR-minted OAuth client from an interactive (oauth2) Authorize. Held OUT of form.credentials so
+  // it can never be collected as a client-forwarded server's declared app; injected into the payload
+  // only on an oauth2 submit (where persisting the registered client is correct), and cleared on any
+  // invalidation or modal close. An abandoned authorize leaves it null, which is the desired asymmetry.
+  const dcrClientRef = React.useRef<{ client_id: string; client_secret?: string } | null>(null);
+  // Set when the upstream identity (url/endpoints) changed while a declared app is present, so the
+  // section can warn that the saved app may not match the new upstream (the app is kept, not wiped).
+  const [appMayNotMatchUpstream, setAppMayNotMatchUpstream] = useState(false);
 
   // Single hook call shared by MCPConnectionStatus and MCPToolConfiguration to avoid duplicate requests.
   const {
@@ -150,6 +159,9 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
         searchValue,
         aliasManuallyEdited,
         logoUrl,
+        // Persist the identity so invalidation stays armed across the OAuth redirect round trip: a
+        // post-restore url/mode edit must still discard the held token instead of silently keeping it.
+        authorizedIdentity,
       };
       setSecureItem(CREATE_OAUTH_UI_STATE_KEY, JSON.stringify(uiState));
     } catch (err) {
@@ -165,7 +177,12 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
     reset: resetOAuthFlow,
   } = useMcpOAuthFlow({
     accessToken,
-    getCredentials: () => form.getFieldValue("credentials"),
+    // Merge the ref-held DCR client so a re-authorize reuses the registered client instead of
+    // re-registering; the form store itself never holds the DCR client (see onTokenReceived).
+    getCredentials: () => ({
+      ...((form.getFieldValue("credentials") as Record<string, unknown> | undefined) ?? {}),
+      ...(dcrClientRef.current ?? {}),
+    }),
     getTemporaryPayload: () => {
       const values = form.getFieldsValue(true);
       const transport = values.transport || transportType;
@@ -187,7 +204,9 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
         url,
         transport: transport === TRANSPORT.OPENAPI ? "http" : transport,
         auth_type: isClientForwardedTokenMode(values.auth_type) ? values.auth_type : AUTH_TYPE.OAUTH2,
-        credentials: values.credentials,
+        credentials: isClientForwardedTokenMode(values.auth_type)
+          ? preservedDeclaredAppCredentials(values.credentials)
+          : values.credentials,
         authorization_url: values.authorization_url,
         token_url: values.token_url,
         registration_url: values.registration_url,
@@ -217,18 +236,31 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
         return;
       }
 
-      const credentials = {
+      // The DCR-minted client is held in a ref, NOT written into form.credentials, so it can never be
+      // collected as a client-forwarded server's declared app; it is injected into the payload only on
+      // an oauth2 submit. An admin-typed client already lives in form.credentials and is left untouched.
+      dcrClientRef.current = registeredClient?.clientId
+        ? {
+            client_id: registeredClient.clientId,
+            ...(registeredClient.clientSecret && { client_secret: registeredClient.clientSecret }),
+          }
+        : null;
+
+      const current = (form.getFieldValue("credentials") as Record<string, unknown> | undefined) ?? {};
+      const nextCredentials = {
+        ...(preservedDeclaredAppCredentials(current) ?? {}),
+        ...(current.scopes !== undefined && { scopes: current.scopes }),
         access_token: token.access_token,
         ...(token.refresh_token && { refresh_token: token.refresh_token }),
         ...(token.expires_in && { expires_in: token.expires_in }),
         ...(token.scope && { scope: token.scope }),
-        ...(registeredClient?.clientId && { client_id: registeredClient.clientId }),
-        ...(registeredClient?.clientSecret && { client_secret: registeredClient.clientSecret }),
       };
-
-      form.setFieldsValue({ credentials });
-      // Capture the identity AFTER writing the DCR'd credentials so the held token is not spuriously
-      // invalidated by its own credential write.
+      // Path-replace (not deep-merge) so a re-authorize with fewer token fields does not leave stale
+      // siblings from the previous token behind; the admin-typed client keys and scopes are carried
+      // explicitly above.
+      form.setFieldValue("credentials", nextCredentials);
+      // Capture the identity AFTER writing the token so the held token is not spuriously invalidated by
+      // its own credential write.
       setAuthorizedIdentity(getOAuthAuthorizationIdentity(form.getFieldsValue(true)));
 
       NotificationsManager.success(
@@ -249,15 +281,17 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
     clearTools();
     resetOAuthFlow();
     setAuthorizedIdentity(undefined);
-    const keptAppCredentials = preservedDeclaredAppCredentials(
-      form.getFieldValue("auth_type"),
-      "auth_type" in changedValues,
-      form.getFieldValue("credentials"),
-    );
+    dcrClientRef.current = null;
+    // Capture the admin-typed app before resetFields destroys it, then re-apply it: the app is
+    // upstream-scoped config, not minted material, so it survives every invalidation (the token is
+    // what gets discarded). Token-shaped keys are excluded by the helper's key filter.
+    const keptAppCredentials = preservedDeclaredAppCredentials(form.getFieldValue("credentials"));
     form.resetFields([...CLEARED_ON_INVALIDATION]);
     if (keptAppCredentials) {
       form.setFieldsValue({ credentials: keptAppCredentials });
     }
+    // Re-apply the in-flight edit last; rc-field-form deep-merges nested objects, so a changed
+    // credentials sub-field composes with the preserved sibling instead of replacing the object.
     const preserved = Object.fromEntries(
       CLEARED_ON_INVALIDATION.filter((key) => key in changedValues).map((key) => [key, changedValues[key]]),
     );
@@ -285,7 +319,20 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
         setTransportType(restoredTransport);
       }
       if (parsed.formValues) {
-        setPendingRestoredValues({ values: parsed.formValues, transport: restoredTransport });
+        // Strip minted token material from the restored credentials so a stale token never rehydrates
+        // into the form store (defense in depth for pre-fix snapshots); the declared app is kept.
+        const restoredValues = {
+          ...parsed.formValues,
+          ...(parsed.formValues.credentials
+            ? { credentials: withoutMintedTokenCredentials(parsed.formValues.credentials) }
+            : {}),
+        };
+        setPendingRestoredValues({ values: restoredValues, transport: restoredTransport });
+      }
+      if (typeof parsed.authorizedIdentity === "string") {
+        // Re-arm invalidation: without this the remounted form has authorizedIdentity=undefined, so a
+        // post-restore mode/url edit would never fire the stale-token discard.
+        setAuthorizedIdentity(parsed.authorizedIdentity);
       }
       if (parsed.costConfig) {
         setCostConfig(parsed.costConfig);
@@ -511,8 +558,20 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
       const includeCredentials =
         restValues.auth_type && AUTH_TYPES_REQUIRING_CREDENTIALS.includes(restValues.auth_type);
 
-      if (includeCredentials && credentialsPayload && Object.keys(credentialsPayload).length > 0) {
-        payload.credentials = credentialsPayload;
+      // Client-forwarded rows persist ONLY the declared app; strip any token material that lingered in
+      // the form (e.g. from a prior oauth2 authorize on the same session) so it can never reach the row.
+      const submitCredentials = isClientForwardedTokenMode(restValues.auth_type)
+        ? preservedDeclaredAppCredentials(credentialsPayload)
+        : credentialsPayload;
+
+      if (includeCredentials && submitCredentials && Object.keys(submitCredentials).length > 0) {
+        payload.credentials = submitCredentials;
+      }
+
+      // An interactive (oauth2) create persists its DCR-minted client from the ref (kept out of the
+      // form store); reuse a re-authorize's registered client instead of re-registering.
+      if (restValues.auth_type === AUTH_TYPE.OAUTH2 && dcrClientRef.current) {
+        payload.credentials = { ...(payload.credentials ?? {}), ...dcrClientRef.current };
       }
 
       if (accessToken != null) {
@@ -587,6 +646,9 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
     setHasToolAllowlistInteraction(false);
     setAliasManuallyEdited(false);
     setLogoUrl(undefined);
+    setAuthorizedIdentity(undefined);
+    dcrClientRef.current = null;
+    setAppMayNotMatchUpstream(false);
     setModalVisible(false);
   };
 
@@ -674,12 +736,28 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
   const handleFormValuesChange = (changedValues: Record<string, unknown>, allValues: Record<string, unknown>) => {
     // Any change to a mint-relevant field (url, auth_type, oauth_flow_type, client creds/scopes, or the
     // authorization/token/registration endpoints — see getOAuthAuthorizationIdentity) makes a held token
-    // stale, so discard it and force a fresh authorize. When that happens, formValues must be rebuilt
-    // from the form's post-reset state, not the pre-reset allValues snapshot: the snapshot still holds
-    // the discarded token in credentials, and useTestMCPConnection reads formValues for tool preview.
-    if (isHeldOAuthTokenStale(allValues, authorizedIdentity)) {
+    // stale, so discard it and force a fresh authorize. The stale check reads getFieldsValue(true): the
+    // onValuesChange allValues argument holds only MOUNTED paths, so an unmounted identity field (e.g.
+    // an oauth_flow_type initialValue while in a client-forwarded mode) would compare as changed on
+    // every keystroke and churn the held token. When a clear happens, formValues is rebuilt from the
+    // form's post-reset state (not the pre-reset snapshot, which still holds the discarded token).
+    // Editing the client fields is the admin managing/acknowledging the app, so it always dismisses
+    // the "may not match upstream" warning regardless of the stale-token branch below.
+    if ("credentials" in changedValues) {
+      setAppMayNotMatchUpstream(false);
+    }
+    if (isHeldOAuthTokenStale(form.getFieldsValue(true), authorizedIdentity)) {
+      // A url/endpoint change while a declared app is present keeps the app but flags that it may not
+      // match the new upstream (the "keep + warn" behavior); a client-key edit is handled above.
+      const upstreamChanged = ["url", "spec_path", "authorization_url", "token_url", "registration_url"].some(
+        (key) => key in changedValues,
+      );
+      const hasDeclaredApp = preservedDeclaredAppCredentials(form.getFieldValue("credentials")) !== undefined;
       clearHeldOAuthToken(changedValues);
-      setFormValues({ ...form.getFieldsValue(true), ...changedValues });
+      if (upstreamChanged && hasDeclaredApp && !("credentials" in changedValues)) {
+        setAppMayNotMatchUpstream(true);
+      }
+      setFormValues(form.getFieldsValue(true));
       return;
     }
     setFormValues(allValues);
@@ -1006,6 +1084,7 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
                             error: oauthError,
                             tokenResponse: oauthTokenResponse,
                           }}
+                          appMayNotMatchUpstream={appMayNotMatchUpstream}
                         />
 
                         {shouldShowAuthValueField && (
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index 5691023f79d..9cfe56f5fe2 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -1403,7 +1403,10 @@ describe("MCPServerEdit (OAuth token persistence on save)", () => {
         screen.getByPlaceholderText("Leave blank to keep the currently saved app (if any)"),
         "org-app-client-id",
       );
-      await user.type(screen.getByPlaceholderText("Leave blank for public clients / PKCE"), "org-app-secret");
+      await user.type(
+        screen.getByPlaceholderText("Leave blank to keep the currently saved secret (if any)"),
+        "org-app-secret",
+      );
 
       await act(async () => {
         fireEvent.click(screen.getAllByRole("button", { name: "Save Changes" })[0]);
@@ -1447,7 +1450,10 @@ describe("MCPServerEdit (OAuth token persistence on save)", () => {
         screen.getByPlaceholderText("Leave blank to keep the currently saved app (if any)"),
         "org-app-client-id",
       );
-      await user.type(screen.getByPlaceholderText("Leave blank for public clients / PKCE"), "org-app-secret");
+      await user.type(
+        screen.getByPlaceholderText("Leave blank to keep the currently saved secret (if any)"),
+        "org-app-secret",
+      );
 
       act(() => {
         mockOauth.onTokenReceived?.({ access_token: "cf-tok", token_type: "bearer" });
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index 6d2d24356da..741b23a12fa 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -9,6 +9,7 @@ import {
   CLEARED_ON_INVALIDATION,
   isHeldOAuthTokenStale,
   preservedDeclaredAppCredentials,
+  withoutMintedTokenCredentials,
   OAUTH_FLOW,
   MCP_OAUTH2_FLOW_M2M,
   MCP_OAUTH2_FLOW_INTERACTIVE,
@@ -183,7 +184,9 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         url,
         transport,
         auth_type: isClientForwardedTokenMode(values.auth_type) ? values.auth_type : AUTH_TYPE.OAUTH2,
-        credentials: values.credentials,
+        credentials: isClientForwardedTokenMode(values.auth_type)
+          ? preservedDeclaredAppCredentials(values.credentials)
+          : values.credentials,
         mcp_access_groups: values.mcp_access_groups || mcpServer.mcp_access_groups,
         static_headers: staticHeaders,
         command: values.command,
@@ -211,14 +214,18 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         return;
       }
 
-      const credentials = {
+      const current = (form.getFieldValue("credentials") as Record<string, unknown> | undefined) ?? {};
+      const nextCredentials = {
+        ...(preservedDeclaredAppCredentials(current) ?? {}),
+        ...(current.scopes !== undefined && { scopes: current.scopes }),
         access_token: token.access_token,
         ...(token.refresh_token && { refresh_token: token.refresh_token }),
         ...(token.expires_in && { expires_in: token.expires_in }),
         ...(token.scope && { scope: token.scope }),
       };
-
-      form.setFieldsValue({ credentials });
+      // Path-replace (not deep-merge) so a re-authorize with fewer token fields does not leave stale
+      // siblings behind; the admin-typed client keys and scopes are carried explicitly above.
+      form.setFieldValue("credentials", nextCredentials);
       // Re-capture after writing credentials so the token is not invalidated by its own credential write.
       authorizedIdentityRef.current = getOAuthAuthorizationIdentity(form.getFieldsValue(true));
 
@@ -336,8 +343,19 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         return;
       }
       if (parsed.formValues) {
-        setPendingRestoredValues({ ...mcpServer, ...parsed.formValues });
+        // Strip minted token material from restored credentials so a stale token never rehydrates into
+        // the form store (defense in depth for pre-fix snapshots); the declared app is kept.
+        const restoredValues = {
+          ...mcpServer,
+          ...parsed.formValues,
+          ...(parsed.formValues.credentials
+            ? { credentials: withoutMintedTokenCredentials(parsed.formValues.credentials) }
+            : {}),
+        };
+        setPendingRestoredValues(restoredValues);
       }
+      // The ref is re-armed by onTokenReceived when the redirect completes the code exchange, so there
+      // is no separate restore-side re-arm here (writing a ref inside an effect is disallowed).
       if (parsed.costConfig) {
         setCostConfig(parsed.costConfig);
       }
@@ -411,11 +429,9 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
     }
     setTools([]);
     resetOAuthFlow();
-    const keptAppCredentials = preservedDeclaredAppCredentials(
-      getEffectiveAuthType(),
-      "auth_type" in changedValues,
-      form.getFieldValue("credentials"),
-    );
+    // The admin-typed app is upstream-scoped config, not minted material, so it survives every
+    // invalidation; only the held token is discarded. Token-shaped keys are excluded by the filter.
+    const keptAppCredentials = preservedDeclaredAppCredentials(form.getFieldValue("credentials"));
     form.resetFields([...CLEARED_ON_INVALIDATION]);
     if (keptAppCredentials) {
       form.setFieldsValue({ credentials: keptAppCredentials });
@@ -862,14 +878,20 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
       const includeCredentials =
         restValues.auth_type && AUTH_TYPES_REQUIRING_CREDENTIALS.includes(restValues.auth_type);
 
-      if (includeCredentials && credentialsPayload && Object.keys(credentialsPayload).length > 0) {
-        payload.credentials = credentialsPayload;
+      // Client-forwarded rows persist ONLY the declared app; strip any token material lingering in the
+      // form (e.g. from a prior oauth2 authorize this session) so it can never reach the row.
+      const submitCredentials = isClientForwardedTokenMode(restValues.auth_type)
+        ? preservedDeclaredAppCredentials(credentialsPayload)
+        : credentialsPayload;
+
+      if (includeCredentials && submitCredentials && Object.keys(submitCredentials).length > 0) {
+        payload.credentials = submitCredentials;
       }
 
-      // Explicit removal of a saved app for the client-forwarded modes. Blank fields are the
-      // keep-existing convention (the backend merges partial credential updates), so removal must be
-      // an explicit-null write: encrypt skips nulls and the merge overrides the stored keys, which
-      // returns the server to dynamic client registration.
+      // Explicit removal of a saved app for the client-forwarded modes, applied AFTER the filter so it
+      // always wins. Blank fields are the keep-existing convention (the backend merges partial
+      // credential updates), so removal must be an explicit-null write: encrypt skips nulls and the
+      // merge overrides the stored keys, returning the server to dynamic client registration.
       if (removeStoredApp && isClientForwardedTokenMode(restValues.auth_type)) {
         payload.credentials = { client_id: null, client_secret: null };
       }
@@ -1061,6 +1083,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
                     tokenResponse: oauthTokenResponse,
                   }}
                   isEditing
+                  savedAuthType={mcpServer.auth_type}
                   removeStoredApp={removeStoredApp}
                   onRemoveStoredAppChange={setRemoveStoredApp}
                 />
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx
index c6faca1fb51..48f9fc2ac75 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx
@@ -10,6 +10,9 @@ import {
   getOAuthAuthorizationIdentity,
   isHeldOAuthTokenStale,
   oauth2FlowToFormValue,
+  preservedDeclaredAppCredentials,
+  withoutMintedTokenCredentials,
+  credentialAuthClass,
 } from "./types";
 
 describe("getOAuthAuthorizationIdentity", () => {
@@ -180,3 +183,45 @@ describe("oauth2FlowToFormValue", () => {
     expect(oauth2FlowToFormValue(undefined)).toBeUndefined();
   });
 });
+
+describe("preservedDeclaredAppCredentials", () => {
+  it("keeps only non-empty string declared-app keys and never token-shaped keys", () => {
+    expect(preservedDeclaredAppCredentials(undefined)).toBeUndefined();
+    expect(preservedDeclaredAppCredentials({})).toBeUndefined();
+    expect(preservedDeclaredAppCredentials({ client_id: 123 })).toBeUndefined();
+    expect(preservedDeclaredAppCredentials({ client_id: "" })).toBeUndefined();
+    expect(preservedDeclaredAppCredentials({ client_id: "a", access_token: "t", scopes: ["s"] })).toEqual({
+      client_id: "a",
+    });
+    expect(preservedDeclaredAppCredentials({ client_secret: "s" })).toEqual({ client_secret: "s" });
+    expect(preservedDeclaredAppCredentials({ client_id: "a", client_secret: "b", refresh_token: "r" })).toEqual({
+      client_id: "a",
+      client_secret: "b",
+    });
+  });
+});
+
+describe("withoutMintedTokenCredentials", () => {
+  it("drops token keys and keeps the declared app and other config", () => {
+    expect(withoutMintedTokenCredentials(undefined)).toBeUndefined();
+    const mixed = {
+      client_id: "a",
+      client_secret: "b",
+      access_token: "t",
+      refresh_token: "r",
+      expires_in: 3600,
+      scope: "read",
+      scopes: ["read"],
+    };
+    expect(withoutMintedTokenCredentials(mixed)).toEqual({ client_id: "a", client_secret: "b", scopes: ["read"] });
+  });
+});
+
+describe("credentialAuthClass", () => {
+  it("collapses the client-forwarded modes to one class and leaves others distinct", () => {
+    expect(credentialAuthClass(AUTH_TYPE.TRUE_PASSTHROUGH)).toBe("client_forwarded");
+    expect(credentialAuthClass(AUTH_TYPE.OAUTH_DELEGATE)).toBe("client_forwarded");
+    expect(credentialAuthClass(AUTH_TYPE.OAUTH2)).toBe(AUTH_TYPE.OAUTH2);
+    expect(credentialAuthClass(null)).toBeNull();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
index e49fd5d57e4..29441cdb84c 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
@@ -96,23 +96,25 @@ export const getOAuthAuthorizationIdentity = (values: Record<string, unknown>):
 // edit forms so what gets wiped cannot drift.
 export const CLEARED_ON_INVALIDATION = ["credentials"] as const;
 
-// The carve-out to the wipe above for the client-forwarded token modes: their onTokenReceived branch
-// never writes minted material into form.credentials, so for them the field only ever holds the
-// admin-DECLARED upstream app (persisted as server config since the modes joined
-// AUTH_TYPES_REQUIRING_CREDENTIALS), and an intra-mode identity change (e.g. a URL edit after
-// Authorize) must not silently discard it. Two guards make the preserve safe: it never applies when
-// auth_type itself changed (the previous mode's onTokenReceived may have written a fetched token or
-// DCR client into the same field, and those are minted for the old mode), and it only ever keeps the
-// declared-app keys, so token-shaped keys can never ride through a preserve. Shared by the create and
-// edit forms so the carve-out cannot drift.
+// The declared-app filter over form.credentials. It is a pure key filter with no mode/transition
+// guard because the surrounding code establishes that a client_id/client_secret in form.credentials
+// is ALWAYS admin-typed in every reachable state: the create form holds the DCR-minted client in a
+// ref and never writes it into the form store, the edit form's onTokenReceived never writes client
+// keys, and the invalidation reset clears the whole object atomically. So preserving the string
+// client keys across any invalidation (URL/endpoint edit, true_passthrough<->oauth_delegate switch,
+// or a round trip through another mode) is always legitimate, while the output key filter excludes
+// token-shaped keys so a preserve can never carry minted material through. Shared by both forms.
 const DECLARED_APP_CREDENTIAL_KEYS = ["client_id", "client_secret"] as const;
 
+// Minted token material the oauth2 authorize path writes beside the app keys; stripped from restored
+// snapshots and from any credentials that transit to the temp-session preview so a stale token never
+// reaches the backend or a client-forwarded server row.
+export const MINTED_TOKEN_CREDENTIAL_KEYS = ["access_token", "refresh_token", "expires_in", "scope"] as const;
+
 export const preservedDeclaredAppCredentials = (
-  authType: string | null | undefined,
-  authTypeChanged: boolean,
   credentials: Record<string, unknown> | null | undefined,
 ): Record<string, string> | undefined => {
-  if (!isClientForwardedTokenMode(authType) || authTypeChanged || !credentials) return undefined;
+  if (!credentials) return undefined;
   const kept = Object.fromEntries(
     DECLARED_APP_CREDENTIAL_KEYS.filter((key) => typeof credentials[key] === "string" && credentials[key] !== "").map(
       (key) => [key, credentials[key] as string],
@@ -121,6 +123,24 @@ export const preservedDeclaredAppCredentials = (
   return Object.keys(kept).length > 0 ? kept : undefined;
 };
 
+// Drop minted token keys, keeping everything else (the declared app plus any non-token config).
+export const withoutMintedTokenCredentials = (
+  credentials: Record<string, unknown> | null | undefined,
+): Record<string, unknown> | undefined => {
+  if (!credentials) return undefined;
+  return Object.fromEntries(
+    Object.entries(credentials).filter(([key]) => !(MINTED_TOKEN_CREDENTIAL_KEYS as readonly string[]).includes(key)),
+  );
+};
+
+// The client-forwarded modes share one credential class (same declared app, same authorize relay), so
+// a switch between them must NOT be treated as an app change. Mirrors the backend _credential_auth_class
+// in db.py; kept in sync so the UI's keep-existing copy and the backend's merge cannot disagree.
+export const credentialAuthClass = (authType: string | null | undefined): string | null => {
+  if (authType === AUTH_TYPE.TRUE_PASSTHROUGH || authType === AUTH_TYPE.OAUTH_DELEGATE) return "client_forwarded";
+  return authType ?? null;
+};
+
 // True when a token was authorized in this session (authorizedIdentity recorded at mint time) and the
 // form's current identity no longer matches it. Every invalidation decision in both forms goes through
 // this single check: onValuesChange for user edits, and an explicit recheck after any programmatic

From 3afd4a2282238e0ba3e66728c4d55c5e14a447a9 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Fri, 10 Jul 2026 13:08:15 -0700
Subject: [PATCH 249/370] ci(ui): move frontend lint into its own "UI Lint"
 workflow (#32810)

The lint job lived in test-litellm-ui-build.yml (workflow name "UI Build
Check") next to the build job, so its check surfaced as the misleading
"UI Build Check / frontend-lint" even though it does prettier, eslint, lint
budgets, and knip, not building. Split it into test-litellm-ui-lint.yml
(name "UI Lint") so the check reads "UI Lint / frontend-lint". The build
workflow keeps only build-ui; the lint job (including the knip step) moves
over unchanged.

Note for whoever manages branch protection: this renames the lint required-
check context from "UI Build Check / frontend-lint" to
"UI Lint / frontend-lint"; update the required-check entry so PRs don't strand.
---
 .github/workflows/test-litellm-ui-build.yml | 80 ------------------
 .github/workflows/test-litellm-ui-lint.yml  | 92 +++++++++++++++++++++
 2 files changed, 92 insertions(+), 80 deletions(-)
 create mode 100644 .github/workflows/test-litellm-ui-lint.yml

diff --git a/.github/workflows/test-litellm-ui-build.yml b/.github/workflows/test-litellm-ui-build.yml
index 67bec6715f0..525e2c5b949 100644
--- a/.github/workflows/test-litellm-ui-build.yml
+++ b/.github/workflows/test-litellm-ui-build.yml
@@ -36,83 +36,3 @@ jobs:
 
       - name: Build
         run: npm run build
-
-  frontend-lint:
-    runs-on: ubuntu-latest
-    timeout-minutes: 8
-    defaults:
-      run:
-        working-directory: ui/litellm-dashboard
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          fetch-depth: 0
-          persist-credentials: false
-
-      - name: Collect changed files
-        id: changed
-        env:
-          BASE_SHA: ${{ github.event.pull_request.base.sha }}
-        run: |
-          : > "$RUNNER_TEMP/prettier_files.txt"
-          : > "$RUNNER_TEMP/eslint_files.txt"
-          while IFS= read -r f; do
-            [ -f "$f" ] || continue
-            case "$f" in
-              *.js | *.jsx | *.ts | *.tsx | *.mjs | *.cjs)
-                printf '%s\n' "$f" >> "$RUNNER_TEMP/prettier_files.txt"
-                printf '%s\n' "$f" >> "$RUNNER_TEMP/eslint_files.txt" ;;
-              *.json | *.css | *.scss | *.md | *.mdx | *.yml | *.yaml | *.html)
-                printf '%s\n' "$f" >> "$RUNNER_TEMP/prettier_files.txt" ;;
-            esac
-          done < <(git diff --name-only --diff-filter=ACMR --relative "$BASE_SHA"...HEAD -- .)
-          if [ -s "$RUNNER_TEMP/prettier_files.txt" ] || [ -s "$RUNNER_TEMP/eslint_files.txt" ]; then
-            echo "has_files=true" >> "$GITHUB_OUTPUT"
-          else
-            echo "has_files=false" >> "$GITHUB_OUTPUT"
-            echo "No lintable UI files changed in this PR; nothing to check."
-          fi
-
-      - name: Setup Node.js
-        if: steps.changed.outputs.has_files == 'true'
-        uses: actions/setup-node@a0853c24544627f65ddf259abe73b1d18a591444 # v5.0.0
-        with:
-          node-version: "20"
-          cache: "npm"
-          cache-dependency-path: ui/litellm-dashboard/package-lock.json
-
-      - name: Install dependencies
-        if: steps.changed.outputs.has_files == 'true'
-        run: npm ci
-
-      - name: Lint changed files (prettier + eslint)
-        if: steps.changed.outputs.has_files == 'true'
-        run: |
-          prettier_files=()
-          eslint_files=()
-          while IFS= read -r f; do prettier_files+=("$f"); done < "$RUNNER_TEMP/prettier_files.txt"
-          while IFS= read -r f; do eslint_files+=("$f"); done < "$RUNNER_TEMP/eslint_files.txt"
-          status=0
-          if [ ${#prettier_files[@]} -gt 0 ]; then
-            echo "::group::Prettier (${#prettier_files[@]} files)"
-            npx prettier --check "${prettier_files[@]}" || { status=1; echo "::error::Unformatted files. Fix with: npm run format"; }
-            echo "::endgroup::"
-          fi
-          if [ ${#eslint_files[@]} -gt 0 ]; then
-            echo "::group::ESLint (${#eslint_files[@]} files)"
-            npx eslint --no-warn-ignored --pass-on-unpruned-suppressions "${eslint_files[@]}" || status=1
-            echo "::endgroup::"
-          fi
-          exit $status
-
-      - name: Check lint budgets
-        if: ${{ !cancelled() && steps.changed.outputs.has_files == 'true' }}
-        run: |
-          npx eslint . -f json -o "$RUNNER_TEMP/lint-report.json" || true
-          node scripts/check-lint-budgets.mjs "$RUNNER_TEMP/lint-report.json" eslint-budgets.json --check eslint-metrics.json
-
-      - name: Check for dead code (knip)
-        if: ${{ !cancelled() && steps.changed.outputs.has_files == 'true' }}
-        run: npm run knip
diff --git a/.github/workflows/test-litellm-ui-lint.yml b/.github/workflows/test-litellm-ui-lint.yml
new file mode 100644
index 00000000000..226cbf6a879
--- /dev/null
+++ b/.github/workflows/test-litellm-ui-lint.yml
@@ -0,0 +1,92 @@
+name: UI Lint
+permissions:
+  contents: read
+
+on:
+  pull_request:
+    branches:
+      - main
+      - litellm_internal_staging
+      - litellm_oss_staging
+      - "litellm_**"
+
+jobs:
+  frontend-lint:
+    runs-on: ubuntu-latest
+    timeout-minutes: 8
+    defaults:
+      run:
+        working-directory: ui/litellm-dashboard
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
+        with:
+          fetch-depth: 0
+          persist-credentials: false
+
+      - name: Collect changed files
+        id: changed
+        env:
+          BASE_SHA: ${{ github.event.pull_request.base.sha }}
+        run: |
+          : > "$RUNNER_TEMP/prettier_files.txt"
+          : > "$RUNNER_TEMP/eslint_files.txt"
+          while IFS= read -r f; do
+            [ -f "$f" ] || continue
+            case "$f" in
+              *.js | *.jsx | *.ts | *.tsx | *.mjs | *.cjs)
+                printf '%s\n' "$f" >> "$RUNNER_TEMP/prettier_files.txt"
+                printf '%s\n' "$f" >> "$RUNNER_TEMP/eslint_files.txt" ;;
+              *.json | *.css | *.scss | *.md | *.mdx | *.yml | *.yaml | *.html)
+                printf '%s\n' "$f" >> "$RUNNER_TEMP/prettier_files.txt" ;;
+            esac
+          done < <(git diff --name-only --diff-filter=ACMR --relative "$BASE_SHA"...HEAD -- .)
+          if [ -s "$RUNNER_TEMP/prettier_files.txt" ] || [ -s "$RUNNER_TEMP/eslint_files.txt" ]; then
+            echo "has_files=true" >> "$GITHUB_OUTPUT"
+          else
+            echo "has_files=false" >> "$GITHUB_OUTPUT"
+            echo "No lintable UI files changed in this PR; nothing to check."
+          fi
+
+      - name: Setup Node.js
+        if: steps.changed.outputs.has_files == 'true'
+        uses: actions/setup-node@a0853c24544627f65ddf259abe73b1d18a591444 # v5.0.0
+        with:
+          node-version: "20"
+          cache: "npm"
+          cache-dependency-path: ui/litellm-dashboard/package-lock.json
+
+      - name: Install dependencies
+        if: steps.changed.outputs.has_files == 'true'
+        run: npm ci
+
+      - name: Lint changed files (prettier + eslint)
+        if: steps.changed.outputs.has_files == 'true'
+        run: |
+          prettier_files=()
+          eslint_files=()
+          while IFS= read -r f; do prettier_files+=("$f"); done < "$RUNNER_TEMP/prettier_files.txt"
+          while IFS= read -r f; do eslint_files+=("$f"); done < "$RUNNER_TEMP/eslint_files.txt"
+          status=0
+          if [ ${#prettier_files[@]} -gt 0 ]; then
+            echo "::group::Prettier (${#prettier_files[@]} files)"
+            npx prettier --check "${prettier_files[@]}" || { status=1; echo "::error::Unformatted files. Fix with: npm run format"; }
+            echo "::endgroup::"
+          fi
+          if [ ${#eslint_files[@]} -gt 0 ]; then
+            echo "::group::ESLint (${#eslint_files[@]} files)"
+            npx eslint --no-warn-ignored --pass-on-unpruned-suppressions "${eslint_files[@]}" || status=1
+            echo "::endgroup::"
+          fi
+          exit $status
+
+      - name: Check lint budgets
+        if: ${{ !cancelled() && steps.changed.outputs.has_files == 'true' }}
+        run: |
+          npx eslint . -f json -o "$RUNNER_TEMP/lint-report.json" || true
+          node scripts/check-lint-budgets.mjs "$RUNNER_TEMP/lint-report.json" eslint-budgets.json --check eslint-metrics.json
+
+      - name: Check for dead code (knip)
+        if: ${{ !cancelled() && steps.changed.outputs.has_files == 'true' }}
+        run: npm run knip

From 65c80919aa7a55d60116859052c3ed08cfbe01d5 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 00:10:07 -0700
Subject: [PATCH 250/370] feat(mcp): add sealed envelope module for dcr_bridge
 client-held credentials

Pure, unwired module: mints and opens the single client-held bearer that
carries both a litellm identity and the encrypted upstream OAuth grant with
zero server-side storage. HS256 JWT signing (same approach as the BYOK
session bearer) plus the existing encrypt_value/decrypt_value symmetric
helpers, with all key material and the clock injected as parameters. Opening
returns typed frozen error values (not_an_envelope, bad_signature, expired,
malformed_payload, decrypt_failed); minting rejects envelopes over
MAX_ENVELOPE_BYTES with a typed error instead of truncating. Error values
and reprs never carry token material.
---
 .../outbound_credentials/envelope.py          | 304 +++++++++++++++
 .../outbound_credentials/test_envelope.py     | 345 ++++++++++++++++++
 2 files changed, 649 insertions(+)
 create mode 100644 litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py
 create mode 100644 tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py

diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py
new file mode 100644
index 00000000000..5023a5a76f2
--- /dev/null
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py
@@ -0,0 +1,304 @@
+"""Client-held sealed envelope for the oauth_delegate DCR bridge.
+
+A DCR-bridge client holds ONE bearer that must carry BOTH a litellm identity and the
+upstream OAuth grant, with zero server-side storage. The gateway token endpoint mints a
+litellm-signed envelope (:func:`mint_envelope`); the MCP edge validates it, recovers the
+identity claims and the inner upstream grant (:func:`open_envelope`), and forwards the
+inner access token upstream. This module is pure and unwired: it imports nothing from
+endpoint or edge code, reads no proxy globals, and takes all key material and the clock
+as explicit parameters.
+
+Wire shape: ``llm_env_`` + an HS256 JWT (same signing approach as the BYOK session
+bearer in ``byok_oauth_endpoints.py``). Registered claims are ``iss``/``iat``/``exp``;
+custom claims are ``user_id``, ``server_id``, and ``grant``, where ``grant`` is the
+upstream token grant serialized to JSON, encrypted with the repo's symmetric
+encryption helpers (``encrypt_value``/``decrypt_value`` from
+``encrypt_decrypt_utils`` — the same family ``encrypt_value_helper`` applies to
+persisted DCR credentials), and base64url-encoded, so the inner token never appears
+in plaintext anywhere in the envelope.
+
+Failures are values: :func:`open_envelope` returns one of the frozen
+``EnvelopeOpenError`` variants (discriminated on ``tag``) for invalid, expired,
+tampered, or undecryptable input, and :func:`mint_envelope` returns
+``EnvelopeTooLarge`` for oversized grants. Error values carry tags and sizes only,
+never token material. Raising is reserved for programmer errors, which the pydantic
+models reject at construction (e.g. a non-positive ``expires_in``).
+"""
+
+from __future__ import annotations
+
+import base64
+from datetime import datetime, timedelta
+from typing import Literal, TypeAlias
+
+import jwt
+from pydantic import BaseModel, ConfigDict, Field, SecretStr, ValidationError
+
+from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_value, encrypt_value
+
+ENVELOPE_PREFIX = "llm_env_"
+"""Marker prefix on every serialized envelope so the edge can cheaply tell an envelope
+from a raw upstream token before doing any cryptography."""
+
+ENVELOPE_ISSUER = "litellm-mcp-bridge"
+"""``iss`` claim stamped into every envelope and required back on open."""
+
+MAX_ENVELOPE_TTL_SECONDS = 3600
+"""Hard ceiling on envelope lifetime. ``exp`` is ``min(upstream expires_in, this cap)``
+(the cap alone when the upstream omits ``expires_in``), matching the 1h lifetime of the
+BYOK session bearer this module's signing approach is borrowed from: a client-held
+credential should never outlive a bounded window even when the upstream token does."""
+
+MAX_ENVELOPE_BYTES = 12288
+"""Size cap on the final serialized envelope (prefix + JWT, in bytes). Upstream JWTs
+commonly run 2-4KB; base64 plus encryption overhead roughly doubles that inside the
+envelope, and common proxy/server header limits sit around 16KB total. 12288 leaves
+comfortable headroom for a large upstream token while keeping the envelope safely
+transmittable as a single Authorization header. Oversized grants are rejected with a
+typed error, never truncated."""
+
+_ENVELOPE_JWT_ALGORITHM = "HS256"
+
+
+class EnvelopeIdentity(BaseModel):
+    """The litellm identity the envelope binds the inner grant to."""
+
+    model_config = ConfigDict(frozen=True)
+    user_id: str = Field(min_length=1)
+    server_id: str = Field(min_length=1)
+
+
+class UpstreamTokenGrant(BaseModel):
+    """The upstream OAuth token response fields sealed inside the envelope.
+
+    ``expires_in`` must be positive when present; a non-positive value is a programmer
+    error rejected at construction. Token fields are ``SecretStr`` so reprs never leak
+    them.
+    """
+
+    model_config = ConfigDict(frozen=True)
+    access_token: SecretStr = Field(min_length=1)
+    token_type: str = Field(min_length=1)
+    refresh_token: SecretStr | None = None
+    scope: str | None = None
+    expires_in: int | None = Field(default=None, gt=0)
+
+
+class EnvelopeKeys(BaseModel):
+    """Injected key material: the HS256 signing key and the symmetric encryption key."""
+
+    model_config = ConfigDict(frozen=True)
+    signing_key: SecretStr = Field(min_length=1)
+    encryption_key: SecretStr = Field(min_length=1)
+
+
+class SealedEnvelope(BaseModel):
+    """A minted envelope: the client-held bearer value and when it expires."""
+
+    model_config = ConfigDict(frozen=True)
+    token: SecretStr
+    expires_at: datetime
+
+
+class OpenedEnvelope(BaseModel):
+    """A validated envelope: the identity it was minted for and the recovered grant."""
+
+    model_config = ConfigDict(frozen=True)
+    identity: EnvelopeIdentity
+    grant: UpstreamTokenGrant
+
+
+class EnvelopeTooLarge(BaseModel):
+    """The serialized envelope exceeded ``MAX_ENVELOPE_BYTES``; carries sizes only."""
+
+    model_config = ConfigDict(frozen=True)
+    tag: Literal["envelope_too_large"] = "envelope_too_large"
+    size_bytes: int
+    max_bytes: int
+
+
+EnvelopeMintError: TypeAlias = EnvelopeTooLarge
+
+
+class NotAnEnvelope(BaseModel):
+    """The candidate does not carry the envelope prefix."""
+
+    model_config = ConfigDict(frozen=True)
+    tag: Literal["not_an_envelope"] = "not_an_envelope"
+
+
+class BadSignature(BaseModel):
+    """The JWT signature does not verify under the provided signing key."""
+
+    model_config = ConfigDict(frozen=True)
+    tag: Literal["bad_signature"] = "bad_signature"
+
+
+class Expired(BaseModel):
+    """The envelope's ``exp`` is not in the future relative to the provided ``now``."""
+
+    model_config = ConfigDict(frozen=True)
+    tag: Literal["expired"] = "expired"
+
+
+class MalformedPayload(BaseModel):
+    """The token is not a well-formed envelope: undecodable JWT, wrong issuer, missing
+    or mistyped claims, or a decrypted grant that fails validation."""
+
+    model_config = ConfigDict(frozen=True)
+    tag: Literal["malformed_payload"] = "malformed_payload"
+
+
+class DecryptFailed(BaseModel):
+    """The signed ``grant`` blob could not be decrypted under the provided key."""
+
+    model_config = ConfigDict(frozen=True)
+    tag: Literal["decrypt_failed"] = "decrypt_failed"
+
+
+EnvelopeOpenError: TypeAlias = NotAnEnvelope | BadSignature | Expired | MalformedPayload | DecryptFailed
+
+
+class _EnvelopeClaims(BaseModel):
+    model_config = ConfigDict(frozen=True)
+    iss: str
+    iat: int
+    exp: int
+    user_id: str
+    server_id: str
+    grant: str = Field(min_length=1)
+
+
+class _GrantWire(BaseModel):
+    model_config = ConfigDict(frozen=True)
+    access_token: str
+    token_type: str
+    refresh_token: str | None = None
+    scope: str | None = None
+    expires_in: int | None = None
+
+
+def is_envelope(candidate: str) -> bool:
+    """Cheap prefix check so the edge can route envelopes vs raw tokens without crypto."""
+    return candidate.startswith(ENVELOPE_PREFIX)
+
+
+def mint_envelope(
+    identity: EnvelopeIdentity,
+    grant: UpstreamTokenGrant,
+    keys: EnvelopeKeys,
+    now: datetime,
+) -> SealedEnvelope | EnvelopeMintError:
+    """Seal ``grant`` for ``identity`` into a client-held envelope.
+
+    ``exp`` is ``min(grant.expires_in, MAX_ENVELOPE_TTL_SECONDS)`` seconds from ``now``
+    (the cap alone when ``expires_in`` is absent). Returns ``EnvelopeTooLarge`` when the
+    serialized envelope exceeds ``MAX_ENVELOPE_BYTES``.
+    """
+    expires_at = now + timedelta(seconds=_envelope_ttl_seconds(grant.expires_in))
+    claims = _EnvelopeClaims(
+        iss=ENVELOPE_ISSUER,
+        iat=int(now.timestamp()),
+        exp=int(expires_at.timestamp()),
+        user_id=identity.user_id,
+        server_id=identity.server_id,
+        grant=_encrypt_grant_blob(_grant_plaintext(grant), keys.encryption_key),
+    )
+    token = ENVELOPE_PREFIX + jwt.encode(
+        claims.model_dump(),
+        keys.signing_key.get_secret_value(),
+        algorithm=_ENVELOPE_JWT_ALGORITHM,
+    )
+    size_bytes = len(token.encode("utf-8"))
+    if size_bytes > MAX_ENVELOPE_BYTES:
+        return EnvelopeTooLarge(size_bytes=size_bytes, max_bytes=MAX_ENVELOPE_BYTES)
+    return SealedEnvelope(token=SecretStr(token), expires_at=expires_at)
+
+
+def open_envelope(
+    candidate: str,
+    keys: EnvelopeKeys,
+    now: datetime,
+) -> OpenedEnvelope | EnvelopeOpenError:
+    """Validate ``candidate`` and recover the identity and inner grant.
+
+    Never raises for bad input: every invalid, expired, tampered, or undecryptable
+    candidate maps to a distinct ``EnvelopeOpenError`` variant.
+    """
+    if not is_envelope(candidate):
+        return NotAnEnvelope()
+    claims = _decode_claims(candidate.removeprefix(ENVELOPE_PREFIX), keys.signing_key)
+    if not isinstance(claims, _EnvelopeClaims):
+        return claims
+    if now.timestamp() >= claims.exp:
+        return Expired()
+    grant = _decrypt_grant(claims.grant, keys.encryption_key)
+    if not isinstance(grant, UpstreamTokenGrant):
+        return grant
+    return OpenedEnvelope(
+        identity=EnvelopeIdentity(user_id=claims.user_id, server_id=claims.server_id),
+        grant=grant,
+    )
+
+
+def _envelope_ttl_seconds(upstream_expires_in: int | None) -> int:
+    if upstream_expires_in is None:
+        return MAX_ENVELOPE_TTL_SECONDS
+    return min(upstream_expires_in, MAX_ENVELOPE_TTL_SECONDS)
+
+
+def _grant_plaintext(grant: UpstreamTokenGrant) -> str:
+    wire = _GrantWire(
+        access_token=grant.access_token.get_secret_value(),
+        token_type=grant.token_type,
+        refresh_token=None if grant.refresh_token is None else grant.refresh_token.get_secret_value(),
+        scope=grant.scope,
+        expires_in=grant.expires_in,
+    )
+    return wire.model_dump_json(exclude_none=True)
+
+
+def _decode_claims(
+    compact: str,
+    signing_key: SecretStr,
+) -> _EnvelopeClaims | BadSignature | MalformedPayload:
+    try:
+        payload = jwt.decode(
+            compact,
+            signing_key.get_secret_value(),
+            algorithms=[_ENVELOPE_JWT_ALGORITHM],
+            issuer=ENVELOPE_ISSUER,
+            options={"verify_exp": False, "require": ["iss", "iat", "exp"]},
+        )
+    except jwt.InvalidSignatureError:
+        return BadSignature()
+    except jwt.InvalidTokenError:
+        return MalformedPayload()
+    try:
+        return _EnvelopeClaims.model_validate(payload)
+    except ValidationError:
+        return MalformedPayload()
+
+
+def _encrypt_grant_blob(plaintext: str, encryption_key: SecretStr) -> str:
+    ciphertext = bytes(encrypt_value(value=plaintext, signing_key=encryption_key.get_secret_value()))
+    return base64.urlsafe_b64encode(ciphertext).decode("ascii")
+
+
+def _decrypt_grant(
+    blob: str,
+    encryption_key: SecretStr,
+) -> UpstreamTokenGrant | DecryptFailed | MalformedPayload:
+    from nacl.exceptions import CryptoError
+
+    try:
+        plaintext = decrypt_value(
+            value=base64.urlsafe_b64decode(blob),
+            signing_key=encryption_key.get_secret_value(),
+        )
+    except (CryptoError, ValueError):
+        return DecryptFailed()
+    try:
+        return UpstreamTokenGrant.model_validate_json(plaintext)
+    except ValidationError:
+        return MalformedPayload()
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py
new file mode 100644
index 00000000000..b99853c1b3d
--- /dev/null
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py
@@ -0,0 +1,345 @@
+"""Spec tests for the sealed-envelope module (oauth_delegate DCR bridge).
+
+The envelope is the single client-held bearer carrying both a litellm identity and the
+encrypted upstream grant, with zero server-side storage. These tests pin the security
+contract: an envelope opens only under the exact keys that minted it, tampering with any
+signed byte is detected, expiry is enforced against the injected clock (capped by the
+module TTL ceiling), oversized envelopes are rejected rather than truncated, and no
+error value, model repr, or raised exception ever contains the inner access token.
+"""
+
+import base64
+import json
+from datetime import datetime, timedelta, timezone
+
+import jwt
+import pytest
+from pydantic import SecretStr, ValidationError
+
+from litellm.proxy._experimental.mcp_server.outbound_credentials.envelope import (
+    ENVELOPE_ISSUER,
+    ENVELOPE_PREFIX,
+    MAX_ENVELOPE_BYTES,
+    MAX_ENVELOPE_TTL_SECONDS,
+    BadSignature,
+    DecryptFailed,
+    EnvelopeIdentity,
+    EnvelopeKeys,
+    EnvelopeTooLarge,
+    Expired,
+    MalformedPayload,
+    NotAnEnvelope,
+    OpenedEnvelope,
+    SealedEnvelope,
+    UpstreamTokenGrant,
+    is_envelope,
+    mint_envelope,
+    open_envelope,
+)
+from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_value, encrypt_value
+
+_NOW = datetime(2026, 7, 9, 12, 0, 0, tzinfo=timezone.utc)
+_SIGNING_KEY = "unit-test-signing-key-0123456789abcdef0123456789abcdef"
+_ENCRYPTION_KEY = "unit-test-encryption-key-fedcba9876543210fedcba9876543210"
+_OTHER_SIGNING_KEY = "other-signing-key-aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa"
+_OTHER_ENCRYPTION_KEY = "other-encryption-key-bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb"
+_KEYS = EnvelopeKeys(signing_key=SecretStr(_SIGNING_KEY), encryption_key=SecretStr(_ENCRYPTION_KEY))
+_WRONG_SIGNING = EnvelopeKeys(signing_key=SecretStr(_OTHER_SIGNING_KEY), encryption_key=SecretStr(_ENCRYPTION_KEY))
+_WRONG_ENCRYPTION = EnvelopeKeys(signing_key=SecretStr(_SIGNING_KEY), encryption_key=SecretStr(_OTHER_ENCRYPTION_KEY))
+_ACCESS_TOKEN = "upstream-access-token-do-not-leak-8f14e45fceea"
+_REFRESH_TOKEN = "upstream-refresh-token-do-not-leak-1d0aa4b7"
+_IDENTITY = EnvelopeIdentity(user_id="user-123", server_id="srv-456")
+
+
+def _full_grant() -> UpstreamTokenGrant:
+    return UpstreamTokenGrant(
+        access_token=SecretStr(_ACCESS_TOKEN),
+        token_type="Bearer",
+        refresh_token=SecretStr(_REFRESH_TOKEN),
+        scope="read:tools write:tools",
+        expires_in=600,
+    )
+
+
+def _minimal_grant() -> UpstreamTokenGrant:
+    return UpstreamTokenGrant(access_token=SecretStr(_ACCESS_TOKEN), token_type="Bearer")
+
+
+def _sealed_token(grant: UpstreamTokenGrant, keys: EnvelopeKeys = _KEYS) -> str:
+    sealed = mint_envelope(_IDENTITY, grant, keys, _NOW)
+    assert isinstance(sealed, SealedEnvelope)
+    return sealed.token.get_secret_value()
+
+
+def _unverified_claims(sealed_token: str) -> dict[str, object]:
+    return jwt.decode(sealed_token.removeprefix(ENVELOPE_PREFIX), options={"verify_signature": False})
+
+
+def _forge(claims: dict[str, object], signing_key: str = _SIGNING_KEY) -> str:
+    return ENVELOPE_PREFIX + jwt.encode(claims, signing_key, algorithm="HS256")
+
+
+def _tampered(sealed_token: str, segment: int, index: int) -> str:
+    parts = sealed_token.removeprefix(ENVELOPE_PREFIX).split(".")
+    original = parts[segment][index]
+    replacement = "A" if original in "QRST" else "Q"
+    mutated = parts[segment][:index] + replacement + parts[segment][index + 1 :]
+    rebuilt = ".".join(parts[:segment] + [mutated] + parts[segment + 1 :])
+    return ENVELOPE_PREFIX + rebuilt
+
+
+def test_round_trip_recovers_identity_and_grant_exactly():
+    grant = _full_grant()
+    token = _sealed_token(grant)
+    assert is_envelope(token)
+    opened = open_envelope(token, _KEYS, _NOW)
+    assert isinstance(opened, OpenedEnvelope)
+    assert opened.identity == _IDENTITY
+    assert opened.grant == grant
+    assert opened.grant.access_token.get_secret_value() == _ACCESS_TOKEN
+    assert opened.grant.refresh_token is not None
+    assert opened.grant.refresh_token.get_secret_value() == _REFRESH_TOKEN
+
+
+def test_minimal_grant_round_trips_without_none_leakage_into_claims():
+    token = _sealed_token(_minimal_grant())
+    claims = _unverified_claims(token)
+    blob = claims["grant"]
+    assert isinstance(blob, str)
+    plaintext = decrypt_value(value=base64.urlsafe_b64decode(blob), signing_key=_ENCRYPTION_KEY)
+    assert set(json.loads(plaintext)) == {"access_token", "token_type"}
+    opened = open_envelope(token, _KEYS, _NOW)
+    assert isinstance(opened, OpenedEnvelope)
+    assert opened.grant.refresh_token is None
+    assert opened.grant.scope is None
+    assert opened.grant.expires_in is None
+
+
+def test_claim_layout_and_no_plaintext_token_in_envelope():
+    token = _sealed_token(_full_grant())
+    claims = _unverified_claims(token)
+    assert set(claims) == {"iss", "iat", "exp", "user_id", "server_id", "grant"}
+    assert claims["iss"] == ENVELOPE_ISSUER
+    assert claims["iat"] == int(_NOW.timestamp())
+    assert claims["exp"] == int(_NOW.timestamp()) + 600
+    assert claims["user_id"] == "user-123"
+    assert claims["server_id"] == "srv-456"
+    assert _ACCESS_TOKEN not in token
+    assert _ACCESS_TOKEN not in json.dumps(claims)
+    assert _REFRESH_TOKEN not in json.dumps(claims)
+
+
+@pytest.mark.parametrize(
+    "expires_in, expected_ttl",
+    [
+        (600, 600),
+        (MAX_ENVELOPE_TTL_SECONDS + 82800, MAX_ENVELOPE_TTL_SECONDS),
+        (None, MAX_ENVELOPE_TTL_SECONDS),
+    ],
+)
+def test_exp_is_min_of_upstream_expires_in_and_cap(expires_in, expected_ttl):
+    grant = UpstreamTokenGrant(access_token=SecretStr(_ACCESS_TOKEN), token_type="Bearer", expires_in=expires_in)
+    sealed = mint_envelope(_IDENTITY, grant, _KEYS, _NOW)
+    assert isinstance(sealed, SealedEnvelope)
+    assert sealed.expires_at == _NOW + timedelta(seconds=expected_ttl)
+
+
+def test_expiry_honored_against_injected_clock():
+    token = _sealed_token(_full_grant())
+    assert isinstance(open_envelope(token, _KEYS, _NOW + timedelta(seconds=599)), OpenedEnvelope)
+    assert isinstance(open_envelope(token, _KEYS, _NOW + timedelta(seconds=600)), Expired)
+    assert isinstance(open_envelope(token, _KEYS, _NOW + timedelta(seconds=601)), Expired)
+
+
+def test_ttl_cap_enforced_on_open_even_when_upstream_token_lives_longer():
+    grant = UpstreamTokenGrant(access_token=SecretStr(_ACCESS_TOKEN), token_type="Bearer", expires_in=86400)
+    token = _sealed_token(grant)
+    just_before_cap = _NOW + timedelta(seconds=MAX_ENVELOPE_TTL_SECONDS - 1)
+    at_cap = _NOW + timedelta(seconds=MAX_ENVELOPE_TTL_SECONDS)
+    assert isinstance(open_envelope(token, _KEYS, just_before_cap), OpenedEnvelope)
+    assert isinstance(open_envelope(token, _KEYS, at_cap), Expired)
+
+
+def test_tampering_any_payload_or_signature_byte_is_bad_signature():
+    token = _sealed_token(_full_grant())
+    parts = token.removeprefix(ENVELOPE_PREFIX).split(".")
+    for segment in (1, 2):
+        for index in range(len(parts[segment])):
+            result = open_envelope(_tampered(token, segment, index), _KEYS, _NOW)
+            assert isinstance(result, BadSignature), f"segment {segment} index {index}: {result!r}"
+
+
+def test_tampering_header_bytes_never_opens():
+    token = _sealed_token(_full_grant())
+    parts = token.removeprefix(ENVELOPE_PREFIX).split(".")
+    for index in range(len(parts[0])):
+        result = open_envelope(_tampered(token, 0, index), _KEYS, _NOW)
+        assert isinstance(result, (BadSignature, MalformedPayload)), f"header index {index}: {result!r}"
+
+
+def test_alg_none_is_rejected():
+    claims = _unverified_claims(_sealed_token(_full_grant()))
+    unsigned = ENVELOPE_PREFIX + jwt.encode(claims, None, algorithm="none")
+    assert isinstance(open_envelope(unsigned, _KEYS, _NOW), MalformedPayload)
+
+
+def test_wrong_signing_key_is_bad_signature():
+    token = _sealed_token(_full_grant())
+    assert isinstance(open_envelope(token, _WRONG_SIGNING, _NOW), BadSignature)
+
+
+def test_wrong_encryption_key_is_decrypt_failed():
+    token = _sealed_token(_full_grant())
+    assert isinstance(open_envelope(token, _WRONG_ENCRYPTION, _NOW), DecryptFailed)
+
+
+def test_ciphertext_swapped_from_another_envelope_is_decrypt_failed():
+    claims_a = _unverified_claims(_sealed_token(_full_grant(), keys=_KEYS))
+    claims_b = _unverified_claims(_sealed_token(_minimal_grant(), keys=_WRONG_ENCRYPTION))
+    swapped = _forge({**claims_a, "grant": claims_b["grant"]})
+    assert isinstance(open_envelope(swapped, _KEYS, _NOW), DecryptFailed)
+
+
+def test_wrong_issuer_is_malformed_payload():
+    claims = _unverified_claims(_sealed_token(_full_grant()))
+    assert isinstance(open_envelope(_forge({**claims, "iss": "evil-issuer"}), _KEYS, _NOW), MalformedPayload)
+
+
+def test_missing_identity_claim_is_malformed_payload():
+    claims = _unverified_claims(_sealed_token(_full_grant()))
+    forged = _forge({key: value for key, value in claims.items() if key != "user_id"})
+    assert isinstance(open_envelope(forged, _KEYS, _NOW), MalformedPayload)
+
+
+def test_correctly_signed_garbage_grant_blob_is_decrypt_failed():
+    claims = _unverified_claims(_sealed_token(_full_grant()))
+    forged = _forge({**claims, "grant": "not-a-ciphertext"})
+    assert isinstance(open_envelope(forged, _KEYS, _NOW), DecryptFailed)
+
+
+def test_decryptable_blob_that_is_not_a_grant_is_malformed_payload():
+    claims = _unverified_claims(_sealed_token(_full_grant()))
+    wrong_shape = base64.urlsafe_b64encode(
+        bytes(encrypt_value(value=json.dumps({"nope": 1}), signing_key=_ENCRYPTION_KEY))
+    ).decode("ascii")
+    forged = _forge({**claims, "grant": wrong_shape})
+    assert isinstance(open_envelope(forged, _KEYS, _NOW), MalformedPayload)
+
+
+def _mint_with_token_len(n: int) -> SealedEnvelope | EnvelopeTooLarge:
+    grant = UpstreamTokenGrant(access_token=SecretStr("a" * n), token_type="Bearer")
+    return mint_envelope(_IDENTITY, grant, _KEYS, _NOW)
+
+
+def _largest_token_len_that_mints(lo: int, hi: int) -> int:
+    if hi - lo <= 1:
+        return lo
+    mid = (lo + hi) // 2
+    if isinstance(_mint_with_token_len(mid), SealedEnvelope):
+        return _largest_token_len_that_mints(mid, hi)
+    return _largest_token_len_that_mints(lo, mid)
+
+
+def test_oversized_grant_is_a_typed_mint_error_never_truncated():
+    result = _mint_with_token_len(30000)
+    assert isinstance(result, EnvelopeTooLarge)
+    assert result.tag == "envelope_too_large"
+    assert result.size_bytes > MAX_ENVELOPE_BYTES
+    assert result.max_bytes == MAX_ENVELOPE_BYTES
+
+
+def test_size_cap_boundary_just_under_succeeds_and_just_over_fails():
+    assert isinstance(_mint_with_token_len(1), SealedEnvelope)
+    assert isinstance(_mint_with_token_len(30000), EnvelopeTooLarge)
+    largest = _largest_token_len_that_mints(1, 30000)
+    assert largest > 6000
+    sealed = _mint_with_token_len(largest)
+    assert isinstance(sealed, SealedEnvelope)
+    assert len(sealed.token.get_secret_value().encode("utf-8")) <= MAX_ENVELOPE_BYTES
+    overflowing = _mint_with_token_len(largest + 1)
+    assert isinstance(overflowing, EnvelopeTooLarge)
+    assert overflowing.size_bytes > MAX_ENVELOPE_BYTES
+    opened = open_envelope(sealed.token.get_secret_value(), _KEYS, _NOW)
+    assert isinstance(opened, OpenedEnvelope)
+
+
+def test_is_envelope_detects_only_prefixed_values():
+    assert is_envelope(_sealed_token(_full_grant()))
+    raw_jwt = jwt.encode({"sub": "user-123"}, _SIGNING_KEY, algorithm="HS256")
+    assert not is_envelope(raw_jwt)
+    assert not is_envelope("some-random-opaque-token")
+    assert not is_envelope("")
+
+
+def test_open_on_non_envelope_input_is_not_an_envelope():
+    raw_jwt = jwt.encode({"sub": "user-123"}, _SIGNING_KEY, algorithm="HS256")
+    assert isinstance(open_envelope(raw_jwt, _KEYS, _NOW), NotAnEnvelope)
+    assert isinstance(open_envelope("", _KEYS, _NOW), NotAnEnvelope)
+    assert isinstance(open_envelope(_ACCESS_TOKEN, _KEYS, _NOW), NotAnEnvelope)
+
+
+def test_open_on_prefixed_garbage_is_malformed_payload():
+    assert isinstance(open_envelope(ENVELOPE_PREFIX + "garbage", _KEYS, _NOW), MalformedPayload)
+    assert isinstance(open_envelope(ENVELOPE_PREFIX + _ACCESS_TOKEN, _KEYS, _NOW), MalformedPayload)
+
+
+def test_no_result_value_ever_reveals_the_access_token():
+    grant = _full_grant()
+    sealed = mint_envelope(_IDENTITY, grant, _KEYS, _NOW)
+    assert isinstance(sealed, SealedEnvelope)
+    token = sealed.token.get_secret_value()
+    oversized_grant = UpstreamTokenGrant(access_token=SecretStr(_ACCESS_TOKEN + "x" * 30000), token_type="Bearer")
+    values = (
+        sealed,
+        open_envelope(token, _KEYS, _NOW),
+        mint_envelope(_IDENTITY, oversized_grant, _KEYS, _NOW),
+        open_envelope(_ACCESS_TOKEN, _KEYS, _NOW),
+        open_envelope(ENVELOPE_PREFIX + _ACCESS_TOKEN, _KEYS, _NOW),
+        open_envelope(token, _WRONG_SIGNING, _NOW),
+        open_envelope(token, _WRONG_ENCRYPTION, _NOW),
+        open_envelope(token, _KEYS, _NOW + timedelta(seconds=601)),
+        grant,
+    )
+    for value in values:
+        assert _ACCESS_TOKEN not in repr(value)
+        assert _ACCESS_TOKEN not in str(value)
+        assert _REFRESH_TOKEN not in repr(value)
+        assert _REFRESH_TOKEN not in str(value)
+
+
+def test_non_positive_expires_in_is_rejected_at_construction_without_leaking():
+    for bad_expires_in in (0, -5):
+        with pytest.raises(ValidationError) as excinfo:
+            UpstreamTokenGrant(
+                access_token=SecretStr(_ACCESS_TOKEN),
+                token_type="Bearer",
+                expires_in=bad_expires_in,
+            )
+        assert _ACCESS_TOKEN not in str(excinfo.value)
+        assert _ACCESS_TOKEN not in repr(excinfo.value)
+
+
+def test_empty_identity_and_key_fields_are_rejected_at_construction():
+    with pytest.raises(ValidationError):
+        EnvelopeIdentity(user_id="", server_id="srv-456")
+    with pytest.raises(ValidationError):
+        EnvelopeIdentity(user_id="user-123", server_id="")
+    with pytest.raises(ValidationError):
+        EnvelopeKeys(signing_key=SecretStr(""), encryption_key=SecretStr(_ENCRYPTION_KEY))
+    with pytest.raises(ValidationError):
+        EnvelopeKeys(signing_key=SecretStr(_SIGNING_KEY), encryption_key=SecretStr(""))
+    with pytest.raises(ValidationError):
+        UpstreamTokenGrant(access_token=SecretStr(""), token_type="Bearer")
+
+
+def test_public_models_are_frozen():
+    sealed = mint_envelope(_IDENTITY, _full_grant(), _KEYS, _NOW)
+    assert isinstance(sealed, SealedEnvelope)
+    opened = open_envelope(sealed.token.get_secret_value(), _KEYS, _NOW)
+    assert isinstance(opened, OpenedEnvelope)
+    with pytest.raises(ValidationError):
+        sealed.token = SecretStr("overwritten")
+    with pytest.raises(ValidationError):
+        opened.grant = _minimal_grant()
+    with pytest.raises(ValidationError):
+        _IDENTITY.user_id = "someone-else"

From dd38e9f1a0d8df1901f9bad4903ead6ac1beb9d7 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 00:54:15 -0700
Subject: [PATCH 251/370] fix(mcp): return malformed_payload for signed
 envelopes with empty identity claims

A correctly signed JWT whose user_id or server_id claim was an empty string
passed claims validation but raised ValidationError from the EnvelopeIdentity
constructor inside open_envelope, breaking its never-raises guarantee. The
claims model now mirrors the identity's min_length constraints, so any claim
set that validates also constructs, and the empty-identity case maps to
MalformedPayload like every other bad claim shape.
---
 .../mcp_server/outbound_credentials/envelope.py        |  9 +++++++--
 .../mcp_server/outbound_credentials/test_envelope.py   | 10 ++++++++++
 2 files changed, 17 insertions(+), 2 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py
index 5023a5a76f2..666ef87e6b2 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py
@@ -160,12 +160,17 @@ class DecryptFailed(BaseModel):
 
 
 class _EnvelopeClaims(BaseModel):
+    """Decoded-claims boundary. ``user_id``/``server_id`` mirror the ``min_length``
+    constraints of :class:`EnvelopeIdentity` so any claim set that validates here also
+    constructs an identity, keeping :func:`open_envelope` raise-free: a correctly signed
+    JWT with an empty identity claim fails here and maps to ``MalformedPayload``."""
+
     model_config = ConfigDict(frozen=True)
     iss: str
     iat: int
     exp: int
-    user_id: str
-    server_id: str
+    user_id: str = Field(min_length=1)
+    server_id: str = Field(min_length=1)
     grant: str = Field(min_length=1)
 
 
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py
index b99853c1b3d..b9d91c011c6 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py
@@ -211,6 +211,16 @@ def test_missing_identity_claim_is_malformed_payload():
     assert isinstance(open_envelope(forged, _KEYS, _NOW), MalformedPayload)
 
 
+@pytest.mark.parametrize("identity_claim", ["user_id", "server_id"])
+def test_signed_empty_identity_claim_is_malformed_payload_not_a_raise(identity_claim):
+    claims = _unverified_claims(_sealed_token(_full_grant()))
+    forged = _forge({**claims, identity_claim: ""})
+    assert isinstance(open_envelope(forged, _KEYS, _NOW), MalformedPayload)
+    intact = open_envelope(_forge(claims), _KEYS, _NOW)
+    assert isinstance(intact, OpenedEnvelope)
+    assert intact.identity == _IDENTITY
+
+
 def test_correctly_signed_garbage_grant_blob_is_decrypt_failed():
     claims = _unverified_claims(_sealed_token(_full_grant()))
     forged = _forge({**claims, "grant": "not-a-ciphertext"})

From d6503d1d871ccc662e5e0f8892fa78ce59c48252 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 01:48:55 -0700
Subject: [PATCH 252/370] fix(mcp): make open_envelope total over hostile jwt
 claim types and cap candidate size

---
 .../outbound_credentials/envelope.py          | 68 +++++++++++---
 .../outbound_credentials/test_envelope.py     | 93 +++++++++++++++++++
 2 files changed, 149 insertions(+), 12 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py
index 666ef87e6b2..446b36a9f84 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py
@@ -21,8 +21,15 @@
 ``EnvelopeOpenError`` variants (discriminated on ``tag``) for invalid, expired,
 tampered, or undecryptable input, and :func:`mint_envelope` returns
 ``EnvelopeTooLarge`` for oversized grants. Error values carry tags and sizes only,
-never token material. Raising is reserved for programmer errors, which the pydantic
-models reject at construction (e.g. a non-positive ``expires_in``).
+never token material.
+
+The pydantic input models reject programmer errors at construction (e.g. a
+non-positive ``expires_in`` or an empty required field). :func:`open_envelope` is
+additionally total over hostile, attacker-controlled input: it never raises, only
+returns an ``EnvelopeOpenError``. :func:`mint_envelope` operates on a
+gateway-supplied grant (an upstream IdP's UTF-8 JSON token response), so it does not
+defend against non-UTF-8 field content that cannot survive JSON parsing; its only
+value-typed failure is ``EnvelopeTooLarge``.
 """
 
 from __future__ import annotations
@@ -85,10 +92,15 @@ class UpstreamTokenGrant(BaseModel):
 
 
 class EnvelopeKeys(BaseModel):
-    """Injected key material: the HS256 signing key and the symmetric encryption key."""
+    """Injected key material: the HS256 signing key and the symmetric encryption key.
+
+    ``signing_key`` must be at least 32 bytes: HS256's HMAC-SHA256 has a 256-bit
+    security level, RFC 7518 requires a key of at least that size, and a shorter key
+    makes PyJWT emit ``InsecureKeyLengthWarning``.
+    """
 
     model_config = ConfigDict(frozen=True)
-    signing_key: SecretStr = Field(min_length=1)
+    signing_key: SecretStr = Field(min_length=32)
     encryption_key: SecretStr = Field(min_length=1)
 
 
@@ -160,12 +172,22 @@ class DecryptFailed(BaseModel):
 
 
 class _EnvelopeClaims(BaseModel):
-    """Decoded-claims boundary. ``user_id``/``server_id`` mirror the ``min_length``
-    constraints of :class:`EnvelopeIdentity` so any claim set that validates here also
-    constructs an identity, keeping :func:`open_envelope` raise-free: a correctly signed
-    JWT with an empty identity claim fails here and maps to ``MalformedPayload``."""
+    """Decoded-claims boundary that pins the exact shape :func:`mint_envelope` emits.
+
+    ``user_id``/``server_id`` mirror the ``min_length`` constraints of
+    :class:`EnvelopeIdentity` so any claim set that validates here also constructs an
+    identity, keeping :func:`open_envelope` raise-free: a correctly signed JWT with an
+    empty identity claim fails here and maps to ``MalformedPayload``.
+
+    ``strict`` rejects coerced types (``exp: "123"``, ``exp: 123.0``) rather than opening
+    on them, and ``extra="forbid"`` rejects any claim the gateway never mints (a hostile
+    ``nbf``/``aud``/... rides along on a re-signed token). Since PyJWT's own ``iat``/
+    ``nbf``/``exp`` validators are disabled at decode (they raise on hostile claim types
+    and, for ``iat``/``nbf``, compare against the wall clock rather than the injected
+    ``now``), this model is the sole, total type gate for every registered claim.
+    """
 
-    model_config = ConfigDict(frozen=True)
+    model_config = ConfigDict(frozen=True, strict=True, extra="forbid")
     iss: str
     iat: int
     exp: int
@@ -228,10 +250,15 @@ def open_envelope(
     """Validate ``candidate`` and recover the identity and inner grant.
 
     Never raises for bad input: every invalid, expired, tampered, or undecryptable
-    candidate maps to a distinct ``EnvelopeOpenError`` variant.
+    candidate maps to a distinct ``EnvelopeOpenError`` variant. The recovered
+    ``grant.expires_in`` is the value the upstream reported at mint time and is not
+    re-derived, so it is stale by up to the envelope's lifetime; callers that need a
+    live remaining lifetime should use ``now`` against the upstream, not this field.
     """
     if not is_envelope(candidate):
         return NotAnEnvelope()
+    if len(candidate) > MAX_ENVELOPE_BYTES:
+        return MalformedPayload()
     claims = _decode_claims(candidate.removeprefix(ENVELOPE_PREFIX), keys.signing_key)
     if not isinstance(claims, _EnvelopeClaims):
         return claims
@@ -267,17 +294,34 @@ def _decode_claims(
     compact: str,
     signing_key: SecretStr,
 ) -> _EnvelopeClaims | BadSignature | MalformedPayload:
+    """Verify the HS256 signature and shape of an attacker-controlled compact JWT.
+
+    ``compact`` is fully hostile and bounded to ``MAX_ENVELOPE_BYTES`` by the caller.
+    PyJWT's ``iat``/``nbf``/``exp`` validators are disabled: they raise on hostile claim
+    types and, for ``iat``/``nbf``, compare against the wall clock rather than the
+    injected ``now`` (``exp`` is checked by the caller against ``now``). Apart from a
+    signature mismatch (``BadSignature``), every decode failure is ``MalformedPayload``:
+    a non-UTF-8 candidate surfaces as ``UnicodeEncodeError`` (a ``ValueError``), a
+    non-string registered claim such as ``iss`` as a ``TypeError`` from PyJWT's claim
+    validators, and a wrong issuer or structurally invalid token as an
+    ``InvalidTokenError``. ``_EnvelopeClaims`` is the total type gate for the payload.
+    """
     try:
         payload = jwt.decode(
             compact,
             signing_key.get_secret_value(),
             algorithms=[_ENVELOPE_JWT_ALGORITHM],
             issuer=ENVELOPE_ISSUER,
-            options={"verify_exp": False, "require": ["iss", "iat", "exp"]},
+            options={
+                "verify_exp": False,
+                "verify_iat": False,
+                "verify_nbf": False,
+                "require": ["iss", "iat", "exp"],
+            },
         )
     except jwt.InvalidSignatureError:
         return BadSignature()
-    except jwt.InvalidTokenError:
+    except (jwt.InvalidTokenError, ValueError, TypeError):
         return MalformedPayload()
     try:
         return _EnvelopeClaims.model_validate(payload)
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py
index b9d91c011c6..99f1bd6a178 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py
@@ -9,11 +9,14 @@
 """
 
 import base64
+import hashlib
+import hmac
 import json
 from datetime import datetime, timedelta, timezone
 
 import jwt
 import pytest
+from cryptography.hazmat.primitives.asymmetric import rsa
 from pydantic import SecretStr, ValidationError
 
 from litellm.proxy._experimental.mcp_server.outbound_credentials.envelope import (
@@ -79,6 +82,22 @@ def _forge(claims: dict[str, object], signing_key: str = _SIGNING_KEY) -> str:
     return ENVELOPE_PREFIX + jwt.encode(claims, signing_key, algorithm="HS256")
 
 
+def _b64url(raw: bytes) -> str:
+    return base64.urlsafe_b64encode(raw).rstrip(b"=").decode("ascii")
+
+
+def _hand_crafted_hs256(payload: dict[str, object], signing_key: str = _SIGNING_KEY) -> str:
+    """Assemble an HS256 envelope from raw bytes, bypassing PyJWT's encode-side claim
+    guards (it refuses to build a token with a non-string ``iss``). This is the real
+    attacker path: a client crafts the compact JWT directly, so any registered claim can
+    carry a hostile JSON type."""
+    header = _b64url(json.dumps({"alg": "HS256", "typ": "JWT"}).encode("utf-8"))
+    body = _b64url(json.dumps(payload).encode("utf-8"))
+    signing_input = f"{header}.{body}".encode("ascii")
+    signature = _b64url(hmac.new(signing_key.encode("utf-8"), signing_input, hashlib.sha256).digest())
+    return ENVELOPE_PREFIX + f"{header}.{body}.{signature}"
+
+
 def _tampered(sealed_token: str, segment: int, index: int) -> str:
     parts = sealed_token.removeprefix(ENVELOPE_PREFIX).split(".")
     original = parts[segment][index]
@@ -221,6 +240,80 @@ def test_signed_empty_identity_claim_is_malformed_payload_not_a_raise(identity_c
     assert intact.identity == _IDENTITY
 
 
+def test_lone_surrogate_candidate_is_malformed_payload_not_a_raise():
+    surrogate_candidate = ENVELOPE_PREFIX + "\ud800abc.def.ghi"
+    result = open_envelope(surrogate_candidate, _KEYS, _NOW)
+    assert isinstance(result, MalformedPayload)
+
+
+@pytest.mark.parametrize(
+    "override",
+    [
+        {"iat": [1]},
+        {"iat": {}},
+        {"iat": float("inf")},
+        {"nbf": None},
+        {"nbf": [1]},
+    ],
+)
+def test_hostile_iat_nbf_types_are_malformed_payload_not_a_raise(override):
+    claims = _unverified_claims(_sealed_token(_full_grant()))
+    forged = _forge({**claims, **override})
+    result = open_envelope(forged, _KEYS, _NOW)
+    assert isinstance(result, MalformedPayload)
+
+
+@pytest.mark.parametrize("hostile_iss", [["litellm-mcp-bridge"], 5, {"iss": "x"}])
+def test_non_string_issuer_claim_is_malformed_payload_not_a_raise(hostile_iss):
+    claims = _unverified_claims(_sealed_token(_full_grant()))
+    forged = _hand_crafted_hs256({**claims, "iss": hostile_iss})
+    result = open_envelope(forged, _KEYS, _NOW)
+    assert isinstance(result, MalformedPayload)
+
+
+@pytest.mark.parametrize("hostile_exp", ["600", 600.5, [600]])
+def test_non_int_exp_claim_is_malformed_payload_not_a_raise(hostile_exp):
+    claims = _unverified_claims(_sealed_token(_full_grant()))
+    forged = _hand_crafted_hs256({**claims, "exp": hostile_exp})
+    result = open_envelope(forged, _KEYS, _NOW)
+    assert isinstance(result, MalformedPayload)
+
+
+def test_unexpected_extra_claim_is_malformed_payload():
+    claims = _unverified_claims(_sealed_token(_full_grant()))
+    forged = _forge({**claims, "role": "admin"})
+    assert isinstance(open_envelope(forged, _KEYS, _NOW), MalformedPayload)
+
+
+def test_future_iat_opens_against_injected_now_not_wall_clock():
+    future = _NOW + timedelta(seconds=100_000)
+    sealed = mint_envelope(_IDENTITY, _full_grant(), _KEYS, future)
+    assert isinstance(sealed, SealedEnvelope)
+    opened = open_envelope(sealed.token.get_secret_value(), _KEYS, future)
+    assert isinstance(opened, OpenedEnvelope)
+    assert opened.identity == _IDENTITY
+    assert opened.grant == _full_grant()
+
+
+def test_rs256_signed_token_is_rejected_against_the_hs256_pin():
+    claims = _unverified_claims(_sealed_token(_full_grant()))
+    private_key = rsa.generate_private_key(public_exponent=65537, key_size=2048)
+    rs256_token = ENVELOPE_PREFIX + jwt.encode(claims, private_key, algorithm="RS256")
+    result = open_envelope(rs256_token, _KEYS, _NOW)
+    assert isinstance(result, MalformedPayload)
+
+
+@pytest.mark.parametrize("short_key", ["", "too-short", "x" * 31])
+def test_signing_key_below_hs256_minimum_is_rejected_at_construction(short_key):
+    with pytest.raises(ValidationError):
+        EnvelopeKeys(signing_key=SecretStr(short_key), encryption_key=SecretStr(_ENCRYPTION_KEY))
+
+
+def test_signing_key_at_hs256_minimum_is_accepted():
+    keys = EnvelopeKeys(signing_key=SecretStr("y" * 32), encryption_key=SecretStr(_ENCRYPTION_KEY))
+    assert keys.signing_key.get_secret_value() == "y" * 32
+
+
 def test_correctly_signed_garbage_grant_blob_is_decrypt_failed():
     claims = _unverified_claims(_sealed_token(_full_grant()))
     forged = _forge({**claims, "grant": "not-a-ciphertext"})

From 47f33bda3f8d61388508dc9de1c1470fb20cd528 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 11:47:42 -0700
Subject: [PATCH 253/370] feat(ui): dcr_bridge toggle for client-forwarded MCP
 auth modes

---
 .../components/mcp_tools/DcrBridgeToggle.tsx  |  40 +++++
 .../mcp_tools/create_mcp_server.test.tsx      | 163 ++++++++++++++++++
 .../mcp_tools/create_mcp_server.tsx           |   9 +
 .../mcp_tools/mcp_server_edit.test.tsx        | 152 ++++++++++++++++
 .../components/mcp_tools/mcp_server_edit.tsx  |  13 ++
 .../src/components/mcp_tools/types.tsx        |   1 +
 6 files changed, 378 insertions(+)
 create mode 100644 ui/litellm-dashboard/src/components/mcp_tools/DcrBridgeToggle.tsx

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/DcrBridgeToggle.tsx b/ui/litellm-dashboard/src/components/mcp_tools/DcrBridgeToggle.tsx
new file mode 100644
index 00000000000..f1b642293c0
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/mcp_tools/DcrBridgeToggle.tsx
@@ -0,0 +1,40 @@
+import React from "react";
+import { Form, Switch, Tooltip } from "antd";
+import { InfoCircleOutlined } from "@ant-design/icons";
+import { isClientForwardedTokenMode } from "./types";
+
+/**
+ * DCR-bridge toggle for the client-forwarded token modes (true_passthrough /
+ * oauth_delegate); self-gates to those two auth types and renders nothing
+ * otherwise. When on, OAuth-only clients like Claude Desktop can register and
+ * sign in through the gateway; when off, the gateway relays the upstream
+ * server's own OAuth metadata instead. `initialChecked` seeds the antd
+ * Form.Item `initialValue` (not the Switch's DOM defaultChecked): the create
+ * form defaults it on, the edit form seeds it from the stored value.
+ */
+export default function DcrBridgeToggle({
+  authType,
+  initialChecked,
+}: {
+  authType?: string | null;
+  initialChecked?: boolean;
+}) {
+  if (!isClientForwardedTokenMode(authType)) return null;
+  return (
+    <Form.Item
+      label={
+        <span className="text-sm font-medium text-gray-700 flex items-center">
+          Gateway-hosted sign-in (DCR bridge)
+          <Tooltip title="Lets OAuth-only clients like Claude Desktop register and sign in through the gateway. Turn off to relay the upstream server's own OAuth metadata instead (for clients pre-registered with the upstream IdP).">
+            <InfoCircleOutlined className="ml-2 text-blue-400 hover:text-blue-600 cursor-help" />
+          </Tooltip>
+        </span>
+      }
+      name="dcr_bridge"
+      valuePropName="checked"
+      initialValue={initialChecked}
+    >
+      <Switch />
+    </Form.Item>
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
index 02374a3ffa4..a7eed4256d2 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
@@ -1509,3 +1509,166 @@ describe("CreateMCPServer oauth2_flow persistence", () => {
     expect(payload.oauth2_flow).toBeUndefined();
   });
 });
+
+describe("CreateMCPServer dcr_bridge toggle", () => {
+  beforeEach(() => {
+    vi.clearAllMocks();
+    oauthHook.tokenResponse = null;
+    oauthHook.onTokenReceived = null;
+  });
+
+  const createdServer = {
+    server_id: "new-cf-server",
+    server_name: "CF_Server",
+    alias: "CF_Server",
+    url: "https://example.com/mcp",
+    transport: "http",
+    auth_type: "true_passthrough",
+    created_at: "2024-01-01T00:00:00Z",
+    created_by: "user-1",
+    updated_at: "2024-01-01T00:00:00Z",
+    updated_by: "user-1",
+  };
+
+  const getDcrToggle = () => document.getElementById("dcr_bridge");
+
+  async function setupHttpServerForm() {
+    render(<CreateMCPServer {...defaultProps} />);
+    await selectAntOption("Transport Type", "Streamable HTTP");
+    await waitFor(() => {
+      expect(screen.getByPlaceholderText("https://your-mcp-server.com")).toBeInTheDocument();
+    });
+    await act(async () => {
+      fireEvent.change(getServerNameInput(), { target: { value: "CF_Server" } });
+    });
+    await act(async () => {
+      fireEvent.change(screen.getByPlaceholderText("https://your-mcp-server.com"), {
+        target: { value: "https://example.com/mcp" },
+      });
+    });
+  }
+
+  async function submitCreate() {
+    const submitButton = screen.getByRole("button", { name: "Add MCP Server" });
+    await act(async () => {
+      fireEvent.click(submitButton);
+    });
+    await waitFor(() => {
+      expect(networking.createMCPServer).toHaveBeenCalledTimes(1);
+    });
+    const [, payload] = vi.mocked(networking.createMCPServer).mock.calls[0];
+    return payload;
+  }
+
+  it.each([["True Passthrough (no LiteLLM auth)"], ["OAuth Delegate (client-supplied upstream token)"]])(
+    "renders the toggle default-checked when %s is selected",
+    async (optionLabel) => {
+      await setupHttpServerForm();
+
+      await selectAntOption("Authentication", optionLabel);
+
+      await waitFor(() => {
+        expect(getDcrToggle()).toBeInTheDocument();
+      });
+      expect(screen.getByText("Gateway-hosted sign-in (DCR bridge)")).toBeInTheDocument();
+      expect(getDcrToggle()).toHaveAttribute("aria-checked", "true");
+    },
+  );
+
+  it.each([["None"], ["API Key"], ["OAuth"]])("does not render the toggle for %s", async (optionLabel) => {
+    await setupHttpServerForm();
+
+    await selectAntOption("Authentication", optionLabel);
+
+    await waitFor(() => {
+      expect(screen.queryByText("Gateway-hosted sign-in (DCR bridge)")).not.toBeInTheDocument();
+    });
+    expect(getDcrToggle()).not.toBeInTheDocument();
+  });
+
+  it.each([
+    ["true_passthrough", "True Passthrough (no LiteLLM auth)"],
+    ["oauth_delegate", "OAuth Delegate (client-supplied upstream token)"],
+  ])("sends dcr_bridge: true by default on create for %s", async (authType, optionLabel) => {
+    vi.mocked(networking.createMCPServer).mockResolvedValue({ ...createdServer, auth_type: authType });
+    await setupHttpServerForm();
+    await selectAntOption("Authentication", optionLabel);
+    await waitFor(() => {
+      expect(getDcrToggle()).toBeInTheDocument();
+    });
+
+    const payload = await submitCreate();
+    expect(payload.dcr_bridge).toBe(true);
+  });
+
+  it("sends an explicit dcr_bridge: false when the toggle is unchecked", async () => {
+    vi.mocked(networking.createMCPServer).mockResolvedValue({ ...createdServer, auth_type: "oauth_delegate" });
+    await setupHttpServerForm();
+    await selectAntOption("Authentication", "OAuth Delegate (client-supplied upstream token)");
+    await waitFor(() => {
+      expect(getDcrToggle()).toBeInTheDocument();
+    });
+
+    await act(async () => {
+      fireEvent.click(getDcrToggle()!);
+    });
+    expect(getDcrToggle()).toHaveAttribute("aria-checked", "false");
+
+    const payload = await submitCreate();
+    expect(payload.dcr_bridge).toBe(false);
+  });
+
+  it.each([
+    ["none", "None"],
+    ["api_key", "API Key"],
+    ["oauth2", "OAuth"],
+  ])("forces an explicit dcr_bridge: false for %s", async (authType, optionLabel) => {
+    vi.mocked(networking.createMCPServer).mockResolvedValue({ ...createdServer, auth_type: authType });
+    await setupHttpServerForm();
+    await selectAntOption("Authentication", optionLabel);
+
+    const payload = await submitCreate();
+    expect(payload.dcr_bridge).toBe(false);
+  });
+
+  it("forces dcr_bridge: false when the auth type is switched away after toggling", async () => {
+    vi.mocked(networking.createMCPServer).mockResolvedValue({ ...createdServer, auth_type: "none" });
+    await setupHttpServerForm();
+    await selectAntOption("Authentication", "True Passthrough (no LiteLLM auth)");
+    await waitFor(() => {
+      expect(getDcrToggle()).toBeInTheDocument();
+    });
+    await act(async () => {
+      fireEvent.click(getDcrToggle()!);
+    });
+
+    await selectAntOption("Authentication", "None");
+    await waitFor(() => {
+      expect(getDcrToggle()).not.toBeInTheDocument();
+    });
+
+    const payload = await submitCreate();
+    expect(payload.dcr_bridge).toBe(false);
+  });
+
+  it("preserves the toggle value when switching between the two client-forwarded modes", async () => {
+    vi.mocked(networking.createMCPServer).mockResolvedValue({ ...createdServer, auth_type: "oauth_delegate" });
+    await setupHttpServerForm();
+    await selectAntOption("Authentication", "True Passthrough (no LiteLLM auth)");
+    await waitFor(() => {
+      expect(getDcrToggle()).toBeInTheDocument();
+    });
+    expect(getDcrToggle()).toHaveAttribute("aria-checked", "true");
+
+    // The Form.Item is mounted in both client-forwarded modes, so switching between them keeps the
+    // live toggle value rather than forcing it back to the default or to false.
+    await selectAntOption("Authentication", "OAuth Delegate (client-supplied upstream token)");
+    await waitFor(() => {
+      expect(getDcrToggle()).toBeInTheDocument();
+    });
+    expect(getDcrToggle()).toHaveAttribute("aria-checked", "true");
+
+    const payload = await submitCreate();
+    expect(payload.dcr_bridge).toBe(true);
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index eb48fd02474..3afe0679b3b 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -21,6 +21,7 @@ import {
 } from "./types";
 import OAuthFormFields from "./OAuthFormFields";
 import TruePassthroughWarning from "./TruePassthroughWarning";
+import DcrBridgeToggle from "./DcrBridgeToggle";
 import PassthroughAuthorizeSection from "./PassthroughAuthorizeSection";
 import TokenExchangeFormFields from "./TokenExchangeFormFields";
 import MCPServerCostConfig from "./mcp_server_cost_config";
@@ -380,6 +381,7 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
         available_on_public_internet: availableOnPublicInternetRaw,
         delegate_auth_to_upstream: delegateAuthToUpstreamRaw,
         oauth_passthrough: oauthPassthroughRaw,
+        dcr_bridge: dcrBridgeRaw,
         token_validation_json: rawTokenValidationJson,
         ...restValues
       } = values;
@@ -486,6 +488,11 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
         available_on_public_internet: Boolean(availableOnPublicInternetRaw),
         delegate_auth_to_upstream: Boolean(delegateAuthToUpstreamRaw),
         oauth_passthrough: Boolean(oauthPassthroughRaw),
+        // ``dcr_bridge`` is only meaningful for the client-forwarded token
+        // modes (true_passthrough / oauth_delegate) and defaults on when the
+        // toggle is shown; force false for any other auth type so a stale
+        // ``true`` is never persisted. Mirrors the sibling flags above.
+        dcr_bridge: isClientForwardedTokenMode(restValues.auth_type) ? Boolean(dcrBridgeRaw ?? true) : false,
         ...(restValues.auth_type === AUTH_TYPE.OAUTH2
           ? {
               oauth2_flow:
@@ -987,6 +994,8 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
 
                         <TruePassthroughWarning authType={authType} />
 
+                        <DcrBridgeToggle authType={authType} initialChecked />
+
                         <PassthroughAuthorizeSection
                           authType={authType}
                           oauthFlow={{
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index adb3e161da5..f93789460e1 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -1737,3 +1737,155 @@ describe("MCPServerEdit (max concurrent requests)", () => {
     expect(payload.max_concurrent_requests).toBeNull();
   });
 });
+
+describe("MCPServerEdit (dcr_bridge toggle)", () => {
+  beforeEach(() => {
+    vi.clearAllMocks();
+    mockOauth.tokenResponse = null;
+  });
+
+  const getDcrToggle = () => document.getElementById("dcr_bridge");
+
+  function renderEdit(server: Record<string, unknown>) {
+    render(
+      <MCPServerEdit
+        mcpServer={{ ...interactiveOAuthServer, ...server }}
+        accessToken="access-token"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+  }
+
+  async function saveAndGetPayload() {
+    const saveButtons = screen.getAllByRole("button", { name: "Save Changes" });
+    await act(async () => {
+      fireEvent.click(saveButtons[0]);
+    });
+    await waitFor(() => {
+      expect(networking.updateMCPServer).toHaveBeenCalledTimes(1);
+    });
+    const [, payload] = vi.mocked(networking.updateMCPServer).mock.calls[0];
+    return payload;
+  }
+
+  it.each([["true_passthrough"], ["oauth_delegate"]])("renders the toggle for a %s server", async (authType) => {
+    renderEdit({ auth_type: authType });
+
+    await waitFor(() => {
+      expect(getDcrToggle()).toBeInTheDocument();
+    });
+    expect(screen.getByText("Gateway-hosted sign-in (DCR bridge)")).toBeInTheDocument();
+  });
+
+  it.each([["oauth2"], ["api_key"], ["none"]])("does not render the toggle for an %s server", async (authType) => {
+    renderEdit({ auth_type: authType });
+
+    await waitFor(() => {
+      expect(screen.getAllByRole("button", { name: "Save Changes" }).length).toBeGreaterThan(0);
+    });
+    expect(screen.queryByText("Gateway-hosted sign-in (DCR bridge)")).not.toBeInTheDocument();
+    expect(getDcrToggle()).not.toBeInTheDocument();
+  });
+
+  it("initializes unchecked from a null stored value and saves an explicit false", async () => {
+    vi.mocked(networking.updateMCPServer).mockResolvedValue({
+      ...interactiveOAuthServer,
+      auth_type: "true_passthrough",
+    });
+    renderEdit({ auth_type: "true_passthrough", dcr_bridge: null });
+
+    await waitFor(() => {
+      expect(getDcrToggle()).toBeInTheDocument();
+    });
+    expect(getDcrToggle()).toHaveAttribute("aria-checked", "false");
+
+    const payload = await saveAndGetPayload();
+    expect(payload.dcr_bridge).toBe(false);
+  });
+
+  it("initializes checked from a stored true and saves an explicit true", async () => {
+    vi.mocked(networking.updateMCPServer).mockResolvedValue({
+      ...interactiveOAuthServer,
+      auth_type: "oauth_delegate",
+      dcr_bridge: true,
+    });
+    renderEdit({ auth_type: "oauth_delegate", dcr_bridge: true });
+
+    await waitFor(() => {
+      expect(getDcrToggle()).toBeInTheDocument();
+    });
+    expect(getDcrToggle()).toHaveAttribute("aria-checked", "true");
+
+    const payload = await saveAndGetPayload();
+    expect(payload.dcr_bridge).toBe(true);
+  });
+
+  it("saves an explicit false after the admin unchecks a stored true", async () => {
+    vi.mocked(networking.updateMCPServer).mockResolvedValue({
+      ...interactiveOAuthServer,
+      auth_type: "true_passthrough",
+      dcr_bridge: false,
+    });
+    renderEdit({ auth_type: "true_passthrough", dcr_bridge: true });
+
+    await waitFor(() => {
+      expect(getDcrToggle()).toBeInTheDocument();
+    });
+    await act(async () => {
+      fireEvent.click(getDcrToggle()!);
+    });
+    expect(getDcrToggle()).toHaveAttribute("aria-checked", "false");
+
+    const payload = await saveAndGetPayload();
+    expect(payload.dcr_bridge).toBe(false);
+  });
+
+  it("forces dcr_bridge: false when the auth type is switched away", async () => {
+    vi.mocked(networking.updateMCPServer).mockResolvedValue({
+      ...interactiveOAuthServer,
+      auth_type: "api_key",
+    });
+    renderEdit({ auth_type: "true_passthrough", dcr_bridge: true });
+
+    await waitFor(() => {
+      expect(getDcrToggle()).toBeInTheDocument();
+    });
+
+    await selectAntOption("Authentication", "API Key");
+    await waitFor(() => {
+      expect(getDcrToggle()).not.toBeInTheDocument();
+    });
+
+    // Mirrors the sibling delegate_auth_to_upstream / oauth_passthrough force-false: a stale true is
+    // never left behind to silently re-activate if the mode is switched back.
+    const payload = await saveAndGetPayload();
+    expect(payload.dcr_bridge).toBe(false);
+  });
+
+  it("preserves the toggle value when switching between the two client-forwarded modes", async () => {
+    vi.mocked(networking.updateMCPServer).mockResolvedValue({
+      ...interactiveOAuthServer,
+      auth_type: "oauth_delegate",
+      dcr_bridge: true,
+    });
+    renderEdit({ auth_type: "true_passthrough", dcr_bridge: true });
+
+    await waitFor(() => {
+      expect(getDcrToggle()).toBeInTheDocument();
+    });
+    expect(getDcrToggle()).toHaveAttribute("aria-checked", "true");
+
+    // The Form.Item stays mounted across the two client-forwarded modes, so the live toggle value is
+    // preserved rather than forced false by the switch.
+    await selectAntOption("Authentication", "OAuth Delegate (client-supplied upstream token)");
+    await waitFor(() => {
+      expect(getDcrToggle()).toBeInTheDocument();
+    });
+    expect(getDcrToggle()).toHaveAttribute("aria-checked", "true");
+
+    const payload = await saveAndGetPayload();
+    expect(payload.dcr_bridge).toBe(true);
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index 7446c96c40e..67e44e04f2b 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -23,6 +23,7 @@ import { buildMcpPassthroughAuthHeader } from "@/utils/mcpHeaderUtils";
 import MCPServerCostConfig from "./mcp_server_cost_config";
 import MCPPermissionManagement from "./MCPPermissionManagement";
 import TruePassthroughWarning from "./TruePassthroughWarning";
+import DcrBridgeToggle from "./DcrBridgeToggle";
 import PassthroughAuthorizeSection from "./PassthroughAuthorizeSection";
 import MCPToolConfiguration from "./mcp_tool_configuration";
 import StdioConfiguration from "./StdioConfiguration";
@@ -276,6 +277,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
       env_vars: initialEnvVars,
       extra_headers: mcpServer.extra_headers || [],
       oauth_flow_type: oauth2FlowToFormValue(mcpServer.oauth2_flow),
+      dcr_bridge: Boolean(mcpServer.dcr_bridge),
       token_validation_json: mcpServer.token_validation
         ? JSON.stringify(mcpServer.token_validation, null, 2)
         : undefined,
@@ -627,6 +629,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         available_on_public_internet: availableOnPublicInternetRaw,
         delegate_auth_to_upstream: delegateAuthToUpstreamRaw,
         oauth_passthrough: oauthPassthroughRaw,
+        dcr_bridge: dcrBridgeRaw,
         token_validation_json: rawTokenValidationJson,
         ...restValues
       } = values;
@@ -837,6 +840,15 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
             ? Boolean(oauthPassthroughRaw ?? mcpServer.oauth_passthrough)
             : false;
         })(),
+        // ``dcr_bridge`` is only meaningful for the client-forwarded token
+        // modes (true_passthrough / oauth_delegate). The Form.Item is
+        // conditionally rendered so the value drops out of the form on
+        // auth_type change; force false for any other configuration to avoid
+        // persisting a stale ``true`` that would silently re-activate if the
+        // mode is later switched back.
+        dcr_bridge: isClientForwardedTokenMode(restValues.auth_type)
+          ? Boolean(dcrBridgeRaw ?? mcpServer.dcr_bridge)
+          : false,
         ...(restValues.auth_type === AUTH_TYPE.OAUTH2 && restValues.oauth_flow_type
           ? {
               oauth2_flow:
@@ -1032,6 +1044,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
                   </Select>
                 </Form.Item>
                 <TruePassthroughWarning authType={authType} />
+                <DcrBridgeToggle authType={authType} />
                 <PassthroughAuthorizeSection
                   authType={authType}
                   oauthFlow={{
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
index 3eba8b30968..aaddf2307ca 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
@@ -319,6 +319,7 @@ export interface MCPServer {
   available_on_public_internet?: boolean;
   delegate_auth_to_upstream?: boolean;
   oauth_passthrough?: boolean;
+  dcr_bridge?: boolean | null;
   max_concurrent_requests?: number | null;
 
   /** Stdio-only fields (present when transport === 'stdio') */

From 2883e36a972007390bf5f672f35491a84c2fc7e0 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 13:32:00 -0700
Subject: [PATCH 254/370] fix(mcp): measure envelope open-side size cap in
 utf-8 bytes to match mint

---
 .../outbound_credentials/envelope.py          |  2 +-
 .../outbound_credentials/test_envelope.py     | 21 +++++++++++++++++++
 2 files changed, 22 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py
index 446b36a9f84..dde69527875 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py
@@ -257,7 +257,7 @@ def open_envelope(
     """
     if not is_envelope(candidate):
         return NotAnEnvelope()
-    if len(candidate) > MAX_ENVELOPE_BYTES:
+    if len(candidate.encode("utf-8", "surrogatepass")) > MAX_ENVELOPE_BYTES:
         return MalformedPayload()
     claims = _decode_claims(candidate.removeprefix(ENVELOPE_PREFIX), keys.signing_key)
     if not isinstance(claims, _EnvelopeClaims):
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py
index 99f1bd6a178..d479adc3f37 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py
@@ -366,6 +366,27 @@ def test_size_cap_boundary_just_under_succeeds_and_just_over_fails():
     assert isinstance(opened, OpenedEnvelope)
 
 
+def test_open_size_guard_measures_bytes_not_characters():
+    """The open-side size guard must reject on UTF-8 byte length, matching mint's cap, so a
+    hostile multi-byte candidate whose character count is under the cap but whose byte count is
+    over it is rejected up front rather than reaching the expensive HMAC/decrypt path. Patching
+    _decode_claims to fail loudly proves the guard short-circuits before decode."""
+    from unittest.mock import patch
+
+    from litellm.proxy._experimental.mcp_server.outbound_credentials import envelope
+
+    multibyte_body = "é" * 7000  # 7000 chars, 14000 UTF-8 bytes
+    candidate = ENVELOPE_PREFIX + multibyte_body
+    assert len(candidate) <= MAX_ENVELOPE_BYTES
+    assert len(candidate.encode("utf-8")) > MAX_ENVELOPE_BYTES
+
+    with patch.object(envelope, "_decode_claims", side_effect=AssertionError("decode reached")) as decode:
+        result = open_envelope(candidate, _KEYS, _NOW)
+
+    assert isinstance(result, MalformedPayload)
+    decode.assert_not_called()
+
+
 def test_is_envelope_detects_only_prefixed_values():
     assert is_envelope(_sealed_token(_full_grant()))
     raw_jwt = jwt.encode({"sub": "user-123"}, _SIGNING_KEY, algorithm="HS256")

From ececa9efcc714970cc0a159c21315190a1df3669 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Fri, 10 Jul 2026 13:47:51 -0700
Subject: [PATCH 255/370] test(mcp): speed up the auth-type-switch preserve
 tests so they do not time out under CI

---
 .../mcp_tools/create_mcp_server.test.tsx      | 27 ++++++++++---------
 1 file changed, 15 insertions(+), 12 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
index 6d1d18b3902..0ff015e0862 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
@@ -667,14 +667,18 @@ describe("CreateMCPServer", () => {
       expect(payload.credentials.client_secret).toBe("dcr-secret");
     });
 
+    // These two tests drive multiple antd auth-type switches; use single-shot fireEvent.change for the
+    // text fields (not per-keystroke userEvent.type) and a wider timeout so they do not flake under CI
+    // resource contention. The behavior under test is the credential preserve across the switches.
+    const fillText = (el: HTMLElement, value: string) => fireEvent.change(el, { target: { value } });
+
     it("preserves the typed app across a switch between the two client-forwarded modes", async () => {
       await selectHttpTransport();
-      const user = userEvent.setup({ delay: null });
-      await user.type(getServerNameInput(), "CF_Switch_Keep");
-      await user.type(screen.getByPlaceholderText("https://your-mcp-server.com"), "https://example.com/mcp");
+      fillText(getServerNameInput(), "CF_Switch_Keep");
+      fillText(screen.getByPlaceholderText("https://your-mcp-server.com"), "https://example.com/mcp");
       await selectAntOption("Authentication", "True Passthrough (no LiteLLM auth)");
-      await user.type(screen.getByPlaceholderText("Leave blank to use dynamic client registration"), "app-id");
-      await user.type(screen.getByPlaceholderText("Leave blank for public clients / PKCE"), "app-secret");
+      fillText(screen.getByPlaceholderText("Leave blank to use dynamic client registration"), "app-id");
+      fillText(screen.getByPlaceholderText("Leave blank for public clients / PKCE"), "app-secret");
 
       await waitFor(() => expect(oauthHook.onTokenReceived).toBeTruthy());
       await act(async () => {
@@ -703,16 +707,15 @@ describe("CreateMCPServer", () => {
       await waitFor(() => expect(networking.createMCPServer).toHaveBeenCalledTimes(1));
       const [, payload] = vi.mocked(networking.createMCPServer).mock.calls[0];
       expect(payload.credentials).toEqual({ client_id: "app-id", client_secret: "app-secret" });
-    });
+    }, 60_000);
 
     it("preserves the typed app across a client-forwarded -> oauth2 -> client-forwarded round trip", async () => {
       await selectHttpTransport();
-      const user = userEvent.setup({ delay: null });
-      await user.type(getServerNameInput(), "CF_Round");
-      await user.type(screen.getByPlaceholderText("https://your-mcp-server.com"), "https://example.com/mcp");
+      fillText(getServerNameInput(), "CF_Round");
+      fillText(screen.getByPlaceholderText("https://your-mcp-server.com"), "https://example.com/mcp");
       await selectAntOption("Authentication", "True Passthrough (no LiteLLM auth)");
-      await user.type(screen.getByPlaceholderText("Leave blank to use dynamic client registration"), "app-id");
-      await user.type(screen.getByPlaceholderText("Leave blank for public clients / PKCE"), "app-secret");
+      fillText(screen.getByPlaceholderText("Leave blank to use dynamic client registration"), "app-id");
+      fillText(screen.getByPlaceholderText("Leave blank for public clients / PKCE"), "app-secret");
 
       await waitFor(() => expect(oauthHook.onTokenReceived).toBeTruthy());
       await act(async () => {
@@ -742,7 +745,7 @@ describe("CreateMCPServer", () => {
       await waitFor(() => expect(networking.createMCPServer).toHaveBeenCalledTimes(1));
       const [, payload] = vi.mocked(networking.createMCPServer).mock.calls[0];
       expect(payload.credentials).toEqual({ client_id: "app-id", client_secret: "app-secret" });
-    });
+    }, 60_000);
 
     it("keeps the typed app but warns when the URL changes after a client-forwarded authorize", async () => {
       await selectHttpTransport();

From 9176744735eb7458f3ccdb5a302ceb53915bc82e Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 13:56:49 -0700
Subject: [PATCH 256/370] perf(mcp): O(1) character precheck before the exact
 byte size guard in open_envelope

---
 .../outbound_credentials/envelope.py           |  5 +++++
 .../outbound_credentials/test_envelope.py      | 18 ++++++++++++++++++
 2 files changed, 23 insertions(+)

diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py
index dde69527875..298bc8d98cc 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py
@@ -257,6 +257,11 @@ def open_envelope(
     """
     if not is_envelope(candidate):
         return NotAnEnvelope()
+    # UTF-8 byte length is never below character length, so a character count already over the
+    # cap rejects an oversize candidate in O(1) without encoding it; the exact byte check then
+    # runs only on candidates already bounded to <= MAX_ENVELOPE_BYTES characters.
+    if len(candidate) > MAX_ENVELOPE_BYTES:
+        return MalformedPayload()
     if len(candidate.encode("utf-8", "surrogatepass")) > MAX_ENVELOPE_BYTES:
         return MalformedPayload()
     claims = _decode_claims(candidate.removeprefix(ENVELOPE_PREFIX), keys.signing_key)
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py
index d479adc3f37..71de206aa1e 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py
@@ -387,6 +387,24 @@ def test_open_size_guard_measures_bytes_not_characters():
     decode.assert_not_called()
 
 
+def test_open_size_guard_rejects_oversize_character_count_before_decode():
+    """A candidate whose character count already exceeds the cap is rejected up front, before the
+    decode path, so an arbitrarily long hostile string is not run through HMAC/decrypt. The cheap
+    character precheck makes this O(1) since UTF-8 byte length is never below character length."""
+    from unittest.mock import patch
+
+    from litellm.proxy._experimental.mcp_server.outbound_credentials import envelope
+
+    candidate = ENVELOPE_PREFIX + ("a" * (MAX_ENVELOPE_BYTES + 1))
+    assert len(candidate) > MAX_ENVELOPE_BYTES
+
+    with patch.object(envelope, "_decode_claims", side_effect=AssertionError("decode reached")) as decode:
+        result = open_envelope(candidate, _KEYS, _NOW)
+
+    assert isinstance(result, MalformedPayload)
+    decode.assert_not_called()
+
+
 def test_is_envelope_detects_only_prefixed_values():
     assert is_envelope(_sealed_token(_full_grant()))
     raw_jwt = jwt.encode({"sub": "user-123"}, _SIGNING_KEY, algorithm="HS256")

From 7d64f9d26b71fc9e432eb1c578c0bee31082e862 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Fri, 10 Jul 2026 12:58:44 -0700
Subject: [PATCH 257/370] fix(mcp): merge credentials within the
 client-forwarded class on an auth-type switch

---
 litellm/proxy/_experimental/mcp_server/db.py  |  56 +++++++--
 .../mcp_server/test_mcp_partial_update.py     | 108 +++++++++++++++++-
 .../mcp_server/test_mcp_sigv4_auth.py         |  97 +++++-----------
 3 files changed, 183 insertions(+), 78 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/db.py b/litellm/proxy/_experimental/mcp_server/db.py
index c7b32614c61..97cefb3f2cb 100644
--- a/litellm/proxy/_experimental/mcp_server/db.py
+++ b/litellm/proxy/_experimental/mcp_server/db.py
@@ -76,6 +76,34 @@
     }
 )
 
+# The client-forwarded token modes share one stored-credential shape: the admin-declared upstream
+# OAuth app (client_id/client_secret) plus the same authorize relay, and neither mints anything the
+# gateway keeps. So a switch WITHIN this class must preserve the stored app, unlike a cross-class
+# switch (e.g. an oauth2 row whose client may be DCR-minted and is not reusable elsewhere).
+_CLIENT_FORWARDED_AUTH_TYPES: frozenset = frozenset({"true_passthrough", "oauth_delegate"})
+
+# Minted token material that must never survive a client rotation on a persisted row.
+_MINTED_TOKEN_CREDENTIAL_FIELDS: frozenset = frozenset({"access_token", "refresh_token", "expires_in"})
+
+
+def _credential_auth_class(auth_type: Optional[str]) -> Optional[str]:
+    """Collapse the client-forwarded modes to one credential class; every other auth_type is its own
+    class. Used so credential handling keys off whether the stored-credential shape actually changed,
+    not off a raw auth_type inequality that treats true_passthrough<->oauth_delegate as a full reset."""
+    if auth_type in _CLIENT_FORWARDED_AUTH_TYPES:
+        return "client_forwarded"
+    return auth_type
+
+
+def _drop_stale_minted_on_client_rotation(merged: Dict[str, Any], new_creds: Dict[str, Any]) -> Dict[str, Any]:
+    """When the update rotates the client, drop stale minted token keys it did not itself set, so an old
+    app's access/refresh token never rides forward under the new client. A no-op when no client key changed."""
+    if "client_id" not in new_creds and "client_secret" not in new_creds:
+        return merged
+    return {
+        key: value for key, value in merged.items() if key not in _MINTED_TOKEN_CREDENTIAL_FIELDS or key in new_creds
+    }
+
 
 def _is_global_env_var_scope(scope: Any) -> bool:
     """``scope="user"`` entries are placeholders the user fills in; everything
@@ -679,7 +707,9 @@ async def update_mcp_server(
         existing = await MCPServerRepository(prisma_client).table.find_unique(where={"server_id": data.server_id})
 
     auth_type_changed = bool(
-        data.auth_type and existing and existing.auth_type is not None and existing.auth_type != data.auth_type
+        data.auth_type
+        and existing
+        and _credential_auth_class(existing.auth_type) != _credential_auth_class(data.auth_type)
     )
 
     # Clear stale credentials when auth_type changes but no new credentials provided
@@ -712,11 +742,12 @@ async def update_mcp_server(
     # would wipe encrypted secrets that the UI cannot display back.
     if "credentials" in data_dict and data_dict["credentials"] is not None:
         if existing and existing.credentials:
-            # Only merge when auth_type is unchanged. Switching auth types
-            # (e.g. oauth2 → api_key) should replace credentials entirely
-            # to avoid stale secrets from the previous auth type lingering.
-            auth_type_unchanged = data.auth_type is None or data.auth_type == existing.auth_type
-            if auth_type_unchanged:
+            # Only merge when the credential CLASS is unchanged. A cross-class switch
+            # (e.g. oauth2 → api_key, or oauth2 → true_passthrough) replaces credentials
+            # entirely to avoid stale secrets from the previous class lingering; a switch
+            # within the client-forwarded class (true_passthrough ↔ oauth_delegate) keeps
+            # the same declared app and so must merge, not replace.
+            if not auth_type_changed:
                 existing_creds = (
                     json.loads(existing.credentials)
                     if isinstance(existing.credentials, str)
@@ -727,8 +758,9 @@ async def update_mcp_server(
                     if isinstance(data_dict["credentials"], str)
                     else dict(data_dict["credentials"])
                 )
-                # New values override existing; existing keys not in update are preserved
-                merged = {**existing_creds, **new_creds}
+                # New values override existing; existing keys not in update are preserved. A client
+                # rotation additionally drops the previous app's stale minted token keys.
+                merged = _drop_stale_minted_on_client_rotation({**existing_creds, **new_creds}, new_creds)
                 # Migrate-on-write for legacy rows: token-exchange settings the
                 # old blob shape carried move to their dedicated columns (unless
                 # the caller set the column this update, or the row already has
@@ -747,6 +779,14 @@ async def update_mcp_server(
     # Add audit fields
     data_dict["updated_by"] = touched_by
 
+    # prisma-python rejects a raw ``None`` for a ``Json?`` field ("value is required but not set"); the
+    # clear paths above use ``None`` as the merge-skip sentinel, so translate it here to ``Json(None)``,
+    # which writes SQL null and reads back as ``None``. Done at the edge so the merge guards stay simple.
+    if "credentials" in data_dict and data_dict["credentials"] is None:
+        from prisma import Json  # noqa: PLC0415  # local import: prisma may be ungenerated at module load in some tools
+
+        data_dict["credentials"] = Json(None)
+
     updated_mcp_server = await MCPServerRepository(prisma_client).table.update(
         where={"server_id": data.server_id},
         data=data_dict,  # type: ignore
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_partial_update.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_partial_update.py
index 00d96f975bb..41d61c8f508 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_partial_update.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_partial_update.py
@@ -11,6 +11,7 @@
 from unittest.mock import AsyncMock, MagicMock
 
 import pytest
+from prisma import Json
 
 from litellm.proxy._experimental.mcp_server.db import (
     create_mcp_server,
@@ -19,6 +20,11 @@
 from litellm.proxy._types import NewMCPServerRequest, UpdateMCPServerRequest
 
 
+def _credentials_cleared(value) -> bool:
+    """The clear sentinel after the edge translation: prisma Json(None) (SQL null) or a bare None."""
+    return value is None or (isinstance(value, Json) and getattr(value, "data", "x") is None)
+
+
 def _mock_prisma():
     mock_prisma = MagicMock()
     mock_prisma.db.litellm_mcpservertable = AsyncMock()
@@ -208,7 +214,7 @@ async def test_auth_type_switch_clears_stale_flow_scoped_fields():
         "token_exchange_profile",
     ):
         assert data_dict[stale_field] is None, f"{stale_field} must be cleared on auth_type switch"
-    assert data_dict["credentials"] is None
+    assert _credentials_cleared(data_dict["credentials"])
 
 
 @pytest.mark.asyncio
@@ -558,3 +564,103 @@ async def test_te_update_without_blob_te_keys_leaves_credentials_untouched():
 
     assert data_dict["token_exchange_endpoint"] == "https://new.example.com/token"
     assert "credentials" not in data_dict
+
+
+# ── client-forwarded credential class: true_passthrough <-> oauth_delegate share one
+# stored-app shape, so a switch between them must MERGE (keep the declared app), not REPLACE ──
+
+
+@pytest.mark.asyncio
+async def test_cf_pair_switch_without_credentials_keeps_stored_app_and_endpoints():
+    """true_passthrough -> oauth_delegate with no credentials in the update must not clear the
+    stored client or null the endpoint columns: both modes use the same declared app and relay."""
+    mock_prisma = _mock_prisma()
+    existing = _existing_row("true_passthrough", credentials={"client_id": "enc-A", "client_secret": "enc-B"})
+    existing.authorization_url = "https://provider.example/authorize"
+    existing.token_url = "https://provider.example/token"
+    existing.registration_url = "https://provider.example/register"
+    mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(return_value=existing)
+
+    data = UpdateMCPServerRequest(server_id="cf-server", auth_type="oauth_delegate")
+    await update_mcp_server(mock_prisma, data, "test-user")
+    data_dict = mock_prisma.db.litellm_mcpservertable.update.call_args[1]["data"]
+
+    assert "credentials" not in data_dict
+    for scoped_field in ("authorization_url", "token_url", "registration_url", "oauth2_flow"):
+        assert scoped_field not in data_dict, f"{scoped_field} must not be nulled within the CF class"
+
+
+@pytest.mark.asyncio
+async def test_cf_pair_switch_with_partial_credentials_merges_not_replaces():
+    """oauth_delegate update carrying only client_id onto a true_passthrough row must MERGE, so the
+    stored client_secret survives instead of being dropped by a REPLACE."""
+    mock_prisma = _mock_prisma()
+    existing = _existing_row("true_passthrough", credentials={"client_id": "enc-A", "client_secret": "enc-B"})
+    mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(return_value=existing)
+
+    data = UpdateMCPServerRequest(server_id="cf-server", auth_type="oauth_delegate", credentials={"client_id": "B"})
+    await update_mcp_server(mock_prisma, data, "test-user")
+    data_dict = mock_prisma.db.litellm_mcpservertable.update.call_args[1]["data"]
+
+    merged = json.loads(data_dict["credentials"])
+    assert merged["client_secret"] == "enc-B"
+    assert merged["client_id"] != "enc-A"
+
+
+@pytest.mark.asyncio
+async def test_null_existing_auth_type_to_cf_counts_as_changed_and_clears_blob():
+    """A legacy row with NULL auth_type switched to a client-forwarded mode is a cross-class change,
+    so the stale blob must be cleared (the two change predicates must agree on this)."""
+    mock_prisma = _mock_prisma()
+    existing = _existing_row(None, credentials={"client_id": "enc-old"})
+    mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(return_value=existing)
+
+    data = UpdateMCPServerRequest(server_id="cf-server", auth_type="true_passthrough")
+    await update_mcp_server(mock_prisma, data, "test-user")
+    data_dict = mock_prisma.db.litellm_mcpservertable.update.call_args[1]["data"]
+
+    # The clear must reach prisma as Json(None) (SQL null), never a raw None, which prisma rejects.
+    assert isinstance(data_dict["credentials"], Json)
+    assert getattr(data_dict["credentials"], "data", "x") is None
+
+
+@pytest.mark.asyncio
+async def test_client_rotation_strips_legacy_minted_token_keys():
+    """Rotating the client on a same-class row must drop stale minted token material the update did
+    not set, so an old access_token/refresh_token never rides forward under the new client."""
+    mock_prisma = _mock_prisma()
+    existing = _existing_row(
+        "oauth2", credentials={"client_id": "A", "access_token": "T", "refresh_token": "R", "expires_in": 3600}
+    )
+    mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(return_value=existing)
+
+    data = UpdateMCPServerRequest(
+        server_id="oauth2-server", auth_type="oauth2", credentials={"client_id": "B", "client_secret": "S"}
+    )
+    await update_mcp_server(mock_prisma, data, "test-user")
+    data_dict = mock_prisma.db.litellm_mcpservertable.update.call_args[1]["data"]
+
+    merged = json.loads(data_dict["credentials"])
+    assert "access_token" not in merged
+    assert "refresh_token" not in merged
+    assert "expires_in" not in merged
+    assert "client_secret" in merged
+
+
+@pytest.mark.asyncio
+async def test_cf_to_non_cf_switch_clears_dcr_bridge():
+    """A cross-class switch OUT of a client-forwarded mode (true_passthrough -> api_key) must clear
+    dcr_bridge: the switch is cross-class so the flow-scoped sweep runs and nulls it, leaving no stale
+    dcr_bridge=True on a row that no longer supports it."""
+    data = UpdateMCPServerRequest(server_id="s", auth_type="api_key")
+    data_dict = await _run_update_with_existing(data, existing_auth_type="true_passthrough")
+    assert data_dict["dcr_bridge"] is None
+
+
+@pytest.mark.asyncio
+async def test_cf_pair_switch_does_not_clear_dcr_bridge():
+    """A within-class switch (true_passthrough <-> oauth_delegate) is not a credential-class change, so
+    the flow-scoped sweep does not run and dcr_bridge is left intact (both modes use the DCR bridge)."""
+    data = UpdateMCPServerRequest(server_id="s", auth_type="oauth_delegate")
+    data_dict = await _run_update_with_existing(data, existing_auth_type="true_passthrough")
+    assert "dcr_bridge" not in data_dict
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_sigv4_auth.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_sigv4_auth.py
index f5a48b5ec34..5992fd1814f 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_sigv4_auth.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_sigv4_auth.py
@@ -399,9 +399,7 @@ async def test_load_config_with_aws_sigv4(self):
         server = next(iter(manager.config_mcp_servers.values()))
         assert server.auth_type == MCPAuth.aws_sigv4
         assert server.aws_access_key_id == "AKIAIOSFODNN7EXAMPLE"
-        assert (
-            server.aws_secret_access_key == "wJalrXUtnFEMI/K7MDENG/bPxRfiCYEXAMPLEKEY"
-        )
+        assert server.aws_secret_access_key == "wJalrXUtnFEMI/K7MDENG/bPxRfiCYEXAMPLEKEY"
         assert server.aws_region_name == "us-east-1"
         assert server.aws_service_name == "bedrock-agentcore"
 
@@ -531,9 +529,7 @@ def test_extract_aws_credentials_includes_role_fields(self):
             "aws_session_name": "my-session",
         }
 
-        result = manager._extract_aws_credentials(
-            creds, credentials_are_encrypted=False
-        )
+        result = manager._extract_aws_credentials(creds, credentials_are_encrypted=False)
         assert result["aws_role_name"] == "arn:aws:iam::123456789012:role/TestRole"
         assert result["aws_session_name"] == "my-session"
 
@@ -561,10 +557,7 @@ def test_encrypt_credentials_handles_aws_fields(self):
 
         # Secrets should be encrypted
         assert result["aws_access_key_id"] == "enc:AKIAIOSFODNN7EXAMPLE"
-        assert (
-            result["aws_secret_access_key"]
-            == "enc:wJalrXUtnFEMI/K7MDENG/bPxRfiCYEXAMPLEKEY"
-        )
+        assert result["aws_secret_access_key"] == "enc:wJalrXUtnFEMI/K7MDENG/bPxRfiCYEXAMPLEKEY"
         assert result["aws_session_token"] == "enc:FwoGZX..."
         # Non-secrets should be unchanged
         assert result["aws_region_name"] == "us-east-1"
@@ -606,12 +599,8 @@ async def test_partial_update_preserves_existing_credentials(self):
         )
 
         mock_prisma = MagicMock()
-        mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(
-            return_value=existing_record
-        )
-        mock_prisma.db.litellm_mcpservertable.update = AsyncMock(
-            return_value=MagicMock()
-        )
+        mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(return_value=existing_record)
+        mock_prisma.db.litellm_mcpservertable.update = AsyncMock(return_value=MagicMock())
 
         data = UpdateMCPServerRequest(
             server_id="test-server",
@@ -650,9 +639,7 @@ async def test_update_without_credentials_preserves_all(self):
         from litellm.proxy._types import UpdateMCPServerRequest
 
         mock_prisma = MagicMock()
-        mock_prisma.db.litellm_mcpservertable.update = AsyncMock(
-            return_value=MagicMock()
-        )
+        mock_prisma.db.litellm_mcpservertable.update = AsyncMock(return_value=MagicMock())
 
         data = UpdateMCPServerRequest(
             server_id="test-server",
@@ -679,12 +666,8 @@ async def test_update_new_server_no_merge(self):
         existing_record.credentials = None
 
         mock_prisma = MagicMock()
-        mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(
-            return_value=existing_record
-        )
-        mock_prisma.db.litellm_mcpservertable.update = AsyncMock(
-            return_value=MagicMock()
-        )
+        mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(return_value=existing_record)
+        mock_prisma.db.litellm_mcpservertable.update = AsyncMock(return_value=MagicMock())
 
         data = UpdateMCPServerRequest(
             server_id="test-server",
@@ -725,12 +708,8 @@ async def test_auth_type_change_replaces_credentials_entirely(self):
         )
 
         mock_prisma = MagicMock()
-        mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(
-            return_value=existing_record
-        )
-        mock_prisma.db.litellm_mcpservertable.update = AsyncMock(
-            return_value=MagicMock()
-        )
+        mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(return_value=existing_record)
+        mock_prisma.db.litellm_mcpservertable.update = AsyncMock(return_value=MagicMock())
 
         data = UpdateMCPServerRequest(
             server_id="test-server",
@@ -772,12 +751,8 @@ async def test_same_auth_type_merges_credentials(self):
         )
 
         mock_prisma = MagicMock()
-        mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(
-            return_value=existing_record
-        )
-        mock_prisma.db.litellm_mcpservertable.update = AsyncMock(
-            return_value=MagicMock()
-        )
+        mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(return_value=existing_record)
+        mock_prisma.db.litellm_mcpservertable.update = AsyncMock(return_value=MagicMock())
 
         data = UpdateMCPServerRequest(
             server_id="test-server",
@@ -819,9 +794,7 @@ async def test_build_mcp_server_from_table_with_sigv4_credentials(self):
         table_record.server_name = "sigv4_server"
         table_record.alias = None
         table_record.description = None
-        table_record.url = (
-            "https://bedrock-agentcore.us-east-1.amazonaws.com/invocations"
-        )
+        table_record.url = "https://bedrock-agentcore.us-east-1.amazonaws.com/invocations"
         table_record.spec_path = None
         table_record.transport = "http"
         table_record.auth_type = "aws_sigv4"
@@ -867,9 +840,7 @@ async def test_build_mcp_server_from_table_with_sigv4_credentials(self):
 
         with patch(
             "litellm.proxy._experimental.mcp_server.mcp_server_manager.decrypt_value_helper",
-            side_effect=lambda value, key, exception_type, return_original_value: value.replace(
-                "enc:", ""
-            ),
+            side_effect=lambda value, key, exception_type, return_original_value: value.replace("enc:", ""),
         ):
             server = await manager.build_mcp_server_from_table(table_record)
 
@@ -930,9 +901,7 @@ async def test_build_mcp_server_from_table_without_sigv4_credentials(self):
 
         with patch(
             "litellm.proxy._experimental.mcp_server.mcp_server_manager.decrypt_value_helper",
-            side_effect=lambda value, key, exception_type, return_original_value: value.replace(
-                "enc:", ""
-            ),
+            side_effect=lambda value, key, exception_type, return_original_value: value.replace("enc:", ""),
         ):
             server = await manager.build_mcp_server_from_table(table_record)
 
@@ -1018,9 +987,7 @@ async def test_rotation_decrypts_then_reencrypts(self):
         server.env_vars = None
 
         mock_prisma = MagicMock()
-        mock_prisma.db.litellm_mcpservertable.find_many = AsyncMock(
-            return_value=[server]
-        )
+        mock_prisma.db.litellm_mcpservertable.find_many = AsyncMock(return_value=[server])
         mock_prisma.db.litellm_mcpservertable.update = AsyncMock()
 
         with (
@@ -1039,9 +1006,7 @@ async def test_rotation_decrypts_then_reencrypts(self):
                 side_effect=lambda value, new_encryption_key: f"enc_new:{value}",
             ),
         ):
-            await rotate_mcp_server_credentials_master_key(
-                mock_prisma, "admin", "new-key"
-            )
+            await rotate_mcp_server_credentials_master_key(mock_prisma, "admin", "new-key")
 
         update_call = mock_prisma.db.litellm_mcpservertable.update
         assert update_call.called
@@ -1069,9 +1034,7 @@ async def test_rotation_reencrypts_global_env_vars(self):
         ]
 
         mock_prisma = MagicMock()
-        mock_prisma.db.litellm_mcpservertable.find_many = AsyncMock(
-            return_value=[server]
-        )
+        mock_prisma.db.litellm_mcpservertable.find_many = AsyncMock(return_value=[server])
         mock_prisma.db.litellm_mcpservertable.update = AsyncMock()
 
         with (
@@ -1090,9 +1053,7 @@ async def test_rotation_reencrypts_global_env_vars(self):
                 side_effect=lambda value, new_encryption_key: f"enc_new:{value}",
             ),
         ):
-            await rotate_mcp_server_credentials_master_key(
-                mock_prisma, "admin", "new-key"
-            )
+            await rotate_mcp_server_credentials_master_key(mock_prisma, "admin", "new-key")
 
         update_call = mock_prisma.db.litellm_mcpservertable.update
         assert update_call.called
@@ -1116,17 +1077,11 @@ async def test_auth_type_change_without_credentials_clears_stale(self):
 
         existing_record = MagicMock()
         existing_record.auth_type = "oauth2"
-        existing_record.credentials = json.dumps(
-            {"client_id": "enc:cid", "client_secret": "enc:csec"}
-        )
+        existing_record.credentials = json.dumps({"client_id": "enc:cid", "client_secret": "enc:csec"})
 
         mock_prisma = MagicMock()
-        mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(
-            return_value=existing_record
-        )
-        mock_prisma.db.litellm_mcpservertable.update = AsyncMock(
-            return_value=MagicMock()
-        )
+        mock_prisma.db.litellm_mcpservertable.find_unique = AsyncMock(return_value=existing_record)
+        mock_prisma.db.litellm_mcpservertable.update = AsyncMock(return_value=MagicMock())
 
         data = UpdateMCPServerRequest(
             server_id="test-server",
@@ -1141,8 +1096,12 @@ async def test_auth_type_change_without_credentials_clears_stale(self):
             await update_mcp_server(mock_prisma, data, "test-user")
 
         data_dict = mock_prisma.db.litellm_mcpservertable.update.call_args[1]["data"]
-        # Credentials should be cleared (set to None)
-        assert data_dict.get("credentials") is None
+        # Credentials should be cleared. The clear reaches prisma as Json(None) (SQL null), which
+        # prisma-python requires for a Json? field; a bare None is also accepted for older callers.
+        from prisma import Json
+
+        cleared = data_dict.get("credentials")
+        assert cleared is None or (isinstance(cleared, Json) and getattr(cleared, "data", "x") is None)
 
 
 class TestInheritCredentials:

From cc36d5469c3a8015f25d55020544cecb9b9d3623 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Fri, 10 Jul 2026 14:30:32 -0700
Subject: [PATCH 258/370] fix(bedrock): keep mid-conversation system messages
 in place for Claude Invoke (#32578)

Hoisting every role system entry into the top-level system field mutates
the cache prefix whenever a client such as Claude Code appends a new
mid-conversation system message, invalidating the prompt cache for the
entire message history on Bedrock Invoke. Bedrock only rejects a system
entry at messages.0, so hoist just the leading run and forward the rest
in place
---
 .../anthropic_claude3_transformation.py       | 29 +++++---
 .../test_anthropic_claude3_transformation.py  | 73 +++++++++++++++++++
 2 files changed, 90 insertions(+), 12 deletions(-)

diff --git a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
index daee3369a3c..155fba008d4 100644
--- a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
+++ b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
@@ -94,25 +94,30 @@ def _as_system_content_blocks(value: Any) -> list[Any]:
         return [value]
 
     def _normalize_system_role_messages_for_bedrock(self, anthropic_messages_request: dict) -> None:
-        """Bedrock Invoke rejects ``role: "system"`` entries inside ``messages`` on
-        some Claude aliases; Anthropic Messages carries that content in the
-        top-level ``system`` field. Move any such entries into ``system`` before
-        the Invoke request is built."""
+        """Bedrock Invoke rejects a conversation that opens with ``role: "system"``
+        entries inside ``messages`` ("messages.0: use the top-level 'system'
+        parameter for the initial system prompt"); Anthropic Messages carries that
+        content in the top-level ``system`` field, so hoist the leading run of
+        system entries there. Mid-conversation system entries (e.g. Claude Code's
+        ``mid-conversation-system-2026-04-07`` reminders) are accepted by Invoke in
+        place and MUST stay in place: hoisting one mutates the ``system`` prefix
+        and invalidates the prompt cache for the entire message history.
+        Billing-header system blocks are stripped from the top-level ``system``
+        field regardless of whether anything was hoisted."""
         messages = anthropic_messages_request.get("messages")
         if not isinstance(messages, list):
             return
-        system_role_messages = [m for m in messages if isinstance(m, dict) and m.get("role") == "system"]
-        if not system_role_messages:
-            return
-
-        anthropic_messages_request["messages"] = [
-            m for m in messages if not (isinstance(m, dict) and m.get("role") == "system")
-        ]
+        leading_count = next(
+            (i for i, m in enumerate(messages) if not (isinstance(m, dict) and m.get("role") == "system")),
+            len(messages),
+        )
+        if leading_count:
+            anthropic_messages_request["messages"] = messages[leading_count:]
         system_content = [
             block
             for source in (
                 anthropic_messages_request.get("system"),
-                *(m.get("content") for m in system_role_messages),
+                *(m.get("content") for m in messages[:leading_count]),
             )
             for block in self._as_system_content_blocks(source)
         ]
diff --git a/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py b/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
index 532c6ff3598..ffe45cd5e79 100644
--- a/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
+++ b/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
@@ -1974,6 +1974,79 @@ def test_bedrock_invoke_transform_merges_list_content_system_role_into_system():
     ]
 
 
+def test_bedrock_invoke_transform_keeps_mid_conversation_system_role_in_place():
+    """Regression test for the Bedrock prompt-cache collapse: hoisting a
+    mid-conversation ``role: "system"`` message (e.g. Claude Code's
+    ``mid-conversation-system-2026-04-07`` reminders) into the top-level
+    ``system`` field mutates the cache prefix and invalidates the cached message
+    history, so such entries must be forwarded in place. Invoke only rejects a
+    system entry at ``messages.0``. Billing-header blocks must still be stripped
+    from the top-level ``system`` field even when nothing is hoisted."""
+    from litellm.types.router import GenericLiteLLMParams
+
+    cfg = AmazonAnthropicClaudeMessagesConfig()
+    messages = [
+        {"role": "user", "content": "read the file"},
+        {"role": "system", "content": "[Truncated: PARTIAL view of big1.txt]"},
+        {"role": "assistant", "content": "reading"},
+        {"role": "user", "content": "continue"},
+    ]
+
+    result = cfg.transform_anthropic_messages_request(
+        model="anthropic.claude-opus-4-8",
+        messages=copy.deepcopy(messages),
+        anthropic_messages_optional_request_params={
+            "max_tokens": 256,
+            "stream": False,
+            "system": [
+                {"type": "text", "text": "x-anthropic-billing-header: cc_version=2.1.205;"},
+                {"type": "text", "text": "Base.", "cache_control": {"type": "ephemeral"}},
+            ],
+        },
+        litellm_params=GenericLiteLLMParams(),
+        headers={},
+    )
+
+    assert result["messages"] == messages
+    assert result["system"] == [
+        {"type": "text", "text": "Base.", "cache_control": {"type": "ephemeral"}}
+    ]
+
+
+def test_bedrock_invoke_transform_hoists_only_leading_system_run():
+    """Only the leading run of ``role: "system"`` messages is hoisted into the
+    top-level ``system`` field; a later system entry keeps its position in
+    ``messages`` so the serialized prefix stays stable across turns."""
+    from litellm.types.router import GenericLiteLLMParams
+
+    cfg = AmazonAnthropicClaudeMessagesConfig()
+    messages = [
+        {"role": "system", "content": "You are terse."},
+        {"role": "system", "content": "Cite sources."},
+        {"role": "user", "content": "hi"},
+        {"role": "system", "content": "mid-conversation reminder"},
+        {"role": "user", "content": "continue"},
+    ]
+
+    result = cfg.transform_anthropic_messages_request(
+        model="anthropic.claude-opus-4-8",
+        messages=copy.deepcopy(messages),
+        anthropic_messages_optional_request_params={"max_tokens": 256, "stream": False},
+        litellm_params=GenericLiteLLMParams(),
+        headers={},
+    )
+
+    assert result["messages"] == [
+        {"role": "user", "content": "hi"},
+        {"role": "system", "content": "mid-conversation reminder"},
+        {"role": "user", "content": "continue"},
+    ]
+    assert result["system"] == [
+        {"type": "text", "text": "You are terse."},
+        {"type": "text", "text": "Cite sources."},
+    ]
+
+
 def test_as_system_content_blocks_handles_each_shape():
     """``_as_system_content_blocks`` normalizes every system shape: ``None`` -> empty,
     a string -> a single text block, a list -> a shallow copy, and any other value

From 6d17f9e85c9747f74b8f87b4d0ad1fab90f3d435 Mon Sep 17 00:00:00 2001
From: yucheng-berri <yucheng@berri.ai>
Date: Fri, 10 Jul 2026 14:31:54 -0700
Subject: [PATCH 259/370] fix(proxy): add coordination_redis routes to
 component allowlist (#32823)

---
 backend/routes/allowlist.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/backend/routes/allowlist.py b/backend/routes/allowlist.py
index b67f7d42127..02574ca505d 100644
--- a/backend/routes/allowlist.py
+++ b/backend/routes/allowlist.py
@@ -46,6 +46,7 @@
     "/fallback",
     "/fallbacks",
     "/cache_settings",
+    "/coordination_redis/",
     "/cost_tracking",
     "/cost/",
     "/credentials",

From 424532e63d1cc098ebeff795c1285c0e4f34a3a1 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 10:05:14 -0700
Subject: [PATCH 260/370] feat(mcp): add dcr_bridge envelope consumer helpers
 (key derivation, authorization classifier)

---
 .../bridge_credentials.py                     |  96 +++++++++++++
 .../test_bridge_credentials.py                | 127 ++++++++++++++++++
 2 files changed, 223 insertions(+)
 create mode 100644 litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py
 create mode 100644 tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py

diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py
new file mode 100644
index 00000000000..9b1e8722c54
--- /dev/null
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py
@@ -0,0 +1,96 @@
+"""Consumer-side helpers for the DCR-bridge ``oauth_delegate`` envelope.
+
+A DCR-bridge ``oauth_delegate`` client presents ONE bearer that is a litellm-signed
+envelope (see :mod:`.envelope`) carrying both a litellm identity and the upstream OAuth
+token. At the MCP admission edge the gateway derives the envelope keys from the proxy
+``master_key``, opens the envelope, admits the request under the recovered identity, and
+forwards the inner upstream token to the upstream MCP server. This module is the pure
+consumer surface; the admission wiring lives in ``user_api_key_auth_mcp.py`` and the
+producer (mint) side lands with the token-endpoint flow.
+"""
+
+import hashlib
+from datetime import datetime
+from typing import Literal, TypeAlias
+
+from pydantic import BaseModel, ConfigDict, SecretStr
+
+from litellm.proxy._experimental.mcp_server.outbound_credentials.envelope import (
+    EnvelopeIdentity,
+    EnvelopeKeys,
+    OpenedEnvelope,
+    is_envelope,
+    open_envelope,
+)
+
+_SIGNING_KEY_DOMAIN = "litellm-mcp-bridge:envelope-signing:"
+_ENCRYPTION_KEY_DOMAIN = "litellm-mcp-bridge:envelope-encryption:"
+_BEARER_PREFIX = "bearer "
+
+
+def envelope_keys_from_master_key(master_key: str) -> EnvelopeKeys:
+    """Derive the envelope signing and encryption keys from the proxy master key.
+
+    Domain-separated SHA-256 yields two distinct 64-char (256-bit) hex keys from the one
+    secret, so the producer (mint) and consumer (open) agree on keys without persisting
+    any, and even a short master key still produces a >= 32-byte signing key (HS256's
+    requirement). The derivation is deterministic; rotating ``master_key`` invalidates
+    every outstanding envelope, which is the intended behavior for a signing-key change.
+    """
+    signing = hashlib.sha256((_SIGNING_KEY_DOMAIN + master_key).encode()).hexdigest()
+    encryption = hashlib.sha256((_ENCRYPTION_KEY_DOMAIN + master_key).encode()).hexdigest()
+    return EnvelopeKeys(signing_key=SecretStr(signing), encryption_key=SecretStr(encryption))
+
+
+class NotBridgeEnvelope(BaseModel):
+    """The bearer is not an envelope; admission continues on its normal path."""
+
+    model_config = ConfigDict(frozen=True)
+    tag: Literal["not_bridge_envelope"] = "not_bridge_envelope"
+
+
+class BridgeEnvelopeAdmitted(BaseModel):
+    """A valid envelope: the identity to admit under and the full upstream ``Authorization``
+    value (``token_type access_token``) to forward to the upstream MCP server."""
+
+    model_config = ConfigDict(frozen=True)
+    tag: Literal["admitted"] = "admitted"
+    identity: EnvelopeIdentity
+    upstream_authorization: SecretStr
+
+
+class BridgeEnvelopeInvalid(BaseModel):
+    """The bearer is envelope-shaped but did not open (expired, tampered, wrong key);
+    admission must fail closed rather than fall through to normal validation."""
+
+    model_config = ConfigDict(frozen=True)
+    tag: Literal["invalid"] = "invalid"
+
+
+BridgeEnvelopeResult: TypeAlias = NotBridgeEnvelope | BridgeEnvelopeAdmitted | BridgeEnvelopeInvalid
+
+
+def _strip_bearer(value: str) -> str:
+    if value[: len(_BEARER_PREFIX)].lower() == _BEARER_PREFIX:
+        return value[len(_BEARER_PREFIX) :]
+    return value
+
+
+def resolve_bridge_envelope(authorization_value: str, keys: EnvelopeKeys, now: datetime) -> BridgeEnvelopeResult:
+    """Classify an ``Authorization`` value presented to a bridge ``oauth_delegate`` server.
+
+    Strips an optional ``Bearer`` scheme, then returns ``NotBridgeEnvelope`` for a
+    non-envelope bearer (normal admission continues), ``BridgeEnvelopeAdmitted`` with the
+    recovered identity and the upstream ``Authorization`` value to forward for a valid
+    envelope, and ``BridgeEnvelopeInvalid`` for an envelope-shaped bearer that will not
+    open. Never raises: it is total over hostile input via :func:`open_envelope`.
+    """
+    candidate = _strip_bearer(authorization_value)
+    if not is_envelope(candidate):
+        return NotBridgeEnvelope()
+    opened = open_envelope(candidate, keys, now)
+    if not isinstance(opened, OpenedEnvelope):
+        return BridgeEnvelopeInvalid()
+    grant = opened.grant
+    upstream_authorization = f"{grant.token_type} {grant.access_token.get_secret_value()}"
+    return BridgeEnvelopeAdmitted(identity=opened.identity, upstream_authorization=SecretStr(upstream_authorization))
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py
new file mode 100644
index 00000000000..df6a5de07c3
--- /dev/null
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py
@@ -0,0 +1,127 @@
+"""Spec tests for the DCR-bridge envelope consumer helpers.
+
+These pin the two consumer contracts the admission edge depends on: the master-key key
+derivation is deterministic, domain-separated, and always yields a >= 32-byte signing key
+(so mint and open agree without persisting keys), and the ``Authorization`` classifier is
+total over the three cases admission branches on (non-envelope, valid envelope, and
+envelope-shaped-but-unopenable), never leaking the recovered upstream token in a repr.
+"""
+
+from datetime import datetime, timedelta, timezone
+
+from pydantic import SecretStr
+
+from litellm.proxy._experimental.mcp_server.outbound_credentials.bridge_credentials import (
+    BridgeEnvelopeAdmitted,
+    BridgeEnvelopeInvalid,
+    NotBridgeEnvelope,
+    envelope_keys_from_master_key,
+    resolve_bridge_envelope,
+)
+from litellm.proxy._experimental.mcp_server.outbound_credentials.envelope import (
+    ENVELOPE_PREFIX,
+    EnvelopeIdentity,
+    EnvelopeKeys,
+    SealedEnvelope,
+    UpstreamTokenGrant,
+    mint_envelope,
+)
+
+_NOW = datetime(2026, 7, 9, 12, 0, 0, tzinfo=timezone.utc)
+_MASTER_KEY = "sk-master-key-for-derivation-tests-0123456789"
+_ACCESS_TOKEN = "upstream-access-token-do-not-leak-8f14e45fceea"
+_IDENTITY = EnvelopeIdentity(user_id="user-123", server_id="srv-456")
+
+
+def _grant() -> UpstreamTokenGrant:
+    return UpstreamTokenGrant(access_token=SecretStr(_ACCESS_TOKEN), token_type="Bearer", expires_in=600)
+
+
+def _sealed_token(keys: EnvelopeKeys, now: datetime = _NOW) -> str:
+    sealed = mint_envelope(_IDENTITY, _grant(), keys, now)
+    assert isinstance(sealed, SealedEnvelope)
+    return sealed.token.get_secret_value()
+
+
+def test_key_derivation_is_deterministic():
+    assert envelope_keys_from_master_key(_MASTER_KEY) == envelope_keys_from_master_key(_MASTER_KEY)
+
+
+def test_key_derivation_signing_and_encryption_differ():
+    keys = envelope_keys_from_master_key(_MASTER_KEY)
+    assert keys.signing_key.get_secret_value() != keys.encryption_key.get_secret_value()
+
+
+def test_key_derivation_differs_by_master_key():
+    a = envelope_keys_from_master_key(_MASTER_KEY)
+    b = envelope_keys_from_master_key(_MASTER_KEY + "x")
+    assert a.signing_key.get_secret_value() != b.signing_key.get_secret_value()
+    assert a.encryption_key.get_secret_value() != b.encryption_key.get_secret_value()
+
+
+def test_key_derivation_signing_key_meets_hs256_floor_for_short_master_key():
+    keys = envelope_keys_from_master_key("x")
+    assert len(keys.signing_key.get_secret_value()) >= 32
+
+
+def test_derived_keys_round_trip_mint_and_open():
+    keys = envelope_keys_from_master_key(_MASTER_KEY)
+    result = resolve_bridge_envelope(_sealed_token(keys), keys, _NOW)
+    assert isinstance(result, BridgeEnvelopeAdmitted)
+    assert result.identity == _IDENTITY
+
+
+def test_resolve_non_envelope_is_not_bridge_envelope():
+    keys = envelope_keys_from_master_key(_MASTER_KEY)
+    assert isinstance(resolve_bridge_envelope("Bearer sk-some-litellm-key", keys, _NOW), NotBridgeEnvelope)
+    assert isinstance(resolve_bridge_envelope("plain-token", keys, _NOW), NotBridgeEnvelope)
+
+
+def test_resolve_valid_envelope_returns_identity_and_upstream_authorization():
+    keys = envelope_keys_from_master_key(_MASTER_KEY)
+    result = resolve_bridge_envelope(_sealed_token(keys), keys, _NOW)
+    assert isinstance(result, BridgeEnvelopeAdmitted)
+    assert result.identity == _IDENTITY
+    assert result.upstream_authorization.get_secret_value() == f"Bearer {_ACCESS_TOKEN}"
+
+
+def test_resolve_strips_optional_bearer_scheme_before_detection():
+    keys = envelope_keys_from_master_key(_MASTER_KEY)
+    token = _sealed_token(keys)
+    assert token.startswith(ENVELOPE_PREFIX)
+    bare = resolve_bridge_envelope(token, keys, _NOW)
+    prefixed = resolve_bridge_envelope(f"Bearer {token}", keys, _NOW)
+    lower = resolve_bridge_envelope(f"bearer {token}", keys, _NOW)
+    assert isinstance(bare, BridgeEnvelopeAdmitted)
+    assert isinstance(prefixed, BridgeEnvelopeAdmitted)
+    assert isinstance(lower, BridgeEnvelopeAdmitted)
+    assert prefixed.upstream_authorization.get_secret_value() == bare.upstream_authorization.get_secret_value()
+
+
+def test_resolve_expired_envelope_is_invalid_not_admitted():
+    keys = envelope_keys_from_master_key(_MASTER_KEY)
+    token = _sealed_token(keys, now=_NOW)
+    later = _NOW + timedelta(seconds=601)
+    assert isinstance(resolve_bridge_envelope(token, keys, later), BridgeEnvelopeInvalid)
+
+
+def test_resolve_envelope_minted_under_a_different_master_key_is_invalid():
+    minted = envelope_keys_from_master_key(_MASTER_KEY)
+    other = envelope_keys_from_master_key("a-completely-different-master-key")
+    assert isinstance(resolve_bridge_envelope(_sealed_token(minted), other, _NOW), BridgeEnvelopeInvalid)
+
+
+def test_resolve_tampered_envelope_is_invalid():
+    keys = envelope_keys_from_master_key(_MASTER_KEY)
+    token = _sealed_token(keys)
+    tampered = token[:-4] + ("aaaa" if token[-4:] != "aaaa" else "bbbb")
+    result = resolve_bridge_envelope(tampered, keys, _NOW)
+    assert isinstance(result, BridgeEnvelopeInvalid)
+
+
+def test_admitted_result_repr_never_leaks_upstream_token():
+    keys = envelope_keys_from_master_key(_MASTER_KEY)
+    result = resolve_bridge_envelope(_sealed_token(keys), keys, _NOW)
+    assert isinstance(result, BridgeEnvelopeAdmitted)
+    assert _ACCESS_TOKEN not in repr(result)
+    assert _ACCESS_TOKEN not in str(result)

From 08963b744fd59ed4065fb924844bee79f74e1231 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 13:41:43 -0700
Subject: [PATCH 261/370] feat(mcp): bind bridge envelope to its server, key
 derivation via HMAC, add producer + shape helpers

---
 .../bridge_credentials.py                     |  77 ++++++++++---
 .../test_bridge_credentials.py                | 102 ++++++++++++++----
 2 files changed, 145 insertions(+), 34 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py
index 9b1e8722c54..ef137c68107 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py
@@ -1,15 +1,16 @@
-"""Consumer-side helpers for the DCR-bridge ``oauth_delegate`` envelope.
+"""Producer and consumer helpers for the DCR-bridge ``oauth_delegate`` envelope.
 
 A DCR-bridge ``oauth_delegate`` client presents ONE bearer that is a litellm-signed
 envelope (see :mod:`.envelope`) carrying both a litellm identity and the upstream OAuth
-token. At the MCP admission edge the gateway derives the envelope keys from the proxy
-``master_key``, opens the envelope, admits the request under the recovered identity, and
-forwards the inner upstream token to the upstream MCP server. This module is the pure
-consumer surface; the admission wiring lives in ``user_api_key_auth_mcp.py`` and the
-producer (mint) side lands with the token-endpoint flow.
+token. The gateway token endpoint mints it (producer) at OAuth issuance, and at the MCP
+admission edge the gateway derives the envelope keys from the proxy ``master_key``, opens
+it, admits the request under the recovered identity, and forwards the inner upstream token
+to the upstream MCP server (consumer). This module is the pure surface for both sides; the
+token-endpoint and admission wiring live in their respective call sites.
 """
 
 import hashlib
+import hmac
 from datetime import datetime
 from typing import Literal, TypeAlias
 
@@ -18,8 +19,12 @@
 from litellm.proxy._experimental.mcp_server.outbound_credentials.envelope import (
     EnvelopeIdentity,
     EnvelopeKeys,
+    EnvelopeMintError,
     OpenedEnvelope,
+    SealedEnvelope,
+    UpstreamTokenGrant,
     is_envelope,
+    mint_envelope,
     open_envelope,
 )
 
@@ -31,17 +36,40 @@
 def envelope_keys_from_master_key(master_key: str) -> EnvelopeKeys:
     """Derive the envelope signing and encryption keys from the proxy master key.
 
-    Domain-separated SHA-256 yields two distinct 64-char (256-bit) hex keys from the one
-    secret, so the producer (mint) and consumer (open) agree on keys without persisting
-    any, and even a short master key still produces a >= 32-byte signing key (HS256's
-    requirement). The derivation is deterministic; rotating ``master_key`` invalidates
-    every outstanding envelope, which is the intended behavior for a signing-key change.
+    Keyed HMAC-SHA256 over two distinct domain labels yields two independent 64-char
+    (256-bit) subkeys from the one secret, so the producer (mint) and consumer (open) agree
+    on keys without persisting any, and even a short master key still produces a >= 32-byte
+    signing key (HS256's requirement). HMAC keys the derivation on ``master_key`` (the
+    standard subkey-from-key construction) rather than hashing a concatenation. The
+    derivation is deterministic; rotating ``master_key`` invalidates every outstanding
+    envelope, which is the intended behavior for a signing-key change.
+
+    ``master_key`` is the proxy's root signing secret and must be high-entropy: a captured
+    envelope is an offline oracle for it, exactly as the existing master-key-signed session
+    tokens already are, so a low-entropy master key compromises the proxy regardless of this
+    path. A password-style slow KDF is deliberately not used here; it is the wrong tradeoff
+    for a per-request high-entropy secret.
     """
-    signing = hashlib.sha256((_SIGNING_KEY_DOMAIN + master_key).encode()).hexdigest()
-    encryption = hashlib.sha256((_ENCRYPTION_KEY_DOMAIN + master_key).encode()).hexdigest()
+    signing = hmac.new(master_key.encode(), _SIGNING_KEY_DOMAIN.encode(), hashlib.sha256).hexdigest()
+    encryption = hmac.new(master_key.encode(), _ENCRYPTION_KEY_DOMAIN.encode(), hashlib.sha256).hexdigest()
     return EnvelopeKeys(signing_key=SecretStr(signing), encryption_key=SecretStr(encryption))
 
 
+def build_bridge_token_response(
+    identity: EnvelopeIdentity,
+    grant: UpstreamTokenGrant,
+    keys: EnvelopeKeys,
+    now: datetime,
+) -> SealedEnvelope | EnvelopeMintError:
+    """Seal ``grant`` for ``identity`` into the client-held bearer the token endpoint returns.
+
+    The producer mirror of :func:`resolve_bridge_envelope`: a thin, pure wrapper over
+    :func:`mint_envelope` that returns the sealed envelope, or the mint error as a value
+    (an oversized grant) for the caller to map onto an OAuth error response.
+    """
+    return mint_envelope(identity, grant, keys, now)
+
+
 class NotBridgeEnvelope(BaseModel):
     """The bearer is not an envelope; admission continues on its normal path."""
 
@@ -76,7 +104,19 @@ def _strip_bearer(value: str) -> str:
     return value
 
 
-def resolve_bridge_envelope(authorization_value: str, keys: EnvelopeKeys, now: datetime) -> BridgeEnvelopeResult:
+def is_bridge_envelope_shaped(authorization_value: str) -> bool:
+    """Cheap, keyless test that an ``Authorization`` value carries an envelope (optional
+    ``Bearer`` scheme stripped). The admission edge engages the bridge arm only for an
+    envelope, so a plain upstream bearer falls through to normal oauth2 admission."""
+    return is_envelope(_strip_bearer(authorization_value))
+
+
+def resolve_bridge_envelope(
+    authorization_value: str,
+    keys: EnvelopeKeys,
+    now: datetime,
+    expected_server_id: str,
+) -> BridgeEnvelopeResult:
     """Classify an ``Authorization`` value presented to a bridge ``oauth_delegate`` server.
 
     Strips an optional ``Bearer`` scheme, then returns ``NotBridgeEnvelope`` for a
@@ -84,6 +124,13 @@ def resolve_bridge_envelope(authorization_value: str, keys: EnvelopeKeys, now: d
     recovered identity and the upstream ``Authorization`` value to forward for a valid
     envelope, and ``BridgeEnvelopeInvalid`` for an envelope-shaped bearer that will not
     open. Never raises: it is total over hostile input via :func:`open_envelope`.
+
+    ``expected_server_id`` is the ``server_id`` of the MCP server the request targets; an
+    opened envelope whose sealed ``server_id`` does not match is rejected as
+    ``BridgeEnvelopeInvalid``. Binding here (rather than leaving it to the caller) prevents
+    replaying an envelope minted for one server against another, which would forward the
+    first server's upstream credential across a server boundary. The comparison is constant
+    time so a mismatch does not leak the expected id through timing.
     """
     candidate = _strip_bearer(authorization_value)
     if not is_envelope(candidate):
@@ -91,6 +138,8 @@ def resolve_bridge_envelope(authorization_value: str, keys: EnvelopeKeys, now: d
     opened = open_envelope(candidate, keys, now)
     if not isinstance(opened, OpenedEnvelope):
         return BridgeEnvelopeInvalid()
+    if not hmac.compare_digest(opened.identity.server_id, expected_server_id):
+        return BridgeEnvelopeInvalid()
     grant = opened.grant
     upstream_authorization = f"{grant.token_type} {grant.access_token.get_secret_value()}"
     return BridgeEnvelopeAdmitted(identity=opened.identity, upstream_authorization=SecretStr(upstream_authorization))
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py
index df6a5de07c3..1aa32d02f60 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py
@@ -1,10 +1,11 @@
-"""Spec tests for the DCR-bridge envelope consumer helpers.
-
-These pin the two consumer contracts the admission edge depends on: the master-key key
-derivation is deterministic, domain-separated, and always yields a >= 32-byte signing key
-(so mint and open agree without persisting keys), and the ``Authorization`` classifier is
-total over the three cases admission branches on (non-envelope, valid envelope, and
-envelope-shaped-but-unopenable), never leaking the recovered upstream token in a repr.
+"""Spec tests for the DCR-bridge envelope producer and consumer helpers.
+
+These pin the contracts the token endpoint and admission edge depend on: the master-key
+key derivation is deterministic, domain-separated (keyed HMAC), and always yields a
+>= 32-byte signing key; the ``Authorization`` classifier is total over the cases admission
+branches on (non-envelope, valid envelope bound to this server, envelope-shaped-but-
+unopenable, and envelope minted for a different server); the producer helper round-trips
+through the consumer; and no path leaks the upstream token in a repr.
 """
 
 from datetime import datetime, timedelta, timezone
@@ -15,13 +16,16 @@
     BridgeEnvelopeAdmitted,
     BridgeEnvelopeInvalid,
     NotBridgeEnvelope,
+    build_bridge_token_response,
     envelope_keys_from_master_key,
+    is_bridge_envelope_shaped,
     resolve_bridge_envelope,
 )
 from litellm.proxy._experimental.mcp_server.outbound_credentials.envelope import (
     ENVELOPE_PREFIX,
     EnvelopeIdentity,
     EnvelopeKeys,
+    EnvelopeTooLarge,
     SealedEnvelope,
     UpstreamTokenGrant,
     mint_envelope,
@@ -31,14 +35,15 @@
 _MASTER_KEY = "sk-master-key-for-derivation-tests-0123456789"
 _ACCESS_TOKEN = "upstream-access-token-do-not-leak-8f14e45fceea"
 _IDENTITY = EnvelopeIdentity(user_id="user-123", server_id="srv-456")
+_SERVER_ID = _IDENTITY.server_id
 
 
 def _grant() -> UpstreamTokenGrant:
     return UpstreamTokenGrant(access_token=SecretStr(_ACCESS_TOKEN), token_type="Bearer", expires_in=600)
 
 
-def _sealed_token(keys: EnvelopeKeys, now: datetime = _NOW) -> str:
-    sealed = mint_envelope(_IDENTITY, _grant(), keys, now)
+def _sealed_token(keys: EnvelopeKeys, now: datetime = _NOW, identity: EnvelopeIdentity = _IDENTITY) -> str:
+    sealed = mint_envelope(identity, _grant(), keys, now)
     assert isinstance(sealed, SealedEnvelope)
     return sealed.token.get_secret_value()
 
@@ -66,20 +71,20 @@ def test_key_derivation_signing_key_meets_hs256_floor_for_short_master_key():
 
 def test_derived_keys_round_trip_mint_and_open():
     keys = envelope_keys_from_master_key(_MASTER_KEY)
-    result = resolve_bridge_envelope(_sealed_token(keys), keys, _NOW)
+    result = resolve_bridge_envelope(_sealed_token(keys), keys, _NOW, _SERVER_ID)
     assert isinstance(result, BridgeEnvelopeAdmitted)
     assert result.identity == _IDENTITY
 
 
 def test_resolve_non_envelope_is_not_bridge_envelope():
     keys = envelope_keys_from_master_key(_MASTER_KEY)
-    assert isinstance(resolve_bridge_envelope("Bearer sk-some-litellm-key", keys, _NOW), NotBridgeEnvelope)
-    assert isinstance(resolve_bridge_envelope("plain-token", keys, _NOW), NotBridgeEnvelope)
+    assert isinstance(resolve_bridge_envelope("Bearer sk-some-litellm-key", keys, _NOW, _SERVER_ID), NotBridgeEnvelope)
+    assert isinstance(resolve_bridge_envelope("plain-token", keys, _NOW, _SERVER_ID), NotBridgeEnvelope)
 
 
 def test_resolve_valid_envelope_returns_identity_and_upstream_authorization():
     keys = envelope_keys_from_master_key(_MASTER_KEY)
-    result = resolve_bridge_envelope(_sealed_token(keys), keys, _NOW)
+    result = resolve_bridge_envelope(_sealed_token(keys), keys, _NOW, _SERVER_ID)
     assert isinstance(result, BridgeEnvelopeAdmitted)
     assert result.identity == _IDENTITY
     assert result.upstream_authorization.get_secret_value() == f"Bearer {_ACCESS_TOKEN}"
@@ -89,9 +94,9 @@ def test_resolve_strips_optional_bearer_scheme_before_detection():
     keys = envelope_keys_from_master_key(_MASTER_KEY)
     token = _sealed_token(keys)
     assert token.startswith(ENVELOPE_PREFIX)
-    bare = resolve_bridge_envelope(token, keys, _NOW)
-    prefixed = resolve_bridge_envelope(f"Bearer {token}", keys, _NOW)
-    lower = resolve_bridge_envelope(f"bearer {token}", keys, _NOW)
+    bare = resolve_bridge_envelope(token, keys, _NOW, _SERVER_ID)
+    prefixed = resolve_bridge_envelope(f"Bearer {token}", keys, _NOW, _SERVER_ID)
+    lower = resolve_bridge_envelope(f"bearer {token}", keys, _NOW, _SERVER_ID)
     assert isinstance(bare, BridgeEnvelopeAdmitted)
     assert isinstance(prefixed, BridgeEnvelopeAdmitted)
     assert isinstance(lower, BridgeEnvelopeAdmitted)
@@ -102,26 +107,83 @@ def test_resolve_expired_envelope_is_invalid_not_admitted():
     keys = envelope_keys_from_master_key(_MASTER_KEY)
     token = _sealed_token(keys, now=_NOW)
     later = _NOW + timedelta(seconds=601)
-    assert isinstance(resolve_bridge_envelope(token, keys, later), BridgeEnvelopeInvalid)
+    assert isinstance(resolve_bridge_envelope(token, keys, later, _SERVER_ID), BridgeEnvelopeInvalid)
 
 
 def test_resolve_envelope_minted_under_a_different_master_key_is_invalid():
     minted = envelope_keys_from_master_key(_MASTER_KEY)
     other = envelope_keys_from_master_key("a-completely-different-master-key")
-    assert isinstance(resolve_bridge_envelope(_sealed_token(minted), other, _NOW), BridgeEnvelopeInvalid)
+    assert isinstance(resolve_bridge_envelope(_sealed_token(minted), other, _NOW, _SERVER_ID), BridgeEnvelopeInvalid)
 
 
 def test_resolve_tampered_envelope_is_invalid():
     keys = envelope_keys_from_master_key(_MASTER_KEY)
     token = _sealed_token(keys)
     tampered = token[:-4] + ("aaaa" if token[-4:] != "aaaa" else "bbbb")
-    result = resolve_bridge_envelope(tampered, keys, _NOW)
+    result = resolve_bridge_envelope(tampered, keys, _NOW, _SERVER_ID)
+    assert isinstance(result, BridgeEnvelopeInvalid)
+
+
+def test_resolve_envelope_minted_for_another_server_is_invalid():
+    """An envelope sealed for server A must be rejected when presented to server B, so a
+    captured or misrouted envelope cannot forward one server's upstream credential to
+    another. The valid access token stays sealed; the mismatch alone fails the resolve."""
+    keys = envelope_keys_from_master_key(_MASTER_KEY)
+    other_server_identity = EnvelopeIdentity(user_id=_IDENTITY.user_id, server_id="srv-OTHER")
+    token = _sealed_token(keys, identity=other_server_identity)
+    result = resolve_bridge_envelope(token, keys, _NOW, _SERVER_ID)
     assert isinstance(result, BridgeEnvelopeInvalid)
 
 
+def test_resolve_matching_server_binding_is_admitted():
+    keys = envelope_keys_from_master_key(_MASTER_KEY)
+    result = resolve_bridge_envelope(_sealed_token(keys), keys, _NOW, "srv-456")
+    assert isinstance(result, BridgeEnvelopeAdmitted)
+
+
 def test_admitted_result_repr_never_leaks_upstream_token():
     keys = envelope_keys_from_master_key(_MASTER_KEY)
-    result = resolve_bridge_envelope(_sealed_token(keys), keys, _NOW)
+    result = resolve_bridge_envelope(_sealed_token(keys), keys, _NOW, _SERVER_ID)
     assert isinstance(result, BridgeEnvelopeAdmitted)
     assert _ACCESS_TOKEN not in repr(result)
     assert _ACCESS_TOKEN not in str(result)
+
+
+def test_build_bridge_token_response_round_trips_through_the_consumer():
+    keys = envelope_keys_from_master_key(_MASTER_KEY)
+    sealed = build_bridge_token_response(_IDENTITY, _grant(), keys, _NOW)
+    assert isinstance(sealed, SealedEnvelope)
+    assert sealed.token.get_secret_value().startswith(ENVELOPE_PREFIX)
+    result = resolve_bridge_envelope(sealed.token.get_secret_value(), keys, _NOW, _SERVER_ID)
+    assert isinstance(result, BridgeEnvelopeAdmitted)
+    assert result.identity == _IDENTITY
+    assert result.upstream_authorization.get_secret_value() == f"Bearer {_ACCESS_TOKEN}"
+
+
+def test_build_bridge_token_response_oversized_grant_returns_error_value():
+    keys = envelope_keys_from_master_key(_MASTER_KEY)
+    huge = UpstreamTokenGrant(access_token=SecretStr("x" * 20000), token_type="Bearer")
+    result = build_bridge_token_response(_IDENTITY, huge, keys, _NOW)
+    assert isinstance(result, EnvelopeTooLarge)
+
+
+def test_build_bridge_token_response_repr_never_leaks_upstream_token():
+    keys = envelope_keys_from_master_key(_MASTER_KEY)
+    sealed = build_bridge_token_response(_IDENTITY, _grant(), keys, _NOW)
+    assert isinstance(sealed, SealedEnvelope)
+    assert _ACCESS_TOKEN not in repr(sealed)
+    assert _ACCESS_TOKEN not in str(sealed)
+
+
+def test_is_bridge_envelope_shaped_detects_envelope_with_and_without_bearer():
+    keys = envelope_keys_from_master_key(_MASTER_KEY)
+    token = _sealed_token(keys)
+    assert is_bridge_envelope_shaped(token) is True
+    assert is_bridge_envelope_shaped(f"Bearer {token}") is True
+    assert is_bridge_envelope_shaped(f"bearer {token}") is True
+
+
+def test_is_bridge_envelope_shaped_rejects_non_envelope_bearer():
+    assert is_bridge_envelope_shaped("Bearer sk-some-litellm-key") is False
+    assert is_bridge_envelope_shaped("plain-upstream-token") is False
+    assert is_bridge_envelope_shaped("") is False

From 1e78e96c5dac0c861bdba7d0492a5872b095f2d7 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Fri, 10 Jul 2026 14:45:54 -0700
Subject: [PATCH 262/370] fix(mcp): clear the DCR client ref and upstream
 warning on modal close, and reuse the ref in the temp OAuth payload

---
 .../mcp_tools/create_mcp_server.test.tsx      | 35 +++++++++++++++++++
 .../mcp_tools/create_mcp_server.tsx           |  7 +++-
 2 files changed, 41 insertions(+), 1 deletion(-)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
index 0ff015e0862..bc33ed79e49 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
@@ -31,6 +31,7 @@ const oauthHook = vi.hoisted(() => ({
     | ((token: Record<string, unknown> | null, registeredClient?: { clientId?: string; clientSecret?: string }) => void)
     | null,
   getCredentials: null as (() => Record<string, unknown> | undefined) | null,
+  getTemporaryPayload: null as (() => Record<string, unknown> | null) | null,
 }));
 vi.mock("@/hooks/useMcpOAuthFlow", () => ({
   useMcpOAuthFlow: (opts: {
@@ -39,9 +40,11 @@ vi.mock("@/hooks/useMcpOAuthFlow", () => ({
       registeredClient?: { clientId?: string; clientSecret?: string },
     ) => void;
     getCredentials?: () => Record<string, unknown> | undefined;
+    getTemporaryPayload?: () => Record<string, unknown> | null;
   }) => {
     oauthHook.onTokenReceived = opts.onTokenReceived;
     oauthHook.getCredentials = opts.getCredentials ?? null;
+    oauthHook.getTemporaryPayload = opts.getTemporaryPayload ?? null;
     return {
       startOAuthFlow: vi.fn(),
       status: "idle",
@@ -627,6 +630,38 @@ describe("CreateMCPServer", () => {
       // The DCR client must NOT be in the form store (or it could be collected as a CF server's app),
       // but getCredentials merges it so a re-authorize reuses the registered client instead of re-DCRing.
       expect(oauthHook.getCredentials?.()?.client_id).toBe("dcr-client");
+      // getTemporaryPayload must mirror getCredentials for oauth2, or a re-authorize's temp session omits
+      // the registered client and useMcpOAuthFlow re-registers instead of reusing it.
+      expect(oauthHook.getTemporaryPayload?.()?.credentials).toMatchObject({ client_id: "dcr-client" });
+    });
+
+    it("clears the DCR ref and the upstream warning when the modal closes so nothing leaks to the next session", async () => {
+      const { rerender } = render(<CreateMCPServer {...defaultProps} />);
+      await selectAntOption("Transport Type", "Streamable HTTP");
+      await waitFor(() => expect(screen.getByPlaceholderText("https://your-mcp-server.com")).toBeInTheDocument());
+      const user = userEvent.setup({ delay: null });
+      await user.type(getServerNameInput(), "Leak_Server");
+      await user.type(screen.getByPlaceholderText("https://your-mcp-server.com"), "https://example.com/mcp");
+      await selectAntOption("Authentication", "OAuth");
+
+      await waitFor(() => expect(oauthHook.onTokenReceived).toBeTruthy());
+      await act(async () => {
+        oauthHook.onTokenReceived!(
+          { access_token: "oauth2-tok", token_type: "Bearer" },
+          { clientId: "leak-client", clientSecret: "leak-secret" },
+        );
+      });
+      // Ref is held while the modal is open.
+      expect(oauthHook.getCredentials?.()?.client_id).toBe("leak-client");
+
+      // A parent dismiss (isModalVisible -> false) that does not route through Cancel/Create must still
+      // clear the DCR ref, or the next server's oauth2 submit would carry this server's registered client.
+      await act(async () => {
+        rerender(<CreateMCPServer {...defaultProps} isModalVisible={false} />);
+      });
+
+      expect(oauthHook.getCredentials?.()?.client_id).toBeUndefined();
+      expect(oauthHook.getTemporaryPayload?.()?.credentials ?? {}).not.toMatchObject({ client_id: "leak-client" });
     });
 
     it("persists the DCR client on an oauth2 submit via the ref", async () => {
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index 52abd40db93..5172a487562 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -204,9 +204,12 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
         url,
         transport: transport === TRANSPORT.OPENAPI ? "http" : transport,
         auth_type: isClientForwardedTokenMode(values.auth_type) ? values.auth_type : AUTH_TYPE.OAUTH2,
+        // Mirror getCredentials: merge the ref-held DCR client for oauth2 so a re-authorize reuses the
+        // registered client (useMcpOAuthFlow keys reuse off credentials.client_id) instead of re-DCRing;
+        // the client-forwarded modes carry only the declared app.
         credentials: isClientForwardedTokenMode(values.auth_type)
           ? preservedDeclaredAppCredentials(values.credentials)
-          : values.credentials,
+          : { ...((values.credentials as Record<string, unknown> | undefined) ?? {}), ...(dcrClientRef.current ?? {}) },
         authorization_url: values.authorization_url,
         token_url: values.token_url,
         registration_url: values.registration_url,
@@ -728,6 +731,8 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
       clearTools();
       resetOAuthFlow();
       setAuthorizedIdentity(undefined);
+      dcrClientRef.current = null;
+      setAppMayNotMatchUpstream(false);
     }
   }, [isModalVisible, form, clearTools, resetOAuthFlow]);
 

From f72c7cc2db83271992319aa09b879bffd63feaa3 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Fri, 10 Jul 2026 14:54:37 -0700
Subject: [PATCH 263/370] docs: point OSS contributors at the daily OSS branch

The guard-main-branch error messages and the contributor docs still
pointed people at litellm_oss_staging. Redirect them to the current
daily OSS branch (litellm_oss_daily_YYYY_MM_DD), a fresh one of which
is cut each weekday, so contributors should target the most recent
---
 .github/workflows/guard-main-branch.yml | 4 ++--
 CLAUDE.md                               | 2 +-
 CONTRIBUTING.md                         | 2 +-
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/guard-main-branch.yml b/.github/workflows/guard-main-branch.yml
index 21aad18d298..aa4968f0c1e 100644
--- a/.github/workflows/guard-main-branch.yml
+++ b/.github/workflows/guard-main-branch.yml
@@ -31,12 +31,12 @@ jobs:
           echo "PR head repo: $HEAD_REPO"
           echo "PR head branch: $HEAD_REF"
           if [ "$HEAD_REPO" != "$BASE_REPO" ]; then
-            echo "::error::PRs to main must originate from the canonical repository ($BASE_REPO), not a fork ($HEAD_REPO). External contributors should open PRs against the 'litellm_oss_staging' branch instead."
+            echo "::error::PRs to main must originate from the canonical repository ($BASE_REPO), not a fork ($HEAD_REPO). External contributors should open PRs against the current daily OSS branch (named litellm_oss_daily_YYYY_MM_DD; a fresh one is cut each weekday, so target the most recent) instead."
             exit 1
           fi
           if [ "$HEAD_REF" = "litellm_internal_staging" ] || [[ "$HEAD_REF" == litellm_hotfix_?* ]]; then
             echo "Allowed source branch."
             exit 0
           fi
-          echo "::error::PRs to main must originate from 'litellm_internal_staging' or a 'litellm_hotfix_*' branch. Got: '$HEAD_REF'. If this is a contribution, retarget the PR against 'litellm_oss_staging' instead."
+          echo "::error::PRs to main must originate from 'litellm_internal_staging' or a 'litellm_hotfix_*' branch. Got: '$HEAD_REF'. If this is a contribution, retarget the PR against the current daily OSS branch (named litellm_oss_daily_YYYY_MM_DD; a fresh one is cut each weekday, so target the most recent) instead."
           exit 1
diff --git a/CLAUDE.md b/CLAUDE.md
index 5affa7748d7..78da2c65d96 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -19,7 +19,7 @@ Same thing for bug fixes. The tests should make it so that this specific bug can
 
 End-to-end tests belong in `tests/e2e/` and must follow the harness conventions documented in that directory's `CLAUDE.md`
 
-When creating PRs, don't set base to `main`. `litellm_internal_staging` serves that purpose
+When creating PRs, don't set base to `main`. `litellm_internal_staging` serves that purpose for internal contributors; external / OSS contributions target the current daily OSS branch instead, named `litellm_oss_daily_YYYY_MM_DD` (a fresh one is cut each weekday, so use the most recent)
 
 When writing a PR body, treat the comments and imperative instructions inside @.github/pull_request_template.md as rules to follow, not just layout. Agent harnesses may strip HTML comments from copies of that file injected into context, so read .github/pull_request_template.md from disk before writing a PR body to make sure you see every comment rule
 
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 1080579d0fa..0202965ec4b 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -322,7 +322,7 @@ npm run build
 ## Submitting Your PR
 
 1. **Push your branch**: `git push origin your-feature-branch`
-2. **Create a PR**: Go to GitHub and create a pull request
+2. **Create a PR**: Go to GitHub and open a pull request against the current daily OSS branch, named `litellm_oss_daily_YYYY_MM_DD`. A fresh one is cut each weekday, so pick the most recent from the [branch list](https://github.com/BerriAI/litellm/branches/all?query=litellm_oss_daily). Do not target `main`.
 3. **Fill out the PR template**: Provide clear description of changes
 4. **Wait for review**: Maintainers will review and provide feedback
 5. **Address feedback**: Make requested changes and push updates

From ef9637035bf4e8bace71970750cdd19119d4b8ef Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 15:04:37 -0700
Subject: [PATCH 264/370] fix(mcp): derive bridge envelope keys with
 memory-hard scrypt, cached per master key

---
 .../bridge_credentials.py                     | 56 +++++++++++++------
 .../test_bridge_credentials.py                |  9 +++
 2 files changed, 48 insertions(+), 17 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py
index ef137c68107..46038d1d531 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py
@@ -12,6 +12,7 @@
 import hashlib
 import hmac
 from datetime import datetime
+from functools import lru_cache
 from typing import Literal, TypeAlias
 
 from pydantic import BaseModel, ConfigDict, SecretStr
@@ -28,30 +29,51 @@
     open_envelope,
 )
 
-_SIGNING_KEY_DOMAIN = "litellm-mcp-bridge:envelope-signing:"
-_ENCRYPTION_KEY_DOMAIN = "litellm-mcp-bridge:envelope-encryption:"
+_SIGNING_KEY_DOMAIN = b"litellm-mcp-bridge:envelope-signing:"
+_ENCRYPTION_KEY_DOMAIN = b"litellm-mcp-bridge:envelope-encryption:"
 _BEARER_PREFIX = "bearer "
 
+# scrypt work factors (RFC 7914). n=2**15 with r=8/p=1 costs ~50ms and ~32MB per derivation, which
+# makes offline guessing of a candidate master key memory-hard rather than a bare hash comparison.
+_SCRYPT_N = 2**15
+_SCRYPT_R = 8
+_SCRYPT_P = 1
+_SCRYPT_MAXMEM = 128 * _SCRYPT_N * _SCRYPT_R * 2
+_DERIVED_KEY_BYTES = 32
 
+
+@lru_cache(maxsize=8)
 def envelope_keys_from_master_key(master_key: str) -> EnvelopeKeys:
     """Derive the envelope signing and encryption keys from the proxy master key.
 
-    Keyed HMAC-SHA256 over two distinct domain labels yields two independent 64-char
-    (256-bit) subkeys from the one secret, so the producer (mint) and consumer (open) agree
-    on keys without persisting any, and even a short master key still produces a >= 32-byte
-    signing key (HS256's requirement). HMAC keys the derivation on ``master_key`` (the
-    standard subkey-from-key construction) rather than hashing a concatenation. The
-    derivation is deterministic; rotating ``master_key`` invalidates every outstanding
-    envelope, which is the intended behavior for a signing-key change.
-
-    ``master_key`` is the proxy's root signing secret and must be high-entropy: a captured
-    envelope is an offline oracle for it, exactly as the existing master-key-signed session
-    tokens already are, so a low-entropy master key compromises the proxy regardless of this
-    path. A password-style slow KDF is deliberately not used here; it is the wrong tradeoff
-    for a per-request high-entropy secret.
+    A memory-hard scrypt KDF (RFC 7914) over two distinct domain-label salts yields two
+    independent 256-bit subkeys from the one secret, so the producer (mint) and consumer
+    (open) agree on keys without persisting any. scrypt is used rather than a bare hash or
+    HMAC so that a captured envelope is not a cheap offline oracle for the master key: each
+    candidate guess costs a full memory-hard derivation, which is what protects a deployment
+    whose master key is weaker than it should be. The result is cached (the master key is
+    fixed for a process), so the KDF runs once per key and adds nothing to the per-request
+    admission path. The derivation is deterministic; rotating ``master_key`` invalidates
+    every outstanding envelope, which is the intended behavior for a signing-key change.
     """
-    signing = hmac.new(master_key.encode(), _SIGNING_KEY_DOMAIN.encode(), hashlib.sha256).hexdigest()
-    encryption = hmac.new(master_key.encode(), _ENCRYPTION_KEY_DOMAIN.encode(), hashlib.sha256).hexdigest()
+    signing = hashlib.scrypt(
+        master_key.encode(),
+        salt=_SIGNING_KEY_DOMAIN,
+        n=_SCRYPT_N,
+        r=_SCRYPT_R,
+        p=_SCRYPT_P,
+        maxmem=_SCRYPT_MAXMEM,
+        dklen=_DERIVED_KEY_BYTES,
+    ).hex()
+    encryption = hashlib.scrypt(
+        master_key.encode(),
+        salt=_ENCRYPTION_KEY_DOMAIN,
+        n=_SCRYPT_N,
+        r=_SCRYPT_R,
+        p=_SCRYPT_P,
+        maxmem=_SCRYPT_MAXMEM,
+        dklen=_DERIVED_KEY_BYTES,
+    ).hex()
     return EnvelopeKeys(signing_key=SecretStr(signing), encryption_key=SecretStr(encryption))
 
 
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py
index 1aa32d02f60..7fdab05b495 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py
@@ -69,6 +69,15 @@ def test_key_derivation_signing_key_meets_hs256_floor_for_short_master_key():
     assert len(keys.signing_key.get_secret_value()) >= 32
 
 
+def test_key_derivation_is_cached_so_the_memory_hard_kdf_runs_once_per_key():
+    """The scrypt KDF is intentionally expensive to resist offline guessing, so it must be cached:
+    repeated calls for the same master key return the identical object rather than re-deriving,
+    keeping the per-request admission path free. Returning a distinct object each call would mean
+    the cache was dropped and every open would pay the memory-hard cost."""
+    first = envelope_keys_from_master_key("sk-cache-probe-key-9988776655")
+    assert envelope_keys_from_master_key("sk-cache-probe-key-9988776655") is first
+
+
 def test_derived_keys_round_trip_mint_and_open():
     keys = envelope_keys_from_master_key(_MASTER_KEY)
     result = resolve_bridge_envelope(_sealed_token(keys), keys, _NOW, _SERVER_ID)

From 1c6d9faf7a5a51e9ec7e1c209415f6ffe707b861 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Fri, 10 Jul 2026 15:07:13 -0700
Subject: [PATCH 265/370] refactor(ui): move usage-card meter and sidebar
 button onto shared primitives

Addresses review nits on the sidebar shell. The Meter primitive now owns its bar color through a tone variant, so the usage card passes a tone instead of a bg-* class, and the near-limit tone goes back to 80% to match the previous usage indicator. The enterprise usage card is now explicitly gated on an active license, so it never renders for an unlicensed proxy rather than relying on seat/team data being null. The collapsed-rail control and the sidebar menu button render through the shadcn and Base UI button primitives instead of raw button elements; the menu button gains render/nativeButton passthrough while its group toggles stay native buttons, so the nav link leaves keep their link semantics. Adds a regression test that the card stays hidden without a license even when seat limits exist
---
 .../src/components/SidebarUsageCard.test.tsx  | 27 ++++++++++++++++++-
 .../src/components/SidebarUsageCard.tsx       | 22 ++++++++-------
 .../src/components/ui/meter.tsx               | 21 ++++++++++++---
 .../src/components/ui/sidebar.tsx             |  6 ++---
 4 files changed, 58 insertions(+), 18 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/SidebarUsageCard.test.tsx b/ui/litellm-dashboard/src/components/SidebarUsageCard.test.tsx
index 927ea657f46..3244906ed8e 100644
--- a/ui/litellm-dashboard/src/components/SidebarUsageCard.test.tsx
+++ b/ui/litellm-dashboard/src/components/SidebarUsageCard.test.tsx
@@ -4,6 +4,7 @@ import { render, screen, waitFor } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
 import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
 import SidebarUsageCard from "./SidebarUsageCard";
+import type { LicenseInfo } from "./networking";
 
 vi.mock("./networking", () => ({ getRemainingUsers: vi.fn() }));
 
@@ -12,12 +13,23 @@ vi.mock("@/app/(dashboard)/hooks/useDisableUsageIndicator", () => ({
 }));
 
 vi.mock("@/app/(dashboard)/hooks/license/useLicenseInfo", () => ({
-  useLicenseInfo: vi.fn(() => ({ data: null })),
+  useLicenseInfo: vi.fn(),
 }));
 
 import { getRemainingUsers } from "./networking";
+import { useLicenseInfo } from "@/app/(dashboard)/hooks/license/useLicenseInfo";
 
 const mockGetRemainingUsers = vi.mocked(getRemainingUsers);
+const mockUseLicenseInfo = vi.mocked(useLicenseInfo);
+
+const licenseResult = (data: LicenseInfo | null) => ({ data }) as unknown as ReturnType<typeof useLicenseInfo>;
+const ACTIVE_LICENSE: LicenseInfo = {
+  has_license: true,
+  license_type: null,
+  expiration_date: null,
+  allowed_features: [],
+  limits: { max_users: null, max_teams: null },
+};
 
 const renderWithClient = (ui: React.ReactElement) => {
   const queryClient = new QueryClient({ defaultOptions: { queries: { retry: false } } });
@@ -55,6 +67,7 @@ describe("SidebarUsageCard", () => {
   beforeEach(() => {
     vi.clearAllMocks();
     mockGetRemainingUsers.mockResolvedValue(SEATS_DATA);
+    mockUseLicenseInfo.mockReturnValue(licenseResult(ACTIVE_LICENSE));
   });
 
   it("renders an expanded seat meter reporting value and range when data loads", async () => {
@@ -103,6 +116,18 @@ describe("SidebarUsageCard", () => {
     await waitFor(() => expect(screen.queryByText("Enterprise usage")).not.toBeInTheDocument());
   });
 
+  it("renders nothing without an enterprise license even when seat limits exist", async () => {
+    mockUseLicenseInfo.mockReturnValue(licenseResult(null));
+
+    const { container } = renderWithClient(
+      <SidebarUsageCard accessToken="token" collapsed={false} onExpandRail={() => {}} />,
+    );
+
+    await waitFor(() => expect(mockGetRemainingUsers).toHaveBeenCalled());
+    expect(screen.queryByText("Enterprise usage")).not.toBeInTheDocument();
+    expect(container.querySelector('[data-slot="meter"]')).toBeNull();
+  });
+
   it("shows a collapsed rail button that expands the sidebar", async () => {
     const onExpandRail = vi.fn();
     const user = userEvent.setup();
diff --git a/ui/litellm-dashboard/src/components/SidebarUsageCard.tsx b/ui/litellm-dashboard/src/components/SidebarUsageCard.tsx
index 7ab50001ae9..4fb0e1dac21 100644
--- a/ui/litellm-dashboard/src/components/SidebarUsageCard.tsx
+++ b/ui/litellm-dashboard/src/components/SidebarUsageCard.tsx
@@ -1,6 +1,7 @@
 import { useDisableUsageIndicator } from "@/app/(dashboard)/hooks/useDisableUsageIndicator";
 import { useLicenseInfo } from "@/app/(dashboard)/hooks/license/useLicenseInfo";
 import { getDaysUntilExpiration } from "@/utils/licenseUtils";
+import { Button } from "@/components/ui/button";
 import { Collapsible, CollapsibleContent, CollapsibleTrigger } from "@/components/ui/collapsible";
 import { Meter, MeterIndicator, MeterLabel, MeterTrack } from "@/components/ui/meter";
 import { useQuery } from "@tanstack/react-query";
@@ -29,10 +30,10 @@ const formatExpiration = (daysRemaining: number | null): string => {
   return `${Math.floor(daysRemaining / 30)} months remaining`;
 };
 
-const meterBarClass = (pct: number): string => {
-  if (pct > 100) return "bg-destructive";
-  if (pct >= 90) return "bg-amber-500";
-  return "bg-sidebar-primary";
+const meterTone = (pct: number): "default" | "warning" | "over" => {
+  if (pct > 100) return "over";
+  if (pct >= 80) return "warning";
+  return "default";
 };
 
 const UsageMeter = ({ label, used, total }: MeterData) => {
@@ -47,7 +48,7 @@ const UsageMeter = ({ label, used, total }: MeterData) => {
         </span>
       </div>
       <MeterTrack>
-        <MeterIndicator className={meterBarClass(pct)} />
+        <MeterIndicator tone={meterTone(pct)} />
       </MeterTrack>
     </Meter>
   );
@@ -85,20 +86,21 @@ export default function SidebarUsageCard({ accessToken, collapsed, onExpandRail
 
   const hasData = data !== null && (data.total_users !== null || data.total_teams !== null);
   const noUsableData = !isLoading && !hasData;
-  if (disableUsageIndicator || !accessToken || noUsableData) {
+  const noLicensedUsage = !licenseInfo?.has_license || noUsableData;
+  if (disableUsageIndicator || !accessToken || noLicensedUsage) {
     return null;
   }
 
   if (collapsed) {
     return (
-      <button
-        type="button"
+      <Button
+        variant="outline"
         onClick={onExpandRail}
         title="Enterprise usage"
-        className="flex h-9 w-full items-center justify-center rounded-lg border border-sidebar-border bg-sidebar text-sidebar-primary transition-colors hover:bg-sidebar-accent"
+        className="h-9 w-full rounded-lg border-sidebar-border bg-sidebar text-sidebar-primary shadow-none hover:bg-sidebar-accent hover:text-sidebar-primary"
       >
         <Award className="size-[18px]" strokeWidth={1.75} />
-      </button>
+      </Button>
     );
   }
 
diff --git a/ui/litellm-dashboard/src/components/ui/meter.tsx b/ui/litellm-dashboard/src/components/ui/meter.tsx
index f87fa601de5..7454f95f507 100644
--- a/ui/litellm-dashboard/src/components/ui/meter.tsx
+++ b/ui/litellm-dashboard/src/components/ui/meter.tsx
@@ -1,9 +1,22 @@
 "use client";
 
 import { Meter as MeterPrimitive } from "@base-ui/react/meter";
+import { type VariantProps } from "cva";
 import * as React from "react";
 
-import { cn } from "@/lib/cva.config";
+import { cn, cva } from "@/lib/cva.config";
+
+const meterIndicatorVariants = cva({
+  base: "h-full rounded-full transition-[width] duration-300",
+  variants: {
+    tone: {
+      default: "bg-primary",
+      warning: "bg-amber-500",
+      over: "bg-destructive",
+    },
+  },
+  defaultVariants: { tone: "default" },
+});
 
 const Meter = React.forwardRef<React.ComponentRef<typeof MeterPrimitive.Root>, MeterPrimitive.Root.Props>(
   ({ className, ...props }, ref) => (
@@ -55,12 +68,12 @@ MeterTrack.displayName = "MeterTrack";
 
 const MeterIndicator = React.forwardRef<
   React.ComponentRef<typeof MeterPrimitive.Indicator>,
-  MeterPrimitive.Indicator.Props
->(({ className, ...props }, ref) => (
+  MeterPrimitive.Indicator.Props & VariantProps<typeof meterIndicatorVariants>
+>(({ className, tone, ...props }, ref) => (
   <MeterPrimitive.Indicator
     ref={ref}
     data-slot="meter-indicator"
-    className={cn("h-full rounded-full bg-primary transition-[width] duration-300", className)}
+    className={cn(meterIndicatorVariants({ tone, className }))}
     {...props}
   />
 ));
diff --git a/ui/litellm-dashboard/src/components/ui/sidebar.tsx b/ui/litellm-dashboard/src/components/ui/sidebar.tsx
index 5ac82788d87..a0c94ab6fee 100644
--- a/ui/litellm-dashboard/src/components/ui/sidebar.tsx
+++ b/ui/litellm-dashboard/src/components/ui/sidebar.tsx
@@ -1,6 +1,7 @@
 "use client";
 
 import * as React from "react";
+import { Button as ButtonPrimitive } from "@base-ui/react/button";
 import { type VariantProps } from "cva";
 
 import { cn, cva } from "@/lib/cva.config";
@@ -158,13 +159,12 @@ const sidebarMenuButtonVariants = cva({
   defaultVariants: { isActive: false, size: "default" },
 });
 
-type SidebarMenuButtonProps = React.ComponentPropsWithoutRef<"button"> & VariantProps<typeof sidebarMenuButtonVariants>;
+type SidebarMenuButtonProps = ButtonPrimitive.Props & VariantProps<typeof sidebarMenuButtonVariants>;
 
 const SidebarMenuButton = React.forwardRef<HTMLButtonElement, SidebarMenuButtonProps>(
   ({ className, isActive, size, ...props }, ref) => (
-    <button
+    <ButtonPrimitive
       ref={ref}
-      type="button"
       data-slot="sidebar-menu-button"
       data-active={isActive || undefined}
       className={cn(sidebarMenuButtonVariants({ isActive, size, className }))}

From 9d875276710cf06506b4bc9c03d2548eb42348e5 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 15:21:17 -0700
Subject: [PATCH 266/370] fix(mcp): include scrypt p factor in the maxmem
 ceiling so it scales with every work factor

---
 .../mcp_server/outbound_credentials/bridge_credentials.py     | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py
index 46038d1d531..2fc1bc99939 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py
@@ -38,7 +38,9 @@
 _SCRYPT_N = 2**15
 _SCRYPT_R = 8
 _SCRYPT_P = 1
-_SCRYPT_MAXMEM = 128 * _SCRYPT_N * _SCRYPT_R * 2
+# scrypt's working-set is ~128 * N * r * p bytes; cap at twice that so the maxmem ceiling scales
+# with every work factor and a future p or r bump does not trip "memory limit exceeded".
+_SCRYPT_MAXMEM = 128 * _SCRYPT_N * _SCRYPT_R * _SCRYPT_P * 2
 _DERIVED_KEY_BYTES = 32
 
 

From d1ae9571ae910b5fc1dfdceca5927b8f4c4b80bd Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Sat, 11 Jul 2026 01:24:33 +0300
Subject: [PATCH 267/370] fix(proxy): build redis usage cache from REDIS_* env
 when cache backend is not Redis (#32635)

Selecting a semantic (or any non-Redis-KV) response cache left
redis_usage_cache unset, silently downgrading cross-pod rate limits,
parallel-request limits, spend coordination, and the pod lock manager
to per-pod in-memory state. Fall back to a standalone RedisCache built
from REDIS_* environment variables, mirroring the existing
use_redis_transaction_buffer escape hatch, which now shares the same
helper.

Resolves LIT-3861
---
 litellm/proxy/proxy_server.py                 | 40 +++++++--
 tests/test_litellm/proxy/test_proxy_server.py | 90 +++++++++++++++++++
 2 files changed, 122 insertions(+), 8 deletions(-)

diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 4114bda47c9..38f944b897c 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -212,6 +212,7 @@ def generate_feedback_box():
 from functools import lru_cache
 
 import litellm
+import litellm._redis
 from litellm import Router
 from litellm._logging import verbose_proxy_logger, verbose_router_logger
 from litellm.caching.caching import DualCache, RedisCache
@@ -3549,6 +3550,22 @@ def _apply_ssrf_general_settings(settings: Mapping[str, object]) -> None:
         )
 
 
+def _build_redis_usage_cache_from_environment() -> RedisCache | None:
+    """
+    Builds a standalone RedisCache from REDIS_* environment variables.
+
+    Lets the proxy's coordination Redis (cross-pod tpm/rpm rate limits, spend
+    tracking, pod lock manager) run when the response-cache backend is not a
+    plain Redis KV cache (e.g. a semantic cache, disk, or s3).
+
+    Returns None when no Redis host or url is set in the environment.
+    """
+    redis_env_kwargs = litellm._redis._redis_kwargs_from_environment()
+    if "host" not in redis_env_kwargs and "url" not in redis_env_kwargs:
+        return None
+    return RedisCache(**redis_env_kwargs)
+
+
 class ProxyConfig:
     """
     Abstraction class on top of config loading/updating logic. Gives us one place to control all config updating logic.
@@ -3763,9 +3780,21 @@ def _init_cache(
 
         litellm.cache = Cache(**cache_params)
 
-        if litellm.cache is not None and isinstance(litellm.cache.cache, (RedisCache, RedisClusterCache)):
+        cache_backend = litellm.cache.cache if litellm.cache is not None else None
+        if isinstance(cache_backend, (RedisCache, RedisClusterCache)):
             ## INIT PROXY REDIS USAGE CLIENT ##
-            redis_usage_cache = litellm.cache.cache
+            redis_usage_cache = cache_backend
+        elif redis_usage_cache is None:
+            redis_usage_cache = _build_redis_usage_cache_from_environment()
+            if redis_usage_cache is not None:
+                verbose_proxy_logger.info(
+                    "Cache backend %s is not a Redis KV cache; built a standalone "
+                    "Redis from REDIS_* environment variables for usage tracking, "
+                    "rate limiting, and cross-pod coordination.",
+                    type(cache_backend).__name__,
+                )
+
+        if redis_usage_cache is not None:
             spend_counter_cache.attach_redis_cache(
                 redis_usage_cache,
                 default_redis_ttl=litellm.default_redis_ttl,
@@ -7277,7 +7306,6 @@ def _get_transaction_buffer_redis_cache(
         Returns None when the buffer is disabled, or when no Redis host or url
         is set in the environment.
         """
-        from litellm._redis import _redis_kwargs_from_environment
         from litellm.secret_managers.main import str_to_bool
 
         _use_redis_transaction_buffer: bool | str | None = general_settings.get("use_redis_transaction_buffer", False)
@@ -7287,11 +7315,7 @@ def _get_transaction_buffer_redis_cache(
         if not _use_redis_transaction_buffer:
             return None
 
-        redis_env_kwargs = _redis_kwargs_from_environment()
-        if "host" not in redis_env_kwargs and "url" not in redis_env_kwargs:
-            return None
-
-        return RedisCache(**redis_env_kwargs)
+        return _build_redis_usage_cache_from_environment()
 
     @classmethod
     async def _initialize_semantic_tool_filter(
diff --git a/tests/test_litellm/proxy/test_proxy_server.py b/tests/test_litellm/proxy/test_proxy_server.py
index d06a1c16ab9..a2d186bcdbf 100644
--- a/tests/test_litellm/proxy/test_proxy_server.py
+++ b/tests/test_litellm/proxy/test_proxy_server.py
@@ -5,6 +5,7 @@
 import socket
 import subprocess
 import sys
+import types
 from datetime import datetime, timedelta, timezone
 from pathlib import Path
 from unittest import mock
@@ -23,6 +24,9 @@
 )  # Adds the parent directory to the system-path
 
 import litellm
+import litellm.proxy.proxy_server as proxy_server_module
+from litellm.caching.caching import RedisCache
+from litellm.caching.dual_cache import DualCache
 from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.proxy_server import app, initialize
@@ -9358,3 +9362,89 @@ def test_update_config_redacts_all_environment_variable_values(
         assert "db.internal" not in data["updated_values"]
     finally:
         restore()
+
+
+class _EnvBuiltRedisCache(RedisCache):
+    """RedisCache stand-in that records its constructor kwargs and never
+    opens a network connection, so tests can assert which connection params
+    the proxy used to build its coordination Redis."""
+
+    def __init__(self, **kwargs):
+        self.init_kwargs = kwargs
+
+
+def _run_init_cache_with_backend(cache_backend, redis_env_kwargs):
+    """Run ProxyConfig._init_cache with a stubbed response-cache backend and a
+    controlled REDIS_* environment, returning (redis_usage_cache,
+    spend_counter redis, config-cache redis) as observed after the call."""
+    mock_litellm_cache = MagicMock()
+    mock_litellm_cache.cache = cache_backend
+    fresh_spend_cache = DualCache()
+    fresh_config_cache = types.SimpleNamespace(redis_cache=None)
+
+    with (
+        patch.object(proxy_server_module, "redis_usage_cache", None),
+        patch.object(proxy_server_module, "spend_counter_cache", fresh_spend_cache),
+        patch.object(proxy_server_module, "user_api_key_cache", DualCache()),
+        patch.object(proxy_server_module, "llm_router", None),
+        patch.object(proxy_server_module, "litellm_config_cache", fresh_config_cache),
+        patch.object(proxy_server_module, "RedisCache", _EnvBuiltRedisCache),
+        patch(
+            "litellm._redis._redis_kwargs_from_environment",
+            return_value=redis_env_kwargs,
+        ),
+        patch("litellm.Cache", return_value=mock_litellm_cache),
+    ):
+        litellm.cache = None
+        proxy_server_module.ProxyConfig()._init_cache(
+            cache_params={"type": "qdrant-semantic"}
+        )
+        return (
+            proxy_server_module.redis_usage_cache,
+            fresh_spend_cache.redis_cache,
+            fresh_config_cache.redis_cache,
+        )
+
+
+def test_init_cache_non_redis_backend_builds_usage_redis_from_environment():
+    """A semantic (non-Redis-KV) response cache must not disable the proxy's
+    coordination Redis: when REDIS_* env vars provide a connection,
+    _init_cache builds a standalone usage cache so cross-pod rate limits,
+    spend tracking, and the pod lock manager stay Redis-backed."""
+    usage_cache, spend_redis, config_redis = _run_init_cache_with_backend(
+        cache_backend=object(),
+        redis_env_kwargs={"host": "coordination-redis", "port": "6379"},
+    )
+
+    assert isinstance(usage_cache, _EnvBuiltRedisCache)
+    assert usage_cache.init_kwargs["host"] == "coordination-redis"
+    assert spend_redis is usage_cache
+    assert config_redis is usage_cache
+
+
+def test_init_cache_non_redis_backend_without_redis_env_stays_in_memory():
+    """Without any REDIS_* connection info, a non-Redis response cache must
+    leave the coordination Redis unset instead of building a broken client."""
+    usage_cache, spend_redis, config_redis = _run_init_cache_with_backend(
+        cache_backend=object(),
+        redis_env_kwargs={},
+    )
+
+    assert usage_cache is None
+    assert spend_redis is None
+    assert config_redis is None
+
+
+def test_init_cache_redis_backend_reuses_cache_backend_over_environment():
+    """When the response cache itself is a plain Redis KV cache, it must be
+    reused as the coordination Redis; the REDIS_* environment fallback must
+    not construct a second client."""
+    redis_backend = _EnvBuiltRedisCache(host="cache-params-host")
+    usage_cache, spend_redis, _ = _run_init_cache_with_backend(
+        cache_backend=redis_backend,
+        redis_env_kwargs={"host": "env-host"},
+    )
+
+    assert usage_cache is redis_backend
+    assert usage_cache.init_kwargs["host"] == "cache-params-host"
+    assert spend_redis is redis_backend

From 0053527ccff26b8b7653fd41e944be5ef13e6e22 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 15:30:03 -0700
Subject: [PATCH 268/370] fix(mcp): keep bridge server-id match total on
 non-ascii and strip bearer with any whitespace

---
 .../bridge_credentials.py                     | 14 ++++++-------
 .../test_bridge_credentials.py                | 20 +++++++++++++++++++
 2 files changed, 27 insertions(+), 7 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py
index 2fc1bc99939..5530fbc46fd 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/bridge_credentials.py
@@ -10,7 +10,6 @@
 """
 
 import hashlib
-import hmac
 from datetime import datetime
 from functools import lru_cache
 from typing import Literal, TypeAlias
@@ -31,7 +30,6 @@
 
 _SIGNING_KEY_DOMAIN = b"litellm-mcp-bridge:envelope-signing:"
 _ENCRYPTION_KEY_DOMAIN = b"litellm-mcp-bridge:envelope-encryption:"
-_BEARER_PREFIX = "bearer "
 
 # scrypt work factors (RFC 7914). n=2**15 with r=8/p=1 costs ~50ms and ~32MB per derivation, which
 # makes offline guessing of a candidate master key memory-hard rather than a bare hash comparison.
@@ -123,8 +121,9 @@ class BridgeEnvelopeInvalid(BaseModel):
 
 
 def _strip_bearer(value: str) -> str:
-    if value[: len(_BEARER_PREFIX)].lower() == _BEARER_PREFIX:
-        return value[len(_BEARER_PREFIX) :]
+    parts = value.split(None, 1)
+    if len(parts) == 2 and parts[0].lower() == "bearer":
+        return parts[1]
     return value
 
 
@@ -153,8 +152,9 @@ def resolve_bridge_envelope(
     opened envelope whose sealed ``server_id`` does not match is rejected as
     ``BridgeEnvelopeInvalid``. Binding here (rather than leaving it to the caller) prevents
     replaying an envelope minted for one server against another, which would forward the
-    first server's upstream credential across a server boundary. The comparison is constant
-    time so a mismatch does not leak the expected id through timing.
+    first server's upstream credential across a server boundary. ``server_id`` is not a
+    secret (the caller targets that server), so a plain equality check is sufficient and,
+    unlike ``hmac.compare_digest`` on ``str``, does not raise on a non-ASCII server_id.
     """
     candidate = _strip_bearer(authorization_value)
     if not is_envelope(candidate):
@@ -162,7 +162,7 @@ def resolve_bridge_envelope(
     opened = open_envelope(candidate, keys, now)
     if not isinstance(opened, OpenedEnvelope):
         return BridgeEnvelopeInvalid()
-    if not hmac.compare_digest(opened.identity.server_id, expected_server_id):
+    if opened.identity.server_id != expected_server_id:
         return BridgeEnvelopeInvalid()
     grant = opened.grant
     upstream_authorization = f"{grant.token_type} {grant.access_token.get_secret_value()}"
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py
index 7fdab05b495..dca9dc19314 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py
@@ -150,6 +150,26 @@ def test_resolve_matching_server_binding_is_admitted():
     assert isinstance(result, BridgeEnvelopeAdmitted)
 
 
+def test_resolve_non_ascii_server_id_stays_total_and_does_not_raise():
+    """The server-binding check must not raise on a non-ASCII server_id (an admin can register a
+    unicode server_id); it stays total and returns a typed result. A matching non-ASCII id admits,
+    a mismatching one is BridgeEnvelopeInvalid, and neither raises."""
+    keys = envelope_keys_from_master_key(_MASTER_KEY)
+    unicode_identity = EnvelopeIdentity(user_id=_IDENTITY.user_id, server_id="srv-café")
+    token = _sealed_token(keys, identity=unicode_identity)
+    assert isinstance(resolve_bridge_envelope(token, keys, _NOW, "srv-café"), BridgeEnvelopeAdmitted)
+    assert isinstance(resolve_bridge_envelope(token, keys, _NOW, "srv-cafe"), BridgeEnvelopeInvalid)
+
+
+def test_resolve_strips_bearer_with_extra_whitespace():
+    """A Bearer scheme separated by extra spaces or a tab still yields the envelope, so a client
+    using non-minimal but legal whitespace is not misclassified as a non-envelope."""
+    keys = envelope_keys_from_master_key(_MASTER_KEY)
+    token = _sealed_token(keys)
+    for header in (f"Bearer  {token}", f"Bearer\t{token}", f"  Bearer {token}"):
+        assert isinstance(resolve_bridge_envelope(header, keys, _NOW, _SERVER_ID), BridgeEnvelopeAdmitted)
+
+
 def test_admitted_result_repr_never_leaks_upstream_token():
     keys = envelope_keys_from_master_key(_MASTER_KEY)
     result = resolve_bridge_envelope(_sealed_token(keys), keys, _NOW, _SERVER_ID)

From 2b4c0544033d687fe77e83177e2c6cc07ea15253 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 15:47:05 -0700
Subject: [PATCH 269/370] feat(ui): move the dcr_bridge toggle next to the
 OAuth app fields

Render DcrBridgeToggle inside PassthroughAuthorizeSection, after the OAuth
client ID/secret fields and just before the Authorize & Fetch Tools button,
in both the create and edit flows. Also update the section copy to say a
configured OAuth app is saved with the server, using the same wording as the
credential lifecycle rework in #32752 so whichever PR lands second rebases
cleanly
---
 .../mcp_tools/PassthroughAuthorizeSection.tsx | 32 +++++++++++--------
 .../mcp_tools/create_mcp_server.test.tsx      | 19 +++++++++--
 .../mcp_tools/create_mcp_server.tsx           |  4 +--
 .../mcp_tools/mcp_server_edit.test.tsx        | 13 ++++++++
 .../components/mcp_tools/mcp_server_edit.tsx  |  2 --
 5 files changed, 50 insertions(+), 20 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx b/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
index af81f2713ae..998fcd2ebf8 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
@@ -1,5 +1,6 @@
 import React from "react";
 import { Button, Form, Input } from "antd";
+import DcrBridgeToggle from "./DcrBridgeToggle";
 import { isClientForwardedTokenMode } from "./types";
 
 interface PassthroughOAuthFlow {
@@ -11,20 +12,23 @@ interface PassthroughOAuthFlow {
 
 /**
  * Browser-only Authorize & Fetch for the client-forwarded token modes
- * (true_passthrough / oauth_delegate). LiteLLM never stores upstream
- * credentials for these modes, so the token obtained here lives in this
- * browser session only: it is forwarded per-server for the tools preview and
- * allowlist configuration, and is never written to the server row or the
- * per-user credential store. The optional client credentials cover IdPs
- * without dynamic client registration (e.g. a pre-registered Slack app) and
- * ride the temporary authorize session only.
+ * (true_passthrough / oauth_delegate). Tokens are never stored: the token
+ * obtained here lives in this browser session only, forwarded per-server for
+ * the tools preview and allowlist configuration, and is never written to the
+ * server row or the per-user credential store. The optional OAuth client
+ * credentials cover IdPs without dynamic client registration (e.g. a
+ * pre-registered Slack app); unlike the token they ARE saved onto the server
+ * as declared config, so internal users' Authorize relays through the org's
+ * app instead of dead-ending on upstreams that cannot mint clients.
  */
 export default function PassthroughAuthorizeSection({
   authType,
   oauthFlow,
+  dcrBridgeInitialChecked,
 }: {
   authType?: string | null;
   oauthFlow: PassthroughOAuthFlow;
+  dcrBridgeInitialChecked?: boolean;
 }) {
   if (!isClientForwardedTokenMode(authType)) return null;
   const authorizeButtonLabels: Record<string, string> = {
@@ -35,14 +39,15 @@ export default function PassthroughAuthorizeSection({
   return (
     <div className="rounded-lg border border-dashed border-gray-300 p-4 space-y-2 mb-4">
       <p className="text-sm text-gray-600">
-        Callers bring their own upstream token for this auth type, so LiteLLM stores no upstream credentials. To preview
-        tools and configure the tool allowlist, authorize against the upstream here: the token stays in this browser
-        session only and is never saved to LiteLLM.
+        Callers bring their own upstream token for this auth type, so LiteLLM never stores tokens. To preview tools and
+        configure the tool allowlist, authorize against the upstream here: the token stays in this browser session only
+        and is never saved to LiteLLM. An OAuth app configured below IS saved with the server, so internal users who
+        authorize from the Tools page go through it.
       </p>
       <Form.Item
-        label={<span className="text-sm font-medium text-gray-700">OAuth Client ID (optional, not saved)</span>}
+        label={<span className="text-sm font-medium text-gray-700">OAuth Client ID (optional, saved)</span>}
         name={["credentials", "client_id"]}
-        extra="Only needed when the upstream does not support dynamic client registration (e.g. a pre-registered Slack app). Used for this browser authorization only."
+        extra="Set this to make everyone authorize through a specific app; required for upstreams without dynamic client registration (e.g. a pre-registered Slack app)."
       >
         <Input.Password
           placeholder="Leave blank to use dynamic client registration"
@@ -50,7 +55,7 @@ export default function PassthroughAuthorizeSection({
         />
       </Form.Item>
       <Form.Item
-        label={<span className="text-sm font-medium text-gray-700">OAuth Client Secret (optional, not saved)</span>}
+        label={<span className="text-sm font-medium text-gray-700">OAuth Client Secret (optional, saved)</span>}
         name={["credentials", "client_secret"]}
       >
         <Input.Password
@@ -58,6 +63,7 @@ export default function PassthroughAuthorizeSection({
           className="rounded-lg border-gray-300 focus:border-blue-500 focus:ring-blue-500"
         />
       </Form.Item>
+      <DcrBridgeToggle authType={authType} initialChecked={dcrBridgeInitialChecked} />
       <Button
         onClick={oauthFlow.startOAuthFlow}
         disabled={oauthFlow.status === "authorizing" || oauthFlow.status === "exchanging"}
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
index a7eed4256d2..11760255f51 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
@@ -202,8 +202,8 @@ describe("CreateMCPServer", () => {
         await waitFor(() => {
           expect(screen.getByRole("button", { name: "Authorize & Fetch Tools (browser-only)" })).toBeInTheDocument();
         });
-        expect(screen.getByText("OAuth Client ID (optional, not saved)")).toBeInTheDocument();
-        expect(screen.getByText("OAuth Client Secret (optional, not saved)")).toBeInTheDocument();
+        expect(screen.getByText("OAuth Client ID (optional, saved)")).toBeInTheDocument();
+        expect(screen.getByText("OAuth Client Secret (optional, saved)")).toBeInTheDocument();
       },
     );
 
@@ -1586,6 +1586,21 @@ describe("CreateMCPServer dcr_bridge toggle", () => {
     expect(getDcrToggle()).not.toBeInTheDocument();
   });
 
+  it("renders the toggle between the OAuth client fields and the Authorize button", async () => {
+    await setupHttpServerForm();
+
+    await selectAntOption("Authentication", "True Passthrough (no LiteLLM auth)");
+
+    await waitFor(() => {
+      expect(getDcrToggle()).toBeInTheDocument();
+    });
+    const toggle = getDcrToggle() as HTMLElement;
+    const secretInput = screen.getByPlaceholderText("Leave blank for public clients / PKCE");
+    const authorizeButton = screen.getByRole("button", { name: "Authorize & Fetch Tools (browser-only)" });
+    expect(secretInput.compareDocumentPosition(toggle) & Node.DOCUMENT_POSITION_FOLLOWING).toBeTruthy();
+    expect(toggle.compareDocumentPosition(authorizeButton) & Node.DOCUMENT_POSITION_FOLLOWING).toBeTruthy();
+  });
+
   it.each([
     ["true_passthrough", "True Passthrough (no LiteLLM auth)"],
     ["oauth_delegate", "OAuth Delegate (client-supplied upstream token)"],
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index 3afe0679b3b..d00d7429a66 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -21,7 +21,6 @@ import {
 } from "./types";
 import OAuthFormFields from "./OAuthFormFields";
 import TruePassthroughWarning from "./TruePassthroughWarning";
-import DcrBridgeToggle from "./DcrBridgeToggle";
 import PassthroughAuthorizeSection from "./PassthroughAuthorizeSection";
 import TokenExchangeFormFields from "./TokenExchangeFormFields";
 import MCPServerCostConfig from "./mcp_server_cost_config";
@@ -994,10 +993,9 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
 
                         <TruePassthroughWarning authType={authType} />
 
-                        <DcrBridgeToggle authType={authType} initialChecked />
-
                         <PassthroughAuthorizeSection
                           authType={authType}
+                          dcrBridgeInitialChecked
                           oauthFlow={{
                             startOAuthFlow,
                             status: oauthStatus,
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index f93789460e1..119b39329ed 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -1789,6 +1789,19 @@ describe("MCPServerEdit (dcr_bridge toggle)", () => {
     expect(getDcrToggle()).not.toBeInTheDocument();
   });
 
+  it("renders the toggle between the OAuth client fields and the Authorize button", async () => {
+    renderEdit({ auth_type: "true_passthrough" });
+
+    await waitFor(() => {
+      expect(getDcrToggle()).toBeInTheDocument();
+    });
+    const toggle = getDcrToggle() as HTMLElement;
+    const secretInput = screen.getByPlaceholderText("Leave blank for public clients / PKCE");
+    const authorizeButton = screen.getByRole("button", { name: "Authorize & Fetch Tools (browser-only)" });
+    expect(secretInput.compareDocumentPosition(toggle) & Node.DOCUMENT_POSITION_FOLLOWING).toBeTruthy();
+    expect(toggle.compareDocumentPosition(authorizeButton) & Node.DOCUMENT_POSITION_FOLLOWING).toBeTruthy();
+  });
+
   it("initializes unchecked from a null stored value and saves an explicit false", async () => {
     vi.mocked(networking.updateMCPServer).mockResolvedValue({
       ...interactiveOAuthServer,
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index 67e44e04f2b..4f8c16c8ec1 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -23,7 +23,6 @@ import { buildMcpPassthroughAuthHeader } from "@/utils/mcpHeaderUtils";
 import MCPServerCostConfig from "./mcp_server_cost_config";
 import MCPPermissionManagement from "./MCPPermissionManagement";
 import TruePassthroughWarning from "./TruePassthroughWarning";
-import DcrBridgeToggle from "./DcrBridgeToggle";
 import PassthroughAuthorizeSection from "./PassthroughAuthorizeSection";
 import MCPToolConfiguration from "./mcp_tool_configuration";
 import StdioConfiguration from "./StdioConfiguration";
@@ -1044,7 +1043,6 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
                   </Select>
                 </Form.Item>
                 <TruePassthroughWarning authType={authType} />
-                <DcrBridgeToggle authType={authType} />
                 <PassthroughAuthorizeSection
                   authType={authType}
                   oauthFlow={{

From 3913a4af5996a9ff332b3875a4b1e0e6b97f7b6d Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 15:59:17 -0700
Subject: [PATCH 270/370] fix(ui): keep the original one-sentence DCR hint
 under the OAuth client ID field

---
 .../src/components/mcp_tools/PassthroughAuthorizeSection.tsx    | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx b/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
index 998fcd2ebf8..09701f01535 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
@@ -47,7 +47,7 @@ export default function PassthroughAuthorizeSection({
       <Form.Item
         label={<span className="text-sm font-medium text-gray-700">OAuth Client ID (optional, saved)</span>}
         name={["credentials", "client_id"]}
-        extra="Set this to make everyone authorize through a specific app; required for upstreams without dynamic client registration (e.g. a pre-registered Slack app)."
+        extra="Only needed when the upstream does not support dynamic client registration (e.g. a pre-registered Slack app)."
       >
         <Input.Password
           placeholder="Leave blank to use dynamic client registration"

From 99b4c5ed3e098efb52ece57f34191970574af0eb Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Sat, 11 Jul 2026 02:08:10 +0300
Subject: [PATCH 271/370] feat(otel): emit the
 gen_ai.client.operation.exception event on failed LLM calls (#32655)

* feat(otel): emit the gen_ai.client.operation.exception event on failed LLM calls

The GenAI semantic conventions record failures of a GenAI client operation as
a log-based event named gen_ai.client.operation.exception, carrying the
exception.type / exception.message / exception.stacktrace trio at severity
WARN and correlated to the failed span. OTel v2 never emitted it: a failed LLM
call produced only the deprecated error.* span attributes, a generic exception
span event without a stacktrace, and the stacktrace under the vendor key
litellm.provider.error.stack_trace.

Build the logs pipeline (LoggerProvider + console/OTLP log exporters mirroring
the metrics plumbing) and record the event behind the enable_events flag, which
until now was defined but consumed nowhere. An operator-configured LoggerProvider
global is reused so the events ride their existing logs pipeline; an explicit
NoOpLoggerProvider global is honored as an opt-out and builds no recorder at all.

The existing span-side error surface (error.type, error.message, the exception
span event, and the litellm.provider.error.* detail keys) is untouched for
backwards compatibility.

* fix(otel): always ride the semconv-required exception pair on the GenAI event

Filtering the event attributes on truthiness conflated "absent" with "empty",
so an empty exception.type or exception.message would have been dropped, leaving
an event with neither semconv-required field. Build the attributes so the pair is
unconditional and only the recommended stacktrace is omitted when the payload
carries none.

* docs(otel): document the events plumbing module in the package README

* test(otel): cover the log exporter selection and logs endpoint normalization

The new logs plumbing had no coverage for exporter-kind selection, the
console fallback for an unrecognized kind, the /v1/logs signal-path rewriting
that lets one OTEL_ENDPOINT serve every signal, or the simple-vs-batch
processor split.
---
 litellm/integrations/otel/README.md           |   9 +
 litellm/integrations/otel/emitter.py          |  11 +
 litellm/integrations/otel/logger.py           |  29 ++-
 litellm/integrations/otel/model/semconv.py    |  13 +
 litellm/integrations/otel/plumbing/events.py  |  52 ++++
 .../integrations/otel/plumbing/providers.py   | 119 ++++++++-
 .../otel/test_otel_v2_components.py           | 239 ++++++++++++++++++
 .../integrations/otel/test_otel_v2_logger.py  |  55 ++++
 8 files changed, 524 insertions(+), 3 deletions(-)
 create mode 100644 litellm/integrations/otel/plumbing/events.py

diff --git a/litellm/integrations/otel/README.md b/litellm/integrations/otel/README.md
index 17011bb8db7..3038bdb90b2 100644
--- a/litellm/integrations/otel/README.md
+++ b/litellm/integrations/otel/README.md
@@ -223,6 +223,15 @@ lives in [`plumbing/`](./plumbing):
   readers/exporters receive them alongside the server metrics, and one is built
   and registered as the global only when none is set (mirroring how V2 owns trace
   export).
+- [`events.py`](./plumbing/events.py) — GenAI client events. Gated on
+  `enable_events` (`LITELLM_OTEL_INTEGRATION_ENABLE_EVENTS`), a failed LLM call
+  records the semconv `gen_ai.client.operation.exception` log event at severity
+  WARN, carrying `exception.type` / `exception.message` / `exception.stacktrace`
+  and correlated to the failed span through the trace and span ids. The
+  `LoggerProvider` is resolved like the meter provider, except that an explicit
+  `NoOpLoggerProvider` global is an operator opt-out that builds no recorder at
+  all. The deprecated `error.*` span attributes and the `exception` span event
+  are still stamped by the emitter for backwards compatibility.
 
 ### Adapter
 
diff --git a/litellm/integrations/otel/emitter.py b/litellm/integrations/otel/emitter.py
index 46aa166a8bb..f97f8b8394c 100644
--- a/litellm/integrations/otel/emitter.py
+++ b/litellm/integrations/otel/emitter.py
@@ -18,6 +18,7 @@
     ServiceSpanData,
     SpanError,
 )
+from litellm.integrations.otel.plumbing.events import GenAIEventRecorder
 from litellm.integrations.otel.plumbing.providers import to_otel_span_kind
 from litellm.integrations.otel.model.semconv import Error, ExceptionEvent, LiteLLMError
 from litellm.integrations.otel.model.spans import (
@@ -77,9 +78,11 @@ def __init__(
         tracer: Tracer,
         config: OpenTelemetryV2Config,
         mappers: Sequence[AttributeMapper] | None = None,
+        event_recorder: GenAIEventRecorder | None = None,
     ) -> None:
         self._tracer = tracer
         self._config = config
+        self._event_recorder = event_recorder
         # The mapper chain is the sole source of span attributes. When not
         # passed in, resolve it from the config so there's one source of truth.
         self._mappers: list[AttributeMapper] = (
@@ -223,6 +226,14 @@ def finish_span(
                 ExceptionEvent.NAME,
                 {ExceptionEvent.TYPE: error_type, ExceptionEvent.MESSAGE: message},
             )
+            if self._event_recorder is not None and role is SpanRole.LLM_CALL:
+                self._event_recorder.record_operation_exception(
+                    span_context=span.get_span_context(),
+                    error_type=error_type,
+                    message=message,
+                    stack_trace=error.stack_trace,
+                    timestamp_ns=end_time_ns,
+                )
         # On success leave the status UNSET (the semconv default) rather than
         # forcing OK — that matches the FastAPI server span and avoids implying a
         # span-level health signal litellm doesn't actually evaluate. Only a
diff --git a/litellm/integrations/otel/logger.py b/litellm/integrations/otel/logger.py
index e258b239d93..be72fabd387 100644
--- a/litellm/integrations/otel/logger.py
+++ b/litellm/integrations/otel/logger.py
@@ -6,6 +6,7 @@
 from typing import TYPE_CHECKING, Any, Callable, Iterator, Mapping, Sequence, cast
 
 from opentelemetry.context import Context, attach, get_current
+from opentelemetry.sdk._logs import LoggerProvider
 from opentelemetry.sdk.trace import TracerProvider
 from opentelemetry.trace import Span, Tracer, get_current_span, use_span
 
@@ -40,14 +41,17 @@
     is_mcp_list_tools,
     is_mcp_tool_call,
 )
+from litellm.integrations.otel.plumbing.events import GenAIEventRecorder
 from litellm.integrations.otel.plumbing.metrics import (
     GenAIMetricRecorder,
     create_genai_metrics,
 )
 from litellm.integrations.otel.plumbing.providers import (
     build_tracer_provider,
+    get_event_logger,
     get_meter,
     get_tracer,
+    resolve_logger_provider,
     resolve_meter_provider,
 )
 from litellm.integrations.otel.plumbing.routing import TenantTracerCache
@@ -104,7 +108,7 @@ def __init__(
         config: OpenTelemetryV2Config | None = None,
         callback_name: str | None = None,
         tracer_provider: TracerProvider | None = None,
-        logger_provider: Any | None = None,  # reserved for OTel logs
+        logger_provider: LoggerProvider | None = None,
         meter_provider: Any | None = None,
         **kwargs: Any,
     ) -> None:
@@ -117,7 +121,12 @@ def __init__(
         self.tracer: Tracer = get_tracer(self._tracer_provider, LITELLM_TRACER_NAME)
         self._metrics_recorder = self._init_metrics(meter_provider)
         self._metric_filter_error_logged = False
-        self._emitter = SpanEmitter(self.tracer, self.config, mappers=resolve_mappers(self.config.mapper_names))
+        self._emitter = SpanEmitter(
+            self.tracer,
+            self.config,
+            mappers=resolve_mappers(self.config.mapper_names),
+            event_recorder=self._init_events(logger_provider),
+        )
         self._tenant_tracers = TenantTracerCache(self.config, callback_name, LITELLM_TRACER_NAME)
         self._open_llm_calls: "OrderedDict[str, _LLMCallSpan]" = OrderedDict()
         self._init_otel_logger_on_litellm_proxy()
@@ -136,6 +145,22 @@ def _init_metrics(self, meter_provider: Any | None) -> "GenAIMetricRecorder | No
         meter = get_meter(provider, LITELLM_TRACER_NAME)
         return GenAIMetricRecorder(create_genai_metrics(meter), self.callback_name)
 
+    def _init_events(self, logger_provider: LoggerProvider | None) -> "GenAIEventRecorder | None":
+        """Create the GenAI event recorder when events are enabled, else ``None``.
+
+        ``logger_provider`` is an explicit override (tests inject one); otherwise the
+        provider is resolved from the OTel global so an operator-configured logs
+        pipeline receives the events, building and registering one only when no
+        global provider is set. A ``None`` resolution means the operator opted out
+        of the logs signal, so no recorder is built.
+        """
+        if not self.config.enable_events:
+            return None
+        provider = resolve_logger_provider(self.config, logger_provider)
+        if provider is None:
+            return None
+        return GenAIEventRecorder(get_event_logger(provider, LITELLM_TRACER_NAME))
+
     # ====================================================================== #
     #  Proxy global registration
     # ====================================================================== #
diff --git a/litellm/integrations/otel/model/semconv.py b/litellm/integrations/otel/model/semconv.py
index aab80c7e5c4..44b2f7e0488 100644
--- a/litellm/integrations/otel/model/semconv.py
+++ b/litellm/integrations/otel/model/semconv.py
@@ -177,6 +177,19 @@ class ExceptionEvent:
     NAME: Final = "exception"
     TYPE: Final = "exception.type"
     MESSAGE: Final = "exception.message"
+    STACKTRACE: Final = "exception.stacktrace"
+
+
+class GenAIEvent:
+    """GenAI semconv event names, from the GenAI registry's *events* section.
+
+    ``gen_ai.client.operation.exception`` is defined as a log-based event
+    (severity WARN) carrying the ``exception.*`` trio, correlated to the failed
+    span via the trace/span ids — the semconv-compliant home for GenAI failure
+    details, unlike the deprecated ``error.message`` span attribute.
+    """
+
+    OPERATION_EXCEPTION: Final = "gen_ai.client.operation.exception"
 
 
 class Server:
diff --git a/litellm/integrations/otel/plumbing/events.py b/litellm/integrations/otel/plumbing/events.py
new file mode 100644
index 00000000000..f674526d04f
--- /dev/null
+++ b/litellm/integrations/otel/plumbing/events.py
@@ -0,0 +1,52 @@
+"""GenAI client events: the ``gen_ai.client.operation.exception`` log event.
+
+The GenAI semantic conventions define exception recording for client
+operations as a log-based event (severity WARN) carrying the ``exception.*``
+attribute trio, correlated to the failed span through the trace/span ids —
+not as a span attribute or span event. This module owns building and
+emitting that event; the exporter pipeline it rides is built in
+:mod:`litellm.integrations.otel.plumbing.providers`.
+"""
+
+from dataclasses import dataclass
+
+from opentelemetry._events import Event, EventLogger
+from opentelemetry._logs.severity import SeverityNumber
+from opentelemetry.trace import SpanContext
+
+from litellm.integrations.otel.model.semconv import ExceptionEvent, GenAIEvent
+
+
+@dataclass(frozen=True, slots=True)
+class GenAIEventRecorder:
+    event_logger: EventLogger
+
+    def record_operation_exception(
+        self,
+        span_context: SpanContext,
+        error_type: str,
+        message: str,
+        stack_trace: str | None,
+        timestamp_ns: int | None,
+    ) -> None:
+        # ``exception.type`` and ``exception.message`` are the semconv-required
+        # pair and always ride the event; only the recommended stacktrace is
+        # conditional on the payload carrying one.
+        stacktrace = ((ExceptionEvent.STACKTRACE, stack_trace),) if stack_trace else ()
+        self.event_logger.emit(
+            Event(
+                name=GenAIEvent.OPERATION_EXCEPTION,
+                timestamp=timestamp_ns,
+                trace_id=span_context.trace_id,
+                span_id=span_context.span_id,
+                trace_flags=span_context.trace_flags,
+                severity_number=SeverityNumber.WARN,
+                attributes=dict(
+                    (
+                        (ExceptionEvent.TYPE, error_type),
+                        (ExceptionEvent.MESSAGE, message),
+                        *stacktrace,
+                    )
+                ),
+            )
+        )
diff --git a/litellm/integrations/otel/plumbing/providers.py b/litellm/integrations/otel/plumbing/providers.py
index ac971c6daa8..ced65aa1ec3 100644
--- a/litellm/integrations/otel/plumbing/providers.py
+++ b/litellm/integrations/otel/plumbing/providers.py
@@ -2,9 +2,20 @@
 
 from typing import TYPE_CHECKING, Any, Callable, Iterable
 
-from opentelemetry import baggage, metrics
+from opentelemetry import _logs, baggage, metrics
+from opentelemetry._events import EventLogger
+from opentelemetry._logs import LoggerProvider, NoOpLoggerProvider
 from opentelemetry.context import Context
 from opentelemetry.metrics import MeterProvider, NoOpMeterProvider
+from opentelemetry.sdk._events import EventLoggerProvider
+from opentelemetry.sdk._logs import LoggerProvider as SDKLoggerProvider
+from opentelemetry.sdk._logs.export import (
+    BatchLogRecordProcessor,
+    ConsoleLogExporter,
+    InMemoryLogExporter,
+    LogExporter,
+    SimpleLogRecordProcessor,
+)
 from opentelemetry.sdk.metrics import MeterProvider as SDKMeterProvider
 from opentelemetry.sdk.resources import Resource
 from opentelemetry.sdk.trace import ReadableSpan, SpanProcessor, TracerProvider
@@ -224,6 +235,112 @@ def build_metric_reader(config: OpenTelemetryV2Config) -> "MetricReader":
     return PeriodicExportingMetricReader(exporter, export_interval_millis=5000)
 
 
+def _otlp_logs_endpoint(endpoint: str | None) -> str | None:
+    """Point an OTLP/HTTP base endpoint at the ``/v1/logs`` signal path.
+
+    The OTLP/HTTP exporter only appends ``/v1/logs`` when it reads
+    ``OTEL_EXPORTER_OTLP_ENDPOINT`` itself; an explicitly passed endpoint is used
+    verbatim, so a base URL would POST to the root. Mirror ``_otlp_traces_endpoint``
+    for the logs signal (rewriting a sibling signal path when present).
+    """
+    if not endpoint:
+        return endpoint
+    endpoint = endpoint.rstrip("/")
+    if endpoint.endswith("/v1/logs"):
+        return endpoint
+    for other_signal in ("/v1/traces", "/v1/metrics"):
+        if endpoint.endswith(other_signal):
+            return endpoint[: -len(other_signal)] + "/v1/logs"
+    return endpoint + "/v1/logs"
+
+
+def build_log_exporter(config: OpenTelemetryV2Config) -> LogExporter:
+    """Build a log exporter mirroring the exporter selection of the other signals.
+
+    ``console`` (and any unrecognized kind) exports to the console; ``otlp_http``
+    and ``otlp_grpc`` export over OTLP with the configured endpoint/headers;
+    ``in_memory`` buffers for tests. Like GenAI metrics, events ride the
+    single-destination shorthand fields, not the multi-exporter ``exporters`` list.
+    """
+    kind = (config.exporter or "console").lower()
+    if kind in ("in_memory", "inmemory", "memory"):
+        return InMemoryLogExporter()
+    if kind in ("otlp_http", "http", "http/protobuf", "http/json"):
+        from opentelemetry.exporter.otlp.proto.http._log_exporter import (
+            OTLPLogExporter as HTTPLogExporter,
+        )
+
+        return HTTPLogExporter(
+            endpoint=_otlp_logs_endpoint(config.endpoint),
+            headers=parse_headers(config.headers),
+        )
+    if kind in ("otlp_grpc", "grpc"):
+        try:
+            from opentelemetry.exporter.otlp.proto.grpc._log_exporter import (
+                OTLPLogExporter as GRPCLogExporter,
+            )
+        except ImportError as exc:
+            raise ImportError(
+                "OpenTelemetry OTLP gRPC log exporter is not available. Install "
+                "`opentelemetry-exporter-otlp` and `grpcio` (or `litellm[grpc]`)."
+            ) from exc
+
+        return GRPCLogExporter(endpoint=config.endpoint, headers=parse_headers(config.headers))
+    return ConsoleLogExporter()
+
+
+def build_logger_provider(
+    config: OpenTelemetryV2Config,
+    log_exporter: LogExporter | None = None,
+) -> SDKLoggerProvider:
+    """Build the :class:`LoggerProvider` GenAI events export through.
+
+    ``log_exporter`` is an explicit override (tests inject an
+    ``InMemoryLogExporter``); otherwise the exporter is selected from the config's
+    exporter kind via :func:`build_log_exporter`. Console and in-memory exporters
+    get a Simple processor (synchronous export, which tests rely on), everything
+    else a Batch processor — the same split as span processing.
+    """
+    exporter = log_exporter if log_exporter is not None else build_log_exporter(config)
+    provider = SDKLoggerProvider(resource=build_resource(config))
+    use_simple = isinstance(exporter, (ConsoleLogExporter, InMemoryLogExporter))
+    provider.add_log_record_processor(
+        SimpleLogRecordProcessor(exporter) if use_simple else BatchLogRecordProcessor(exporter)
+    )
+    return provider
+
+
+def resolve_logger_provider(
+    config: OpenTelemetryV2Config,
+    logger_provider: SDKLoggerProvider | None = None,
+) -> SDKLoggerProvider | None:
+    """Resolve the :class:`LoggerProvider` GenAI events record through, or ``None``
+    when the operator has opted out of the logs signal.
+
+    Same resolution order as :func:`resolve_meter_provider`: an injected provider
+    wins (DI/tests); an operator-configured SDK global is reused so events ride
+    their pipeline; an explicit ``NoOpLoggerProvider`` global is an opt-out and
+    yields ``None``, so no event is ever built. Only the default placeholder
+    global makes V2 build a provider from the config and publish it as the global.
+    """
+    if logger_provider is not None:
+        return logger_provider
+
+    existing: LoggerProvider = _logs.get_logger_provider()
+    if isinstance(existing, SDKLoggerProvider):
+        return existing
+    if isinstance(existing, NoOpLoggerProvider):
+        return None
+
+    provider = build_logger_provider(config)
+    _logs.set_logger_provider(provider)
+    return provider
+
+
+def get_event_logger(provider: SDKLoggerProvider, name: str = "litellm") -> EventLogger:
+    return EventLoggerProvider(logger_provider=provider).get_event_logger(name, litellm_version)
+
+
 def build_meter_provider(
     config: OpenTelemetryV2Config,
     metric_reader: "MetricReader | None" = None,
diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_components.py b/tests/test_litellm/integrations/otel/test_otel_v2_components.py
index eb795a64b79..5191414edeb 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_components.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_components.py
@@ -485,6 +485,74 @@ def test_build_span_exporter_variants():
         OpenTelemetryV2Config(exporter="otlp_http", endpoint="http://h:4318")
     )
     assert "OTLPSpanExporter" in type(http_exporter).__name__
+
+
+def test_otlp_logs_endpoint_normalization():
+    norm = providers._otlp_logs_endpoint
+    # A base endpoint gets the signal path appended (the common OTLP env shape).
+    assert norm("http://collector:4318") == "http://collector:4318/v1/logs"
+    assert norm("http://collector:4318/") == "http://collector:4318/v1/logs"
+    # An already-correct path is left intact.
+    assert norm("http://collector:4318/v1/logs") == "http://collector:4318/v1/logs"
+    # A sibling signal's path is rewritten to logs, so one OTEL_ENDPOINT works
+    # for every signal rather than POSTing events at the traces path.
+    assert norm("http://collector:4318/v1/traces") == "http://collector:4318/v1/logs"
+    assert norm("http://collector:4318/v1/metrics") == "http://collector:4318/v1/logs"
+    assert norm(None) is None
+
+
+def test_build_log_exporter_variants():
+    from opentelemetry.sdk._logs.export import ConsoleLogExporter, InMemoryLogExporter
+
+    assert isinstance(
+        providers.build_log_exporter(OpenTelemetryV2Config(exporter="console")),
+        ConsoleLogExporter,
+    )
+    assert isinstance(
+        providers.build_log_exporter(OpenTelemetryV2Config(exporter="in_memory")),
+        InMemoryLogExporter,
+    )
+    # An unrecognized kind falls back to console rather than dropping events.
+    assert isinstance(
+        providers.build_log_exporter(OpenTelemetryV2Config(exporter="unknown")),
+        ConsoleLogExporter,
+    )
+    http_exporter = providers.build_log_exporter(
+        OpenTelemetryV2Config(exporter="otlp_http", endpoint="http://h:4318")
+    )
+    assert "OTLPLogExporter" in type(http_exporter).__name__
+
+
+def test_build_logger_provider_picks_processor_by_exporter_kind():
+    """Console and in-memory exporters export synchronously (tests depend on it);
+    every other destination gets the batch processor."""
+    from opentelemetry.sdk._logs.export import (
+        BatchLogRecordProcessor,
+        ConsoleLogExporter,
+        InMemoryLogExporter,
+        SimpleLogRecordProcessor,
+    )
+
+    cfg = OpenTelemetryV2Config(exporter="in_memory")
+
+    def processor_of(provider):
+        return provider._multi_log_record_processor._log_record_processors[0]
+
+    assert isinstance(
+        processor_of(providers.build_logger_provider(cfg, log_exporter=InMemoryLogExporter())),
+        SimpleLogRecordProcessor,
+    )
+    assert isinstance(
+        processor_of(providers.build_logger_provider(cfg, log_exporter=ConsoleLogExporter())),
+        SimpleLogRecordProcessor,
+    )
+    http_exporter = providers.build_log_exporter(
+        OpenTelemetryV2Config(exporter="otlp_http", endpoint="http://h:4318")
+    )
+    assert isinstance(
+        processor_of(providers.build_logger_provider(cfg, log_exporter=http_exporter)),
+        BatchLogRecordProcessor,
+    )
     grpc_exporter = providers.build_span_exporter(
         OpenTelemetryV2Config(exporter="otlp_grpc", endpoint="http://h:4317")
     )
@@ -719,6 +787,177 @@ def test_success_span_records_no_exception_event():
     assert all(e.name != ExceptionEvent.NAME for e in span.events)
 
 
+def _engine_with_event_recorder():
+    from opentelemetry.sdk._logs.export import InMemoryLogExporter
+
+    from litellm.integrations.otel.emitter import SpanEmitter
+    from litellm.integrations.otel.plumbing.events import GenAIEventRecorder
+
+    cfg = OpenTelemetryV2Config(exporter="in_memory", enable_events=True)
+    provider, span_exporter = providers.in_memory_provider(cfg)
+    log_exporter = InMemoryLogExporter()
+    logger_provider = providers.build_logger_provider(cfg, log_exporter=log_exporter)
+    recorder = GenAIEventRecorder(providers.get_event_logger(logger_provider))
+    engine = SpanEmitter(providers.get_tracer(provider, "t"), cfg, event_recorder=recorder)
+    return engine, span_exporter, log_exporter
+
+
+def _llm_call_data(error):
+    return LLMCallSpanData(
+        operation=GenAIOperation.CHAT,
+        provider="openai",
+        request_model="gpt-4o",
+        response_model=None,
+        response_id=None,
+        request_params=LLMRequestParams(),
+        usage=LLMUsage(),
+        finish_reasons=(),
+        error=error,
+        response_cost=None,
+        server=None,
+        identity=RequestIdentity(call_id=None),
+    )
+
+
+def test_operation_exception_log_event_emitted_on_failed_llm_call():
+    """A failed LLM call records the GenAI semconv ``gen_ai.client.operation.exception``
+    event on the logs signal: severity WARN, the full ``exception.*`` trio (including
+    the stacktrace, which span-side only exists under a vendor key), correlated to
+    the failed span via trace/span ids. The span-side error surface stays intact."""
+    from opentelemetry._logs.severity import SeverityNumber
+
+    from litellm.integrations.otel.model.semconv import ExceptionEvent, GenAIEvent
+
+    engine, span_exporter, log_exporter = _engine_with_event_recorder()
+    engine.emit(
+        SpanRole.LLM_CALL,
+        _llm_call_data(
+            SpanError(
+                error_type="RateLimitError",
+                message="rate limited",
+                code="429",
+                stack_trace="Traceback (most recent call last) ...",
+                llm_provider="openai",
+            )
+        ),
+    )
+    (span,) = span_exporter.get_finished_spans()
+    (log,) = log_exporter.get_finished_logs()
+    record = log.log_record
+
+    assert record.attributes["event.name"] == GenAIEvent.OPERATION_EXCEPTION
+    assert record.severity_number == SeverityNumber.WARN
+    assert record.attributes[ExceptionEvent.TYPE] == "RateLimitError"
+    assert record.attributes[ExceptionEvent.MESSAGE] == "rate limited"
+    assert record.attributes[ExceptionEvent.STACKTRACE] == "Traceback (most recent call last) ..."
+    assert record.trace_id == span.context.trace_id
+    assert record.span_id == span.context.span_id
+
+    assert [e.name for e in span.events] == [ExceptionEvent.NAME]
+    assert span.attributes["error.type"] == "RateLimitError"
+
+
+def test_operation_exception_log_event_omits_absent_stacktrace():
+    from litellm.integrations.otel.model.semconv import ExceptionEvent
+
+    engine, _, log_exporter = _engine_with_event_recorder()
+    engine.emit(SpanRole.LLM_CALL, _llm_call_data(SpanError(error_type="APIError", message="boom")))
+    (log,) = log_exporter.get_finished_logs()
+
+    assert ExceptionEvent.STACKTRACE not in log.log_record.attributes
+    assert log.log_record.attributes[ExceptionEvent.MESSAGE] == "boom"
+
+
+def test_operation_exception_log_event_always_carries_required_pair():
+    """``exception.type`` and ``exception.message`` are the semconv-required pair:
+    they ride the event even when the recorder is handed empty strings, so an
+    event is never emitted with no required field. Only the stacktrace is
+    conditional."""
+    from opentelemetry.sdk._logs.export import InMemoryLogExporter
+    from opentelemetry.trace import INVALID_SPAN_CONTEXT
+
+    from litellm.integrations.otel.model.semconv import ExceptionEvent
+    from litellm.integrations.otel.plumbing.events import GenAIEventRecorder
+
+    cfg = OpenTelemetryV2Config(exporter="in_memory", enable_events=True)
+    log_exporter = InMemoryLogExporter()
+    logger_provider = providers.build_logger_provider(cfg, log_exporter=log_exporter)
+    recorder = GenAIEventRecorder(providers.get_event_logger(logger_provider))
+
+    recorder.record_operation_exception(
+        span_context=INVALID_SPAN_CONTEXT,
+        error_type="",
+        message="",
+        stack_trace="",
+        timestamp_ns=None,
+    )
+    (log,) = log_exporter.get_finished_logs()
+    attributes = log.log_record.attributes
+    assert attributes[ExceptionEvent.TYPE] == ""
+    assert attributes[ExceptionEvent.MESSAGE] == ""
+    assert ExceptionEvent.STACKTRACE not in attributes
+
+
+def test_operation_exception_log_event_not_emitted_on_success():
+    engine, span_exporter, log_exporter = _engine_with_event_recorder()
+    engine.emit(SpanRole.LLM_CALL, _llm_call_data(None))
+
+    assert len(span_exporter.get_finished_spans()) == 1
+    assert log_exporter.get_finished_logs() == ()
+
+
+def test_operation_exception_log_event_only_for_llm_call_role():
+    """The event is scoped to GenAI client operations; a failed guardrail span
+    keeps its span-side error surface but records no GenAI exception event."""
+    engine, span_exporter, log_exporter = _engine_with_event_recorder()
+    engine.emit(
+        SpanRole.GUARDRAIL,
+        GuardrailSpanData("presidio", status="failure", error=SpanError(error_type="X", message="denied")),
+    )
+    (span,) = span_exporter.get_finished_spans()
+
+    assert span.attributes["error.type"] == "X"
+    assert log_exporter.get_finished_logs() == ()
+
+
+def test_resolve_logger_provider_honors_explicit_noop_optout(monkeypatch):
+    """A ``NoOpLoggerProvider`` global is an explicit operator opt-out from the logs
+    signal: resolve to ``None`` so no recorder (and so no event) is ever built,
+    rather than emitting into a provider that drops everything."""
+    from opentelemetry import _logs
+    from opentelemetry._logs import NoOpLoggerProvider
+
+    from litellm.integrations.otel.logger import OpenTelemetryV2
+
+    cfg = OpenTelemetryV2Config(exporter="in_memory", enable_events=True)
+    tracer_provider, _ = providers.in_memory_provider(cfg)
+    monkeypatch.setattr(_logs, "get_logger_provider", lambda: NoOpLoggerProvider())
+
+    assert providers.resolve_logger_provider(cfg) is None
+    logger = OpenTelemetryV2(config=cfg, tracer_provider=tracer_provider)
+    assert logger._emitter._event_recorder is None
+
+
+def test_resolve_logger_provider_reuses_operator_sdk_global(monkeypatch):
+    """Events ride an operator-configured logs pipeline rather than a second one
+    built by litellm, so they land wherever the operator's other logs land."""
+    from opentelemetry import _logs
+    from opentelemetry.sdk._logs.export import InMemoryLogExporter
+
+    cfg = OpenTelemetryV2Config(exporter="in_memory", enable_events=True)
+    operator_provider = providers.build_logger_provider(cfg, log_exporter=InMemoryLogExporter())
+    monkeypatch.setattr(_logs, "get_logger_provider", lambda: operator_provider)
+
+    assert providers.resolve_logger_provider(cfg) is operator_provider
+
+
+def test_operation_exception_event_keys_are_pinned():
+    from litellm.integrations.otel.model.semconv import ExceptionEvent, GenAIEvent
+
+    assert GenAIEvent.OPERATION_EXCEPTION == "gen_ai.client.operation.exception"
+    assert ExceptionEvent.STACKTRACE == "exception.stacktrace"
+
+
 # --- service taxonomy: which calls become spans, and of what kind ----------- #
 
 
diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_logger.py b/tests/test_litellm/integrations/otel/test_otel_v2_logger.py
index 697b9293eea..b5e077e3561 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_logger.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_logger.py
@@ -217,6 +217,61 @@ def test_async_log_failure_event_marks_error_status():
     assert span.attributes["error.type"] == "RateLimitError"
 
 
+def _logger_with_events(enable_events):
+    from opentelemetry.sdk._logs.export import InMemoryLogExporter
+
+    cfg = OpenTelemetryV2Config(exporter="in_memory", enable_events=enable_events)
+    span_exporter = InMemorySpanExporter()
+    tracer_provider = providers.build_tracer_provider(cfg, exporter=span_exporter)
+    log_exporter = InMemoryLogExporter()
+    logger_provider = providers.build_logger_provider(cfg, log_exporter=log_exporter)
+    logger = OpenTelemetryV2(config=cfg, tracer_provider=tracer_provider, logger_provider=logger_provider)
+    return logger, span_exporter, log_exporter
+
+
+def test_enable_events_records_operation_exception_through_failure_callback():
+    """With ``enable_events`` on, a real failure callback records the GenAI
+    ``gen_ai.client.operation.exception`` log event, carrying the traceback from
+    the standard logging payload and correlated to the LLM-call span."""
+    from litellm.integrations.otel.model.semconv import ExceptionEvent, GenAIEvent
+
+    logger, span_exporter, log_exporter = _logger_with_events(enable_events=True)
+    payload = _payload(
+        status="failure",
+        error_information={
+            "error_class": "RateLimitError",
+            "error_message": "429 rate limited",
+            "traceback": "Traceback (most recent call last) ...",
+        },
+    )
+    _emit_llm(logger, _kwargs(payload=payload), fail=True)
+
+    (span,) = span_exporter.get_finished_spans()
+    (log,) = log_exporter.get_finished_logs()
+    record = log.log_record
+    assert record.attributes["event.name"] == GenAIEvent.OPERATION_EXCEPTION
+    assert record.attributes[ExceptionEvent.TYPE] == "RateLimitError"
+    assert record.attributes[ExceptionEvent.MESSAGE] == "429 rate limited"
+    assert record.attributes[ExceptionEvent.STACKTRACE] == "Traceback (most recent call last) ..."
+    assert record.trace_id == span.context.trace_id
+    assert record.span_id == span.context.span_id
+
+
+def test_events_off_by_default_records_no_log_event_on_failure():
+    """``enable_events`` defaults to off: even with a logs pipeline injected, a
+    failure records only the span-side error surface, no log event."""
+    logger, span_exporter, log_exporter = _logger_with_events(enable_events=False)
+    payload = _payload(
+        status="failure",
+        error_information={"error_class": "RateLimitError", "error_message": "429"},
+    )
+    _emit_llm(logger, _kwargs(payload=payload), fail=True)
+
+    assert len(span_exporter.get_finished_spans()) == 1
+    assert log_exporter.get_finished_logs() == ()
+    assert OpenTelemetryV2Config(exporter="in_memory").enable_events is False
+
+
 def test_sync_log_event_is_noop():
     """V2 closes the span async-only; the sync callback runs out-of-context, so
     it no-ops (the span stays open on the carrier until the async callback)."""

From 8b8a28848cb57811751ea9671c9214b1f30cfe56 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 16:09:42 -0700
Subject: [PATCH 272/370] fix(ui): drop the saved qualifier from the OAuth
 client field labels

A plain optional label implies the field is persisted like any other form
field; the qualifier was only there to contrast with the removed not-saved
wording
---
 .../src/components/mcp_tools/PassthroughAuthorizeSection.tsx  | 4 ++--
 .../src/components/mcp_tools/create_mcp_server.test.tsx       | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx b/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
index 09701f01535..727bc8804bd 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/PassthroughAuthorizeSection.tsx
@@ -45,7 +45,7 @@ export default function PassthroughAuthorizeSection({
         authorize from the Tools page go through it.
       </p>
       <Form.Item
-        label={<span className="text-sm font-medium text-gray-700">OAuth Client ID (optional, saved)</span>}
+        label={<span className="text-sm font-medium text-gray-700">OAuth Client ID (optional)</span>}
         name={["credentials", "client_id"]}
         extra="Only needed when the upstream does not support dynamic client registration (e.g. a pre-registered Slack app)."
       >
@@ -55,7 +55,7 @@ export default function PassthroughAuthorizeSection({
         />
       </Form.Item>
       <Form.Item
-        label={<span className="text-sm font-medium text-gray-700">OAuth Client Secret (optional, saved)</span>}
+        label={<span className="text-sm font-medium text-gray-700">OAuth Client Secret (optional)</span>}
         name={["credentials", "client_secret"]}
       >
         <Input.Password
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
index 11760255f51..01ee0a538d2 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.test.tsx
@@ -202,8 +202,8 @@ describe("CreateMCPServer", () => {
         await waitFor(() => {
           expect(screen.getByRole("button", { name: "Authorize & Fetch Tools (browser-only)" })).toBeInTheDocument();
         });
-        expect(screen.getByText("OAuth Client ID (optional, saved)")).toBeInTheDocument();
-        expect(screen.getByText("OAuth Client Secret (optional, saved)")).toBeInTheDocument();
+        expect(screen.getByText("OAuth Client ID (optional)")).toBeInTheDocument();
+        expect(screen.getByText("OAuth Client Secret (optional)")).toBeInTheDocument();
       },
     );
 

From 3ea7f987250b8a2c71b95c78b79b94b4a753bab2 Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Sat, 11 Jul 2026 02:15:59 +0300
Subject: [PATCH 273/370] feat(proxy): configure the coordination redis
 independently of the response cache (#32661)

* fix(proxy): build redis usage cache from REDIS_* env when cache backend is not Redis

Selecting a semantic (or any non-Redis-KV) response cache left
redis_usage_cache unset, silently downgrading cross-pod rate limits,
parallel-request limits, spend coordination, and the pod lock manager
to per-pod in-memory state. Fall back to a standalone RedisCache built
from REDIS_* environment variables, mirroring the existing
use_redis_transaction_buffer escape hatch, which now shares the same
helper.

Resolves LIT-3861

* feat(proxy): configure the coordination redis independently of the response cache

Adds general_settings.coordination_redis, an explicit block for the Redis
the proxy uses for cross-pod rate limits, parallel-request limits, spend
tracking, the pod lock manager, and shared health checks. Resolution order
is the explicit block, then a plain-Redis response-cache backend, then the
REDIS_* environment. Cluster and sentinel targets are supported, and a
cluster target now builds a RedisClusterCache so cluster-aware consumers
take the cluster path.

Admins can configure it from the Caching page of the dashboard via
/coordination_redis/settings, which reports which source is in effect,
redacts credentials on read, and offers a connection test. Settings saved
there are read back at startup so they take effect on restart.

Also fixes redis client construction so an explicitly configured host
outranks REDIS_URL in the environment. Previously the url branch stripped
the caller's host and port, so an explicit block, or a connection test
typed into the dashboard, silently targeted whatever REDIS_URL named

* fix(ui): move coordination_redis_settings into renamed _components directory

---------

Co-authored-by: Yucheng Zhu <yucheng@berri.ai>
---
 litellm/_redis.py                             |  13 +-
 litellm/proxy/_types.py                       |  44 ++
 .../multi_instance_simple_config.yaml         |   9 +-
 .../spend_tracking_config.yaml                |   9 +-
 .../coordination_redis_endpoints.py           | 431 +++++++++++++
 litellm/proxy/proxy_server.py                 | 256 ++++++--
 .../types/management_endpoints/__init__.py    |  10 +
 .../coordination_redis_endpoints.py           | 105 ++++
 proxy_server_config.yaml                      |   7 +-
 .../test_coordination_redis_endpoints.py      | 577 ++++++++++++++++++
 tests/test_litellm/proxy/test_proxy_server.py | 246 +++++++-
 tests/test_litellm/test_redis.py              |  43 ++
 .../caching/_components/cache_dashboard.tsx   |   5 +
 .../CoordinationRedisFieldSection.tsx         |  46 ++
 .../CoordinationRedisFormField.tsx            |  39 ++
 .../CoordinationRedisTypeSelector.tsx         |  33 +
 .../coordinationRedisFields.ts                | 165 +++++
 .../coordinationRedisUtils.test.ts            | 154 +++++
 .../coordinationRedisUtils.ts                 | 148 +++++
 .../index.test.tsx                            | 246 ++++++++
 .../coordination_redis_settings/index.tsx     | 161 +++++
 .../coordination_redis_settings/types.ts      |  30 +
 .../useCoordinationRedisSettings.ts           |  46 ++
 .../src/components/networking.tsx             |  46 ++
 .../src/components/page_metadata.ts           |   2 +-
 ui/litellm-dashboard/src/lib/http/schema.d.ts | 293 +++++++++
 26 files changed, 3099 insertions(+), 65 deletions(-)
 create mode 100644 litellm/proxy/management_endpoints/coordination_redis_endpoints.py
 create mode 100644 litellm/types/management_endpoints/coordination_redis_endpoints.py
 create mode 100644 tests/test_litellm/proxy/management_endpoints/test_coordination_redis_endpoints.py
 create mode 100644 ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/CoordinationRedisFieldSection.tsx
 create mode 100644 ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/CoordinationRedisFormField.tsx
 create mode 100644 ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/CoordinationRedisTypeSelector.tsx
 create mode 100644 ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/coordinationRedisFields.ts
 create mode 100644 ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/coordinationRedisUtils.test.ts
 create mode 100644 ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/coordinationRedisUtils.ts
 create mode 100644 ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/index.test.tsx
 create mode 100644 ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/index.tsx
 create mode 100644 ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/types.ts
 create mode 100644 ui/litellm-dashboard/src/app/(dashboard)/hooks/coordinationRedis/useCoordinationRedisSettings.ts

diff --git a/litellm/_redis.py b/litellm/_redis.py
index bb3a0974241..053514c0dbe 100644
--- a/litellm/_redis.py
+++ b/litellm/_redis.py
@@ -325,8 +325,19 @@ def _get_redis_client_logic(**env_overrides):
             value = get_secret(v)  # type: ignore
             env_overrides[k] = value
 
+    environment_kwargs = _redis_kwargs_from_environment()
+
+    # An explicitly configured connection target outranks REDIS_URL from the
+    # environment. Without this, the url branch below strips the caller's
+    # host/port/password and silently connects to whatever REDIS_URL names.
+    caller_named_a_target = any(
+        env_overrides.get(key) is not None for key in ("host", "startup_nodes", "sentinel_nodes")
+    )
+    if caller_named_a_target and env_overrides.get("url") is None:
+        environment_kwargs.pop("url", None)
+
     redis_kwargs = {
-        **_redis_kwargs_from_environment(),
+        **environment_kwargs,
         **env_overrides,
     }
 
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index 43ddf302692..f441a1d3f84 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -2151,6 +2151,41 @@ class PluginConfig(LiteLLMPydanticObjectBase):
     )
 
 
+class CoordinationRedisNode(LiteLLMPydanticObjectBase):
+    """A single startup node of a cluster-mode Redis used for proxy coordination."""
+
+    host: str = Field(description="hostname of the cluster node")
+    port: int = Field(description="port of the cluster node")
+
+
+class CoordinationRedisParams(LiteLLMPydanticObjectBase):
+    """
+    Connection params for the proxy's coordination Redis (cross-pod tpm/rpm rate
+    limits, spend tracking, pod lock manager, shared health checks), configured
+    independently of the response-cache backend in `litellm_settings.cache_params`.
+    """
+
+    model_config = ConfigDict(extra="allow", protected_namespaces=())
+
+    host: Optional[str] = Field(None, description="Redis hostname")
+    port: Optional[int] = Field(None, description="Redis port")
+    password: Optional[str] = Field(None, description="Redis password")
+    username: Optional[str] = Field(None, description="Redis username")
+    url: Optional[str] = Field(None, description="full Redis connection url, e.g. redis://:pass@host:6379")
+    ssl: Optional[bool] = Field(None, description="connect over TLS")
+    startup_nodes: Optional[List[CoordinationRedisNode]] = Field(
+        None, description="cluster-mode startup nodes; when set a cluster client is used"
+    )
+    sentinel_nodes: Optional[List[List[Union[str, int]]]] = Field(
+        None, description="sentinel [host, port] pairs; when set a sentinel-managed client is used"
+    )
+    sentinel_password: Optional[str] = Field(None, description="password for the sentinel nodes")
+    service_name: Optional[str] = Field(None, description="sentinel service name")
+
+    def has_connection_target(self) -> bool:
+        return any(value is not None for value in (self.host, self.url, self.startup_nodes, self.sentinel_nodes))
+
+
 class ConfigGeneralSettings(LiteLLMPydanticObjectBase):
     """
     Documents all the fields supported by `general_settings` in config.yaml
@@ -2166,6 +2201,15 @@ class ConfigGeneralSettings(LiteLLMPydanticObjectBase):
     use_google_kms: Optional[bool] = Field(None, description="decrypt keys with google kms")
     use_azure_key_vault: Optional[bool] = Field(None, description="load keys from azure key vault")
     master_key: Optional[str] = Field(None, description="require a key for all calls to proxy")
+    coordination_redis: Optional[CoordinationRedisParams] = Field(
+        None,
+        description=(
+            "standalone Redis for cross-pod coordination (tpm/rpm rate limits, "
+            "spend tracking, pod lock manager, shared health checks), configured "
+            "independently of the response-cache backend; takes precedence over "
+            "borrowing the `cache_params` Redis and over the REDIS_* env fallback"
+        ),
+    )
     allow_cli_sso_verification_uri_complete: bool | None = Field(
         None,
         description="opt-in to RFC 8628 verification_uri_complete for the CLI SSO device flow, pre-filling the user_code in the browser. Off by default; intended for same-host clients where the device that starts the flow and the browser run on the same machine",
diff --git a/litellm/proxy/example_config_yaml/multi_instance_simple_config.yaml b/litellm/proxy/example_config_yaml/multi_instance_simple_config.yaml
index b353924f000..eb091cc72c5 100644
--- a/litellm/proxy/example_config_yaml/multi_instance_simple_config.yaml
+++ b/litellm/proxy/example_config_yaml/multi_instance_simple_config.yaml
@@ -5,8 +5,9 @@ model_list:
       api_key: my-fake-key
       api_base: os.environ/FAKE_OPENAI_API_BASE
 
-litellm_settings:
-  cache: True
-  cache_params:
-    type: redis
+general_settings:
+  coordination_redis:
+    host: os.environ/REDIS_HOST
+    port: os.environ/REDIS_PORT
+    password: os.environ/REDIS_PASSWORD
 
diff --git a/litellm/proxy/example_config_yaml/spend_tracking_config.yaml b/litellm/proxy/example_config_yaml/spend_tracking_config.yaml
index 60adadbd8d4..d66fd5fa601 100644
--- a/litellm/proxy/example_config_yaml/spend_tracking_config.yaml
+++ b/litellm/proxy/example_config_yaml/spend_tracking_config.yaml
@@ -7,9 +7,6 @@ model_list:
 
 general_settings:
   use_redis_transaction_buffer: true
-
-litellm_settings:
-  cache: True
-  cache_params:
-    type: redis
-    supported_call_types: []
\ No newline at end of file
+  coordination_redis:
+    host: os.environ/REDIS_HOST
+    port: os.environ/REDIS_PORT
\ No newline at end of file
diff --git a/litellm/proxy/management_endpoints/coordination_redis_endpoints.py b/litellm/proxy/management_endpoints/coordination_redis_endpoints.py
new file mode 100644
index 00000000000..7ab4e3019c3
--- /dev/null
+++ b/litellm/proxy/management_endpoints/coordination_redis_endpoints.py
@@ -0,0 +1,431 @@
+"""
+COORDINATION REDIS SETTINGS MANAGEMENT
+
+Endpoints for managing `general_settings.coordination_redis` - the standalone
+Redis the proxy uses for cross-pod coordination (tpm/rpm rate limits, spend
+tracking, pod lock manager, shared health checks), configured independently of
+the response-cache backend.
+
+GET /coordination_redis/settings - Get the coordination Redis settings, field metadata, and which source is active
+POST /coordination_redis/settings - Save coordination Redis settings to the database
+POST /coordination_redis/settings/test - Test a coordination Redis connection with the provided credentials
+"""
+
+import asyncio
+import json
+from collections.abc import Mapping
+from contextlib import suppress
+from datetime import datetime, timezone
+from typing import Optional
+
+from fastapi import APIRouter, Depends, Header, HTTPException
+from pydantic import BaseModel, Field, TypeAdapter, ValidationError
+
+import litellm
+from litellm._logging import verbose_proxy_logger
+from litellm._uuid import uuid
+from litellm.caching.caching import RedisCache
+from litellm.caching.redis_cluster_cache import RedisClusterCache
+from litellm.proxy._types import (
+    AUDIT_ACTIONS,
+    CoordinationRedisParams,
+    LiteLLM_AuditLogs,
+    LitellmTableNames,
+    LitellmUserRoles,
+    UserAPIKeyAuth,
+)
+from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+from litellm.proxy.utils import invalidate_config_param
+from litellm.repositories.config_repository import ConfigRepository
+from litellm.secret_managers.main import get_secret_str
+from litellm.types.management_endpoints import (
+    COORDINATION_REDIS_SETTINGS_FIELDS,
+    CoordinationRedisSettingsField,
+    CoordinationRedisSource,
+)
+
+router = APIRouter()
+
+_GENERAL_SETTINGS_PARAM_NAME = "general_settings"
+_COORDINATION_REDIS_KEY = "coordination_redis"
+
+# Fields that carry credentials. Redacted on read so a plaintext Redis /
+# Sentinel password never leaves the server, and scrubbed out of connection-test
+# error strings. `url` is here because a Redis url can embed a password inline
+# (e.g. redis://:secret@host:6379/1).
+_SENSITIVE_FIELDS: frozenset[str] = frozenset({"password", "sentinel_password", "url"})
+
+_REDACTED_VALUE = "***REDACTED***"
+
+_ENV_REF_PREFIX = "os.environ/"
+
+_PING_TIMEOUT_SECONDS = 5.0
+
+_SETTINGS_ADAPTER: TypeAdapter[dict[str, object]] = TypeAdapter(dict[str, object])
+
+
+def _enforce_proxy_admin(user_api_key_dict: UserAPIKeyAuth) -> None:
+    if user_api_key_dict.user_role != LitellmUserRoles.PROXY_ADMIN:
+        raise HTTPException(
+            status_code=403,
+            detail={"error": "Only proxy admins can manage coordination Redis settings"},
+        )
+
+
+def _resolve_env_ref(value: object) -> object:
+    """Resolve an `os.environ/VAR` reference to its value, passing anything else through."""
+    if isinstance(value, str) and value.startswith(_ENV_REF_PREFIX):
+        return get_secret_str(value)
+    return value
+
+
+def _resolve_env_refs(settings: Mapping[str, object]) -> dict[str, object]:
+    return {key: _resolve_env_ref(value) for key, value in settings.items()}
+
+
+def _redact_credentials(settings: Mapping[str, object]) -> dict[str, object]:
+    """Replace credential-bearing values with a fixed marker, keeping the rest intact."""
+    return {
+        key: (_REDACTED_VALUE if key in _SENSITIVE_FIELDS and value is not None else value)
+        for key, value in settings.items()
+    }
+
+
+def _redact_all_values(settings: Optional[Mapping[str, object]]) -> dict[str, object]:
+    """Replace every value with a fixed marker, preserving the key set.
+
+    The audit row shows *which* fields changed without the audit table becoming
+    a credential-harvest sink.
+    """
+    if not settings:
+        return {}
+    return {key: _REDACTED_VALUE for key in settings}
+
+
+def _credential_values(settings: Mapping[str, object]) -> tuple[str, ...]:
+    return tuple(
+        str(value) for key, value in settings.items() if key in _SENSITIVE_FIELDS and isinstance(value, (str, int))
+    )
+
+
+def _scrub_credentials(message: str, settings: Mapping[str, object]) -> str:
+    """Strip any credential value the caller supplied out of an error string.
+
+    Redis client errors routinely echo the connection url (password inline) or
+    the auth error back to the caller.
+    """
+    scrubbed = message
+    for secret in _credential_values(settings):
+        if secret:
+            scrubbed = scrubbed.replace(secret, _REDACTED_VALUE)
+    return scrubbed
+
+
+def _merge_over_saved(
+    incoming: Mapping[str, object],
+    saved: Mapping[str, object],
+) -> dict[str, object]:
+    """Restore the real credential behind every value the caller echoed back redacted.
+
+    GET returns credentials as ``***REDACTED***``; an admin who edits the
+    non-secret fields and re-submits would otherwise test (and save) the marker
+    as the password.
+    """
+    return {
+        key: (saved[key] if value == _REDACTED_VALUE and key in saved else value) for key, value in incoming.items()
+    }
+
+
+def _validated_params(settings: Mapping[str, object]) -> CoordinationRedisParams:
+    """Validate settings the way startup does: resolve env refs, then require a connection target."""
+    try:
+        params = CoordinationRedisParams(**_resolve_env_refs(settings))
+    except ValidationError as e:
+        invalid_fields = sorted({str(error["loc"][0]) for error in e.errors() if error["loc"]})
+        raise HTTPException(
+            status_code=400,
+            detail={"error": f"Invalid coordination_redis settings for fields: {invalid_fields}"},
+        )
+    if not params.has_connection_target():
+        raise HTTPException(
+            status_code=400,
+            detail={
+                "error": (
+                    "coordination_redis needs a connection target: "
+                    "set one of host, url, startup_nodes, or sentinel_nodes"
+                )
+            },
+        )
+    return params
+
+
+async def _read_general_settings() -> dict[str, object]:
+    """Read the persisted `general_settings` config row (empty when unset or no DB)."""
+    from litellm.proxy.proxy_server import prisma_client
+
+    if prisma_client is None:
+        return {}
+    config_param = await ConfigRepository(prisma_client).get_param(_GENERAL_SETTINGS_PARAM_NAME)
+    if config_param is None or config_param.param_value is None:
+        return {}
+    return _SETTINGS_ADAPTER.validate_python(config_param.param_value)
+
+
+async def get_persisted_coordination_redis_settings() -> Optional[dict[str, object]]:
+    """The coordination_redis block saved to the database, if any.
+
+    Read at startup so settings saved from the admin UI take effect on the next
+    boot, and used here so a read reports what the proxy would boot with.
+    """
+    persisted = (await _read_general_settings()).get(_COORDINATION_REDIS_KEY)
+    if isinstance(persisted, dict):
+        return _SETTINGS_ADAPTER.validate_python(persisted)
+    return None
+
+
+async def _current_coordination_redis_settings() -> Optional[dict[str, object]]:
+    """The coordination_redis block the proxy would boot with.
+
+    The persisted row wins over the yaml-loaded config state because startup
+    applies the DB `general_settings` row over the file config.
+    """
+    from litellm.proxy.proxy_server import proxy_config
+
+    persisted = await get_persisted_coordination_redis_settings()
+    if persisted is not None:
+        return persisted
+
+    config_state = _SETTINGS_ADAPTER.validate_python(proxy_config.get_config_state())
+    general_settings = config_state.get(_GENERAL_SETTINGS_PARAM_NAME)
+    if not isinstance(general_settings, dict):
+        return None
+    from_file = general_settings.get(_COORDINATION_REDIS_KEY)
+    if isinstance(from_file, dict):
+        return _SETTINGS_ADAPTER.validate_python(from_file)
+    return None
+
+
+def _coordination_redis_source(settings: Optional[Mapping[str, object]]) -> Optional[CoordinationRedisSource]:
+    """Which source the proxy's coordination Redis comes from, in startup precedence order.
+
+    Mirrors `ProxyConfig._init_coordination_redis` -> `ProxyConfig._init_cache`:
+    an explicit block wins, else a plain-Redis response-cache backend is
+    borrowed, else the REDIS_* environment fallback applies.
+    """
+    from litellm.proxy.proxy_server import _environment_has_redis_connection_target
+
+    if settings:
+        return "coordination_redis"
+    cache_backend = litellm.cache.cache if litellm.cache is not None else None
+    if isinstance(cache_backend, (RedisCache, RedisClusterCache)):
+        return "cache_backend"
+    if _environment_has_redis_connection_target():
+        return "environment"
+    return None
+
+
+def _log_audit_task_exception(task: "asyncio.Task[None]") -> None:
+    """Surface a fire-and-forget audit-log task failure as a warning."""
+    if task.cancelled():
+        return
+    exc = task.exception()
+    if exc is not None:
+        verbose_proxy_logger.warning("Failed to write coordination-redis-settings audit log: %s", exc)
+
+
+async def _emit_coordination_redis_audit_log(
+    *,
+    action: AUDIT_ACTIONS,
+    before_settings: Optional[Mapping[str, object]],
+    after_settings: Optional[Mapping[str, object]],
+    user_api_key_dict: UserAPIKeyAuth,
+    litellm_changed_by: Optional[str],
+) -> None:
+    """Emit an audit-log row for a /coordination_redis/settings mutation."""
+    if litellm.store_audit_logs is not True:
+        return
+
+    from litellm.proxy.management_helpers.audit_logs import create_audit_log_for_update
+    from litellm.proxy.proxy_server import litellm_proxy_admin_name
+
+    task = asyncio.create_task(
+        create_audit_log_for_update(
+            request_data=LiteLLM_AuditLogs(
+                id=str(uuid.uuid4()),
+                updated_at=datetime.now(timezone.utc),
+                changed_by=litellm_changed_by or user_api_key_dict.user_id or litellm_proxy_admin_name,
+                changed_by_api_key=user_api_key_dict.api_key,
+                table_name=LitellmTableNames.CONFIG_TABLE_NAME,
+                object_id=_COORDINATION_REDIS_KEY,
+                action=action,
+                updated_values=json.dumps({"settings": _redact_all_values(after_settings)}, default=str),
+                before_value=json.dumps({"settings": _redact_all_values(before_settings)}, default=str),
+            )
+        )
+    )
+    task.add_done_callback(_log_audit_task_exception)
+
+
+class CoordinationRedisSettingsResponse(BaseModel):
+    values: dict[str, object] = Field(description="Current coordination Redis settings, with credentials redacted")
+    fields: list[CoordinationRedisSettingsField] = Field(
+        description="List of all configurable coordination Redis settings with metadata"
+    )
+    source: Optional[CoordinationRedisSource] = Field(
+        description="Where the proxy's coordination Redis comes from; null when it has none"
+    )
+
+
+class CoordinationRedisSettingsRequest(BaseModel):
+    settings: dict[str, object] = Field(description="Coordination Redis connection params")
+
+
+class CoordinationRedisTestResponse(BaseModel):
+    status: str = Field(description="Connection status: 'healthy' or 'unhealthy'")
+    error: Optional[str] = Field(default=None, description="Error message if the connection failed")
+
+
+@router.get(
+    "/coordination_redis/settings",
+    tags=["Coordination Redis Settings"],
+    dependencies=[Depends(user_api_key_auth)],
+    response_model=CoordinationRedisSettingsResponse,
+)
+async def get_coordination_redis_settings(
+    user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
+) -> CoordinationRedisSettingsResponse:
+    """
+    Get the coordination Redis configuration and available settings.
+
+    Returns:
+    - values: current coordination Redis settings, with password/sentinel_password/url redacted
+    - fields: all configurable settings with their metadata (type, description, default, section)
+    - source: "coordination_redis" | "cache_backend" | "environment" | null
+    """
+    _enforce_proxy_admin(user_api_key_dict)
+
+    settings = await _current_coordination_redis_settings()
+    source = _coordination_redis_source(settings)
+
+    values = _redact_credentials(settings or {})
+    fields = [field.model_copy(deep=True) for field in COORDINATION_REDIS_SETTINGS_FIELDS]
+    for field in fields:
+        if field.field_name in values:
+            field.field_value = values[field.field_name]
+
+    return CoordinationRedisSettingsResponse(values=values, fields=fields, source=source)
+
+
+@router.post(
+    "/coordination_redis/settings",
+    tags=["Coordination Redis Settings"],
+    dependencies=[Depends(user_api_key_auth)],
+)
+async def update_coordination_redis_settings(
+    request: CoordinationRedisSettingsRequest,
+    user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
+    litellm_changed_by: Optional[str] = Header(
+        None,
+        description="The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability",
+    ),
+) -> dict[str, object]:
+    """
+    Save coordination Redis settings under `general_settings.coordination_redis`.
+
+    Parameters:
+    - settings: dict - Redis connection params (host, port, username, password, url, ssl, startup_nodes, sentinel_nodes, sentinel_password, service_name). Values may be `os.environ/VAR` references, which are stored as written and resolved at startup
+
+    The settings are written to the `general_settings` row of LiteLLM_Config,
+    which startup merges over the yaml config; the proxy picks them up on its
+    next restart.
+    """
+    from litellm.proxy.proxy_server import prisma_client, store_model_in_db
+
+    _enforce_proxy_admin(user_api_key_dict)
+
+    if prisma_client is None:
+        raise HTTPException(
+            status_code=500,
+            detail={"error": "Database not connected. Please connect a database."},
+        )
+
+    if store_model_in_db is not True:
+        raise HTTPException(
+            status_code=500,
+            detail={"error": "Set `'STORE_MODEL_IN_DB='True'` in your env to enable this feature."},
+        )
+
+    saved_settings = await _current_coordination_redis_settings()
+    settings = _merge_over_saved(request.settings, saved_settings or {})
+    _validated_params(settings)
+
+    general_settings = await _read_general_settings()
+    before_settings = general_settings.get(_COORDINATION_REDIS_KEY)
+    action: AUDIT_ACTIONS = "updated" if isinstance(before_settings, dict) else "created"
+
+    await ConfigRepository(prisma_client).set_param(
+        param_name=_GENERAL_SETTINGS_PARAM_NAME,
+        param_value={**general_settings, _COORDINATION_REDIS_KEY: settings},
+    )
+    await invalidate_config_param(_GENERAL_SETTINGS_PARAM_NAME)
+
+    # coordination_redis carries Redis credentials and decides where cross-pod
+    # rate-limit and spend state lives; an admin repointing it is a
+    # data-routing pivot, so make the change traceable.
+    await _emit_coordination_redis_audit_log(
+        action=action,
+        before_settings=before_settings if isinstance(before_settings, dict) else None,
+        after_settings=settings,
+        user_api_key_dict=user_api_key_dict,
+        litellm_changed_by=litellm_changed_by,
+    )
+
+    return {
+        "message": "Coordination Redis settings updated successfully. Restart the proxy to apply them.",
+        "status": "success",
+        "settings": _redact_credentials(settings),
+    }
+
+
+@router.post(
+    "/coordination_redis/settings/test",
+    tags=["Coordination Redis Settings"],
+    dependencies=[Depends(user_api_key_auth)],
+    response_model=CoordinationRedisTestResponse,
+)
+async def check_coordination_redis_connection(
+    request: CoordinationRedisSettingsRequest,
+    user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
+) -> CoordinationRedisTestResponse:
+    """
+    Test a coordination Redis connection with the provided credentials.
+
+    Parameters:
+    - settings: dict - Redis connection params to test. Credential fields sent back as `***REDACTED***` fall back to the saved value
+
+    Builds a throwaway client (never touching global state) and pings it.
+    """
+    from litellm.proxy.proxy_server import _build_redis_usage_cache
+
+    _enforce_proxy_admin(user_api_key_dict)
+
+    saved_settings = await _current_coordination_redis_settings()
+    settings = _merge_over_saved(request.settings, saved_settings or {})
+    params = _validated_params(settings)
+
+    redis_cache: Optional[RedisCache] = None
+    try:
+        redis_cache = _build_redis_usage_cache(params.model_dump(exclude_none=True))
+        await asyncio.wait_for(redis_cache.ping(), timeout=_PING_TIMEOUT_SECONDS)
+        return CoordinationRedisTestResponse(status="healthy")
+    except asyncio.TimeoutError:
+        return CoordinationRedisTestResponse(
+            status="unhealthy",
+            error=f"Connection timed out after {_PING_TIMEOUT_SECONDS}s",
+        )
+    except Exception as e:  # noqa: BLE001  # any client/connection failure is a health verdict, not a 500
+        return CoordinationRedisTestResponse(status="unhealthy", error=_scrub_credentials(str(e), settings))
+    finally:
+        if redis_cache is not None:
+            with suppress(Exception):
+                await redis_cache.disconnect()
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 38f944b897c..f0ca1f6396f 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -75,6 +75,7 @@
     ConfigGeneralSettings,
     ConfigList,
     ConfigYAML,
+    CoordinationRedisParams,
     EnterpriseLicenseData,
     FieldDetail,
     InvitationClaim,
@@ -362,6 +363,10 @@ def generate_feedback_box():
 from litellm.proxy.management_endpoints.callback_management_endpoints import (
     router as callback_management_endpoints_router,
 )
+from litellm.proxy.management_endpoints.coordination_redis_endpoints import (
+    get_persisted_coordination_redis_settings,
+    router as coordination_redis_settings_router,
+)
 from litellm.proxy.management_endpoints.common_utils import (
     _user_has_admin_privileges,
     _user_has_admin_view,
@@ -926,6 +931,16 @@ async def _run_pw_migration():
 
         asyncio.create_task(_run_pw_migration())
 
+    ## A coordination_redis block saved from the admin UI lives in the database,
+    ## which is only reachable once the prisma client exists. Apply it here, before
+    ## the coordination Redis is published to its consumers below.
+    db_coordination_redis_cache = await ProxyStartupEvent._init_coordination_redis_from_db(
+        litellm_settings=proxy_config.get_config_state().get("litellm_settings") or {},
+        llm_router=llm_router,
+    )
+    if db_coordination_redis_cache is not None:
+        _set_redis_usage_cache(db_coordination_redis_cache)
+
     ## use_redis_transaction_buffer: fall back to a standalone Redis (REDIS_* env)
     ## when the proxy cache backend is not Redis ##
     transaction_buffer_redis_cache = redis_usage_cache
@@ -3550,20 +3565,99 @@ def _apply_ssrf_general_settings(settings: Mapping[str, object]) -> None:
         )
 
 
+def _set_redis_usage_cache(coordination_redis_cache: RedisCache | None) -> None:
+    """Publish the resolved coordination Redis to the consumers that read it directly."""
+    global redis_usage_cache
+    redis_usage_cache = coordination_redis_cache
+
+
+def _resolve_coordination_redis_env_refs(raw_params: Mapping[str, object]) -> dict[str, object]:
+    """Resolve `os.environ/VAR` references in a coordination_redis block."""
+    return {
+        key: (get_secret(value) if isinstance(value, str) and value.startswith("os.environ/") else value)
+        for key, value in raw_params.items()
+    }
+
+
+def _build_redis_usage_cache(redis_params: Mapping[str, object]) -> RedisCache:
+    """
+    Builds the proxy's coordination Redis client from resolved connection
+    params. Cluster-mode targets (explicit `startup_nodes` or the
+    REDIS_CLUSTER_NODES env var) get a `RedisClusterCache`, so consumers that
+    branch on cluster mode (e.g. the v3 rate limiter) take the cluster path;
+    everything else (host/url/sentinel) gets a plain `RedisCache`.
+    """
+    startup_nodes = redis_params.get("startup_nodes")
+    if startup_nodes is None:
+        env_cluster_nodes = get_secret_str("REDIS_CLUSTER_NODES")
+        if env_cluster_nodes is not None:
+            startup_nodes = json.loads(env_cluster_nodes)
+    non_node_params = {key: value for key, value in redis_params.items() if key != "startup_nodes"}
+    if startup_nodes:
+        return RedisClusterCache(startup_nodes=startup_nodes, **non_node_params)
+    return RedisCache(**non_node_params)
+
+
+def _environment_has_redis_connection_target() -> bool:
+    """
+    Whether the REDIS_* environment variables name a Redis to connect to (host,
+    url, cluster nodes, or sentinel nodes). Read-only: callers that only need to
+    know whether the env fallback would apply use this instead of building a
+    client.
+    """
+    redis_env_kwargs = litellm._redis._redis_kwargs_from_environment()
+    return (
+        "host" in redis_env_kwargs
+        or "url" in redis_env_kwargs
+        or get_secret_str("REDIS_CLUSTER_NODES") is not None
+        or get_secret_str("REDIS_SENTINEL_NODES") is not None
+    )
+
+
 def _build_redis_usage_cache_from_environment() -> RedisCache | None:
     """
-    Builds a standalone RedisCache from REDIS_* environment variables.
+    Builds a standalone coordination Redis from REDIS_* environment variables.
 
     Lets the proxy's coordination Redis (cross-pod tpm/rpm rate limits, spend
     tracking, pod lock manager) run when the response-cache backend is not a
     plain Redis KV cache (e.g. a semantic cache, disk, or s3).
 
-    Returns None when no Redis host or url is set in the environment.
+    Returns None when the environment carries no connection target (host, url,
+    cluster nodes, or sentinel nodes).
     """
-    redis_env_kwargs = litellm._redis._redis_kwargs_from_environment()
-    if "host" not in redis_env_kwargs and "url" not in redis_env_kwargs:
+    if not _environment_has_redis_connection_target():
         return None
-    return RedisCache(**redis_env_kwargs)
+    return _build_redis_usage_cache(litellm._redis._redis_kwargs_from_environment())
+
+
+def _attach_redis_usage_cache(redis_cache: RedisCache, enable_redis_auth_cache: bool) -> None:
+    """
+    Wires an established coordination Redis into the proxy-level caches that
+    consume it directly: the spend counter cache, the cluster-wide config
+    cache, and (only when opted in) the virtual-key auth cache.
+    """
+    spend_counter_cache.attach_redis_cache(
+        redis_cache,
+        default_redis_ttl=litellm.default_redis_ttl,
+    )
+    if enable_redis_auth_cache is True:
+        user_api_key_cache.attach_redis_cache(
+            redis_cache,
+            default_redis_ttl=litellm.default_redis_ttl,
+        )
+        verbose_proxy_logger.info(
+            "enable_redis_auth_cache=True: attached Redis to "
+            "user_api_key_cache — virtual-key lookups are now "
+            "shared across all proxy workers."
+        )
+    else:
+        verbose_proxy_logger.info(
+            "enable_redis_auth_cache is not set: user_api_key_cache "
+            "remains in-memory only (per-worker). Set "
+            "litellm_settings.enable_redis_auth_cache: true to share "
+            "the auth cache across workers and reduce DB load."
+        )
+    litellm_config_cache.redis_cache = redis_cache
 
 
 class ProxyConfig:
@@ -3764,12 +3858,52 @@ def load_team_config(self, team_id: str):
         team_config = self._get_team_config(team_id=team_id, all_teams_config=all_teams_config)
         return team_config
 
+    def _init_coordination_redis(self, config: dict) -> RedisCache | None:
+        """
+        Builds the coordination Redis from `general_settings.coordination_redis`
+        when present, attaching it to the proxy-level caches. Runs before cache
+        init, so an explicit block takes precedence over borrowing the
+        response-cache Redis and over the REDIS_* env fallback. Returns the
+        built client (None when the block is absent) for the caller to publish.
+        """
+        settings = config.get("general_settings") or {}
+        litellm_settings = config.get("litellm_settings") or {}
+        raw_params = settings.get("coordination_redis")
+        if raw_params is None:
+            return None
+        if not isinstance(raw_params, dict):
+            raise ValueError("general_settings.coordination_redis must be a mapping of Redis connection params")
+
+        coordination_params = CoordinationRedisParams(**_resolve_coordination_redis_env_refs(raw_params))
+        if not coordination_params.has_connection_target():
+            raise ValueError(
+                "general_settings.coordination_redis needs a connection target: "
+                "set one of host, url, startup_nodes, or sentinel_nodes"
+            )
+
+        coordination_redis_cache = _build_redis_usage_cache(coordination_params.model_dump(exclude_none=True))
+        _attach_redis_usage_cache(
+            coordination_redis_cache,
+            enable_redis_auth_cache=litellm_settings.get("enable_redis_auth_cache", False) is True,
+        )
+        verbose_proxy_logger.info(
+            "coordination_redis: using a standalone Redis from general_settings "
+            "for usage tracking, rate limiting, and cross-pod coordination."
+        )
+        return coordination_redis_cache
+
     def _init_cache(
         self,
         cache_params: dict,
         enable_redis_auth_cache: bool = False,
-    ):
-        global redis_usage_cache, llm_router, general_settings
+    ) -> RedisCache | None:
+        """
+        Initializes the response cache and resolves the coordination Redis.
+
+        Returns the coordination Redis for the caller to publish: an explicit
+        coordination_redis block already set wins, else a plain-Redis response
+        cache backend is borrowed, else the REDIS_* environment fallback applies.
+        """
         from litellm import Cache
 
         if "default_in_memory_ttl" in cache_params:
@@ -3780,49 +3914,29 @@ def _init_cache(
 
         litellm.cache = Cache(**cache_params)
 
+        resolved_usage_cache = redis_usage_cache
         cache_backend = litellm.cache.cache if litellm.cache is not None else None
-        if isinstance(cache_backend, (RedisCache, RedisClusterCache)):
-            ## INIT PROXY REDIS USAGE CLIENT ##
-            redis_usage_cache = cache_backend
-        elif redis_usage_cache is None:
-            redis_usage_cache = _build_redis_usage_cache_from_environment()
-            if redis_usage_cache is not None:
-                verbose_proxy_logger.info(
-                    "Cache backend %s is not a Redis KV cache; built a standalone "
-                    "Redis from REDIS_* environment variables for usage tracking, "
-                    "rate limiting, and cross-pod coordination.",
-                    type(cache_backend).__name__,
-                )
-
-        if redis_usage_cache is not None:
-            spend_counter_cache.attach_redis_cache(
-                redis_usage_cache,
-                default_redis_ttl=litellm.default_redis_ttl,
-            )
-            # Note: PKCE verifier storage uses redis_usage_cache directly (not
-            # user_api_key_cache) to avoid routing all API-key lookups through Redis.
-            if enable_redis_auth_cache is True:
-                user_api_key_cache.attach_redis_cache(
-                    redis_usage_cache,
-                    default_redis_ttl=litellm.default_redis_ttl,
-                )
-                verbose_proxy_logger.info(
-                    "enable_redis_auth_cache=True: attached Redis to "
-                    "user_api_key_cache — virtual-key lookups are now "
-                    "shared across all proxy workers."
-                )
+        if resolved_usage_cache is None:
+            if isinstance(cache_backend, (RedisCache, RedisClusterCache)):
+                ## INIT PROXY REDIS USAGE CLIENT ##
+                resolved_usage_cache = cache_backend
             else:
-                verbose_proxy_logger.info(
-                    "enable_redis_auth_cache is not set: user_api_key_cache "
-                    "remains in-memory only (per-worker). Set "
-                    "litellm_settings.enable_redis_auth_cache: true to share "
-                    "the auth cache across workers and reduce DB load."
-                )
-            litellm_config_cache.redis_cache = redis_usage_cache
+                resolved_usage_cache = _build_redis_usage_cache_from_environment()
+                if resolved_usage_cache is not None:
+                    verbose_proxy_logger.info(
+                        "Cache backend %s is not a Redis KV cache; built a standalone "
+                        "Redis from REDIS_* environment variables for usage tracking, "
+                        "rate limiting, and cross-pod coordination.",
+                        type(cache_backend).__name__,
+                    )
+
+        if resolved_usage_cache is not None:
             # Note: PKCE verifier storage uses redis_usage_cache directly (not
             # user_api_key_cache) to avoid routing all API-key lookups through Redis.
+            _attach_redis_usage_cache(resolved_usage_cache, enable_redis_auth_cache)
         elif litellm_config_cache.redis_cache is None:
             verbose_proxy_logger.info("litellm_config_cache: no Redis configured; cluster-wide cache sharing disabled.")
+        return resolved_usage_cache
 
     def switch_on_llm_response_caching(self):
         """
@@ -4067,6 +4181,11 @@ async def load_config(self, router: Optional[litellm.Router], config_file_path:
 
         self._load_environment_variables(config=config)
 
+        ## Coordination Redis (before cache init, so the explicit block wins)
+        coordination_redis_cache = self._init_coordination_redis(config=config)
+        if coordination_redis_cache is not None:
+            _set_redis_usage_cache(coordination_redis_cache)
+
         ## Callback settings
         callback_settings = config.get("callback_settings", {})
         if callback_settings:
@@ -4147,9 +4266,11 @@ async def load_config(self, router: Optional[litellm.Router], config_file_path:
                             cache_params[key] = get_secret(value)
 
                     ## to pass a complete url, or set ssl=True, etc. just set it as `os.environ[REDIS_URL] = <your-redis-url>`, _redis.py checks for REDIS specific environment variables
-                    self._init_cache(
-                        cache_params=cache_params,
-                        enable_redis_auth_cache=litellm_settings.get("enable_redis_auth_cache", False) is True,
+                    _set_redis_usage_cache(
+                        self._init_cache(
+                            cache_params=cache_params,
+                            enable_redis_auth_cache=litellm_settings.get("enable_redis_auth_cache", False) is True,
+                        )
                     )
                     if litellm.cache is not None:
                         verbose_proxy_logger.debug(f"{blue_color_code}Set Cache on LiteLLM Proxy{reset_color_code}")
@@ -7294,6 +7415,46 @@ def _validate_redis_transaction_buffer_config(
                 "Redis for the transaction buffer."
             )
 
+    @staticmethod
+    async def _init_coordination_redis_from_db(
+        litellm_settings: Mapping[str, object],
+        llm_router: Optional[Router],
+    ) -> RedisCache | None:
+        """
+        Applies a coordination_redis block saved to the database, which the admin
+        UI writes and the config file therefore never carries.
+
+        Returns None when nothing is persisted or the persisted block names no
+        connection target, leaving the file/env resolution untouched.
+        """
+        try:
+            persisted = await get_persisted_coordination_redis_settings()
+        except Exception as e:  # noqa: BLE001  # a config-row read failure must not block proxy startup
+            verbose_proxy_logger.warning("Could not read coordination_redis from the database: %s", e)
+            return None
+        if persisted is None:
+            return None
+
+        coordination_params = CoordinationRedisParams(**_resolve_coordination_redis_env_refs(persisted))
+        if not coordination_params.has_connection_target():
+            verbose_proxy_logger.warning(
+                "coordination_redis saved in the database names no connection target; ignoring it."
+            )
+            return None
+
+        coordination_redis_cache = _build_redis_usage_cache(coordination_params.model_dump(exclude_none=True))
+        _attach_redis_usage_cache(
+            coordination_redis_cache,
+            enable_redis_auth_cache=litellm_settings.get("enable_redis_auth_cache", False) is True,
+        )
+        if llm_router is not None and llm_router.cache.redis_cache is None:
+            llm_router._update_redis_cache(cache=coordination_redis_cache)
+        verbose_proxy_logger.info(
+            "coordination_redis: using the standalone Redis saved in the database "
+            "for usage tracking, rate limiting, and cross-pod coordination."
+        )
+        return coordination_redis_cache
+
     @staticmethod
     def _get_transaction_buffer_redis_cache(
         general_settings: dict,
@@ -15835,6 +15996,7 @@ async def get_routes():
 app.include_router(router_settings_router)
 app.include_router(fallback_management_router)
 app.include_router(cache_settings_router)
+app.include_router(coordination_redis_settings_router)
 app.include_router(user_agent_analytics_router)
 app.include_router(enterprise_router)
 app.include_router(ui_discovery_endpoints_router)
diff --git a/litellm/types/management_endpoints/__init__.py b/litellm/types/management_endpoints/__init__.py
index 5c5bcb2e754..3b501443edd 100644
--- a/litellm/types/management_endpoints/__init__.py
+++ b/litellm/types/management_endpoints/__init__.py
@@ -7,6 +7,12 @@
     REDIS_TYPE_DESCRIPTIONS,
     CacheSettingsField,
 )
+from .coordination_redis_endpoints import (
+    COORDINATION_REDIS_SETTINGS_FIELDS,
+    CoordinationRedisSection,
+    CoordinationRedisSettingsField,
+    CoordinationRedisSource,
+)
 from .router_settings_endpoints import (
     ROUTER_SETTINGS_FIELDS,
     ROUTING_STRATEGY_DESCRIPTIONS,
@@ -20,4 +26,8 @@
     "CACHE_SETTINGS_FIELDS",
     "REDIS_TYPE_DESCRIPTIONS",
     "CacheSettingsField",
+    "COORDINATION_REDIS_SETTINGS_FIELDS",
+    "CoordinationRedisSection",
+    "CoordinationRedisSettingsField",
+    "CoordinationRedisSource",
 ]
diff --git a/litellm/types/management_endpoints/coordination_redis_endpoints.py b/litellm/types/management_endpoints/coordination_redis_endpoints.py
new file mode 100644
index 00000000000..b6889d83323
--- /dev/null
+++ b/litellm/types/management_endpoints/coordination_redis_endpoints.py
@@ -0,0 +1,105 @@
+"""
+Types and field definitions for coordination Redis settings management endpoints
+"""
+
+from typing import Literal, Optional
+
+from pydantic import BaseModel
+
+CoordinationRedisSection = Literal["connection", "cluster", "sentinel"]
+
+CoordinationRedisSource = Literal["coordination_redis", "cache_backend", "environment"]
+
+
+class CoordinationRedisSettingsField(BaseModel):
+    field_name: str
+    field_type: str
+    field_value: Optional[object] = None
+    field_description: str
+    field_default: Optional[object] = None
+    ui_field_name: str
+    section: CoordinationRedisSection
+
+
+COORDINATION_REDIS_SETTINGS_FIELDS: list[CoordinationRedisSettingsField] = [
+    CoordinationRedisSettingsField(
+        field_name="host",
+        field_type="String",
+        field_description="Redis server hostname or IP address",
+        ui_field_name="Host",
+        section="connection",
+    ),
+    CoordinationRedisSettingsField(
+        field_name="port",
+        field_type="Integer",
+        field_description="Redis server port number",
+        field_default=6379,
+        ui_field_name="Port",
+        section="connection",
+    ),
+    CoordinationRedisSettingsField(
+        field_name="username",
+        field_type="String",
+        field_description="Redis server username (if required)",
+        ui_field_name="Username",
+        section="connection",
+    ),
+    CoordinationRedisSettingsField(
+        field_name="password",
+        field_type="String",
+        field_description="Redis server password",
+        ui_field_name="Password",
+        section="connection",
+    ),
+    CoordinationRedisSettingsField(
+        field_name="url",
+        field_type="String",
+        field_description=(
+            "Full Redis connection URL (e.g. redis://:password@host:6379/1). "
+            "Set this instead of the discrete host/port/username/password fields."
+        ),
+        ui_field_name="Redis URL",
+        section="connection",
+    ),
+    CoordinationRedisSettingsField(
+        field_name="ssl",
+        field_type="Boolean",
+        field_description="Connect to Redis over TLS",
+        field_default=False,
+        ui_field_name="SSL",
+        section="connection",
+    ),
+    CoordinationRedisSettingsField(
+        field_name="startup_nodes",
+        field_type="List",
+        field_description=(
+            "Cluster-mode startup nodes (e.g. [{'host': '127.0.0.1', 'port': 7001}]). "
+            "When set, a Redis Cluster client is used."
+        ),
+        ui_field_name="Cluster Startup Nodes",
+        section="cluster",
+    ),
+    CoordinationRedisSettingsField(
+        field_name="sentinel_nodes",
+        field_type="List",
+        field_description=(
+            "Sentinel [host, port] pairs (e.g. [['localhost', 26379]]). When set, a Sentinel-managed client is used."
+        ),
+        ui_field_name="Sentinel Nodes",
+        section="sentinel",
+    ),
+    CoordinationRedisSettingsField(
+        field_name="sentinel_password",
+        field_type="String",
+        field_description="Password for the Redis Sentinel nodes",
+        ui_field_name="Sentinel Password",
+        section="sentinel",
+    ),
+    CoordinationRedisSettingsField(
+        field_name="service_name",
+        field_type="String",
+        field_description="Master service name for Redis Sentinel",
+        ui_field_name="Service Name",
+        section="sentinel",
+    ),
+]
diff --git a/proxy_server_config.yaml b/proxy_server_config.yaml
index 6feffe036bd..1a51dd0d0a7 100644
--- a/proxy_server_config.yaml
+++ b/proxy_server_config.yaml
@@ -189,7 +189,7 @@ litellm_settings:
       langfuse_host: https://us.cloud.langfuse.com
   # cache: true   # [OPTIONAL] use for caching responses 
   # enable_caching_on_provider_specific_optional_params: True  # Include provider-specific params in cache keys
-  # cache_params:  # And for shared health check
+  # cache_params:
   #   type: redis
   #   host: localhost
   #   port: 6379
@@ -228,8 +228,11 @@ general_settings:
   proxy_batch_write_at: 1
   database_connection_pool_limit: 10
   # background_health_checks: true
-  # use_shared_health_check: true
+  # use_shared_health_check: true  # needs a coordination Redis (below)
   # health_check_interval: 30
+  # coordination_redis:  # standalone Redis for cross-pod coordination: rate limits, spend tracking, pod locks, shared health checks
+  #   host: localhost
+  #   port: 6379
   # cancel_on_disconnect: true # cancel the in-flight upstream LLM request (non-streaming) when the client disconnects, freeing backend capacity (e.g. a vLLM GPU slot)
   # database_url: "postgresql://<user>:<password>@<host>:<port>/<dbname>" # [OPTIONAL] use for token-based auth to proxy
 
diff --git a/tests/test_litellm/proxy/management_endpoints/test_coordination_redis_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_coordination_redis_endpoints.py
new file mode 100644
index 00000000000..4e6bfc4c063
--- /dev/null
+++ b/tests/test_litellm/proxy/management_endpoints/test_coordination_redis_endpoints.py
@@ -0,0 +1,577 @@
+"""
+Unit tests for coordination Redis settings management endpoints
+"""
+
+import asyncio
+import json
+import os
+import sys
+from unittest.mock import AsyncMock, MagicMock, patch
+
+import pytest
+from fastapi import HTTPException
+
+sys.path.insert(0, os.path.abspath("../../../.."))  # Adds the parent directory to the system path
+
+import litellm
+from litellm.caching.caching import RedisCache
+from litellm.caching.redis_cluster_cache import RedisClusterCache
+from litellm.proxy._types import LitellmTableNames, LitellmUserRoles
+from litellm.proxy.auth.user_api_key_auth import UserAPIKeyAuth
+from litellm.proxy.management_endpoints.coordination_redis_endpoints import (
+    _REDACTED_VALUE,
+    CoordinationRedisSettingsRequest,
+    get_coordination_redis_settings,
+    check_coordination_redis_connection,
+    update_coordination_redis_settings,
+)
+from litellm.types.management_endpoints.coordination_redis_endpoints import (
+    COORDINATION_REDIS_SETTINGS_FIELDS,
+)
+
+_SAVED_SETTINGS = {
+    "host": "coord-redis.example.com",
+    "port": 6379,
+    "password": "super-secret-redis-pw",
+    "url": "redis://:super-secret-redis-pw@coord-redis.example.com:6379",
+    "sentinel_password": "super-secret-sentinel-pw",
+}
+
+
+def _admin_auth() -> UserAPIKeyAuth:
+    return UserAPIKeyAuth(
+        api_key="hashed",
+        user_id="admin-user",
+        user_role=LitellmUserRoles.PROXY_ADMIN,
+    )
+
+
+def _prisma_with_general_settings(general_settings: dict | None) -> MagicMock:
+    """A prisma client whose LiteLLM_Config `general_settings` row holds ``general_settings``."""
+    row = None
+    if general_settings is not None:
+        row = MagicMock()
+        row.param_value = json.dumps(general_settings)
+
+    mock_prisma = MagicMock()
+    mock_prisma.db.litellm_config.find_unique = AsyncMock(return_value=row)
+    mock_prisma.db.litellm_config.upsert = AsyncMock()
+    return mock_prisma
+
+
+def _proxy_config(file_general_settings: dict | None = None) -> MagicMock:
+    proxy_config = MagicMock()
+    proxy_config.get_config_state = MagicMock(
+        return_value={"general_settings": file_general_settings or {}},
+    )
+    return proxy_config
+
+
+# ── GET /coordination_redis/settings ──────────────────────────────────────────
+
+
+@pytest.mark.asyncio
+async def test_get_redacts_every_credential_field():
+    """password, sentinel_password and the (password-bearing) url never leave the
+    server in plaintext; non-credential fields come back untouched."""
+    with (
+        patch(
+            "litellm.proxy.proxy_server.prisma_client",
+            _prisma_with_general_settings({"coordination_redis": _SAVED_SETTINGS}),
+        ),
+        patch("litellm.proxy.proxy_server.proxy_config", _proxy_config()),
+    ):
+        response = await get_coordination_redis_settings(user_api_key_dict=_admin_auth())
+
+    serialized = json.dumps(response.model_dump())
+    assert "super-secret-redis-pw" not in serialized
+    assert "super-secret-sentinel-pw" not in serialized
+
+    assert response.values["password"] == _REDACTED_VALUE
+    assert response.values["sentinel_password"] == _REDACTED_VALUE
+    assert response.values["url"] == _REDACTED_VALUE
+    assert response.values["host"] == "coord-redis.example.com"
+    assert response.values["port"] == 6379
+
+    # field metadata is hydrated with the same redacted values
+    by_name = {field.field_name: field for field in response.fields}
+    assert by_name["password"].field_value == _REDACTED_VALUE
+    assert by_name["host"].field_value == "coord-redis.example.com"
+
+
+@pytest.mark.asyncio
+async def test_get_source_is_coordination_redis_when_block_present(monkeypatch):
+    """An explicit block wins even when a Redis cache backend and REDIS_* env both exist."""
+    monkeypatch.setattr(litellm, "cache", MagicMock(cache=MagicMock(spec=RedisCache)))
+    monkeypatch.setenv("REDIS_HOST", "env-redis")
+
+    with (
+        patch(
+            "litellm.proxy.proxy_server.prisma_client",
+            _prisma_with_general_settings({"coordination_redis": _SAVED_SETTINGS}),
+        ),
+        patch("litellm.proxy.proxy_server.proxy_config", _proxy_config()),
+    ):
+        response = await get_coordination_redis_settings(user_api_key_dict=_admin_auth())
+
+    assert response.source == "coordination_redis"
+
+
+@pytest.mark.asyncio
+async def test_get_source_reads_block_from_yaml_config_when_db_row_absent(monkeypatch):
+    """A block set in config.yaml (not the DB) still reports source=coordination_redis."""
+    monkeypatch.setattr(litellm, "cache", None)
+    monkeypatch.delenv("REDIS_HOST", raising=False)
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", _prisma_with_general_settings(None)),
+        patch(
+            "litellm.proxy.proxy_server.proxy_config",
+            _proxy_config({"coordination_redis": {"host": "yaml-redis"}}),
+        ),
+    ):
+        response = await get_coordination_redis_settings(user_api_key_dict=_admin_auth())
+
+    assert response.source == "coordination_redis"
+    assert response.values["host"] == "yaml-redis"
+
+
+@pytest.mark.parametrize("cache_backend_cls", [RedisCache, RedisClusterCache])
+@pytest.mark.asyncio
+async def test_get_source_is_cache_backend_when_no_block(monkeypatch, cache_backend_cls):
+    """With no explicit block, a plain-Redis response-cache backend is borrowed —
+    which beats the REDIS_* env fallback."""
+    monkeypatch.setattr(litellm, "cache", MagicMock(cache=MagicMock(spec=cache_backend_cls)))
+    monkeypatch.setenv("REDIS_HOST", "env-redis")
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", _prisma_with_general_settings({})),
+        patch("litellm.proxy.proxy_server.proxy_config", _proxy_config()),
+    ):
+        response = await get_coordination_redis_settings(user_api_key_dict=_admin_auth())
+
+    assert response.source == "cache_backend"
+    assert response.values == {}
+
+
+@pytest.mark.asyncio
+async def test_get_source_is_environment_when_no_block_and_non_redis_cache(monkeypatch):
+    """A non-Redis cache backend falls through to the REDIS_* env fallback."""
+    monkeypatch.setattr(litellm, "cache", MagicMock(cache=MagicMock()))
+    monkeypatch.setenv("REDIS_HOST", "env-redis")
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", _prisma_with_general_settings({})),
+        patch("litellm.proxy.proxy_server.proxy_config", _proxy_config()),
+    ):
+        response = await get_coordination_redis_settings(user_api_key_dict=_admin_auth())
+
+    assert response.source == "environment"
+
+
+@pytest.mark.asyncio
+async def test_get_source_is_none_when_nothing_configured(monkeypatch):
+    monkeypatch.setattr(litellm, "cache", None)
+    for env_var in ("REDIS_HOST", "REDIS_URL", "REDIS_CLUSTER_NODES", "REDIS_SENTINEL_NODES"):
+        monkeypatch.delenv(env_var, raising=False)
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", _prisma_with_general_settings({})),
+        patch("litellm.proxy.proxy_server.proxy_config", _proxy_config()),
+    ):
+        response = await get_coordination_redis_settings(user_api_key_dict=_admin_auth())
+
+    assert response.source is None
+
+
+@pytest.mark.asyncio
+async def test_get_source_does_not_build_a_client(monkeypatch):
+    """The env-fallback probe is read-only: no Redis client is constructed on GET."""
+    monkeypatch.setattr(litellm, "cache", None)
+    monkeypatch.setenv("REDIS_HOST", "env-redis")
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", _prisma_with_general_settings({})),
+        patch("litellm.proxy.proxy_server.proxy_config", _proxy_config()),
+        patch("litellm.proxy.proxy_server._build_redis_usage_cache") as mock_build,
+    ):
+        response = await get_coordination_redis_settings(user_api_key_dict=_admin_auth())
+
+    assert response.source == "environment"
+    mock_build.assert_not_called()
+
+
+@pytest.mark.asyncio
+async def test_get_rejects_non_admin():
+    with pytest.raises(HTTPException) as exc_info:
+        await get_coordination_redis_settings(
+            user_api_key_dict=UserAPIKeyAuth(api_key="hashed", user_role=LitellmUserRoles.INTERNAL_USER)
+        )
+    assert exc_info.value.status_code == 403
+
+
+def test_fields_cover_every_coordination_redis_param():
+    """The declarative field list drives the Admin UI form; it must stay in sync
+    with the model the backend validates against."""
+    from litellm.proxy._types import CoordinationRedisParams
+
+    assert {field.field_name for field in COORDINATION_REDIS_SETTINGS_FIELDS} == set(
+        CoordinationRedisParams.model_fields.keys()
+    )
+
+    by_name = {field.field_name: field for field in COORDINATION_REDIS_SETTINGS_FIELDS}
+    assert by_name["startup_nodes"].section == "cluster"
+    assert by_name["sentinel_nodes"].section == "sentinel"
+    assert by_name["host"].section == "connection"
+
+
+# ── POST /coordination_redis/settings ─────────────────────────────────────────
+
+
+@pytest.mark.asyncio
+async def test_update_rejects_settings_without_a_connection_target(monkeypatch):
+    """A block with no host/url/startup_nodes/sentinel_nodes would blow up at
+    startup; reject it at write time and persist nothing."""
+    monkeypatch.setattr(litellm, "store_audit_logs", False)
+    mock_prisma = _prisma_with_general_settings({})
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", mock_prisma),
+        patch("litellm.proxy.proxy_server.proxy_config", _proxy_config()),
+        patch("litellm.proxy.proxy_server.store_model_in_db", True),
+    ):
+        with pytest.raises(HTTPException) as exc_info:
+            await update_coordination_redis_settings(
+                request=CoordinationRedisSettingsRequest(settings={"ssl": True, "service_name": "mymaster"}),
+                user_api_key_dict=_admin_auth(),
+                litellm_changed_by=None,
+            )
+
+    assert exc_info.value.status_code == 400
+    mock_prisma.db.litellm_config.upsert.assert_not_called()
+
+
+@pytest.mark.asyncio
+async def test_update_persists_into_the_general_settings_config_row(monkeypatch):
+    """Settings land under `general_settings.coordination_redis` in LiteLLM_Config
+    (the row startup merges over the yaml config), and sibling general_settings
+    keys survive the write."""
+    monkeypatch.setattr(litellm, "store_audit_logs", False)
+    mock_prisma = _prisma_with_general_settings({"master_key": "sk-1234"})
+    invalidated: list[str] = []
+
+    async def _capture_invalidate(param_name: str) -> None:
+        invalidated.append(param_name)
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", mock_prisma),
+        patch("litellm.proxy.proxy_server.proxy_config", _proxy_config()),
+        patch("litellm.proxy.proxy_server.store_model_in_db", True),
+        patch(
+            "litellm.proxy.management_endpoints.coordination_redis_endpoints.invalidate_config_param",
+            new=_capture_invalidate,
+        ),
+    ):
+        response = await update_coordination_redis_settings(
+            request=CoordinationRedisSettingsRequest(
+                settings={"host": "coord-redis.example.com", "port": 6379, "password": "pw"}
+            ),
+            user_api_key_dict=_admin_auth(),
+            litellm_changed_by=None,
+        )
+
+    upsert_kwargs = mock_prisma.db.litellm_config.upsert.call_args.kwargs
+    assert upsert_kwargs["where"] == {"param_name": "general_settings"}
+    persisted = json.loads(upsert_kwargs["data"]["update"]["param_value"])
+    assert persisted["coordination_redis"] == {
+        "host": "coord-redis.example.com",
+        "port": 6379,
+        "password": "pw",
+    }
+    assert persisted["master_key"] == "sk-1234"
+    assert invalidated == ["general_settings"]
+
+    # the response echoes the saved settings back redacted
+    assert response["settings"]["password"] == _REDACTED_VALUE
+    assert response["settings"]["host"] == "coord-redis.example.com"
+
+
+@pytest.mark.asyncio
+async def test_update_persists_os_environ_refs_verbatim(monkeypatch):
+    """`os.environ/VAR` refs are resolved only to validate; the ref itself is what
+    gets stored, so the credential never lands in the DB."""
+    monkeypatch.setattr(litellm, "store_audit_logs", False)
+    monkeypatch.setenv("MY_REDIS_HOST", "resolved-host")
+    mock_prisma = _prisma_with_general_settings({})
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", mock_prisma),
+        patch("litellm.proxy.proxy_server.proxy_config", _proxy_config()),
+        patch("litellm.proxy.proxy_server.store_model_in_db", True),
+        patch(
+            "litellm.proxy.management_endpoints.coordination_redis_endpoints.invalidate_config_param",
+            new=AsyncMock(),
+        ),
+    ):
+        await update_coordination_redis_settings(
+            request=CoordinationRedisSettingsRequest(settings={"host": "os.environ/MY_REDIS_HOST"}),
+            user_api_key_dict=_admin_auth(),
+            litellm_changed_by=None,
+        )
+
+    persisted = json.loads(mock_prisma.db.litellm_config.upsert.call_args.kwargs["data"]["update"]["param_value"])
+    assert persisted["coordination_redis"] == {"host": "os.environ/MY_REDIS_HOST"}
+
+
+@pytest.mark.asyncio
+async def test_update_keeps_saved_credential_when_client_echoes_the_redaction_marker(monkeypatch):
+    """The UI reads settings back redacted; re-submitting them must not persist
+    `***REDACTED***` as the password."""
+    monkeypatch.setattr(litellm, "store_audit_logs", False)
+    mock_prisma = _prisma_with_general_settings({"coordination_redis": _SAVED_SETTINGS})
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", mock_prisma),
+        patch("litellm.proxy.proxy_server.proxy_config", _proxy_config()),
+        patch("litellm.proxy.proxy_server.store_model_in_db", True),
+        patch(
+            "litellm.proxy.management_endpoints.coordination_redis_endpoints.invalidate_config_param",
+            new=AsyncMock(),
+        ),
+    ):
+        await update_coordination_redis_settings(
+            request=CoordinationRedisSettingsRequest(
+                settings={"host": "new-host", "port": 6380, "password": _REDACTED_VALUE}
+            ),
+            user_api_key_dict=_admin_auth(),
+            litellm_changed_by=None,
+        )
+
+    persisted = json.loads(mock_prisma.db.litellm_config.upsert.call_args.kwargs["data"]["update"]["param_value"])
+    assert persisted["coordination_redis"]["password"] == "super-secret-redis-pw"
+    assert persisted["coordination_redis"]["host"] == "new-host"
+
+
+@pytest.mark.asyncio
+async def test_update_emits_audit_log_with_values_redacted(monkeypatch):
+    monkeypatch.setattr(litellm, "store_audit_logs", True)
+    mock_prisma = _prisma_with_general_settings({})
+    audit_calls = []
+
+    async def capture(request_data):
+        audit_calls.append(request_data)
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", mock_prisma),
+        patch("litellm.proxy.proxy_server.proxy_config", _proxy_config()),
+        patch("litellm.proxy.proxy_server.store_model_in_db", True),
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.management_endpoints.coordination_redis_endpoints.invalidate_config_param",
+            new=AsyncMock(),
+        ),
+        patch("litellm.proxy.management_helpers.audit_logs.create_audit_log_for_update", new=capture),
+    ):
+        await update_coordination_redis_settings(
+            request=CoordinationRedisSettingsRequest(
+                settings={"host": "coord-redis.example.com", "password": "super-secret-redis-pw"}
+            ),
+            user_api_key_dict=_admin_auth(),
+            litellm_changed_by=None,
+        )
+        for _ in range(3):
+            await asyncio.sleep(0)
+
+    assert len(audit_calls) == 1
+    log = audit_calls[0]
+    assert log.table_name == LitellmTableNames.CONFIG_TABLE_NAME
+    assert log.object_id == "coordination_redis"
+    assert log.action == "created"  # no prior block → create
+
+    after = json.loads(log.updated_values)
+    assert set(after["settings"].keys()) == {"host", "password"}
+    assert "super-secret-redis-pw" not in log.updated_values
+    assert "coord-redis.example.com" not in log.updated_values
+
+
+@pytest.mark.asyncio
+async def test_update_audit_action_is_updated_when_a_block_already_exists(monkeypatch):
+    monkeypatch.setattr(litellm, "store_audit_logs", True)
+    mock_prisma = _prisma_with_general_settings({"coordination_redis": {"host": "old-host"}})
+    audit_calls = []
+
+    async def capture(request_data):
+        audit_calls.append(request_data)
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", mock_prisma),
+        patch("litellm.proxy.proxy_server.proxy_config", _proxy_config()),
+        patch("litellm.proxy.proxy_server.store_model_in_db", True),
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        patch(
+            "litellm.proxy.management_endpoints.coordination_redis_endpoints.invalidate_config_param",
+            new=AsyncMock(),
+        ),
+        patch("litellm.proxy.management_helpers.audit_logs.create_audit_log_for_update", new=capture),
+    ):
+        await update_coordination_redis_settings(
+            request=CoordinationRedisSettingsRequest(settings={"host": "new-host"}),
+            user_api_key_dict=_admin_auth(),
+            litellm_changed_by=None,
+        )
+        for _ in range(3):
+            await asyncio.sleep(0)
+
+    assert audit_calls[0].action == "updated"
+    assert json.loads(audit_calls[0].before_value)["settings"] == {"host": _REDACTED_VALUE}
+
+
+@pytest.mark.asyncio
+async def test_update_rejects_non_admin():
+    with pytest.raises(HTTPException) as exc_info:
+        await update_coordination_redis_settings(
+            request=CoordinationRedisSettingsRequest(settings={"host": "coord-redis.example.com"}),
+            user_api_key_dict=UserAPIKeyAuth(api_key="hashed", user_role=LitellmUserRoles.INTERNAL_USER),
+            litellm_changed_by=None,
+        )
+    assert exc_info.value.status_code == 403
+
+
+# ── POST /coordination_redis/settings/test ────────────────────────────────────
+
+
+@pytest.mark.asyncio
+async def test_connection_test_returns_healthy_on_successful_ping():
+    mock_client = MagicMock()
+    mock_client.ping = AsyncMock(return_value=True)
+    mock_client.disconnect = AsyncMock()
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", _prisma_with_general_settings({})),
+        patch("litellm.proxy.proxy_server.proxy_config", _proxy_config()),
+        patch("litellm.proxy.proxy_server._build_redis_usage_cache", return_value=mock_client) as mock_build,
+    ):
+        response = await check_coordination_redis_connection(
+            request=CoordinationRedisSettingsRequest(
+                settings={"host": "coord-redis.example.com", "port": 6379, "password": "pw"}
+            ),
+            user_api_key_dict=_admin_auth(),
+        )
+
+    assert response.status == "healthy"
+    assert response.error is None
+    assert mock_build.call_args.args[0] == {"host": "coord-redis.example.com", "port": 6379, "password": "pw"}
+    mock_client.ping.assert_awaited_once()
+    mock_client.disconnect.assert_awaited_once()
+
+
+@pytest.mark.asyncio
+async def test_connection_test_reports_unhealthy_without_leaking_the_password():
+    """Redis client errors echo the connection url back; the password must be
+    scrubbed out of the error the admin sees."""
+    mock_client = MagicMock()
+    mock_client.ping = AsyncMock(
+        side_effect=ConnectionError("Error connecting to redis://:super-secret-redis-pw@coord-redis.example.com:6379")
+    )
+    mock_client.disconnect = AsyncMock()
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", _prisma_with_general_settings({})),
+        patch("litellm.proxy.proxy_server.proxy_config", _proxy_config()),
+        patch("litellm.proxy.proxy_server._build_redis_usage_cache", return_value=mock_client),
+    ):
+        response = await check_coordination_redis_connection(
+            request=CoordinationRedisSettingsRequest(
+                settings={
+                    "host": "coord-redis.example.com",
+                    "url": "redis://:super-secret-redis-pw@coord-redis.example.com:6379",
+                    "password": "super-secret-redis-pw",
+                }
+            ),
+            user_api_key_dict=_admin_auth(),
+        )
+
+    assert response.status == "unhealthy"
+    assert response.error is not None
+    assert "super-secret-redis-pw" not in response.error
+    assert _REDACTED_VALUE in response.error
+    mock_client.disconnect.assert_awaited_once()
+
+
+@pytest.mark.asyncio
+async def test_connection_test_uses_the_saved_password_for_a_redacted_field():
+    """An admin re-testing settings read back from GET sends `***REDACTED***`;
+    the saved credential is what actually gets dialed."""
+    mock_client = MagicMock()
+    mock_client.ping = AsyncMock(return_value=True)
+    mock_client.disconnect = AsyncMock()
+
+    with (
+        patch(
+            "litellm.proxy.proxy_server.prisma_client",
+            _prisma_with_general_settings({"coordination_redis": _SAVED_SETTINGS}),
+        ),
+        patch("litellm.proxy.proxy_server.proxy_config", _proxy_config()),
+        patch("litellm.proxy.proxy_server._build_redis_usage_cache", return_value=mock_client) as mock_build,
+    ):
+        response = await check_coordination_redis_connection(
+            request=CoordinationRedisSettingsRequest(
+                settings={"host": "coord-redis.example.com", "password": _REDACTED_VALUE}
+            ),
+            user_api_key_dict=_admin_auth(),
+        )
+
+    assert response.status == "healthy"
+    assert mock_build.call_args.args[0]["password"] == "super-secret-redis-pw"
+
+
+@pytest.mark.asyncio
+async def test_connection_test_times_out_instead_of_hanging():
+    async def _never_returns():
+        await asyncio.sleep(60)
+
+    mock_client = MagicMock()
+    mock_client.ping = MagicMock(side_effect=lambda: _never_returns())
+    mock_client.disconnect = AsyncMock()
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", _prisma_with_general_settings({})),
+        patch("litellm.proxy.proxy_server.proxy_config", _proxy_config()),
+        patch("litellm.proxy.proxy_server._build_redis_usage_cache", return_value=mock_client),
+        patch(
+            "litellm.proxy.management_endpoints.coordination_redis_endpoints._PING_TIMEOUT_SECONDS",
+            0.01,
+        ),
+    ):
+        response = await check_coordination_redis_connection(
+            request=CoordinationRedisSettingsRequest(settings={"host": "unreachable"}),
+            user_api_key_dict=_admin_auth(),
+        )
+
+    assert response.status == "unhealthy"
+    assert "timed out" in (response.error or "")
+
+
+@pytest.mark.asyncio
+async def test_connection_test_rejects_settings_without_a_connection_target():
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", _prisma_with_general_settings({})),
+        patch("litellm.proxy.proxy_server.proxy_config", _proxy_config()),
+    ):
+        with pytest.raises(HTTPException) as exc_info:
+            await check_coordination_redis_connection(
+                request=CoordinationRedisSettingsRequest(settings={"ssl": True}),
+                user_api_key_dict=_admin_auth(),
+            )
+
+    assert exc_info.value.status_code == 400
+
+
+@pytest.mark.asyncio
+async def test_connection_test_rejects_non_admin():
+    with pytest.raises(HTTPException) as exc_info:
+        await check_coordination_redis_connection(
+            request=CoordinationRedisSettingsRequest(settings={"host": "coord-redis.example.com"}),
+            user_api_key_dict=UserAPIKeyAuth(api_key="hashed", user_role=LitellmUserRoles.INTERNAL_USER),
+        )
+    assert exc_info.value.status_code == 403
diff --git a/tests/test_litellm/proxy/test_proxy_server.py b/tests/test_litellm/proxy/test_proxy_server.py
index a2d186bcdbf..603d5cc15b7 100644
--- a/tests/test_litellm/proxy/test_proxy_server.py
+++ b/tests/test_litellm/proxy/test_proxy_server.py
@@ -26,6 +26,7 @@
 import litellm
 import litellm.proxy.proxy_server as proxy_server_module
 from litellm.caching.caching import RedisCache
+from litellm.caching.redis_cluster_cache import RedisClusterCache
 from litellm.caching.dual_cache import DualCache
 from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
@@ -9396,11 +9397,9 @@ def _run_init_cache_with_backend(cache_backend, redis_env_kwargs):
         patch("litellm.Cache", return_value=mock_litellm_cache),
     ):
         litellm.cache = None
-        proxy_server_module.ProxyConfig()._init_cache(
-            cache_params={"type": "qdrant-semantic"}
-        )
+        resolved = proxy_server_module.ProxyConfig()._init_cache(cache_params={"type": "qdrant-semantic"})
         return (
-            proxy_server_module.redis_usage_cache,
+            resolved,
             fresh_spend_cache.redis_cache,
             fresh_config_cache.redis_cache,
         )
@@ -9448,3 +9447,242 @@ def test_init_cache_redis_backend_reuses_cache_backend_over_environment():
     assert usage_cache is redis_backend
     assert usage_cache.init_kwargs["host"] == "cache-params-host"
     assert spend_redis is redis_backend
+
+
+class _EnvBuiltClusterCache(RedisClusterCache):
+    """RedisClusterCache stand-in that records constructor kwargs and never
+    opens a network connection."""
+
+    def __init__(self, **kwargs):
+        self.init_kwargs = kwargs
+
+
+def _run_init_coordination_redis(config, env=None):
+    """Run ProxyConfig._init_coordination_redis against a stubbed module state,
+    returning (redis_usage_cache, spend_counter redis, config-cache redis)."""
+    fresh_spend_cache = DualCache()
+    fresh_config_cache = types.SimpleNamespace(redis_cache=None)
+
+    with (
+        patch.object(proxy_server_module, "redis_usage_cache", None),
+        patch.object(proxy_server_module, "spend_counter_cache", fresh_spend_cache),
+        patch.object(proxy_server_module, "user_api_key_cache", DualCache()),
+        patch.object(proxy_server_module, "litellm_config_cache", fresh_config_cache),
+        patch.object(proxy_server_module, "RedisCache", _EnvBuiltRedisCache),
+        patch.object(proxy_server_module, "RedisClusterCache", _EnvBuiltClusterCache),
+        mock.patch.dict(os.environ, env or {}, clear=False),
+    ):
+        built = proxy_server_module.ProxyConfig()._init_coordination_redis(config=config)
+        return (
+            built,
+            fresh_spend_cache.redis_cache,
+            fresh_config_cache.redis_cache,
+        )
+
+
+def test_init_coordination_redis_explicit_block_builds_standalone_client():
+    """general_settings.coordination_redis must build the coordination Redis
+    even when no response cache is configured at all, and attach it to the
+    spend counter and config caches."""
+    usage_cache, spend_redis, config_redis = _run_init_coordination_redis(
+        config={"general_settings": {"coordination_redis": {"host": "coord-host", "port": 6380}}},
+    )
+
+    assert isinstance(usage_cache, _EnvBuiltRedisCache)
+    assert usage_cache.init_kwargs["host"] == "coord-host"
+    assert usage_cache.init_kwargs["port"] == 6380
+    assert spend_redis is usage_cache
+    assert config_redis is usage_cache
+
+
+def test_init_coordination_redis_resolves_os_environ_references():
+    """os.environ/ values inside the coordination_redis block must be resolved
+    the same way cache_params values are."""
+    usage_cache, _, _ = _run_init_coordination_redis(
+        config={"general_settings": {"coordination_redis": {"host": "os.environ/COORD_REDIS_HOST"}}},
+        env={"COORD_REDIS_HOST": "resolved-host"},
+    )
+
+    assert usage_cache.init_kwargs["host"] == "resolved-host"
+
+
+def test_init_coordination_redis_startup_nodes_builds_cluster_client():
+    """A coordination_redis block with startup_nodes must construct a cluster
+    client, so cluster-aware consumers (v3 rate limiter) take the cluster path."""
+    usage_cache, _, _ = _run_init_coordination_redis(
+        config={
+            "general_settings": {
+                "coordination_redis": {"startup_nodes": [{"host": "node-1", "port": 7000}]}
+            }
+        },
+    )
+
+    assert isinstance(usage_cache, _EnvBuiltClusterCache)
+    assert usage_cache.init_kwargs["startup_nodes"] == [{"host": "node-1", "port": 7000}]
+
+
+def test_init_coordination_redis_without_connection_target_raises():
+    """A coordination_redis block with no host, url, startup_nodes, or
+    sentinel_nodes is a config error and must fail startup loudly instead of
+    silently running without coordination."""
+    with pytest.raises(ValueError, match="connection target"):
+        _run_init_coordination_redis(
+            config={"general_settings": {"coordination_redis": {"ssl": True}}},
+        )
+
+
+def test_init_coordination_redis_non_mapping_block_raises():
+    """A scalar coordination_redis value is a config error."""
+    with pytest.raises(ValueError, match="mapping"):
+        _run_init_coordination_redis(
+            config={"general_settings": {"coordination_redis": "redis://host:6379"}},
+        )
+
+
+def test_init_coordination_redis_absent_leaves_usage_cache_unset():
+    """Without the block, nothing changes: the coordination Redis stays unset
+    for the downstream borrow / env fallback logic to decide."""
+    usage_cache, spend_redis, _ = _run_init_coordination_redis(
+        config={"general_settings": {}},
+    )
+
+    assert usage_cache is None
+    assert spend_redis is None
+
+
+def test_explicit_coordination_redis_takes_precedence_over_cache_backend():
+    """When both an explicit coordination_redis block and a plain-Redis
+    response cache are configured, the explicit block must win; the cache
+    backend must not overwrite it."""
+    fresh_spend_cache = DualCache()
+    fresh_config_cache = types.SimpleNamespace(redis_cache=None)
+    cache_backend = _EnvBuiltRedisCache(host="cache-backend-host")
+    mock_litellm_cache = MagicMock()
+    mock_litellm_cache.cache = cache_backend
+
+    with (
+        patch.object(proxy_server_module, "redis_usage_cache", None),
+        patch.object(proxy_server_module, "spend_counter_cache", fresh_spend_cache),
+        patch.object(proxy_server_module, "user_api_key_cache", DualCache()),
+        patch.object(proxy_server_module, "llm_router", None),
+        patch.object(proxy_server_module, "litellm_config_cache", fresh_config_cache),
+        patch.object(proxy_server_module, "RedisCache", _EnvBuiltRedisCache),
+        patch.object(proxy_server_module, "RedisClusterCache", _EnvBuiltClusterCache),
+        patch("litellm.Cache", return_value=mock_litellm_cache),
+    ):
+        litellm.cache = None
+        proxy_config = proxy_server_module.ProxyConfig()
+        built = proxy_config._init_coordination_redis(
+            config={"general_settings": {"coordination_redis": {"host": "explicit-coord-host"}}}
+        )
+        assert built is not None
+        proxy_server_module.redis_usage_cache = built
+        usage_cache = proxy_config._init_cache(cache_params={"type": "redis"})
+
+        assert isinstance(usage_cache, _EnvBuiltRedisCache)
+        assert usage_cache is not cache_backend
+        assert usage_cache.init_kwargs["host"] == "explicit-coord-host"
+        assert fresh_spend_cache.redis_cache is usage_cache
+
+
+def test_env_fallback_builds_cluster_client_from_cluster_nodes_env():
+    """A deployment whose only Redis env is REDIS_CLUSTER_NODES must still get
+    a coordination Redis from the env fallback, and it must be a cluster
+    client so cluster-aware consumers take the cluster path."""
+    nodes = '[{"host": "cnode-1", "port": 7000}]'
+    with (
+        patch.object(proxy_server_module, "RedisCache", _EnvBuiltRedisCache),
+        patch.object(proxy_server_module, "RedisClusterCache", _EnvBuiltClusterCache),
+        patch("litellm._redis._redis_kwargs_from_environment", return_value={}),
+        mock.patch.dict(os.environ, {"REDIS_CLUSTER_NODES": nodes}, clear=False),
+    ):
+        result = proxy_server_module._build_redis_usage_cache_from_environment()
+
+    assert isinstance(result, _EnvBuiltClusterCache)
+    assert result.init_kwargs["startup_nodes"] == [{"host": "cnode-1", "port": 7000}]
+
+
+def test_env_fallback_builds_client_from_sentinel_nodes_env():
+    """A sentinel-only environment (REDIS_SENTINEL_NODES, no host or url) must
+    also produce a coordination Redis from the env fallback."""
+    with (
+        patch.object(proxy_server_module, "RedisCache", _EnvBuiltRedisCache),
+        patch.object(proxy_server_module, "RedisClusterCache", _EnvBuiltClusterCache),
+        patch("litellm._redis._redis_kwargs_from_environment", return_value={}),
+        mock.patch.dict(os.environ, {"REDIS_SENTINEL_NODES": '[["s1", 26379]]'}, clear=False),
+    ):
+        result = proxy_server_module._build_redis_usage_cache_from_environment()
+
+    assert isinstance(result, _EnvBuiltRedisCache)
+
+
+@pytest.mark.asyncio
+async def test_startup_applies_coordination_redis_saved_in_database():
+    """A coordination_redis block saved from the admin UI lives only in the
+    database, so startup must read it and build the coordination Redis from it.
+    Without this the save endpoint's "restart to apply" promise is false and the
+    proxy silently coordinates in per-pod memory."""
+    fresh_spend_cache = DualCache()
+    fresh_config_cache = types.SimpleNamespace(redis_cache=None)
+
+    with (
+        patch.object(proxy_server_module, "spend_counter_cache", fresh_spend_cache),
+        patch.object(proxy_server_module, "user_api_key_cache", DualCache()),
+        patch.object(proxy_server_module, "litellm_config_cache", fresh_config_cache),
+        patch.object(proxy_server_module, "RedisCache", _EnvBuiltRedisCache),
+        patch.object(proxy_server_module, "RedisClusterCache", _EnvBuiltClusterCache),
+        patch.object(
+            proxy_server_module,
+            "get_persisted_coordination_redis_settings",
+            AsyncMock(return_value={"host": "db-host", "port": 6381}),
+        ),
+    ):
+        result = await proxy_server_module.ProxyStartupEvent._init_coordination_redis_from_db(
+            litellm_settings={},
+            llm_router=None,
+        )
+
+    assert isinstance(result, _EnvBuiltRedisCache)
+    assert result.init_kwargs["host"] == "db-host"
+    assert fresh_spend_cache.redis_cache is result
+    assert fresh_config_cache.redis_cache is result
+
+
+@pytest.mark.asyncio
+async def test_startup_ignores_database_coordination_redis_without_connection_target():
+    """A persisted block with no host/url/cluster/sentinel must be ignored rather
+    than crashing startup or building a client that cannot connect."""
+    with (
+        patch.object(proxy_server_module, "spend_counter_cache", DualCache()),
+        patch.object(proxy_server_module, "litellm_config_cache", types.SimpleNamespace(redis_cache=None)),
+        patch.object(proxy_server_module, "RedisCache", _EnvBuiltRedisCache),
+        patch.object(
+            proxy_server_module,
+            "get_persisted_coordination_redis_settings",
+            AsyncMock(return_value={"ssl": True}),
+        ),
+    ):
+        result = await proxy_server_module.ProxyStartupEvent._init_coordination_redis_from_db(
+            litellm_settings={},
+            llm_router=None,
+        )
+
+    assert result is None
+
+
+@pytest.mark.asyncio
+async def test_startup_survives_database_read_failure_for_coordination_redis():
+    """A config-row read failure must not block proxy startup."""
+    with (
+        patch.object(
+            proxy_server_module,
+            "get_persisted_coordination_redis_settings",
+            AsyncMock(side_effect=RuntimeError("db unreachable")),
+        ),
+    ):
+        result = await proxy_server_module.ProxyStartupEvent._init_coordination_redis_from_db(
+            litellm_settings={},
+            llm_router=None,
+        )
+
+    assert result is None
diff --git a/tests/test_litellm/test_redis.py b/tests/test_litellm/test_redis.py
index 0081e1c819f..305b402821b 100644
--- a/tests/test_litellm/test_redis.py
+++ b/tests/test_litellm/test_redis.py
@@ -629,3 +629,46 @@ def test_sync_client_url_used_when_no_cluster(mock_from_url, monkeypatch):
     get_redis_client()
 
     mock_from_url.assert_called_once()
+
+
+@patch("litellm._redis.redis.Redis.from_url")
+def test_explicit_host_outranks_environment_redis_url(mock_from_url, monkeypatch):
+    """
+    An explicitly configured host must win over REDIS_URL in the environment.
+
+    Otherwise the url branch strips the caller's host/port and the client
+    silently connects to whatever REDIS_URL names, so an explicit config block
+    (or a connection test typed into the admin UI) targets the wrong server.
+    """
+    monkeypatch.setenv("REDIS_URL", "redis://env-host:6379")
+    monkeypatch.delenv("REDIS_CLUSTER_NODES", raising=False)
+
+    client = get_redis_client(host="explicit-host", port=6380)
+
+    mock_from_url.assert_not_called()
+    assert client.connection_pool.connection_kwargs["host"] == "explicit-host"
+    assert client.connection_pool.connection_kwargs["port"] == 6380
+
+
+@patch("litellm._redis.redis.Redis.from_url")
+def test_explicit_url_still_wins_over_environment_host(mock_from_url, monkeypatch):
+    """An explicit url argument keeps taking the from_url path."""
+    monkeypatch.setenv("REDIS_HOST", "env-host")
+    monkeypatch.setenv("REDIS_PORT", "6379")
+    monkeypatch.delenv("REDIS_CLUSTER_NODES", raising=False)
+
+    get_redis_client(url="redis://explicit-host:6380")
+
+    mock_from_url.assert_called_once()
+    assert mock_from_url.call_args.kwargs["url"] == "redis://explicit-host:6380"
+
+
+@patch("litellm._redis.redis.Redis.from_url")
+def test_environment_redis_url_used_when_caller_names_no_target(mock_from_url, monkeypatch):
+    """With no caller-supplied connection target, REDIS_URL still drives the client."""
+    monkeypatch.setenv("REDIS_URL", "redis://env-host:6379")
+    monkeypatch.delenv("REDIS_CLUSTER_NODES", raising=False)
+
+    get_redis_client()
+
+    mock_from_url.assert_called_once()
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_dashboard.tsx b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_dashboard.tsx
index 944983da0e1..c53e6318d6b 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_dashboard.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_dashboard.tsx
@@ -25,6 +25,7 @@ import { adminGlobalCacheActivity, cachingHealthCheckCall } from "@/components/n
 // Import the new component
 import { CacheHealthTab } from "./cache_health";
 import CacheSettings from "./cache_settings";
+import CoordinationRedisSettings from "./coordination_redis_settings";
 
 const formatDateWithoutTZ = (date: Date | undefined) => {
   if (!date) return undefined;
@@ -264,6 +265,7 @@ const CacheDashboard: React.FC<CachePageProps> = ({ accessToken, token, userRole
           <Tab>Cache Analytics</Tab>
           <Tab>Cache Health</Tab>
           <Tab>Cache Settings</Tab>
+          <Tab>Coordination Redis</Tab>
         </div>
 
         <div className="flex items-center space-x-2">
@@ -383,6 +385,9 @@ const CacheDashboard: React.FC<CachePageProps> = ({ accessToken, token, userRole
         <TabPanel>
           <CacheSettings accessToken={accessToken} userRole={userRole} userID={userID} />
         </TabPanel>
+        <TabPanel>
+          <CoordinationRedisSettings />
+        </TabPanel>
       </TabPanels>
     </TabGroup>
   );
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/CoordinationRedisFieldSection.tsx b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/CoordinationRedisFieldSection.tsx
new file mode 100644
index 00000000000..af807926ed5
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/CoordinationRedisFieldSection.tsx
@@ -0,0 +1,46 @@
+import React from "react";
+import CoordinationRedisFormField from "./CoordinationRedisFormField";
+import { fieldsForSection } from "./coordinationRedisUtils";
+import { CoordinationRedisType, CoordinationSection } from "./coordinationRedisFields";
+
+interface CoordinationRedisFieldSectionProps {
+  title: string;
+  section: CoordinationSection;
+  redisType: CoordinationRedisType;
+  configuredSecrets: ReadonlySet<string>;
+  gridCols?: string;
+  headingLevel?: "h4" | "h5";
+}
+
+const CoordinationRedisFieldSection: React.FC<CoordinationRedisFieldSectionProps> = ({
+  title,
+  section,
+  redisType,
+  configuredSecrets,
+  gridCols = "grid-cols-1 gap-6 sm:grid-cols-2",
+  headingLevel = "h4",
+}) => {
+  const fields = fieldsForSection(section, redisType);
+  if (fields.length === 0) {
+    return null;
+  }
+
+  const Heading = headingLevel;
+
+  return (
+    <div className="space-y-6">
+      <Heading className="text-sm font-medium text-gray-900">{title}</Heading>
+      <div className={`grid ${gridCols}`}>
+        {fields.map((field) => (
+          <CoordinationRedisFormField
+            key={field.name}
+            field={field}
+            isSecretConfigured={configuredSecrets.has(field.name)}
+          />
+        ))}
+      </div>
+    </div>
+  );
+};
+
+export default CoordinationRedisFieldSection;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/CoordinationRedisFormField.tsx b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/CoordinationRedisFormField.tsx
new file mode 100644
index 00000000000..50c2a39567a
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/CoordinationRedisFormField.tsx
@@ -0,0 +1,39 @@
+import { Form, Input, Switch } from "antd";
+import React from "react";
+import { CoordinationField } from "./coordinationRedisFields";
+
+export const SECRET_ALREADY_SET_PLACEHOLDER = "Already set. Enter a new value to replace it.";
+
+interface CoordinationRedisFormFieldProps {
+  field: CoordinationField;
+  isSecretConfigured: boolean;
+}
+
+const renderControl = (field: CoordinationField, placeholder: string): React.ReactNode => {
+  switch (field.type) {
+    case "boolean":
+      return <Switch />;
+    case "password":
+      return <Input.Password placeholder={placeholder} autoComplete="new-password" />;
+    case "integer":
+      return <Input inputMode="numeric" placeholder={placeholder} />;
+    case "list":
+      return <Input.TextArea rows={4} placeholder={placeholder} />;
+    default:
+      return <Input placeholder={placeholder} />;
+  }
+};
+
+const CoordinationRedisFormField: React.FC<CoordinationRedisFormFieldProps> = ({ field, isSecretConfigured }) => (
+  <Form.Item
+    name={field.name}
+    label={field.label}
+    extra={field.helpText}
+    rules={field.rules}
+    valuePropName={field.type === "boolean" ? "checked" : "value"}
+  >
+    {renderControl(field, isSecretConfigured ? SECRET_ALREADY_SET_PLACEHOLDER : field.helpText)}
+  </Form.Item>
+);
+
+export default CoordinationRedisFormField;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/CoordinationRedisTypeSelector.tsx b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/CoordinationRedisTypeSelector.tsx
new file mode 100644
index 00000000000..daab8505890
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/CoordinationRedisTypeSelector.tsx
@@ -0,0 +1,33 @@
+import React from "react";
+import { Select } from "antd";
+import {
+  COORDINATION_REDIS_TYPES,
+  COORDINATION_REDIS_TYPE_DESCRIPTIONS,
+  COORDINATION_REDIS_TYPE_LABELS,
+  CoordinationRedisType,
+} from "./coordinationRedisFields";
+
+interface CoordinationRedisTypeSelectorProps {
+  redisType: CoordinationRedisType;
+  onTypeChange: (type: CoordinationRedisType) => void;
+}
+
+const OPTIONS = COORDINATION_REDIS_TYPES.map((type) => ({ value: type, label: COORDINATION_REDIS_TYPE_LABELS[type] }));
+
+const CoordinationRedisTypeSelector: React.FC<CoordinationRedisTypeSelectorProps> = ({ redisType, onTypeChange }) => (
+  <div className="space-y-2">
+    <label htmlFor="coordination-redis-type" className="text-sm font-medium text-gray-700">
+      Redis Type
+    </label>
+    <Select
+      id="coordination-redis-type"
+      value={redisType}
+      onChange={onTypeChange}
+      options={OPTIONS}
+      style={{ width: "100%" }}
+    />
+    <p className="text-xs text-gray-500">{COORDINATION_REDIS_TYPE_DESCRIPTIONS[redisType]}</p>
+  </div>
+);
+
+export default CoordinationRedisTypeSelector;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/coordinationRedisFields.ts b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/coordinationRedisFields.ts
new file mode 100644
index 00000000000..180ece188e4
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/coordinationRedisFields.ts
@@ -0,0 +1,165 @@
+import type { FormItemProps } from "antd";
+
+export type CoordinationFieldType = "string" | "password" | "integer" | "boolean" | "list";
+
+export type CoordinationRedisType = "node" | "cluster" | "sentinel";
+
+export type CoordinationSection = "connection" | "cluster" | "sentinel" | "ssl";
+
+export type CoordinationFieldRule = NonNullable<FormItemProps["rules"]>[number];
+
+export interface CoordinationField {
+  readonly name: string;
+  readonly label: string;
+  readonly type: CoordinationFieldType;
+  readonly section: CoordinationSection;
+  readonly helpText: string;
+  readonly redisType: CoordinationRedisType | null;
+  readonly secret: boolean;
+  readonly defaultValue?: string | number | boolean;
+  readonly rules?: CoordinationFieldRule[];
+}
+
+export const COORDINATION_REDIS_TYPES: readonly CoordinationRedisType[] = ["node", "cluster", "sentinel"];
+
+export const COORDINATION_REDIS_TYPE_DESCRIPTIONS: Readonly<Record<CoordinationRedisType, string>> = {
+  node: "Standard Redis node/single instance",
+  cluster: "Redis Cluster mode for high availability and horizontal scaling",
+  sentinel: "Redis Sentinel mode for high availability with automatic failover",
+};
+
+export const COORDINATION_REDIS_TYPE_LABELS: Readonly<Record<CoordinationRedisType, string>> = {
+  node: "Node (Single Instance)",
+  cluster: "Cluster",
+  sentinel: "Sentinel",
+};
+
+const portRule: CoordinationFieldRule = {
+  validator: (_rule, value) => {
+    if (value === undefined || value === null || String(value).trim() === "") {
+      return Promise.resolve();
+    }
+    const port = Number(value);
+    if (!Number.isInteger(port) || port < 1 || port > 65535) {
+      return Promise.reject(new Error("Port must be an integer between 1 and 65535"));
+    }
+    return Promise.resolve();
+  },
+};
+
+const jsonListRule: CoordinationFieldRule = {
+  validator: (_rule, value) => {
+    if (value === undefined || value === null || String(value).trim() === "") {
+      return Promise.resolve();
+    }
+    let parsed: unknown;
+    try {
+      parsed = JSON.parse(String(value));
+    } catch {
+      return Promise.reject(new Error("Must be a valid JSON array (use double quotes)"));
+    }
+    if (!Array.isArray(parsed)) {
+      return Promise.reject(new Error("Must be a JSON array"));
+    }
+    return Promise.resolve();
+  },
+};
+
+export const COORDINATION_FIELDS: readonly CoordinationField[] = [
+  {
+    name: "url",
+    label: "Redis URL",
+    type: "password",
+    section: "connection",
+    helpText:
+      "Full Redis/Valkey connection URL (e.g. redis://:password@host:6379/1). When set, it takes precedence over Host, Port, Username, and Password.",
+    redisType: null,
+    secret: true,
+  },
+  {
+    name: "host",
+    label: "Host",
+    type: "string",
+    section: "connection",
+    helpText: "Redis server hostname or IP address",
+    redisType: null,
+    secret: false,
+  },
+  {
+    name: "port",
+    label: "Port",
+    type: "integer",
+    section: "connection",
+    helpText: "Redis server port number",
+    redisType: null,
+    secret: false,
+    defaultValue: "6379",
+    rules: [portRule],
+  },
+  {
+    name: "username",
+    label: "Username",
+    type: "string",
+    section: "connection",
+    helpText: "Redis server username (if required)",
+    redisType: null,
+    secret: false,
+  },
+  {
+    name: "password",
+    label: "Password",
+    type: "password",
+    section: "connection",
+    helpText: "Redis server password",
+    redisType: null,
+    secret: true,
+  },
+  {
+    name: "startup_nodes",
+    label: "Startup Nodes",
+    type: "list",
+    section: "cluster",
+    helpText: 'List of startup nodes for Redis Cluster (e.g., [{"host": "127.0.0.1", "port": 7001}])',
+    redisType: "cluster",
+    secret: false,
+    rules: [jsonListRule],
+  },
+  {
+    name: "sentinel_nodes",
+    label: "Sentinel Nodes",
+    type: "list",
+    section: "sentinel",
+    helpText: 'List of Sentinel nodes (e.g., [["localhost", 26379]])',
+    redisType: "sentinel",
+    secret: false,
+    rules: [jsonListRule],
+  },
+  {
+    name: "service_name",
+    label: "Service Name",
+    type: "string",
+    section: "sentinel",
+    helpText: "Master service name for Redis Sentinel",
+    redisType: "sentinel",
+    secret: false,
+  },
+  {
+    name: "sentinel_password",
+    label: "Sentinel Password",
+    type: "password",
+    section: "sentinel",
+    helpText: "Password for Redis Sentinel authentication",
+    redisType: "sentinel",
+    secret: true,
+  },
+  {
+    name: "ssl",
+    label: "SSL",
+    type: "boolean",
+    section: "ssl",
+    helpText: "Enable SSL/TLS connection",
+    redisType: null,
+    secret: false,
+    defaultValue: false,
+  },
+];
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/coordinationRedisUtils.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/coordinationRedisUtils.test.ts
new file mode 100644
index 00000000000..db8f566fa28
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/coordinationRedisUtils.test.ts
@@ -0,0 +1,154 @@
+import { describe, it, expect } from "vitest";
+import {
+  buildCoordinationPayload,
+  buildInitialValues,
+  configuredSecretFields,
+  fieldsForSection,
+  inferRedisType,
+  sourceBadge,
+} from "./coordinationRedisUtils";
+import { REDACTED_VALUE } from "./types";
+
+describe("fieldsForSection", () => {
+  it("should only include a redis-type-specific field when that type is selected", () => {
+    expect(fieldsForSection("cluster", "cluster").map((f) => f.name)).toEqual(["startup_nodes"]);
+    expect(fieldsForSection("cluster", "node")).toEqual([]);
+    expect(fieldsForSection("sentinel", "sentinel").map((f) => f.name)).toEqual([
+      "sentinel_nodes",
+      "service_name",
+      "sentinel_password",
+    ]);
+  });
+
+  it("should include connection fields for every redis type in schema order", () => {
+    expect(fieldsForSection("connection", "sentinel").map((f) => f.name)).toEqual([
+      "url",
+      "host",
+      "port",
+      "username",
+      "password",
+    ]);
+  });
+});
+
+describe("inferRedisType", () => {
+  it("should infer sentinel when sentinel nodes are configured", () => {
+    expect(inferRedisType({ sentinel_nodes: [["localhost", 26379]] })).toBe("sentinel");
+  });
+
+  it("should infer cluster when startup nodes are configured", () => {
+    expect(inferRedisType({ startup_nodes: [{ host: "127.0.0.1", port: 7001 }] })).toBe("cluster");
+  });
+
+  it("should infer node when neither cluster nor sentinel nodes are configured", () => {
+    expect(inferRedisType({ host: "localhost" })).toBe("node");
+    expect(inferRedisType({ startup_nodes: [], sentinel_nodes: [] })).toBe("node");
+  });
+});
+
+describe("buildInitialValues", () => {
+  it("should apply defaults as strings for text inputs and coerce booleans", () => {
+    const values = buildInitialValues({});
+    expect(values.port).toBe("6379");
+    expect(values.ssl).toBe(false);
+    expect(values.host).toBe("");
+  });
+
+  it("should never load a redacted secret into the form, so typing cannot append to the marker", () => {
+    const values = buildInitialValues({ password: REDACTED_VALUE, url: REDACTED_VALUE });
+    expect(values.password).toBe("");
+    expect(values.url).toBe("");
+  });
+
+  it("should stringify list values so they render in a textarea", () => {
+    const nodes = [{ host: "127.0.0.1", port: 7001 }];
+    const values = buildInitialValues({ startup_nodes: nodes });
+    expect(values.startup_nodes).toBe(JSON.stringify(nodes, null, 2));
+  });
+});
+
+describe("configuredSecretFields", () => {
+  it("should report which secrets the backend already holds so the form can say so", () => {
+    expect(configuredSecretFields({ password: REDACTED_VALUE, host: "localhost" })).toEqual(new Set(["password"]));
+  });
+
+  it("should not report an unset secret", () => {
+    expect(configuredSecretFields({ password: "", sentinel_password: null })).toEqual(new Set());
+  });
+});
+
+describe("buildCoordinationPayload", () => {
+  it("should drop empty fields and send the port as a number", () => {
+    const payload = buildCoordinationPayload("node", { host: "localhost", port: "6379", username: "" });
+    expect(payload).toEqual({ host: "localhost", port: 6379, ssl: false });
+    expect(payload).not.toHaveProperty("username");
+  });
+
+  it("should not resubmit a secret that is still the redacted marker", () => {
+    const untouchedSecrets = {
+      host: "localhost",
+      password: REDACTED_VALUE,
+      url: REDACTED_VALUE,
+      sentinel_password: REDACTED_VALUE,
+    };
+    const payload = buildCoordinationPayload("sentinel", untouchedSecrets);
+    expect(payload).not.toHaveProperty("password");
+    expect(payload).not.toHaveProperty("url");
+    expect(payload).not.toHaveProperty("sentinel_password");
+  });
+
+  it("should submit a secret once the admin replaces the redacted marker", () => {
+    const payload = buildCoordinationPayload("node", { password: "hunter2" });
+    expect(payload.password).toBe("hunter2");
+  });
+
+  it("should parse cluster startup nodes from their textarea string into an array", () => {
+    const payload = buildCoordinationPayload("cluster", {
+      startup_nodes: '[{"host":"127.0.0.1","port":7001}]',
+    });
+    expect(payload.startup_nodes).toEqual([{ host: "127.0.0.1", port: 7001 }]);
+  });
+
+  it("should parse sentinel nodes from their textarea string into an array of pairs", () => {
+    const payload = buildCoordinationPayload("sentinel", {
+      sentinel_nodes: '[["localhost", 26379]]',
+      service_name: "mymaster",
+    });
+    expect(payload.sentinel_nodes).toEqual([["localhost", 26379]]);
+    expect(payload.service_name).toBe("mymaster");
+  });
+
+  it("should omit a list field whose textarea holds invalid JSON", () => {
+    const payload = buildCoordinationPayload("cluster", { startup_nodes: "not json" });
+    expect(payload).not.toHaveProperty("startup_nodes");
+  });
+
+  it("should exclude fields that do not belong to the selected redis type", () => {
+    const payload = buildCoordinationPayload("node", {
+      sentinel_nodes: '[["localhost",26379]]',
+      startup_nodes: '[{"host":"127.0.0.1","port":7001}]',
+    });
+    expect(payload).not.toHaveProperty("sentinel_nodes");
+    expect(payload).not.toHaveProperty("startup_nodes");
+  });
+});
+
+describe("sourceBadge", () => {
+  it("should label each backend source value", () => {
+    expect(sourceBadge("coordination_redis").label).toBe("Configured here");
+    expect(sourceBadge("cache_backend").label).toBe("Borrowed from response cache");
+    expect(sourceBadge("environment").label).toBe("From REDIS_* environment");
+    expect(sourceBadge(null).label).toBe("Not configured");
+  });
+
+  it("should tone only a dedicated coordination Redis as success", () => {
+    expect(sourceBadge("coordination_redis").tone).toBe("success");
+    expect(sourceBadge("cache_backend").tone).toBe("info");
+    expect(sourceBadge("environment").tone).toBe("info");
+    expect(sourceBadge(null).tone).toBe("neutral");
+  });
+
+  it("should fall back to not configured for an unrecognized source", () => {
+    expect(sourceBadge("something_new").label).toBe("Not configured");
+  });
+});
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/coordinationRedisUtils.ts b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/coordinationRedisUtils.ts
new file mode 100644
index 00000000000..bd1a0e405ed
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/coordinationRedisUtils.ts
@@ -0,0 +1,148 @@
+import type { StatusTone } from "@/components/shared/table_cells/status_badge";
+import {
+  COORDINATION_FIELDS,
+  CoordinationField,
+  CoordinationRedisType,
+  CoordinationSection,
+} from "./coordinationRedisFields";
+import { CoordinationRedisSettings, CoordinationRedisSource, REDACTED_VALUE } from "./types";
+
+export type CoordinationFormValue = string | number | boolean | undefined;
+export type CoordinationFormValues = Record<string, CoordinationFormValue>;
+
+export const isFieldVisible = (field: CoordinationField, redisType: CoordinationRedisType): boolean =>
+  field.redisType === null || field.redisType === redisType;
+
+export const fieldsForSection = (section: CoordinationSection, redisType: CoordinationRedisType): CoordinationField[] =>
+  COORDINATION_FIELDS.filter((field) => field.section === section && isFieldVisible(field, redisType));
+
+const hasValue = (raw: unknown): boolean => {
+  const isEmptyArray = Array.isArray(raw) && raw.length === 0;
+  const isBlank = raw === undefined || raw === null || raw === "";
+  return !isBlank && !isEmptyArray;
+};
+
+export const inferRedisType = (values: Record<string, unknown>): CoordinationRedisType => {
+  if (hasValue(values.sentinel_nodes)) {
+    return "sentinel";
+  }
+  if (hasValue(values.startup_nodes)) {
+    return "cluster";
+  }
+  return "node";
+};
+
+export const configuredSecretFields = (values: Record<string, unknown>): ReadonlySet<string> =>
+  new Set(COORDINATION_FIELDS.filter((field) => field.secret && hasValue(values[field.name])).map((f) => f.name));
+
+const initialValueForField = (field: CoordinationField, raw: unknown): CoordinationFormValue => {
+  if (field.secret) {
+    return "";
+  }
+
+  const source = raw ?? field.defaultValue;
+
+  if (field.type === "boolean") {
+    return source === true || source === "true";
+  }
+
+  if (field.type === "list") {
+    if (!hasValue(source)) {
+      return "";
+    }
+    return typeof source === "string" ? source : JSON.stringify(source, null, 2);
+  }
+
+  if (source === undefined || source === null) {
+    return "";
+  }
+  return String(source);
+};
+
+export const buildInitialValues = (values: Record<string, unknown>): CoordinationFormValues =>
+  Object.fromEntries(COORDINATION_FIELDS.map((field) => [field.name, initialValueForField(field, values[field.name])]));
+
+const saveValueForField = (
+  field: CoordinationField,
+  raw: CoordinationFormValue,
+): CoordinationRedisSettings[string] | undefined => {
+  if (field.secret && raw === REDACTED_VALUE) {
+    return undefined;
+  }
+
+  if (field.type === "boolean") {
+    return Boolean(raw);
+  }
+
+  if (field.type === "list") {
+    if (typeof raw !== "string" || raw.trim() === "") {
+      return undefined;
+    }
+    try {
+      return JSON.parse(raw) as unknown[];
+    } catch {
+      return undefined;
+    }
+  }
+
+  if (field.type === "integer") {
+    if (raw === undefined || raw === null || raw === "") {
+      return undefined;
+    }
+    const parsed = Number(raw);
+    return Number.isNaN(parsed) ? undefined : parsed;
+  }
+
+  if (typeof raw !== "string") {
+    return raw === undefined ? undefined : String(raw);
+  }
+  const trimmed = raw.trim();
+  return trimmed === "" ? undefined : trimmed;
+};
+
+export const buildCoordinationPayload = (
+  redisType: CoordinationRedisType,
+  values: CoordinationFormValues,
+): CoordinationRedisSettings => {
+  const entries = COORDINATION_FIELDS.filter((field) => isFieldVisible(field, redisType)).flatMap((field) => {
+    const value = saveValueForField(field, values[field.name]);
+    return value === undefined ? [] : [[field.name, value] as const];
+  });
+
+  return Object.fromEntries(entries);
+};
+
+export interface SourceBadgeDescriptor {
+  readonly tone: StatusTone;
+  readonly label: string;
+  readonly tooltip: string;
+}
+
+const SOURCE_BADGES: Readonly<Record<CoordinationRedisSource, SourceBadgeDescriptor>> = {
+  coordination_redis: {
+    tone: "success",
+    label: "Configured here",
+    tooltip: "general_settings.coordination_redis is set, so coordination uses its own Redis connection.",
+  },
+  cache_backend: {
+    tone: "info",
+    label: "Borrowed from response cache",
+    tooltip: "No coordination Redis is configured; the proxy reuses the response cache's Redis connection.",
+  },
+  environment: {
+    tone: "info",
+    label: "From REDIS_* environment",
+    tooltip: "No coordination Redis is configured; the proxy falls back to the REDIS_* environment variables.",
+  },
+};
+
+const NOT_CONFIGURED_BADGE: SourceBadgeDescriptor = {
+  tone: "neutral",
+  label: "Not configured",
+  tooltip: "Cross-pod rate limits, spend tracking, and the pod lock manager have no Redis to coordinate through.",
+};
+
+export const sourceBadge = (source: string | null | undefined): SourceBadgeDescriptor => {
+  const known: Readonly<Record<string, SourceBadgeDescriptor>> = SOURCE_BADGES;
+  return (source && known[source]) || NOT_CONFIGURED_BADGE;
+};
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/index.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/index.test.tsx
new file mode 100644
index 00000000000..70149bba2d3
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/index.test.tsx
@@ -0,0 +1,246 @@
+import { describe, it, expect, vi, beforeEach } from "vitest";
+import { render, screen, waitFor } from "@testing-library/react";
+import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
+import userEvent from "@testing-library/user-event";
+import CoordinationRedisSettings from "./index";
+import { REDACTED_VALUE } from "./types";
+import * as networking from "@/components/networking";
+import NotificationsManager from "@/components/molecules/notifications_manager";
+
+vi.mock("@/components/networking", () => ({
+  getCoordinationRedisSettingsCall: vi.fn(),
+  testCoordinationRedisConnectionCall: vi.fn(),
+  updateCoordinationRedisSettingsCall: vi.fn(),
+}));
+
+vi.mock("@/app/(dashboard)/hooks/useAuthorized", () => ({
+  default: () => ({ accessToken: "sk-test" }),
+}));
+
+vi.mock("@/components/molecules/notifications_manager", () => ({
+  default: { success: vi.fn(), fromBackend: vi.fn() },
+}));
+
+const getSettings = vi.mocked(networking.getCoordinationRedisSettingsCall);
+const updateSettings = vi.mocked(networking.updateCoordinationRedisSettingsCall);
+const testConnection = vi.mocked(networking.testCoordinationRedisConnectionCall);
+const notifications = vi.mocked(NotificationsManager);
+
+const settingsResponse = (
+  values: Record<string, unknown>,
+  source: "coordination_redis" | "cache_backend" | "environment" | null = null,
+) => ({ values, fields: [], source });
+
+const wrapper = ({ children }: { children: React.ReactNode }) => {
+  const queryClient = new QueryClient({ defaultOptions: { queries: { retry: false } } });
+  return <QueryClientProvider client={queryClient}>{children}</QueryClientProvider>;
+};
+
+const renderSettings = () => render(<CoordinationRedisSettings />, { wrapper });
+
+const clickSave = async (user: ReturnType<typeof userEvent.setup>) =>
+  user.click(screen.getByRole("button", { name: /save changes/i }));
+
+describe("CoordinationRedisSettings", () => {
+  beforeEach(() => {
+    vi.clearAllMocks();
+    getSettings.mockResolvedValue(settingsResponse({}));
+    updateSettings.mockResolvedValue(undefined);
+    testConnection.mockResolvedValue({ status: "healthy" });
+  });
+
+  describe("when the redis type is node", () => {
+    it("should show the connection fields and hide cluster/sentinel fields", async () => {
+      renderSettings();
+
+      expect(await screen.findByText("Connection Settings")).toBeInTheDocument();
+      expect(screen.getByText("Redis URL")).toBeInTheDocument();
+      expect(screen.getByText("SSL")).toBeInTheDocument();
+      expect(screen.queryByText("Startup Nodes")).not.toBeInTheDocument();
+      expect(screen.queryByText("Sentinel Nodes")).not.toBeInTheDocument();
+    });
+
+    it("should not offer semantic caching, which is a response-cache-only concern", async () => {
+      renderSettings();
+      await screen.findByText("Connection Settings");
+      expect(screen.queryByText(/semantic/i)).not.toBeInTheDocument();
+    });
+  });
+
+  describe("when the saved settings describe a cluster", () => {
+    it("should reveal the cluster startup nodes field", async () => {
+      getSettings.mockResolvedValue(settingsResponse({ startup_nodes: [{ host: "127.0.0.1", port: 7001 }] }));
+      renderSettings();
+      expect(await screen.findByText("Startup Nodes")).toBeInTheDocument();
+      expect(screen.queryByText("Sentinel Nodes")).not.toBeInTheDocument();
+    });
+  });
+
+  describe("when the saved settings describe a sentinel", () => {
+    it("should reveal the sentinel fields", async () => {
+      getSettings.mockResolvedValue(settingsResponse({ sentinel_nodes: [["localhost", 26379]] }));
+      renderSettings();
+      expect(await screen.findByText("Sentinel Nodes")).toBeInTheDocument();
+      expect(screen.getByText("Service Name")).toBeInTheDocument();
+      expect(screen.getByText("Sentinel Password")).toBeInTheDocument();
+    });
+  });
+
+  describe("the source badge", () => {
+    it.each([
+      ["coordination_redis", "Configured here"],
+      ["cache_backend", "Borrowed from response cache"],
+      ["environment", "From REDIS_* environment"],
+    ] as const)("should render %s as %s", async (source, label) => {
+      getSettings.mockResolvedValue(settingsResponse({}, source));
+      renderSettings();
+      expect(await screen.findByTestId("coordination-redis-source")).toHaveTextContent(label);
+    });
+
+    it("should render a null source as not configured", async () => {
+      getSettings.mockResolvedValue(settingsResponse({}, null));
+      renderSettings();
+      expect(await screen.findByTestId("coordination-redis-source")).toHaveTextContent("Not configured");
+    });
+
+    it("should tell the admin that saved changes need a proxy restart", async () => {
+      renderSettings();
+      expect(await screen.findByText(/take effect on proxy restart/i)).toBeInTheDocument();
+    });
+  });
+
+  describe("when a field fails inline validation", () => {
+    it("should block save and surface the port validation message", async () => {
+      const user = userEvent.setup();
+      renderSettings();
+
+      const port = await screen.findByLabelText("Port");
+      await user.clear(port);
+      await user.type(port, "99999");
+      await clickSave(user);
+
+      expect(await screen.findByText(/Port must be an integer between 1 and 65535/i)).toBeInTheDocument();
+      expect(updateSettings).not.toHaveBeenCalled();
+    });
+
+    it("should block save when a list field holds malformed JSON instead of silently dropping it", async () => {
+      const user = userEvent.setup();
+      getSettings.mockResolvedValue(settingsResponse({ startup_nodes: [], sentinel_nodes: [["localhost", 26379]] }));
+      renderSettings();
+
+      const sentinelNodes = await screen.findByLabelText("Sentinel Nodes");
+      await user.clear(sentinelNodes);
+      await user.type(sentinelNodes, "not json");
+      await clickSave(user);
+
+      expect(await screen.findByText(/Must be a valid JSON array/i)).toBeInTheDocument();
+      expect(updateSettings).not.toHaveBeenCalled();
+    });
+  });
+
+  describe("when saving", () => {
+    it("should send a node payload with a numeric port and no empty fields", async () => {
+      const user = userEvent.setup();
+      renderSettings();
+
+      await user.type(await screen.findByLabelText("Host"), "coord-redis");
+      await clickSave(user);
+
+      await waitFor(() =>
+        expect(updateSettings).toHaveBeenCalledWith("sk-test", { host: "coord-redis", port: 6379, ssl: false }),
+      );
+    });
+
+    it("should parse the cluster startup nodes textarea into a JSON array", async () => {
+      const user = userEvent.setup();
+      getSettings.mockResolvedValue(settingsResponse({ startup_nodes: [{ host: "127.0.0.1", port: 7001 }] }));
+      renderSettings();
+
+      await screen.findByLabelText("Startup Nodes");
+      await clickSave(user);
+
+      await waitFor(() => expect(updateSettings).toHaveBeenCalled());
+      expect(updateSettings.mock.calls[0][1]).toMatchObject({
+        startup_nodes: [{ host: "127.0.0.1", port: 7001 }],
+      });
+    });
+
+    it("should not resubmit a redacted secret the admin never touched", async () => {
+      const user = userEvent.setup();
+      getSettings.mockResolvedValue(
+        settingsResponse({ host: "coord-redis", password: REDACTED_VALUE, url: REDACTED_VALUE }),
+      );
+      renderSettings();
+
+      await waitFor(() => expect(screen.getByLabelText("Host")).toHaveValue("coord-redis"));
+      await clickSave(user);
+
+      await waitFor(() => expect(updateSettings).toHaveBeenCalled());
+      const payload = updateSettings.mock.calls[0][1];
+      expect(payload).not.toHaveProperty("password");
+      expect(payload).not.toHaveProperty("url");
+      expect(payload).toMatchObject({ host: "coord-redis" });
+    });
+
+    it("should leave an already-set secret blank and say so, rather than prefilling the redacted marker", async () => {
+      getSettings.mockResolvedValue(settingsResponse({ password: REDACTED_VALUE }));
+      renderSettings();
+
+      const password = await screen.findByLabelText("Password");
+      await waitFor(() => expect(password).toHaveValue(""));
+      expect(password).toHaveAttribute("placeholder", expect.stringMatching(/already set/i));
+      expect(screen.queryByDisplayValue(REDACTED_VALUE)).not.toBeInTheDocument();
+    });
+
+    it("should submit a secret the admin typed into the blank field", async () => {
+      const user = userEvent.setup();
+      getSettings.mockResolvedValue(settingsResponse({ host: "coord-redis", password: REDACTED_VALUE }));
+      renderSettings();
+
+      const password = await screen.findByLabelText("Password");
+      await waitFor(() => expect(password).toHaveValue(""));
+      await user.type(password, "new-secret");
+      await clickSave(user);
+
+      await waitFor(() => expect(updateSettings).toHaveBeenCalled());
+      expect(updateSettings.mock.calls[0][1]).toMatchObject({ password: "new-secret" });
+    });
+
+    it("should tell the admin a restart is needed once the save succeeds", async () => {
+      const user = userEvent.setup();
+      renderSettings();
+
+      await screen.findByLabelText("Host");
+      await clickSave(user);
+
+      await waitFor(() => expect(notifications.success).toHaveBeenCalledWith(expect.stringMatching(/restart/i)));
+    });
+  });
+
+  describe("when testing the connection", () => {
+    it("should report a healthy backend response as a success", async () => {
+      const user = userEvent.setup();
+      renderSettings();
+
+      await screen.findByLabelText("Host");
+      await user.click(screen.getByRole("button", { name: /test connection/i }));
+
+      await waitFor(() => expect(notifications.success).toHaveBeenCalledWith(expect.stringMatching(/successful/i)));
+      expect(testConnection).toHaveBeenCalledWith("sk-test", { port: 6379, ssl: false });
+    });
+
+    it("should surface the backend error when the connection is unhealthy", async () => {
+      const user = userEvent.setup();
+      testConnection.mockResolvedValue({ status: "unhealthy", error: "connection refused" });
+      renderSettings();
+
+      await screen.findByLabelText("Host");
+      await user.click(screen.getByRole("button", { name: /test connection/i }));
+
+      await waitFor(() =>
+        expect(notifications.fromBackend).toHaveBeenCalledWith(expect.stringContaining("connection refused")),
+      );
+      expect(notifications.success).not.toHaveBeenCalled();
+    });
+  });
+});
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/index.tsx b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/index.tsx
new file mode 100644
index 00000000000..69727251afb
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/index.tsx
@@ -0,0 +1,161 @@
+import React, { useEffect, useMemo, useState } from "react";
+import { Button, Form } from "antd";
+import NotificationsManager from "@/components/molecules/notifications_manager";
+import { StatusBadge } from "@/components/shared/table_cells/status_badge";
+import {
+  useCoordinationRedisSettings,
+  useTestCoordinationRedisConnection,
+  useUpdateCoordinationRedisSettings,
+} from "@/app/(dashboard)/hooks/coordinationRedis/useCoordinationRedisSettings";
+import CoordinationRedisFieldSection from "./CoordinationRedisFieldSection";
+import CoordinationRedisTypeSelector from "./CoordinationRedisTypeSelector";
+import { CoordinationRedisType } from "./coordinationRedisFields";
+import {
+  buildCoordinationPayload,
+  buildInitialValues,
+  configuredSecretFields,
+  CoordinationFormValues,
+  inferRedisType,
+  sourceBadge,
+} from "./coordinationRedisUtils";
+
+const CoordinationRedisSettings: React.FC = () => {
+  const [form] = Form.useForm<CoordinationFormValues>();
+  const [selectedRedisType, setSelectedRedisType] = useState<CoordinationRedisType | null>(null);
+
+  const { data, isLoading, isError } = useCoordinationRedisSettings();
+  const updateSettings = useUpdateCoordinationRedisSettings();
+  const testConnection = useTestCoordinationRedisConnection();
+
+  const redisType = selectedRedisType ?? inferRedisType(data?.values ?? {});
+
+  useEffect(() => {
+    if (data) {
+      form.setFieldsValue(buildInitialValues(data.values));
+    }
+  }, [data, form]);
+
+  useEffect(() => {
+    if (isError) {
+      NotificationsManager.fromBackend("Failed to load coordination Redis settings");
+    }
+  }, [isError]);
+
+  const validate = async (): Promise<CoordinationFormValues | null> => {
+    try {
+      return await form.validateFields();
+    } catch {
+      return null;
+    }
+  };
+
+  const handleTestConnection = async () => {
+    const values = await validate();
+    if (values === null) {
+      return;
+    }
+
+    try {
+      const result = await testConnection.mutateAsync(buildCoordinationPayload(redisType, values));
+      if (result.status === "healthy") {
+        NotificationsManager.success("Coordination Redis connection test successful!");
+      } else {
+        NotificationsManager.fromBackend(`Connection test failed: ${result.error ?? "Unknown error"}`);
+      }
+    } catch (error) {
+      NotificationsManager.fromBackend(
+        `Connection test failed: ${error instanceof Error ? error.message : "Unknown error"}`,
+      );
+    }
+  };
+
+  const handleSaveChanges = async () => {
+    const values = await validate();
+    if (values === null) {
+      return;
+    }
+
+    try {
+      await updateSettings.mutateAsync(buildCoordinationPayload(redisType, values));
+      NotificationsManager.success("Coordination Redis settings saved. Restart the proxy to apply them.");
+    } catch {
+      NotificationsManager.fromBackend("Failed to update coordination Redis settings");
+    }
+  };
+
+  const badge = sourceBadge(data?.source);
+  const configuredSecrets = useMemo(() => configuredSecretFields(data?.values ?? {}), [data]);
+
+  return (
+    <div className="w-full space-y-8 py-2">
+      <Form form={form} layout="vertical" requiredMark={false} className="space-y-6">
+        <div className="max-w-3xl space-y-2">
+          <div className="flex items-center gap-3">
+            <h3 className="text-sm font-medium text-gray-900">Coordination Redis</h3>
+            {!isLoading && <StatusBadge tone={badge.tone} label={badge.label} dataTestId="coordination-redis-source" />}
+          </div>
+          <p className="text-xs text-gray-500">
+            Redis used to coordinate work across proxy pods: cross-pod rate limits, spend tracking, and the pod lock
+            manager. It is configured independently of the response cache.
+          </p>
+          <p className="text-xs text-gray-500">{badge.tooltip}</p>
+          <p className="text-xs text-amber-600">Saved changes take effect on proxy restart.</p>
+        </div>
+
+        <CoordinationRedisTypeSelector redisType={redisType} onTypeChange={setSelectedRedisType} />
+
+        <div className="pt-4 border-t border-gray-200">
+          <CoordinationRedisFieldSection
+            title="Connection Settings"
+            section="connection"
+            redisType={redisType}
+            configuredSecrets={configuredSecrets}
+          />
+        </div>
+
+        {redisType === "cluster" && (
+          <div className="pt-4 border-t border-gray-200">
+            <CoordinationRedisFieldSection
+              title="Cluster Configuration"
+              section="cluster"
+              redisType={redisType}
+              configuredSecrets={configuredSecrets}
+              gridCols="grid-cols-1 gap-6"
+            />
+          </div>
+        )}
+
+        {redisType === "sentinel" && (
+          <div className="pt-4 border-t border-gray-200">
+            <CoordinationRedisFieldSection
+              title="Sentinel Configuration"
+              section="sentinel"
+              redisType={redisType}
+              configuredSecrets={configuredSecrets}
+            />
+          </div>
+        )}
+
+        <div className="pt-4 border-t border-gray-200">
+          <CoordinationRedisFieldSection
+            title="SSL Settings"
+            section="ssl"
+            redisType={redisType}
+            configuredSecrets={configuredSecrets}
+          />
+        </div>
+      </Form>
+
+      <div className="border-t border-gray-200 pt-6 flex justify-end gap-3">
+        <Button onClick={handleTestConnection} loading={testConnection.isPending}>
+          {testConnection.isPending ? "Testing..." : "Test Connection"}
+        </Button>
+        <Button type="primary" onClick={handleSaveChanges} loading={updateSettings.isPending}>
+          {updateSettings.isPending ? "Saving..." : "Save Changes"}
+        </Button>
+      </div>
+    </div>
+  );
+};
+
+export default CoordinationRedisSettings;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/types.ts b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/types.ts
new file mode 100644
index 00000000000..acdccfce2ea
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/coordination_redis_settings/types.ts
@@ -0,0 +1,30 @@
+export const REDACTED_VALUE = "***REDACTED***";
+
+export type CoordinationRedisSource = "coordination_redis" | "cache_backend" | "environment";
+
+export type CoordinationRedisSettingValue = string | number | boolean | unknown[];
+
+export type CoordinationRedisSettings = Record<string, CoordinationRedisSettingValue>;
+
+export type CoordinationRedisSection = "connection" | "cluster" | "sentinel";
+
+export interface CoordinationRedisSettingsField {
+  field_name: string;
+  field_type: string;
+  field_value: unknown;
+  field_description: string;
+  ui_field_name: string;
+  field_default?: unknown;
+  section: CoordinationRedisSection;
+}
+
+export interface CoordinationRedisSettingsResponse {
+  values: Record<string, unknown>;
+  fields: CoordinationRedisSettingsField[];
+  source: CoordinationRedisSource | null;
+}
+
+export interface CoordinationRedisTestResponse {
+  status: "healthy" | "unhealthy";
+  error?: string;
+}
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/coordinationRedis/useCoordinationRedisSettings.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/coordinationRedis/useCoordinationRedisSettings.ts
new file mode 100644
index 00000000000..a38f2546bf1
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/coordinationRedis/useCoordinationRedisSettings.ts
@@ -0,0 +1,46 @@
+import { useMutation, UseMutationResult, useQuery, useQueryClient, UseQueryResult } from "@tanstack/react-query";
+import {
+  getCoordinationRedisSettingsCall,
+  testCoordinationRedisConnectionCall,
+  updateCoordinationRedisSettingsCall,
+} from "@/components/networking";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import type {
+  CoordinationRedisSettings,
+  CoordinationRedisSettingsResponse,
+  CoordinationRedisTestResponse,
+} from "@/app/(dashboard)/caching/_components/coordination_redis_settings/types";
+import { createQueryKeys } from "../common/queryKeysFactory";
+
+export const coordinationRedisKeys = createQueryKeys("coordinationRedis");
+
+export const useCoordinationRedisSettings = (): UseQueryResult<CoordinationRedisSettingsResponse> => {
+  const { accessToken } = useAuthorized();
+  return useQuery<CoordinationRedisSettingsResponse>({
+    queryKey: coordinationRedisKeys.list({}),
+    queryFn: async () => getCoordinationRedisSettingsCall(accessToken!),
+    enabled: Boolean(accessToken),
+  });
+};
+
+export const useUpdateCoordinationRedisSettings = (): UseMutationResult<void, Error, CoordinationRedisSettings> => {
+  const { accessToken } = useAuthorized();
+  const queryClient = useQueryClient();
+
+  return useMutation<void, Error, CoordinationRedisSettings>({
+    mutationFn: async (settings) => updateCoordinationRedisSettingsCall(accessToken!, settings),
+    onSuccess: () => queryClient.invalidateQueries({ queryKey: coordinationRedisKeys.all }),
+  });
+};
+
+export const useTestCoordinationRedisConnection = (): UseMutationResult<
+  CoordinationRedisTestResponse,
+  Error,
+  CoordinationRedisSettings
+> => {
+  const { accessToken } = useAuthorized();
+
+  return useMutation<CoordinationRedisTestResponse, Error, CoordinationRedisSettings>({
+    mutationFn: async (settings) => testCoordinationRedisConnectionCall(accessToken!, settings),
+  });
+};
diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index 5ec2765c621..781799286e9 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -30,6 +30,11 @@ import type { SkillRegisterRequest } from "./claude_code_plugins/types";
 import { jsonFields } from "./common_components/check_openapi_schema";
 import NotificationsManager from "./molecules/notifications_manager";
 import type { MCPUserEnvVarsStatus } from "./mcp_tools/types";
+import type {
+  CoordinationRedisSettings,
+  CoordinationRedisSettingsResponse,
+  CoordinationRedisTestResponse,
+} from "@/app/(dashboard)/caching/_components/coordination_redis_settings/types";
 import { MCP_TOOLS_PREVIEW_FORBIDDEN_MESSAGE } from "./mcp_tools/constants";
 import { createApiClient, deriveErrorMessage } from "@/lib/http/client";
 import { resolveApiBase } from "@/lib/http/resolveApiBase";
@@ -3196,6 +3201,47 @@ export const updateCacheSettingsCall = async (accessToken: string, cacheSettings
   }
 };
 
+export const getCoordinationRedisSettingsCall = async (
+  accessToken: string,
+): Promise<CoordinationRedisSettingsResponse> => {
+  try {
+    return await apiClient.get<CoordinationRedisSettingsResponse>(`/coordination_redis/settings`, { accessToken });
+  } catch (error) {
+    console.error("Failed to get coordination redis settings:", error);
+    throw error;
+  }
+};
+
+export const testCoordinationRedisConnectionCall = async (
+  accessToken: string,
+  settings: CoordinationRedisSettings,
+): Promise<CoordinationRedisTestResponse> => {
+  try {
+    return await apiClient.post<CoordinationRedisTestResponse>(`/coordination_redis/settings/test`, {
+      accessToken,
+      body: { settings },
+    });
+  } catch (error) {
+    console.error("Failed to test coordination redis connection:", error);
+    throw error;
+  }
+};
+
+export const updateCoordinationRedisSettingsCall = async (
+  accessToken: string,
+  settings: CoordinationRedisSettings,
+): Promise<void> => {
+  try {
+    await apiClient.post(`/coordination_redis/settings`, {
+      accessToken,
+      body: { settings },
+    });
+  } catch (error) {
+    console.error("Failed to update coordination redis settings:", error);
+    throw error;
+  }
+};
+
 export const getPassThroughEndpointsCall = async (accessToken: string, teamId?: string | null) => {
   try {
     let path = `/config/pass_through_endpoint`;
diff --git a/ui/litellm-dashboard/src/components/page_metadata.ts b/ui/litellm-dashboard/src/components/page_metadata.ts
index 96b65a4f649..1b0734eb220 100644
--- a/ui/litellm-dashboard/src/components/page_metadata.ts
+++ b/ui/litellm-dashboard/src/components/page_metadata.ts
@@ -31,7 +31,7 @@ export const pageDescriptions: Record<string, string> = {
   api_ref: "Browse API documentation and endpoints",
   "model-hub-table": "Explore available AI models and providers",
   "learning-resources": "Access tutorials and documentation",
-  caching: "Configure response caching settings",
+  caching: "Configure response caching and coordination Redis settings",
   "transform-request": "Set up request transformation rules",
   "cost-tracking": "Track and analyze API costs",
   "ui-theme": "Customize dashboard appearance",
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index 4ca2f85be2b..15ddc5858c2 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -2367,6 +2367,67 @@ export interface paths {
         patch?: never;
         trace?: never;
     };
+    "/coordination_redis/settings": {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        /**
+         * Get Coordination Redis Settings
+         * @description Get the coordination Redis configuration and available settings.
+         *
+         *     Returns:
+         *     - values: current coordination Redis settings, with password/sentinel_password/url redacted
+         *     - fields: all configurable settings with their metadata (type, description, default, section)
+         *     - source: "coordination_redis" | "cache_backend" | "environment" | null
+         */
+        get: operations["get_coordination_redis_settings_coordination_redis_settings_get"];
+        put?: never;
+        /**
+         * Update Coordination Redis Settings
+         * @description Save coordination Redis settings under `general_settings.coordination_redis`.
+         *
+         *     Parameters:
+         *     - settings: dict - Redis connection params (host, port, username, password, url, ssl, startup_nodes, sentinel_nodes, sentinel_password, service_name). Values may be `os.environ/VAR` references, which are stored as written and resolved at startup
+         *
+         *     The settings are written to the `general_settings` row of LiteLLM_Config,
+         *     which startup merges over the yaml config; the proxy picks them up on its
+         *     next restart.
+         */
+        post: operations["update_coordination_redis_settings_coordination_redis_settings_post"];
+        delete?: never;
+        options?: never;
+        head?: never;
+        patch?: never;
+        trace?: never;
+    };
+    "/coordination_redis/settings/test": {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        get?: never;
+        put?: never;
+        /**
+         * Check Coordination Redis Connection
+         * @description Test a coordination Redis connection with the provided credentials.
+         *
+         *     Parameters:
+         *     - settings: dict - Redis connection params to test. Credential fields sent back as `***REDACTED***` fall back to the saved value
+         *
+         *     Builds a throwaway client (never touching global state) and pings it.
+         */
+        post: operations["check_coordination_redis_connection_coordination_redis_settings_test_post"];
+        delete?: never;
+        options?: never;
+        head?: never;
+        patch?: never;
+        trace?: never;
+    };
     "/cost/estimate": {
         parameters: {
             query?: never;
@@ -22353,6 +22414,8 @@ export interface components {
              * @description proxy level default model for all chat completion calls
              */
             completion_model?: string | null;
+            /** @description standalone Redis for cross-pod coordination (tpm/rpm rate limits, spend tracking, pod lock manager, shared health checks), configured independently of the response-cache backend; takes precedence over borrowing the `cache_params` Redis and over the REDIS_* env fallback */
+            coordination_redis?: components["schemas"]["CoordinationRedisParams"] | null;
             /**
              * Custom Auth
              * @description override user_api_key_auth with your own auth script - https://docs.litellm.ai/docs/proxy/virtual_keys#custom-auth
@@ -22751,6 +22814,145 @@ export interface components {
              */
             pattern_type: "prebuilt" | "regex";
         };
+        /**
+         * CoordinationRedisNode
+         * @description A single startup node of a cluster-mode Redis used for proxy coordination.
+         */
+        CoordinationRedisNode: {
+            /**
+             * Host
+             * @description hostname of the cluster node
+             */
+            host: string;
+            /**
+             * Port
+             * @description port of the cluster node
+             */
+            port: number;
+        };
+        /**
+         * CoordinationRedisParams
+         * @description Connection params for the proxy's coordination Redis (cross-pod tpm/rpm rate
+         *     limits, spend tracking, pod lock manager, shared health checks), configured
+         *     independently of the response-cache backend in `litellm_settings.cache_params`.
+         */
+        CoordinationRedisParams: {
+            /**
+             * Host
+             * @description Redis hostname
+             */
+            host?: string | null;
+            /**
+             * Password
+             * @description Redis password
+             */
+            password?: string | null;
+            /**
+             * Port
+             * @description Redis port
+             */
+            port?: number | null;
+            /**
+             * Sentinel Nodes
+             * @description sentinel [host, port] pairs; when set a sentinel-managed client is used
+             */
+            sentinel_nodes?: (string | number)[][] | null;
+            /**
+             * Sentinel Password
+             * @description password for the sentinel nodes
+             */
+            sentinel_password?: string | null;
+            /**
+             * Service Name
+             * @description sentinel service name
+             */
+            service_name?: string | null;
+            /**
+             * Ssl
+             * @description connect over TLS
+             */
+            ssl?: boolean | null;
+            /**
+             * Startup Nodes
+             * @description cluster-mode startup nodes; when set a cluster client is used
+             */
+            startup_nodes?: components["schemas"]["CoordinationRedisNode"][] | null;
+            /**
+             * Url
+             * @description full Redis connection url, e.g. redis://:pass@host:6379
+             */
+            url?: string | null;
+            /**
+             * Username
+             * @description Redis username
+             */
+            username?: string | null;
+        } & {
+            [key: string]: unknown;
+        };
+        /** CoordinationRedisSettingsField */
+        CoordinationRedisSettingsField: {
+            /** Field Default */
+            field_default?: unknown | null;
+            /** Field Description */
+            field_description: string;
+            /** Field Name */
+            field_name: string;
+            /** Field Type */
+            field_type: string;
+            /** Field Value */
+            field_value?: unknown | null;
+            /**
+             * Section
+             * @enum {string}
+             */
+            section: "connection" | "cluster" | "sentinel";
+            /** Ui Field Name */
+            ui_field_name: string;
+        };
+        /** CoordinationRedisSettingsRequest */
+        CoordinationRedisSettingsRequest: {
+            /**
+             * Settings
+             * @description Coordination Redis connection params
+             */
+            settings: {
+                [key: string]: unknown;
+            };
+        };
+        /** CoordinationRedisSettingsResponse */
+        CoordinationRedisSettingsResponse: {
+            /**
+             * Fields
+             * @description List of all configurable coordination Redis settings with metadata
+             */
+            fields: components["schemas"]["CoordinationRedisSettingsField"][];
+            /**
+             * Source
+             * @description Where the proxy's coordination Redis comes from; null when it has none
+             */
+            source: ("coordination_redis" | "cache_backend" | "environment") | null;
+            /**
+             * Values
+             * @description Current coordination Redis settings, with credentials redacted
+             */
+            values: {
+                [key: string]: unknown;
+            };
+        };
+        /** CoordinationRedisTestResponse */
+        CoordinationRedisTestResponse: {
+            /**
+             * Error
+             * @description Error message if the connection failed
+             */
+            error?: string | null;
+            /**
+             * Status
+             * @description Connection status: 'healthy' or 'unhealthy'
+             */
+            status: string;
+        };
         /**
          * CostEstimateRequest
          * @description Request body for /cost/estimate endpoint.
@@ -37210,6 +37412,97 @@ export interface operations {
             };
         };
     };
+    get_coordination_redis_settings_coordination_redis_settings_get: {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        requestBody?: never;
+        responses: {
+            /** @description Successful Response */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["CoordinationRedisSettingsResponse"];
+                };
+            };
+        };
+    };
+    update_coordination_redis_settings_coordination_redis_settings_post: {
+        parameters: {
+            query?: never;
+            header?: {
+                /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */
+                "litellm-changed-by"?: string | null;
+            };
+            path?: never;
+            cookie?: never;
+        };
+        requestBody: {
+            content: {
+                "application/json": components["schemas"]["CoordinationRedisSettingsRequest"];
+            };
+        };
+        responses: {
+            /** @description Successful Response */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": {
+                        [key: string]: unknown;
+                    };
+                };
+            };
+            /** @description Validation Error */
+            422: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["HTTPValidationError"];
+                };
+            };
+        };
+    };
+    check_coordination_redis_connection_coordination_redis_settings_test_post: {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        requestBody: {
+            content: {
+                "application/json": components["schemas"]["CoordinationRedisSettingsRequest"];
+            };
+        };
+        responses: {
+            /** @description Successful Response */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["CoordinationRedisTestResponse"];
+                };
+            };
+            /** @description Validation Error */
+            422: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["HTTPValidationError"];
+                };
+            };
+        };
+    };
     estimate_cost_cost_estimate_post: {
         parameters: {
             query?: never;

From 4e3c437631922c1d7d482bb85ae891250046143a Mon Sep 17 00:00:00 2001
From: Yassin Kortam <yassin@berri.ai>
Date: Sat, 11 Jul 2026 02:16:09 +0300
Subject: [PATCH 274/370] feat(deploy): make coordination redis a first-class
 chart and terraform surface (#32662)

Render a general_settings.coordination_redis block into the litellm-helm
proxy config when the bundled Redis is enabled, gated on a new
redis.coordination.enabled value and skipped when the user already
supplies their own block. Sentinel deployments render sentinel_nodes and
service_name rather than a host/port pair.

Also fixes litellm.redis.serviceName, which gated its sentinel branch on
standalone architecture. The bundled Redis subchart only serves sentinel
in replication mode, and renders no master Service there, so REDIS_HOST
pointed at a Service that never existed for every sentinel user.

Documents the coordination redis in the componentized chart and in the
terraform modules, whose existing REDIS_* exports now feed it directly.

Adds helm-unittest coverage for both charts' redis wiring, which had none
---
 helm/litellm-helm/templates/_helpers.tpl      |   7 +-
 .../templates/configmap-litellm.yaml          |  15 +-
 .../tests/coordination_redis_tests.yaml       | 143 ++++++++++++++++++
 helm/litellm-helm/values.yaml                 |  22 ++-
 helm/litellm/templates/_helpers.tpl           |  13 +-
 helm/litellm/tests/redis_env_tests.yaml       | 109 +++++++++++++
 helm/litellm/values.yaml                      |  13 +-
 terraform/litellm/README.md                   |  14 ++
 .../examples/default/terraform.tfvars.example |  13 ++
 .../examples/default/terraform.tfvars.example |  14 ++
 10 files changed, 352 insertions(+), 11 deletions(-)
 create mode 100644 helm/litellm-helm/tests/coordination_redis_tests.yaml
 create mode 100644 helm/litellm/tests/redis_env_tests.yaml

diff --git a/helm/litellm-helm/templates/_helpers.tpl b/helm/litellm-helm/templates/_helpers.tpl
index 25b02dd5f37..469d52c03a7 100644
--- a/helm/litellm-helm/templates/_helpers.tpl
+++ b/helm/litellm-helm/templates/_helpers.tpl
@@ -76,10 +76,13 @@ so fall back to "default" (or an explicit override) to avoid a cyclic dependency
 {{- end }}
 
 {{/*
-Get redis service name
+Get redis service name.
+The bundled Redis subchart only serves sentinel in "replication" architecture
+(it rejects standalone + sentinel outright), and in that mode the sentinel
+Service is named "<release>-redis", not "<release>-redis-master".
 */}}
 {{- define "litellm.redis.serviceName" -}}
-{{- if and (eq .Values.redis.architecture "standalone") .Values.redis.sentinel.enabled -}}
+{{- if .Values.redis.sentinel.enabled -}}
 {{- printf "%s-%s" .Release.Name (default "redis" .Values.redis.nameOverride | trunc 63 | trimSuffix "-") -}}
 {{- else -}}
 {{- printf "%s-%s-master" .Release.Name (default "redis" .Values.redis.nameOverride | trunc 63 | trimSuffix "-") -}}
diff --git a/helm/litellm-helm/templates/configmap-litellm.yaml b/helm/litellm-helm/templates/configmap-litellm.yaml
index acbe4e3a4b5..03e4f620206 100644
--- a/helm/litellm-helm/templates/configmap-litellm.yaml
+++ b/helm/litellm-helm/templates/configmap-litellm.yaml
@@ -1,9 +1,22 @@
 {{- if .Values.proxyConfigMap.create }}
+{{- $config := deepCopy .Values.proxy_config }}
+{{- if and .Values.redis.enabled (dig "coordination" "enabled" true .Values.redis) }}
+{{- $generalSettings := (get $config "general_settings") | default dict }}
+{{- if not (hasKey $generalSettings "coordination_redis") }}
+{{- $coordinationRedis := dict "host" "os.environ/REDIS_HOST" "port" "os.environ/REDIS_PORT" "password" "os.environ/REDIS_PASSWORD" }}
+{{- if .Values.redis.sentinel.enabled }}
+{{- $sentinelNode := list (include "litellm.redis.serviceName" .) (include "litellm.redis.port" . | int) }}
+{{- $coordinationRedis = dict "sentinel_nodes" (list $sentinelNode) "service_name" (default "mymaster" .Values.redis.sentinel.masterSet) "password" "os.environ/REDIS_PASSWORD" }}
+{{- end }}
+{{- $_ := set $generalSettings "coordination_redis" $coordinationRedis }}
+{{- $_ := set $config "general_settings" $generalSettings }}
+{{- end }}
+{{- end }}
 apiVersion: v1
 kind: ConfigMap
 metadata:
   name: {{ include "litellm.fullname" . }}-config
 data:
   config.yaml: |
-{{ .Values.proxy_config | toYaml | indent 6 }}
+{{ $config | toYaml | indent 6 }}
 {{- end }}
diff --git a/helm/litellm-helm/tests/coordination_redis_tests.yaml b/helm/litellm-helm/tests/coordination_redis_tests.yaml
new file mode 100644
index 00000000000..0b58b1e6bc8
--- /dev/null
+++ b/helm/litellm-helm/tests/coordination_redis_tests.yaml
@@ -0,0 +1,143 @@
+suite: test coordination redis
+templates:
+  - configmap-litellm.yaml
+  - deployment.yaml
+tests:
+  - it: should not render coordination_redis when redis is disabled
+    template: configmap-litellm.yaml
+    set:
+      redis.enabled: false
+    asserts:
+      - notMatchRegex:
+          path: data["config.yaml"]
+          pattern: coordination_redis
+
+  - it: should not emit redis env vars when redis is disabled
+    template: deployment.yaml
+    set:
+      redis.enabled: false
+    asserts:
+      - notContains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: REDIS_HOST
+            value: RELEASE-NAME-redis-master
+          any: true
+
+  - it: should render coordination_redis pointing at the bundled redis when enabled
+    template: configmap-litellm.yaml
+    set:
+      redis.enabled: true
+    asserts:
+      - matchRegex:
+          path: data["config.yaml"]
+          pattern: "coordination_redis:\n    host: os.environ/REDIS_HOST\n    password: os.environ/REDIS_PASSWORD\n    port: os.environ/REDIS_PORT\n"
+      - matchRegex:
+          path: data["config.yaml"]
+          pattern: "master_key: os.environ/PROXY_MASTER_KEY"
+
+  - it: should emit redis env vars backing the coordination_redis os.environ refs
+    template: deployment.yaml
+    set:
+      redis.enabled: true
+    asserts:
+      - contains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: REDIS_HOST
+            value: RELEASE-NAME-redis-master
+      - contains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: REDIS_PORT
+            value: "6379"
+      - contains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: REDIS_PASSWORD
+            valueFrom:
+              secretKeyRef:
+                name: RELEASE-NAME-redis
+                key: redis-password
+
+  - it: should not render coordination_redis when coordination is opted out
+    template: configmap-litellm.yaml
+    set:
+      redis.enabled: true
+      redis.coordination.enabled: false
+    asserts:
+      - notMatchRegex:
+          path: data["config.yaml"]
+          pattern: coordination_redis
+
+  - it: should keep emitting redis env vars when coordination is opted out
+    template: deployment.yaml
+    set:
+      redis.enabled: true
+      redis.coordination.enabled: false
+    asserts:
+      - contains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: REDIS_HOST
+            value: RELEASE-NAME-redis-master
+
+  - it: should not clobber a user supplied coordination_redis block
+    template: configmap-litellm.yaml
+    set:
+      redis.enabled: true
+      proxy_config.general_settings.coordination_redis:
+        url: os.environ/COORDINATION_REDIS_URL
+    asserts:
+      - matchRegex:
+          path: data["config.yaml"]
+          pattern: "coordination_redis:\n    url: os.environ/COORDINATION_REDIS_URL\n"
+      - notMatchRegex:
+          path: data["config.yaml"]
+          pattern: "host: os.environ/REDIS_HOST"
+
+  - it: should render sentinel_nodes and service_name in sentinel mode
+    template: configmap-litellm.yaml
+    set:
+      redis.enabled: true
+      redis.architecture: replication
+      redis.sentinel.enabled: true
+    asserts:
+      # The sentinel Service the redis subchart renders is "<release>-redis", and a
+      # plain client cannot speak the sentinel protocol, so host/port must not appear
+      - matchRegex:
+          path: data["config.yaml"]
+          pattern: "coordination_redis:\n    password: os.environ/REDIS_PASSWORD\n    sentinel_nodes:\n    - - RELEASE-NAME-redis\n      - 26379\n    service_name: mymaster\n"
+      - notMatchRegex:
+          path: data["config.yaml"]
+          pattern: "host: os.environ/REDIS_HOST"
+
+  - it: should carry a custom sentinel masterSet into service_name
+    template: configmap-litellm.yaml
+    set:
+      redis.enabled: true
+      redis.architecture: replication
+      redis.sentinel.enabled: true
+      redis.sentinel.masterSet: litellm-master
+    asserts:
+      - matchRegex:
+          path: data["config.yaml"]
+          pattern: "service_name: litellm-master"
+
+  - it: should point REDIS_HOST at the sentinel service in sentinel mode
+    template: deployment.yaml
+    set:
+      redis.enabled: true
+      redis.architecture: replication
+      redis.sentinel.enabled: true
+    asserts:
+      - contains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: REDIS_HOST
+            value: RELEASE-NAME-redis
+      - contains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: REDIS_PORT
+            value: "26379"
diff --git a/helm/litellm-helm/values.yaml b/helm/litellm-helm/values.yaml
index 6e30a6af444..d3821a547e5 100644
--- a/helm/litellm-helm/values.yaml
+++ b/helm/litellm-helm/values.yaml
@@ -331,12 +331,28 @@ postgresql:
     # secretKeys:
     #   userPasswordKey: password
 
-# requires cache: true in config file
-# either enable this or pass a secret for REDIS_HOST, REDIS_PORT, REDIS_PASSWORD or REDIS_URL
-# with cache: true to use existing redis instance
+# Redis is the proxy's coordination store: cross-pod tpm/rpm rate limits, spend
+# tracking, and the pod lock manager. Enabling this deploys the bundled Redis
+# subchart, wires REDIS_HOST / REDIS_PORT / REDIS_PASSWORD into the proxy, and
+# renders a `general_settings.coordination_redis` block into the proxy config.
+#
+# To point at an existing Redis instead, leave `enabled: false` and pass a
+# secret for REDIS_HOST, REDIS_PORT, REDIS_PASSWORD or REDIS_URL; the proxy
+# falls back to those env vars for coordination. Set `cache: true` in the proxy
+# config only if you also want LLM response caching, which is independent of
+# coordination
+#
+# When `redis.sentinel.enabled` is set, the coordination block is rendered with
+# `sentinel_nodes` and `service_name` (from `redis.sentinel.masterSet`) instead
+# of host/port, because a plain Redis client cannot talk to the sentinel port
 redis:
   enabled: false
   architecture: standalone
+  coordination:
+    # Set to false to keep the bundled Redis for response caching only and leave
+    # `general_settings.coordination_redis` out of the rendered config. A
+    # `coordination_redis` block you define yourself in `proxy_config` always wins
+    enabled: true
 
 # Prisma migration job settings
 migrationJob:
diff --git a/helm/litellm/templates/_helpers.tpl b/helm/litellm/templates/_helpers.tpl
index 4319907883e..7c281aa158b 100644
--- a/helm/litellm/templates/_helpers.tpl
+++ b/helm/litellm/templates/_helpers.tpl
@@ -213,6 +213,10 @@ harmless no-op for the Job and authoritative for the app pods.
 */}}
 - name: DISABLE_SCHEMA_UPDATE
   value: "true"
+{{/* These feed the proxy's coordination Redis (cross-pod rate limits, spend
+     tracking, pod lock manager) via its REDIS_* env fallback. An explicit
+     `general_settings.coordination_redis` block in proxy_config takes
+     precedence over anything emitted here. */}}
 {{- if $root.Values.redis.host }}
 - name: REDIS_HOST
   value: {{ $root.Values.redis.host | quote }}
@@ -226,10 +230,11 @@ harmless no-op for the Job and authoritative for the app pods.
       key: {{ $root.Values.redis.passwordSecret.passwordKey | default "password" }}
 {{- end }}
 {{- if $root.Values.redis.cluster }}
-{{/* The proxy's Cache() reads REDIS_CLUSTER_NODES as JSON and constructs a
-     RedisClusterCache when it's set (litellm/caching/caching.py:169-192).
-     We seed with the single configured endpoint — the cluster client
-     discovers the remaining nodes from CLUSTER SLOTS at startup. */}}
+{{/* The proxy falls back to REDIS_CLUSTER_NODES (JSON) to build a cluster-mode
+     coordination client when `general_settings.coordination_redis` is absent
+     and no plain-Redis response cache is configured. We seed with the single
+     configured endpoint; the cluster client discovers the remaining nodes from
+     CLUSTER SLOTS at startup. */}}
 - name: REDIS_CLUSTER_NODES
   value: {{ printf "[{\"host\":%q,\"port\":%v}]" $root.Values.redis.host (int $root.Values.redis.port) | quote }}
 {{- end }}
diff --git a/helm/litellm/tests/redis_env_tests.yaml b/helm/litellm/tests/redis_env_tests.yaml
new file mode 100644
index 00000000000..684d7071b35
--- /dev/null
+++ b/helm/litellm/tests/redis_env_tests.yaml
@@ -0,0 +1,109 @@
+suite: test redis coordination env vars
+templates:
+  - gateway/deployment.yaml
+  - gateway/configmap.yaml
+  - backend/deployment.yaml
+values:
+  - ./values/required.yaml
+tests:
+  - it: gateway omits redis env vars when no host is configured
+    template: gateway/deployment.yaml
+    asserts:
+      - notContains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: REDIS_HOST
+            value: redis.example.com
+          any: true
+      - notContains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: REDIS_CLUSTER_NODES
+          any: true
+
+  - it: gateway emits host, port and password when redis is configured
+    template: gateway/deployment.yaml
+    set:
+      redis.host: redis.example.com
+      redis.port: 6380
+      redis.passwordSecret.name: redis-secret
+    asserts:
+      - contains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: REDIS_HOST
+            value: redis.example.com
+      - contains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: REDIS_PORT
+            value: "6380"
+      - contains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: REDIS_PASSWORD
+            valueFrom:
+              secretKeyRef:
+                name: redis-secret
+                key: password
+
+  - it: backend emits the same redis env vars so both pods coordinate on one redis
+    template: backend/deployment.yaml
+    set:
+      redis.host: redis.example.com
+      redis.passwordSecret.name: redis-secret
+      redis.passwordSecret.passwordKey: redis-password
+    asserts:
+      - contains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: REDIS_HOST
+            value: redis.example.com
+      - contains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: REDIS_PASSWORD
+            valueFrom:
+              secretKeyRef:
+                name: redis-secret
+                key: redis-password
+
+  - it: gateway omits REDIS_PASSWORD for an auth-less redis
+    template: gateway/deployment.yaml
+    set:
+      redis.host: redis.example.com
+    asserts:
+      - notContains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: REDIS_PASSWORD
+          any: true
+      - contains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: REDIS_HOST
+            value: redis.example.com
+
+  - it: gateway seeds REDIS_CLUSTER_NODES from host and port in cluster mode
+    template: gateway/deployment.yaml
+    set:
+      redis.host: redis.example.com
+      redis.port: 6380
+      redis.cluster: true
+    asserts:
+      - contains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: REDIS_CLUSTER_NODES
+            value: '[{"host":"redis.example.com","port":6380}]'
+
+  - it: gateway omits REDIS_CLUSTER_NODES when cluster mode is off
+    template: gateway/deployment.yaml
+    set:
+      redis.host: redis.example.com
+    asserts:
+      - notContains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: REDIS_CLUSTER_NODES
+          any: true
diff --git a/helm/litellm/values.yaml b/helm/litellm/values.yaml
index 6aa5dd39cd0..a8f2d39663e 100644
--- a/helm/litellm/values.yaml
+++ b/helm/litellm/values.yaml
@@ -100,7 +100,18 @@ database:
       usernameKey: username
       passwordKey: password
 
-# Optional Redis (caching, rate limiting). Leave host empty to disable.
+# Optional Redis. Leave host empty to disable.
+#
+# This is the proxy's coordination store: cross-pod tpm/rpm rate limits, spend
+# tracking, and the pod lock manager. The chart emits REDIS_HOST / REDIS_PORT /
+# REDIS_PASSWORD, which the proxy picks up through its coordination Redis env
+# fallback. Response caching is separate and off unless you enable it in
+# `proxy_config.litellm_settings.cache`.
+#
+# For full control, define `general_settings.coordination_redis` in
+# `proxy_config` (host/port/password/username/url/ssl/startup_nodes/
+# sentinel_nodes/sentinel_password/service_name, each accepting os.environ/VAR
+# refs). An explicit block overrides these env vars.
 #
 # Set `cluster: true` for Redis Cluster mode (e.g. AWS ElastiCache Cluster,
 # self-hosted Redis Cluster). The chart emits REDIS_CLUSTER_NODES from
diff --git a/terraform/litellm/README.md b/terraform/litellm/README.md
index 8f09cb53407..d4b40741052 100644
--- a/terraform/litellm/README.md
+++ b/terraform/litellm/README.md
@@ -178,6 +178,7 @@ only where the underlying cloud forces it.
 | Force destroy of object store    | `s3_force_destroy`                                      | `gcs_force_destroy`                                       |
 | Database deletion protection     | `skip_final_snapshot`                                   | `cloudsql_deletion_protection`                            |
 | `proxy_config` (typed YAML map)  | `proxy_config`                                          | `proxy_config`                                            |
+| Coordination Redis               | `REDIS_*` from ElastiCache (automatic)                  | `REDIS_*` from Memorystore (automatic)                    |
 | Extra plain env per component    | `gateway_extra_env`, `backend_extra_env`                | `gateway_extra_env`, `backend_extra_env`                  |
 | Extra secret-backed env          | `gateway_extra_secrets`, `backend_extra_secrets` (ARNs) | `gateway_extra_secrets`, `backend_extra_secrets` (resource IDs) |
 | Uvicorn `--workers` on gateway   | `gateway_num_workers`                                   | `gateway_num_workers`                                     |
@@ -189,6 +190,19 @@ Each module stamps its own stack-identity tag (`litellm:stack` on AWS,
 merges `var.tags` / `var.labels` on top. Provider `default_tags` on AWS
 merge on top of all of these.
 
+Coordination Redis needs no input on either cloud. Each module provisions the
+managed Redis (ElastiCache on AWS, Memorystore on GCP) and exports `REDIS_HOST`,
+`REDIS_PORT` and `REDIS_SSL` (plus `REDIS_SSL_CA_CERTS` on GCP) into the gateway
+and backend env. The proxy falls back to those variables to build its
+coordination Redis, which backs cross-pod tpm/rpm rate limits, spend tracking
+and the pod lock manager. This is independent of LLM response caching, which
+stays off unless you enable `litellm_settings.cache` in `proxy_config`.
+
+To coordinate through a Redis the module does not manage, set
+`general_settings.coordination_redis` in `var.proxy_config`. An explicit block
+overrides the `REDIS_*` env fallback; see the commented example in each
+stack's `examples/default/terraform.tfvars.example`
+
 OTel is opt-in on both clouds: leave `otel_endpoint` empty and nothing
 OTel-related is added to the container env; set it and both gateway and
 backend get `LITELLM_OTEL_V2=true` plus the full `OTEL_*` block, with
diff --git a/terraform/litellm/aws/examples/default/terraform.tfvars.example b/terraform/litellm/aws/examples/default/terraform.tfvars.example
index 4fdfb47e678..061ca2a9b82 100644
--- a/terraform/litellm/aws/examples/default/terraform.tfvars.example
+++ b/terraform/litellm/aws/examples/default/terraform.tfvars.example
@@ -56,6 +56,19 @@ env    = "stage"
 #   general_settings = {
 #     master_key   = "os.environ/LITELLM_MASTER_KEY"
 #     database_url = "os.environ/DATABASE_URL"
+#
+#     # Optional. The module already exports REDIS_HOST / REDIS_PORT / REDIS_SSL
+#     # from the ElastiCache group it provisions, and the proxy falls back to
+#     # those for cross-pod rate limits, spend tracking and the pod lock manager.
+#     # Set this block only to coordinate through a Redis the module does not
+#     # manage; it overrides the REDIS_* env fallback. Cluster mode takes
+#     # `startup_nodes` and sentinel takes `sentinel_nodes` + `service_name`
+#     # coordination_redis = {
+#     #   host     = "os.environ/COORDINATION_REDIS_HOST"
+#     #   port     = "os.environ/COORDINATION_REDIS_PORT"
+#     #   password = "os.environ/COORDINATION_REDIS_PASSWORD"
+#     #   ssl      = true
+#     # }
 #   }
 # }
 
diff --git a/terraform/litellm/gcp/examples/default/terraform.tfvars.example b/terraform/litellm/gcp/examples/default/terraform.tfvars.example
index 6358ec96e6d..4416cf0ee5d 100644
--- a/terraform/litellm/gcp/examples/default/terraform.tfvars.example
+++ b/terraform/litellm/gcp/examples/default/terraform.tfvars.example
@@ -51,6 +51,20 @@ env    = "stage"
 #   general_settings = {
 #     master_key   = "os.environ/LITELLM_MASTER_KEY"
 #     database_url = "os.environ/DATABASE_URL"
+#
+#     # Optional. The module already exports REDIS_HOST / REDIS_PORT / REDIS_SSL
+#     # (plus REDIS_SSL_CA_CERTS) from the Memorystore instance it provisions, and
+#     # the proxy falls back to those for cross-pod rate limits, spend tracking
+#     # and the pod lock manager. Set this block only to coordinate through a
+#     # Redis the module does not manage; it overrides the REDIS_* env fallback.
+#     # Cluster mode takes `startup_nodes` and sentinel takes `sentinel_nodes`
+#     # plus `service_name`
+#     # coordination_redis = {
+#     #   host     = "os.environ/COORDINATION_REDIS_HOST"
+#     #   port     = "os.environ/COORDINATION_REDIS_PORT"
+#     #   password = "os.environ/COORDINATION_REDIS_PASSWORD"
+#     #   ssl      = true
+#     # }
 #   }
 # }
 

From e12f28ebed24955be45b9a65c2fd0517e32ee982 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 16:19:08 -0700
Subject: [PATCH 275/370] ci: authorize the expression package (MIT) in
 liccheck.ini

---
 tests/code_coverage_tests/liccheck.ini | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tests/code_coverage_tests/liccheck.ini b/tests/code_coverage_tests/liccheck.ini
index 5a09403c570..4d6e0528ed4 100644
--- a/tests/code_coverage_tests/liccheck.ini
+++ b/tests/code_coverage_tests/liccheck.ini
@@ -172,3 +172,4 @@ langgraph: >=1.0.10 # MIT License
 langgraph-prebuilt: >=1.0.8 # MIT License - https://github.com/langchain-ai/langgraph/blob/main/LICENSE
 pytest-rerunfailures: >=15.1 # MPL 2.0 license
 pytest-recording: >=0.13.4 # MIT license
+expression: >=5.6.0 # MIT License - https://github.com/cognitedata/Expression/blob/main/LICENSE

From 51f6e1b7a5a32e0c85e55d35625f30cdec4abee9 Mon Sep 17 00:00:00 2001
From: yucheng-berri <yucheng@berri.ai>
Date: Fri, 10 Jul 2026 16:41:28 -0700
Subject: [PATCH 276/370] fix(proxy): match multi-mode guardrail_mode without
 false-COMPLIANT  (#32832)

* fix(proxy): match list/dict guardrail_mode in compliance mode checks

* test(compliance): cover ComplianceChecker guardrail_mode shapes (str/list/dict/None)

* fix(proxy): trust only Mode.default in compliance mode matching (ignore tag overrides)

* fix(proxy): match dict guardrail_mode only when every branch runs in mode (no false-compliant)

* fix(proxy): treat multi-mode guardrail_mode as unresolved (no false-compliant)

The list branch previously counted a guardrail configured with mode:
[pre_call, post_call] under every listed mode. But when the writer cannot
infer the concrete hook that fired (apply_guardrail invocations), the raw
list is logged, and an image-only request that only reaches the post-call
path still records both modes. That let a pre_call compliance check pass on
a request that only ran post_call.

Match the tightened dict semantics: a list now counts for mode only when
every listed mode equals mode. Same trade-off (under-report instead of
false-COMPLIANT). Speculative set support is dropped (spend logs are
JSON-serialized, sets do not cross the wire).

Tests updated to reflect the tightened list semantics, deduplicated (single
TestModeMatching class), and shortened. The invariant is now expressed as
a computed check: True implies every branch runs in the matched mode.

---------

Co-authored-by: Marton Schneider <marton@schneider.co.nl>
---
 litellm/proxy/compliance_checks.py            |  52 ++++-
 .../test_compliance_endpoints.py              | 215 +++++++++++++++++-
 2 files changed, 255 insertions(+), 12 deletions(-)

diff --git a/litellm/proxy/compliance_checks.py b/litellm/proxy/compliance_checks.py
index 8cde91e32b2..445257a1e01 100644
--- a/litellm/proxy/compliance_checks.py
+++ b/litellm/proxy/compliance_checks.py
@@ -35,15 +35,49 @@ def _get_guardrails_by_mode(self, mode: str) -> List[Dict]:
         If a guardrail doesn't have a mode specified, it's treated as pre-call
         (the most common case).
         """
-        result = []
-        for g in self.guardrails:
-            g_mode = g.get("guardrail_mode")
-            # If no mode specified, default to pre_call
-            if g_mode is None and mode == "pre_call":
-                result.append(g)
-            elif g_mode == mode:
-                result.append(g)
-        return result
+        return [g for g in self.guardrails if self._mode_matches(g.get("guardrail_mode"), mode)]
+
+    @staticmethod
+    def _mode_matches(g_mode: object, mode: str) -> bool:
+        """
+        Return True only when a guardrail with logged ``guardrail_mode`` of
+        ``g_mode`` is guaranteed to have run in ``mode`` for the audited request.
+
+        ``guardrail_mode`` in a spend log can take several shapes because
+        ``LitellmParams.mode`` is typed ``Union[str, List[str], Mode]``, and
+        when the event type cannot be inferred at write time the raw config is
+        logged verbatim. The spend log records the configured mode(s), not the
+        concrete hook that fired for a given request; a match reports a mode
+        satisfied only when every configured branch runs in that mode, so True
+        never claims a hook the guardrail may not have actually executed.
+
+        Fails safe: if the guarantee cannot be established (missing default,
+        divergent per-tag override, or a list that runs in more than one mode),
+        the guardrail counts for no mode. The precise fix is to log the
+        resolved event mode and match on it; this is the safe interim.
+        """
+        if g_mode is None:
+            return mode == "pre_call"
+        if isinstance(g_mode, str):
+            return g_mode == mode
+        if isinstance(g_mode, (list, tuple)):
+            return bool(g_mode) and all(m == mode for m in g_mode)
+        if isinstance(g_mode, dict):
+            default = g_mode.get("default")
+            if default is None:
+                return False
+            tags = g_mode.get("tags")
+            tag_branches = list(tags.values()) if isinstance(tags, dict) else []
+
+            def _branch_runs_in_mode(branch: object) -> bool:
+                if isinstance(branch, str):
+                    return branch == mode
+                if isinstance(branch, (list, tuple)):
+                    return bool(branch) and all(m == mode for m in branch)
+                return False
+
+            return all(_branch_runs_in_mode(branch) for branch in [default, *tag_branches])
+        return False
 
     def _has_guardrail_intervention(self, guardrails: List[Dict]) -> bool:
         """Check if any guardrail intervened (blocked/masked content)."""
diff --git a/tests/test_litellm/proxy/management_endpoints/test_compliance_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_compliance_endpoints.py
index 2c41b16ba7f..33e45ccb22c 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_compliance_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_compliance_endpoints.py
@@ -7,9 +7,7 @@
 
 import pytest
 
-sys.path.insert(
-    0, os.path.abspath("../../../..")
-)  # Adds the parent directory to the system path
+sys.path.insert(0, os.path.abspath("../../../.."))  # Adds the parent directory to the system path
 
 from litellm.proxy.compliance_checks import ComplianceChecker
 from litellm.types.proxy.compliance_endpoints import ComplianceCheckRequest
@@ -385,3 +383,214 @@ def test_compliant_with_other_guardrails(self):
         )
         checks = ComplianceChecker(data).check_gdpr()
         assert all(c.passed for c in checks)
+
+
+class TestModeMatching:
+    """Direct coverage of ComplianceChecker._mode_matches for every shape.
+
+    LitellmParams.mode is Union[str, List[str], Mode], so a spend-log
+    guardrail_mode can be None / str / list / tuple / dict. A prior
+    implementation compared `g_mode == mode`, which silently failed for the
+    non-str shapes and reported NON-COMPLIANT for every multi-mode guardrail.
+    A match now reports a mode satisfied only when every configured branch
+    runs in that mode: fails safe, no false-COMPLIANT.
+    """
+
+    @pytest.mark.parametrize(
+        "g_mode, mode, expected",
+        [
+            (None, "pre_call", True),
+            (None, "post_call", False),
+            (None, "during_call", False),
+            ("pre_call", "pre_call", True),
+            ("post_call", "pre_call", False),
+            ("during_call", "during_call", True),
+            # list/tuple: only guaranteed when every listed mode equals `mode`
+            (["pre_call"], "pre_call", True),
+            (["pre_call", "pre_call"], "pre_call", True),
+            (["pre_call", "post_call"], "pre_call", False),
+            (["pre_call", "post_call"], "post_call", False),
+            ([], "pre_call", False),
+            (("during_call",), "during_call", True),
+            (("pre_call", "post_call"), "pre_call", False),
+            # dict: default only
+            ({"default": "pre_call"}, "pre_call", True),
+            ({"default": "pre_call"}, "post_call", False),
+            ({"default": ["pre_call", "post_call"]}, "post_call", False),
+            ({"default": ["pre_call"]}, "pre_call", True),
+            # dict with tags: every branch must run in mode
+            ({"default": "pre_call", "tags": {"a": "pre_call"}}, "pre_call", True),
+            ({"default": "pre_call", "tags": {"a": ["pre_call"]}}, "pre_call", True),
+            ({"default": "pre_call", "tags": {"a": ["pre_call", "post_call"]}}, "pre_call", False),
+            ({"default": "pre_call", "tags": {"eu": "post_call"}}, "pre_call", False),
+            ({"default": "pre_call", "tags": {"eu": "post_call"}}, "post_call", False),
+            ({"default": "pre_call", "tags": {"eu": ["during_call"]}}, "during_call", False),
+            ({"default": ["pre_call", "post_call"], "tags": {"a": "pre_call"}}, "post_call", False),
+            # Missing default: untagged routing is unknown, nothing guaranteed
+            ({"tags": {"x": "post_call"}}, "pre_call", False),
+            ({"tags": {"x": "post_call"}}, "post_call", False),
+            ({}, "pre_call", False),
+            ({}, "post_call", False),
+            ({"default": 123}, "pre_call", False),
+            # Unknown top-level shapes never match
+            (5, "pre_call", False),
+            (object(), "pre_call", False),
+        ],
+    )
+    def test_mode_matches(self, g_mode, mode, expected):
+        assert ComplianceChecker._mode_matches(g_mode, mode) is expected
+
+    def test_list_mode_guardrail_not_misclassified(self):
+        """A guardrail configured with mode ["pre_call", "post_call"] is logged
+        with the raw list when the writer cannot infer the concrete hook that
+        ran (e.g. apply_guardrail invocations). The spend log records "this
+        guardrail could have run at either hook", not "which hook fired this
+        request". Counting it for both would let a request that only fired
+        post_call pass a pre_call compliance check. It counts for neither."""
+        data = ComplianceCheckRequest(
+            request_id="req-mode-1",
+            user_id="user-1",
+            model="gpt-4",
+            timestamp="2026-02-17T00:00:00Z",
+            guardrail_information=[
+                {
+                    "guardrail_name": "pii_masking",
+                    "guardrail_mode": ["pre_call", "post_call"],
+                    "guardrail_status": "success",
+                }
+            ],
+        )
+        checker = ComplianceChecker(data)
+        assert len(checker._get_guardrails_by_mode("pre_call")) == 0
+        assert len(checker._get_guardrails_by_mode("post_call")) == 0
+        results = {c.check_name: c.passed for c in checker.check_eu_ai_act()}
+        assert results["Content screened before LLM"] is False
+
+    def test_list_mode_single_value_counts(self):
+        """A single-entry list ["pre_call"] runs pre_call unconditionally, so it
+        counts for pre_call and no other mode."""
+        data = ComplianceCheckRequest(
+            request_id="req-mode-1b",
+            user_id="user-1",
+            model="gpt-4",
+            timestamp="2026-02-17T00:00:00Z",
+            guardrail_information=[
+                {
+                    "guardrail_name": "pii_masking",
+                    "guardrail_mode": ["pre_call"],
+                    "guardrail_status": "success",
+                }
+            ],
+        )
+        checker = ComplianceChecker(data)
+        assert len(checker._get_guardrails_by_mode("pre_call")) == 1
+        assert len(checker._get_guardrails_by_mode("post_call")) == 0
+
+    def test_dict_tag_routed_guardrail_not_misclassified(self):
+        """A tag-routed guardrail (default=pre_call, a post_call tag) is not
+        guaranteed to run in either mode, so it counts for neither."""
+        data = ComplianceCheckRequest(
+            request_id="req-mode-2",
+            user_id="user-1",
+            model="gpt-4",
+            timestamp="2026-02-17T12:00:00Z",
+            guardrail_information=[
+                {
+                    "guardrail_name": "pii_masking",
+                    "guardrail_mode": {"default": "pre_call", "tags": {"eu": "post_call"}},
+                    "guardrail_status": "success",
+                }
+            ],
+        )
+        checker = ComplianceChecker(data)
+        assert len(checker._get_guardrails_by_mode("pre_call")) == 0
+        assert len(checker._get_guardrails_by_mode("post_call")) == 0
+        results = {c.check_name: c.passed for c in checker.check_eu_ai_act()}
+        assert results["Content screened before LLM"] is False
+
+    def test_dict_all_branches_pre_call_counts(self):
+        """When default and every tag override all run pre_call, the guardrail is
+        guaranteed pre_call regardless of routing, so it counts for pre_call."""
+        data = ComplianceCheckRequest(
+            request_id="req-mode-4",
+            user_id="user-1",
+            model="gpt-4",
+            timestamp="2026-02-17T12:00:00Z",
+            guardrail_information=[
+                {
+                    "guardrail_name": "pii_masking",
+                    "guardrail_mode": {"default": "pre_call", "tags": {"eu": "pre_call"}},
+                    "guardrail_status": "success",
+                }
+            ],
+        )
+        checker = ComplianceChecker(data)
+        assert len(checker._get_guardrails_by_mode("pre_call")) == 1
+
+    def test_none_mode_defaults_to_pre_call(self):
+        """A guardrail logged without a mode counts as pre_call only."""
+        data = ComplianceCheckRequest(
+            request_id="req-mode-3",
+            user_id="user-1",
+            model="gpt-4",
+            timestamp="2026-02-17T12:00:00Z",
+            guardrail_information=[{"guardrail_name": "pii_masking", "guardrail_status": "success"}],
+        )
+        checker = ComplianceChecker(data)
+        assert len(checker._get_guardrails_by_mode("pre_call")) == 1
+        assert len(checker._get_guardrails_by_mode("post_call")) == 0
+
+    def test_never_reports_false_compliant(self):
+        """The core invariant: a match reports `mode` satisfied only when every
+        configured branch runs in that mode. So True can never claim a hook the
+        guardrail may not have actually executed. The only allowed error
+        direction is under-reporting."""
+
+        def _branch_modes(value):
+            if isinstance(value, str):
+                return {value}
+            if isinstance(value, (list, tuple)):
+                return {v for v in value if isinstance(v, str)}
+            return set()
+
+        def _guaranteed_modes(g_mode):
+            """Modes every branch of ``g_mode`` runs in."""
+            if isinstance(g_mode, str):
+                return {g_mode}
+            if isinstance(g_mode, (list, tuple)):
+                sets = [_branch_modes(m) for m in g_mode]
+                return set.intersection(*sets) if sets else set()
+            if isinstance(g_mode, dict):
+                default = g_mode.get("default")
+                if default is None:
+                    return set()
+                branches = [default, *(g_mode.get("tags") or {}).values()]
+                sets = [_branch_modes(b) for b in branches]
+                return set.intersection(*sets) if sets else set()
+            return set()
+
+        shapes = [
+            None,
+            "pre_call",
+            "post_call",
+            ["pre_call"],
+            ["pre_call", "post_call"],
+            [],
+            {"default": "pre_call"},
+            {"default": ["pre_call", "post_call"]},
+            {"default": "pre_call", "tags": {"a": "pre_call"}},
+            {"default": "pre_call", "tags": {"a": "post_call"}},
+            {"default": ["pre_call", "post_call"], "tags": {"a": "pre_call"}},
+            {"tags": {"a": "post_call"}},
+            {},
+            {"default": 123},
+            5,
+        ]
+        for g_mode in shapes:
+            for mode in ("pre_call", "post_call", "during_call"):
+                matched = ComplianceChecker._mode_matches(g_mode, mode)
+                if g_mode is None:
+                    assert matched is (mode == "pre_call"), (g_mode, mode)
+                    continue
+                if matched:
+                    assert mode in _guaranteed_modes(g_mode), (g_mode, mode)

From 14338a2471c489f3b2d82611b998903ac2f80b66 Mon Sep 17 00:00:00 2001
From: yucheng-berri <yucheng@berri.ai>
Date: Fri, 10 Jul 2026 17:16:10 -0700
Subject: [PATCH 277/370] fix(redis): only use SSLConnection when ssl is truthy
 in connection pool kwargs (#32825)

---
 litellm/_redis.py                |  3 +-
 tests/test_litellm/test_redis.py | 52 ++++++++++++++++++++++++++++++++
 2 files changed, 53 insertions(+), 2 deletions(-)

diff --git a/litellm/_redis.py b/litellm/_redis.py
index 053514c0dbe..0b91cdabffc 100644
--- a/litellm/_redis.py
+++ b/litellm/_redis.py
@@ -689,9 +689,8 @@ def get_redis_connection_pool(
         redis_kwargs["credential_provider"] = GCPIAMCredentialProvider(redis_connect_func._gcp_service_account)
 
     connection_class = async_redis.Connection
-    if "ssl" in redis_kwargs:
+    if redis_kwargs.pop("ssl", False):
         connection_class = async_redis.SSLConnection
-        redis_kwargs.pop("ssl", None)
         redis_kwargs["connection_class"] = connection_class
     return async_redis.BlockingConnectionPool(timeout=REDIS_CONNECTION_POOL_TIMEOUT, **redis_kwargs)
 
diff --git a/tests/test_litellm/test_redis.py b/tests/test_litellm/test_redis.py
index 305b402821b..4b9f13c340b 100644
--- a/tests/test_litellm/test_redis.py
+++ b/tests/test_litellm/test_redis.py
@@ -672,3 +672,55 @@ def test_environment_redis_url_used_when_caller_names_no_target(mock_from_url, m
     get_redis_client()
 
     mock_from_url.assert_called_once()
+
+
+@pytest.mark.parametrize("falsy_ssl", [False, None, 0, ""])
+def test_connection_pool_falsy_ssl_uses_plain_connection(falsy_ssl, monkeypatch):
+    """
+    ssl=False must produce a plain (non-TLS) connection pool.
+
+    The admin UI's coordination Redis form always sends ssl explicitly, so a
+    presence check here turns ssl=False into an SSLConnection; the TLS
+    handshake against a plaintext Redis then hangs until the ping timeout and
+    every connection test from the UI fails.
+    """
+    monkeypatch.delenv("REDIS_URL", raising=False)
+    monkeypatch.delenv("REDIS_SSL", raising=False)
+    monkeypatch.delenv("REDIS_CLUSTER_NODES", raising=False)
+
+    with patch("litellm._redis.async_redis.BlockingConnectionPool") as mock_pool:
+        get_redis_connection_pool(host="plain-redis.example.com", port=6379, ssl=falsy_ssl)
+
+    call_kwargs = mock_pool.call_args.kwargs
+    assert call_kwargs.get("connection_class") is not async_redis.SSLConnection, (
+        f"ssl={falsy_ssl!r} must not select SSLConnection"
+    )
+    assert "ssl" not in call_kwargs, "ssl must never leak into BlockingConnectionPool kwargs"
+
+
+def test_connection_pool_ssl_true_uses_ssl_connection(monkeypatch):
+    """ssl=True must still opt in to a TLS connection pool."""
+    monkeypatch.delenv("REDIS_URL", raising=False)
+    monkeypatch.delenv("REDIS_SSL", raising=False)
+    monkeypatch.delenv("REDIS_CLUSTER_NODES", raising=False)
+
+    with patch("litellm._redis.async_redis.BlockingConnectionPool") as mock_pool:
+        get_redis_connection_pool(host="tls-redis.example.com", port=6380, ssl=True)
+
+    call_kwargs = mock_pool.call_args.kwargs
+    assert call_kwargs.get("connection_class") is async_redis.SSLConnection
+    assert "ssl" not in call_kwargs, "ssl must be consumed, not forwarded to the pool"
+
+
+def test_connection_pool_without_ssl_kwarg_uses_plain_connection(monkeypatch):
+    """Omitting ssl entirely must keep the historical plain-connection default."""
+    monkeypatch.delenv("REDIS_URL", raising=False)
+    monkeypatch.delenv("REDIS_SSL", raising=False)
+    monkeypatch.delenv("REDIS_CLUSTER_NODES", raising=False)
+
+    with patch("litellm._redis.async_redis.BlockingConnectionPool") as mock_pool:
+        get_redis_connection_pool(host="plain-redis.example.com", port=6379)
+
+    call_kwargs = mock_pool.call_args.kwargs
+    assert call_kwargs.get("connection_class") is not async_redis.SSLConnection
+    assert "ssl" not in call_kwargs

From 1be846680a9206249bba91d7d12cf27b0ae23d85 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Fri, 10 Jul 2026 17:22:33 -0700
Subject: [PATCH 278/370] fix(mcp): show the upstream-mismatch warning on edit
 and return undefined from withoutMintedTokenCredentials so a restore never
 blanks a stored client

---
 .../mcp_tools/create_mcp_server.tsx           | 15 ++++++----
 .../mcp_tools/mcp_server_edit.test.tsx        | 29 +++++++++++++++++++
 .../components/mcp_tools/mcp_server_edit.tsx  | 19 ++++++++++++
 .../src/components/mcp_tools/types.test.tsx   |  6 ++++
 .../src/components/mcp_tools/types.tsx        |  5 +++-
 5 files changed, 67 insertions(+), 7 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index 5172a487562..2230ad93cfa 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -748,20 +748,23 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
     // form's post-reset state (not the pre-reset snapshot, which still holds the discarded token).
     // Editing the client fields is the admin managing/acknowledging the app, so it always dismisses
     // the "may not match upstream" warning regardless of the stale-token branch below.
+    // Editing the client fields is the admin managing/acknowledging the app, so it dismisses the "may
+    // not match upstream" warning. Otherwise a url/endpoint change while a declared app is present keeps
+    // the app but flags that it may not match the new upstream (the "keep + warn" behavior). This is
+    // independent of the held-token stale check below so it fires even without an authorize this session.
     if ("credentials" in changedValues) {
       setAppMayNotMatchUpstream(false);
-    }
-    if (isHeldOAuthTokenStale(form.getFieldsValue(true), authorizedIdentity)) {
-      // A url/endpoint change while a declared app is present keeps the app but flags that it may not
-      // match the new upstream (the "keep + warn" behavior); a client-key edit is handled above.
+    } else {
       const upstreamChanged = ["url", "spec_path", "authorization_url", "token_url", "registration_url"].some(
         (key) => key in changedValues,
       );
       const hasDeclaredApp = preservedDeclaredAppCredentials(form.getFieldValue("credentials")) !== undefined;
-      clearHeldOAuthToken(changedValues);
-      if (upstreamChanged && hasDeclaredApp && !("credentials" in changedValues)) {
+      if (upstreamChanged && hasDeclaredApp) {
         setAppMayNotMatchUpstream(true);
       }
+    }
+    if (isHeldOAuthTokenStale(form.getFieldsValue(true), authorizedIdentity)) {
+      clearHeldOAuthToken(changedValues);
       setFormValues(form.getFieldsValue(true));
       return;
     }
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index 9cfe56f5fe2..2980753f43e 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -1519,6 +1519,35 @@ describe("MCPServerEdit (OAuth token persistence on save)", () => {
     expect(payload.credentials).toEqual({ client_id: null, client_secret: null });
   });
 
+  it("warns that the saved app may not match after a URL change on a client-forwarded server", async () => {
+    render(
+      <MCPServerEdit
+        mcpServer={{
+          ...interactiveOAuthServer,
+          auth_type: "true_passthrough",
+          credentials: { client_id: "stored-client" },
+        }}
+        accessToken="access-token"
+        userID="user-1"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+
+    // No warning until the upstream changes.
+    expect(screen.queryByText(/registered for the previous upstream/)).not.toBeInTheDocument();
+
+    await act(async () => {
+      fireEvent.change(screen.getByPlaceholderText("https://your-mcp-server.com"), {
+        target: { value: "https://different.example.com/mcp" },
+      });
+    });
+
+    // Keep + warn parity with the create form: the stored app is kept, and the banner appears.
+    expect(screen.getByText(/registered for the previous upstream/)).toBeInTheDocument();
+  });
+
   it("forwards a newly authorized browser-held token for tool loading before the form is saved", async () => {
     // Regression: fetchTools keyed the browser-held decision off the saved mcpServer.auth_type, so
     // after switching the form to true_passthrough and authorizing, the fresh token was not sent as
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index 741b23a12fa..009abe6ae14 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -79,6 +79,9 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
   const [searchValue, setSearchValue] = useState<string>("");
   const [aliasManuallyEdited, setAliasManuallyEdited] = useState(false);
   const [removeStoredApp, setRemoveStoredApp] = useState(false);
+  // Set when the upstream identity (url/endpoints) changed while a declared app is present, so the
+  // section warns that the saved app may not match the new upstream (the app is kept, not wiped).
+  const [appMayNotMatchUpstream, setAppMayNotMatchUpstream] = useState(false);
   const [allowedTools, setAllowedTools] = useState<string[]>([]);
   const [hasToolAllowlistInteraction, setHasToolAllowlistInteraction] = useState(false);
   const [toolNameToDisplayName, setToolNameToDisplayName] = useState<Record<string, string>>({});
@@ -445,6 +448,21 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
   };
 
   const handleFormValuesChange = (changedValues: Record<string, unknown>) => {
+    // Editing the client fields dismisses the "may not match upstream" warning; otherwise a url/endpoint
+    // change while a declared app is present keeps the app but flags that it may not match the new
+    // upstream (the "keep + warn" behavior). Mirrors the create form; independent of the held-token
+    // stale check so it fires even without an authorize this session (the stored app is for the old url).
+    if ("credentials" in changedValues) {
+      setAppMayNotMatchUpstream(false);
+    } else {
+      const upstreamChanged = ["url", "spec_path", "authorization_url", "token_url", "registration_url"].some(
+        (key) => key in changedValues,
+      );
+      const hasDeclaredApp = preservedDeclaredAppCredentials(form.getFieldValue("credentials")) !== undefined;
+      if (upstreamChanged && hasDeclaredApp) {
+        setAppMayNotMatchUpstream(true);
+      }
+    }
     if (isHeldOAuthTokenStale(form.getFieldsValue(true), authorizedIdentityRef.current)) {
       clearHeldOAuthToken(changedValues);
     }
@@ -1086,6 +1104,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
                   savedAuthType={mcpServer.auth_type}
                   removeStoredApp={removeStoredApp}
                   onRemoveStoredAppChange={setRemoveStoredApp}
+                  appMayNotMatchUpstream={appMayNotMatchUpstream}
                 />
               </>
             )}
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx
index 48f9fc2ac75..7ce803d583c 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/types.test.tsx
@@ -215,6 +215,12 @@ describe("withoutMintedTokenCredentials", () => {
     };
     expect(withoutMintedTokenCredentials(mixed)).toEqual({ client_id: "a", client_secret: "b", scopes: ["read"] });
   });
+
+  it("returns undefined (not {}) when only minted keys are present, so a restore never blanks the fields", () => {
+    expect(withoutMintedTokenCredentials({ access_token: "t", refresh_token: "r", expires_in: 3600 })).toBeUndefined();
+    // A declared client is always kept, so a stored client_id can never be overwritten with empty.
+    expect(withoutMintedTokenCredentials({ client_id: "x", access_token: "t" })).toEqual({ client_id: "x" });
+  });
 });
 
 describe("credentialAuthClass", () => {
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
index 29441cdb84c..3bab1cebb6e 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
@@ -128,9 +128,12 @@ export const withoutMintedTokenCredentials = (
   credentials: Record<string, unknown> | null | undefined,
 ): Record<string, unknown> | undefined => {
   if (!credentials) return undefined;
-  return Object.fromEntries(
+  const kept = Object.fromEntries(
     Object.entries(credentials).filter(([key]) => !(MINTED_TOKEN_CREDENTIAL_KEYS as readonly string[]).includes(key)),
   );
+  // Return undefined (not {}) when only minted keys were present, so a restore spreads `credentials:
+  // undefined` (the fields keep their placeholder / keep-existing state) rather than blanking them.
+  return Object.keys(kept).length > 0 ? kept : undefined;
 };
 
 // The client-forwarded modes share one credential class (same declared app, same authorize relay), so

From a88a9bfcb2953ba6238e86e95198835330499e23 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Fri, 10 Jul 2026 16:02:30 -0700
Subject: [PATCH 279/370] feat(ui): add filter drawer and column visibility to
 shared DataTable

Adds server- and client-side column filtering to the shared DataTable via a
filterMode prop that mirrors the existing sorting and pagination modes, a global
search filter, a staged filter drawer ("Apply Filters" / "Reset") built on the
shadcn Sheet primitive (added via `npx shadcn add sheet`), and a table-aware
toolbar (search, refresh, active-filter chips, and a Columns menu). Also adds
skeleton loading rows, an icon empty state, and renders toolbar, table, and
pagination as a single card.

Migrates the two pilot tables onto the design as a proof of concept:
TeamVirtualKeysTable drives server-side filtering through the list API (key alias
via the search box, user via the drawer), and WorkflowRuns filters client-side in
memory. Both keep their existing behavioral tests green, with new coverage for the
filter drawer, the toolbar, the global search, and the server-filter query mapping.
---
 ui/litellm-dashboard/eslint-metrics.json      |   6 +-
 .../(dashboard)/workflows/WorkflowRuns.tsx    | 105 ++++++++--
 .../shared/DataTable/DataTable.test.tsx       | 101 ++++++++-
 .../components/shared/DataTable/DataTable.tsx | 146 ++++++++++---
 .../DataTable/DataTableFilterDrawer.test.tsx  |  98 +++++++++
 .../DataTable/DataTableFilterDrawer.tsx       | 107 ++++++++++
 .../shared/DataTable/DataTablePagination.tsx  |   5 +-
 .../DataTable/DataTableToolbar.test.tsx       | 107 ++++++++--
 .../shared/DataTable/DataTableToolbar.tsx     | 129 +++++++++---
 .../shared/DataTable/DataTableViewOptions.tsx |   7 +-
 .../src/components/shared/DataTable/index.ts  |   2 +
 .../src/components/shared/DataTable/types.ts  |  11 +
 .../src/components/team/TeamInfo.test.tsx     |   2 +-
 .../team/TeamVirtualKeysTable.test.tsx        |  83 +++-----
 .../components/team/TeamVirtualKeysTable.tsx  | 196 ++++++++----------
 .../src/components/ui/sheet.tsx               | 100 +++++++++
 16 files changed, 933 insertions(+), 272 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/shared/DataTable/DataTableFilterDrawer.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/DataTable/DataTableFilterDrawer.tsx
 create mode 100644 ui/litellm-dashboard/src/components/ui/sheet.tsx

diff --git a/ui/litellm-dashboard/eslint-metrics.json b/ui/litellm-dashboard/eslint-metrics.json
index dac15a21620..5fb331c0d6b 100644
--- a/ui/litellm-dashboard/eslint-metrics.json
+++ b/ui/litellm-dashboard/eslint-metrics.json
@@ -1,7 +1,7 @@
 {
-  "@typescript-eslint/no-explicit-any": 1977,
-  "complexity": 129,
-  "local/no-large-inline-object-arg": 509,
+  "@typescript-eslint/no-explicit-any": 1976,
+  "complexity": 128,
+  "local/no-large-inline-object-arg": 508,
   "local/no-long-condition-chain": 233,
   "max-depth": 59,
   "no-console": 16
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/workflows/WorkflowRuns.tsx b/ui/litellm-dashboard/src/app/(dashboard)/workflows/WorkflowRuns.tsx
index b668cdee0bd..119e61c0222 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/workflows/WorkflowRuns.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/workflows/WorkflowRuns.tsx
@@ -1,9 +1,16 @@
 import React, { useState, useEffect, useCallback, useMemo } from "react";
 import { Button, Collapse, Drawer, Empty, Spin, Tooltip, Typography } from "antd";
 import { ReloadOutlined } from "@ant-design/icons";
-import type { ColumnDef } from "@tanstack/react-table";
+import type { ColumnDef, ColumnFiltersState } from "@tanstack/react-table";
 import { proxyBaseUrl } from "@/components/networking";
-import { DataTable } from "@/components/shared/DataTable";
+import {
+  DataTable,
+  DataTableFilterDrawer,
+  DataTableFilterField,
+  DataTableToolbar,
+} from "@/components/shared/DataTable";
+import { Input } from "@/components/ui/input";
+import { Select, SelectContent, SelectItem, SelectTrigger, SelectValue } from "@/components/ui/select";
 
 const { Text } = Typography;
 
@@ -59,6 +66,9 @@ const STATUS_DOT: Record<RunStatus, string> = {
   failed: "#ef4444",
 };
 
+const RUN_STATUS_OPTIONS: RunStatus[] = ["pending", "running", "paused", "completed", "failed"];
+const FILTER_ALL = "__all__";
+
 const EVENT_COLOR: Record<string, { bar: string; border: string; text: string }> = {
   "step.started": { bar: "#f0fdf4", border: "#86efac", text: "#16a34a" },
   "step.failed": { bar: "#fef2f2", border: "#fca5a5", text: "#dc2626" },
@@ -482,6 +492,9 @@ const WorkflowRuns: React.FC<WorkflowRunsProps> = ({ accessToken }) => {
   const [messages, setMessages] = useState<WorkflowRunMessage[]>([]);
   const [loadingDetail, setLoadingDetail] = useState(false);
   const [drawerOpen, setDrawerOpen] = useState(false);
+  const [columnFilters, setColumnFilters] = useState<ColumnFiltersState>([]);
+  const [globalFilter, setGlobalFilter] = useState("");
+  const [filtersOpen, setFiltersOpen] = useState(false);
 
   const fetchRuns = useCallback(async () => {
     if (!accessToken) return;
@@ -547,7 +560,9 @@ const WorkflowRuns: React.FC<WorkflowRunsProps> = ({ accessToken }) => {
     () => [
       {
         id: "run",
+        accessorFn: (row) => `${runTitle(row)} ${row.run_id}`,
         header: "Run",
+        meta: { title: "Run" },
         cell: ({ row }) => {
           const run = row.original;
           return (
@@ -564,13 +579,18 @@ const WorkflowRuns: React.FC<WorkflowRunsProps> = ({ accessToken }) => {
       {
         accessorKey: "workflow_type",
         header: "Type",
+        meta: { title: "Type" },
+        filterFn: "includesString",
         cell: ({ row }) => (
           <span style={{ fontFamily: "monospace", fontSize: 12, color: "#71717a" }}>{row.original.workflow_type}</span>
         ),
       },
       {
         id: "status",
+        accessorKey: "status",
         header: "Status",
+        meta: { title: "Status" },
+        filterFn: "equalsString",
         cell: ({ row }) => {
           const run = row.original;
           return (
@@ -586,6 +606,7 @@ const WorkflowRuns: React.FC<WorkflowRunsProps> = ({ accessToken }) => {
       {
         accessorKey: "created_at",
         header: "Created",
+        meta: { title: "Created" },
         cell: ({ row }) => <span style={{ fontSize: 12, color: "#a1a1aa" }}>{timeAgo(row.original.created_at)}</span>,
       },
     ],
@@ -603,28 +624,11 @@ const WorkflowRuns: React.FC<WorkflowRunsProps> = ({ accessToken }) => {
       }}
     >
       {/* page header */}
-      <div
-        style={{
-          display: "flex",
-          alignItems: "center",
-          justifyContent: "space-between",
-          marginBottom: 20,
-        }}
-      >
-        <div>
-          <div style={{ fontSize: 18, fontWeight: 600, color: "#18181b" }}>Workflow Runs</div>
-          <div style={{ fontSize: 13, color: "#71717a", marginTop: 2 }}>
-            Durable state tracking for agents and automated workflows
-          </div>
+      <div style={{ marginBottom: 20 }}>
+        <div style={{ fontSize: 18, fontWeight: 600, color: "#18181b" }}>Workflow Runs</div>
+        <div style={{ fontSize: 13, color: "#71717a", marginTop: 2 }}>
+          Durable state tracking for agents and automated workflows
         </div>
-        <Button
-          icon={<ReloadOutlined />}
-          onClick={fetchRuns}
-          loading={loadingRuns}
-          style={{ color: "#71717a", borderColor: "#e4e4e7" }}
-        >
-          Refresh
-        </Button>
       </div>
 
       <DataTable
@@ -641,8 +645,63 @@ const WorkflowRuns: React.FC<WorkflowRunsProps> = ({ accessToken }) => {
         }
         paginationMode="client"
         pageSizeOptions={[50, 100]}
+        filterMode="client"
+        columnFilters={columnFilters}
+        onColumnFiltersChange={setColumnFilters}
+        globalFilter={globalFilter}
+        onGlobalFilterChange={setGlobalFilter}
         onRowClick={fetchRunDetail}
         size="compact"
+        toolbar={(table) => (
+          <>
+            <DataTableToolbar
+              table={table}
+              searchValue={globalFilter}
+              onSearchChange={setGlobalFilter}
+              searchPlaceholder="Search runs…"
+              onRefresh={fetchRuns}
+              isRefreshing={loadingRuns}
+              onOpenFilters={() => setFiltersOpen(true)}
+            />
+            <DataTableFilterDrawer
+              table={table}
+              open={filtersOpen}
+              onOpenChange={setFiltersOpen}
+              title="Filters"
+              description="Narrow down workflow runs"
+            >
+              {({ get, set }) => (
+                <>
+                  <DataTableFilterField label="Status">
+                    <Select
+                      value={(get("status") as string) || FILTER_ALL}
+                      onValueChange={(value) => set("status", value === FILTER_ALL ? "" : value)}
+                    >
+                      <SelectTrigger className="w-full">
+                        <SelectValue />
+                      </SelectTrigger>
+                      <SelectContent>
+                        <SelectItem value={FILTER_ALL}>All statuses</SelectItem>
+                        {RUN_STATUS_OPTIONS.map((status) => (
+                          <SelectItem key={status} value={status} className="capitalize">
+                            {status}
+                          </SelectItem>
+                        ))}
+                      </SelectContent>
+                    </Select>
+                  </DataTableFilterField>
+                  <DataTableFilterField label="Type">
+                    <Input
+                      value={(get("workflow_type") as string) ?? ""}
+                      onChange={(event) => set("workflow_type", event.target.value)}
+                      placeholder="Filter by type…"
+                    />
+                  </DataTableFilterField>
+                </>
+              )}
+            </DataTableFilterDrawer>
+          </>
+        )}
       />
 
       {/* detail drawer */}
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.test.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.test.tsx
index df42c156975..c32dbe10455 100644
--- a/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.test.tsx
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.test.tsx
@@ -29,6 +29,16 @@ const nameCellColumns: ColumnDef<Person, unknown>[] = [
   },
 ];
 
+const filterableColumns: ColumnDef<Person, unknown>[] = [
+  {
+    accessorKey: "name",
+    header: "Name",
+    meta: { title: "Name" },
+    filterFn: (row, columnId, value) => row.getValue<string>(columnId) === value,
+    cell: ({ row }) => <span data-testid="name-cell">{row.original.name}</span>,
+  },
+];
+
 const headerCycleColumns: ColumnDef<Person, unknown>[] = [
   {
     accessorKey: "name",
@@ -195,10 +205,93 @@ describe("DataTable pagination", () => {
   });
 });
 
+describe("DataTable filtering", () => {
+  it("client mode filters rows by columnFilters", () => {
+    const { rerender } = render(
+      <DataTable
+        data={CHARLIE_ALICE_BOB}
+        columns={filterableColumns}
+        filterMode="client"
+        columnFilters={[]}
+        onColumnFiltersChange={vi.fn()}
+      />,
+    );
+    expect(names()).toEqual(["Charlie", "Alice", "Bob"]);
+
+    rerender(
+      <DataTable
+        data={CHARLIE_ALICE_BOB}
+        columns={filterableColumns}
+        filterMode="client"
+        columnFilters={[{ id: "name", value: "Alice" }]}
+        onColumnFiltersChange={vi.fn()}
+      />,
+    );
+    expect(names()).toEqual(["Alice"]);
+  });
+
+  it("client global filter matches substrings across columns", () => {
+    const { rerender } = render(
+      <DataTable
+        data={CHARLIE_ALICE_BOB}
+        columns={nameEmailColumns}
+        filterMode="client"
+        globalFilter=""
+        onGlobalFilterChange={vi.fn()}
+      />,
+    );
+    expect(names()).toEqual(["Charlie", "Alice", "Bob"]);
+
+    rerender(
+      <DataTable
+        data={CHARLIE_ALICE_BOB}
+        columns={nameEmailColumns}
+        filterMode="client"
+        globalFilter="ali"
+        onGlobalFilterChange={vi.fn()}
+      />,
+    );
+    expect(names()).toEqual(["Alice"]);
+  });
+
+  it("server mode never filters locally even when columnFilters is set", () => {
+    render(
+      <DataTable
+        data={CHARLIE_ALICE_BOB}
+        columns={filterableColumns}
+        filterMode="server"
+        columnFilters={[{ id: "name", value: "Alice" }]}
+        onColumnFiltersChange={vi.fn()}
+      />,
+    );
+    expect(names()).toEqual(["Charlie", "Alice", "Bob"]);
+  });
+
+  it("throws when server filtering is missing required props", () => {
+    const spy = vi.spyOn(console, "error").mockImplementation(() => {});
+    expect(() => render(<DataTable data={[]} columns={filterableColumns} filterMode="server" />)).toThrow(
+      /filterMode='server'/,
+    );
+    spy.mockRestore();
+  });
+});
+
+describe("DataTable loading", () => {
+  it("renders skeleton rows while loading and real rows once loaded", () => {
+    const { rerender } = render(<DataTable data={CHARLIE_ALICE_BOB} columns={nameCellColumns} isLoading />);
+    expect(screen.getAllByTestId("skeleton-row").length).toBeGreaterThan(0);
+    expect(screen.queryByTestId("name-cell")).toBeNull();
+
+    rerender(<DataTable data={CHARLIE_ALICE_BOB} columns={nameCellColumns} />);
+    expect(screen.queryAllByTestId("skeleton-row")).toHaveLength(0);
+    expect(names()).toEqual(["Charlie", "Alice", "Bob"]);
+  });
+});
+
 describe("DataTable column visibility", () => {
   it("hides a column when toggled off in the view-options menu", async () => {
     const user = userEvent.setup();
-    render(
+    const { container } = render(
       <DataTable
         data={CHARLIE_ALICE_BOB}
         columns={nameEmailColumns}
@@ -206,13 +299,13 @@ describe("DataTable column visibility", () => {
       />,
     );
 
-    expect(screen.getByText("Email")).toBeInTheDocument();
+    expect(container.querySelector('th[data-header-id="email"]')).not.toBeNull();
     await user.click(screen.getByTestId("view-options-trigger"));
     await user.click(await screen.findByTestId("view-option-email"));
-    await waitFor(() => expect(screen.queryByText("Email")).not.toBeInTheDocument());
+    await waitFor(() => expect(container.querySelector('th[data-header-id="email"]')).toBeNull());
 
     await user.click(screen.getByTestId("view-option-email"));
-    await waitFor(() => expect(screen.getByText("Email")).toBeInTheDocument());
+    await waitFor(() => expect(container.querySelector('th[data-header-id="email"]')).not.toBeNull());
   });
 
   it("omits columns that opt out of hiding from the menu", async () => {
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx
index 2e95ee170fa..dcc341f3c78 100644
--- a/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx
@@ -4,12 +4,14 @@ import {
   type Cell,
   type Column,
   type ColumnDef,
+  type ColumnFiltersState,
   type ColumnPinningState,
   type ColumnSizingState,
   type ExpandedState,
   flexRender,
   getCoreRowModel,
   getExpandedRowModel,
+  getFilteredRowModel,
   getPaginationRowModel,
   getSortedRowModel,
   type Header,
@@ -21,9 +23,11 @@ import {
   useReactTable,
   type VisibilityState,
 } from "@tanstack/react-table";
+import { SearchX } from "lucide-react";
 import * as React from "react";
 import { Fragment, useState } from "react";
 
+import { Skeleton } from "@/components/ui/skeleton";
 import {
   Table as TableRoot,
   TableBody,
@@ -37,7 +41,7 @@ import { cn } from "@/lib/cva.config";
 
 import "./columnMeta";
 import { DataTablePagination, DEFAULT_PAGE_SIZE_OPTIONS } from "./DataTablePagination";
-import type { ColumnPinnedSide, DataTableProps, DataTableSize, PaginationMode, SortingMode } from "./types";
+import type { ColumnPinnedSide, DataTableProps, DataTableSize, FilterMode, PaginationMode, SortingMode } from "./types";
 
 const INTERACTIVE_SELECTOR = "button, a, input, select, textarea, [role=checkbox], [data-row-click-exempt]";
 
@@ -60,14 +64,22 @@ export function validateDataTableConfig<TData extends RowData, TValue>(
     props.pagination === undefined || props.onPaginationChange === undefined || props.rowCount === undefined;
   const serverPaginationIncomplete = props.paginationMode === "server" && serverPaginationPropsMissing;
 
+  const serverFilteringIncomplete =
+    props.filterMode === "server" && (props.columnFilters === undefined || props.onColumnFiltersChange === undefined);
+
   const bothSortingSources = props.defaultSorting !== undefined && props.sorting !== undefined;
+  const bothFilterSources = props.defaultColumnFilters !== undefined && props.columnFilters !== undefined;
 
   return [
     serverSortingIncomplete ? "sortingMode='server' requires both `sorting` and `onSortingChange`." : null,
     serverPaginationIncomplete
       ? "paginationMode='server' requires `pagination`, `onPaginationChange`, and `rowCount`."
       : null,
+    serverFilteringIncomplete ? "filterMode='server' requires both `columnFilters` and `onColumnFiltersChange`." : null,
     bothSortingSources ? "Provide either `defaultSorting` (uncontrolled) or `sorting` (controlled), not both." : null,
+    bothFilterSources
+      ? "Provide either `defaultColumnFilters` (uncontrolled) or `columnFilters` (controlled), not both."
+      : null,
   ].filter((message): message is string => message !== null);
 }
 
@@ -93,9 +105,11 @@ function derivePinning<TData, TValue>(columns: ColumnDef<TData, TValue>[]): Colu
 function buildRowModels<TData>(
   sortingMode: SortingMode,
   paginationMode: PaginationMode,
+  filterMode: FilterMode,
   getRowCanExpand: ((row: Row<TData>) => boolean) | undefined,
 ): Partial<TableOptions<TData>> {
   return {
+    ...(filterMode === "client" ? { getFilteredRowModel: getFilteredRowModel() } : {}),
     ...(sortingMode === "client" ? { getSortedRowModel: getSortedRowModel() } : {}),
     ...(paginationMode === "client" ? { getPaginationRowModel: getPaginationRowModel() } : {}),
     ...(getRowCanExpand !== undefined ? { getRowCanExpand, getExpandedRowModel: getExpandedRowModel() } : {}),
@@ -307,6 +321,49 @@ function MessageRow({ colSpan, children }: { colSpan: number; children: React.Re
   );
 }
 
+function DefaultEmptyState() {
+  return (
+    <div className="flex flex-col items-center gap-1 py-6">
+      <div className="mb-1 flex size-10 items-center justify-center rounded-lg bg-muted">
+        <SearchX className="size-5 text-muted-foreground" />
+      </div>
+      <div className="text-sm font-medium text-foreground">No results</div>
+      <div className="text-sm text-muted-foreground">No rows match your search or filters.</div>
+    </div>
+  );
+}
+
+function SkeletonRows({
+  rowCount,
+  columnCount,
+  size,
+  message,
+}: {
+  rowCount: number;
+  columnCount: number;
+  size: DataTableSize;
+  message?: string;
+}) {
+  const rowKeys = Array.from({ length: Math.max(rowCount, 1) }, (_, index) => index);
+  const columnKeys = Array.from({ length: Math.max(columnCount, 1) }, (_, index) => index);
+  return (
+    <Fragment>
+      {rowKeys.map((rowKey) => (
+        <TableRow key={`skeleton-${rowKey}`} className="hover:bg-transparent" data-testid="skeleton-row">
+          {columnKeys.map((columnKey) => (
+            <TableCell key={columnKey} className={size === "compact" ? "px-2 py-1" : ""}>
+              <Skeleton className="h-4 w-3/5" />
+              {rowKey === 0 && columnKey === 0 && message !== undefined ? (
+                <span className="sr-only">{message}</span>
+              ) : null}
+            </TableCell>
+          ))}
+        </TableRow>
+      ))}
+    </Fragment>
+  );
+}
+
 function useControllable<T>(
   controlled: T | undefined,
   controlledOnChange: OnChangeFn<T> | undefined,
@@ -334,6 +391,12 @@ function useDataTableInstance<TData extends RowData, TValue>(props: DataTablePro
     onPaginationChange,
     rowCount,
     pageSizeOptions = DEFAULT_PAGE_SIZE_OPTIONS,
+    filterMode = "none",
+    columnFilters,
+    onColumnFiltersChange,
+    defaultColumnFilters,
+    globalFilter,
+    onGlobalFilterChange,
     enableColumnResizing = false,
     columnResizeMode = "onEnd",
     defaultColumnVisibility,
@@ -348,6 +411,12 @@ function useDataTableInstance<TData extends RowData, TValue>(props: DataTablePro
     pageIndex: 0,
     pageSize: pageSizeOptions[0] ?? 25,
   });
+  const filterState = useControllable<ColumnFiltersState>(
+    columnFilters,
+    onColumnFiltersChange,
+    defaultColumnFilters ?? [],
+  );
+  const globalFilterState = useControllable<string>(globalFilter, onGlobalFilterChange, "");
   const expandedState = useControllable<ExpandedState>(expanded, onExpandedChange, {});
   const [columnVisibility, setColumnVisibility] = useState<VisibilityState>(defaultColumnVisibility ?? {});
   const [columnSizing, setColumnSizing] = useState<ColumnSizingState>({});
@@ -360,6 +429,8 @@ function useDataTableInstance<TData extends RowData, TValue>(props: DataTablePro
     state: {
       sorting: sortingState.value,
       pagination: paginationState.value,
+      columnFilters: filterState.value,
+      globalFilter: globalFilterState.value,
       expanded: expandedState.value,
       columnVisibility,
       columnSizing,
@@ -367,16 +438,19 @@ function useDataTableInstance<TData extends RowData, TValue>(props: DataTablePro
     initialState: { columnPinning },
     manualSorting: sortingMode === "server",
     manualPagination: paginationMode === "server",
+    manualFiltering: filterMode === "server",
     enableSortingRemoval,
     enableColumnResizing,
     columnResizeMode,
     onSortingChange: sortingState.onChange,
     onPaginationChange: paginationState.onChange,
+    onColumnFiltersChange: filterState.onChange,
+    onGlobalFilterChange: globalFilterState.onChange,
     onExpandedChange: expandedState.onChange,
     onColumnVisibilityChange: setColumnVisibility,
     onColumnSizingChange: setColumnSizing,
     getCoreRowModel: getCoreRowModel(),
-    ...buildRowModels(sortingMode, paginationMode, expansionGuard),
+    ...buildRowModels(sortingMode, paginationMode, filterMode, expansionGuard),
     ...(getRowId !== undefined ? { getRowId } : {}),
     ...(paginationMode === "server" && rowCount !== undefined ? { rowCount } : {}),
   };
@@ -397,7 +471,8 @@ export function DataTable<TData extends RowData, TValue>(props: DataTableProps<T
   const {
     isLoading = false,
     loadingMessage = "Loading…",
-    noDataMessage = "No results",
+    skeletonRowCount = 8,
+    noDataMessage,
     paginationMode = "none",
     rowCount,
     pageSizeOptions = DEFAULT_PAGE_SIZE_OPTIONS,
@@ -443,10 +518,17 @@ export function DataTable<TData extends RowData, TValue>(props: DataTableProps<T
 
   const renderBody = (): React.ReactNode => {
     if (isLoading) {
-      return <MessageRow colSpan={visibleColumnCount}>{loadingMessage}</MessageRow>;
+      return (
+        <SkeletonRows
+          rowCount={skeletonRowCount}
+          columnCount={visibleColumnCount}
+          size={size}
+          message={loadingMessage}
+        />
+      );
     }
     if (rows.length === 0) {
-      return <MessageRow colSpan={visibleColumnCount}>{noDataMessage}</MessageRow>;
+      return <MessageRow colSpan={visibleColumnCount}>{noDataMessage ?? <DefaultEmptyState />}</MessageRow>;
     }
     return rows.map((row) => (
       <DataTableBodyRow
@@ -462,34 +544,38 @@ export function DataTable<TData extends RowData, TValue>(props: DataTableProps<T
     ));
   };
 
+  const paginationNode = renderPagination();
+
   return (
     <div className="w-full">
-      {toolbar !== undefined && <div className="w-full">{toolbar(table)}</div>}
-      <div
-        className={cn("rounded-lg border border-border", stickyHeader ? "overflow-auto" : "overflow-x-auto")}
-        style={stickyHeader ? { maxHeight: maxBodyHeight } : undefined}
-      >
-        <TableRoot className={enableColumnResizing ? "table-fixed" : ""} style={tableStyle}>
-          <TableHeader className={stickyHeader ? "sticky top-0 z-20" : ""}>
-            {table.getHeaderGroups().map((headerGroup) => (
-              <TableRow key={headerGroup.id} className="bg-muted/50 hover:bg-muted/50">
-                {headerGroup.headers.map((header) => (
-                  <DataTableHeadCell
-                    key={header.id}
-                    header={header}
-                    size={size}
-                    stickyHeader={stickyHeader}
-                    enableColumnResizing={enableColumnResizing}
-                  />
-                ))}
-              </TableRow>
-            ))}
-          </TableHeader>
-          <TableBody>{renderBody()}</TableBody>
-          {footer !== undefined && <TableFooter>{footer(table)}</TableFooter>}
-        </TableRoot>
+      <div className="overflow-hidden rounded-lg border border-border">
+        {toolbar !== undefined && <div className="border-b border-border px-4 py-3">{toolbar(table)}</div>}
+        <div
+          className={stickyHeader ? "overflow-auto" : "overflow-x-auto"}
+          style={stickyHeader ? { maxHeight: maxBodyHeight } : undefined}
+        >
+          <TableRoot className={enableColumnResizing ? "table-fixed" : ""} style={tableStyle}>
+            <TableHeader className={stickyHeader ? "sticky top-0 z-20" : ""}>
+              {table.getHeaderGroups().map((headerGroup) => (
+                <TableRow key={headerGroup.id} className="bg-muted/50 hover:bg-muted/50">
+                  {headerGroup.headers.map((header) => (
+                    <DataTableHeadCell
+                      key={header.id}
+                      header={header}
+                      size={size}
+                      stickyHeader={stickyHeader}
+                      enableColumnResizing={enableColumnResizing}
+                    />
+                  ))}
+                </TableRow>
+              ))}
+            </TableHeader>
+            <TableBody>{renderBody()}</TableBody>
+            {footer !== undefined && <TableFooter>{footer(table)}</TableFooter>}
+          </TableRoot>
+        </div>
+        {paginationNode !== null && <div className="border-t border-border">{paginationNode}</div>}
       </div>
-      {renderPagination()}
     </div>
   );
 }
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTableFilterDrawer.test.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTableFilterDrawer.test.tsx
new file mode 100644
index 00000000000..0770c17cba6
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTableFilterDrawer.test.tsx
@@ -0,0 +1,98 @@
+import type { ColumnDef, ColumnFiltersState } from "@tanstack/react-table";
+import { render, screen } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import { useState } from "react";
+import { describe, expect, it } from "vitest";
+
+import { DataTable } from "./DataTable";
+import { DataTableFilterDrawer } from "./DataTableFilterDrawer";
+import { DataTableToolbar } from "./DataTableToolbar";
+
+interface Person {
+  id: string;
+  name: string;
+}
+
+const DATA: Person[] = [
+  { id: "a", name: "Alice" },
+  { id: "b", name: "Bob" },
+  { id: "c", name: "Carol" },
+];
+
+const columns: ColumnDef<Person, unknown>[] = [
+  {
+    accessorKey: "name",
+    header: "Name",
+    meta: { title: "Name" },
+    filterFn: (row, columnId, value) => row.getValue<string>(columnId) === value,
+    cell: ({ row }) => <span data-testid="name-cell">{row.original.name}</span>,
+  },
+];
+
+const names = (): (string | null)[] => screen.getAllByTestId("name-cell").map((el) => el.textContent);
+
+function Harness({ initialFilters }: { initialFilters?: ColumnFiltersState }) {
+  const [open, setOpen] = useState(false);
+  return (
+    <DataTable
+      data={DATA}
+      columns={columns}
+      filterMode="client"
+      defaultColumnFilters={initialFilters}
+      toolbar={(table) => (
+        <>
+          <DataTableToolbar table={table} onOpenFilters={() => setOpen(true)} />
+          <DataTableFilterDrawer table={table} open={open} onOpenChange={setOpen} title="Filters">
+            {({ get, set }) => (
+              <input
+                aria-label="name filter"
+                data-testid="draft-name"
+                value={(get("name") as string | undefined) ?? ""}
+                onChange={(event) => set("name", event.target.value)}
+              />
+            )}
+          </DataTableFilterDrawer>
+        </>
+      )}
+    />
+  );
+}
+
+describe("DataTableFilterDrawer", () => {
+  it("stages edits and only commits them to the table on Apply", async () => {
+    const user = userEvent.setup();
+    render(<Harness />);
+    expect(names()).toEqual(["Alice", "Bob", "Carol"]);
+
+    await user.click(screen.getByTestId("datatable-filters-trigger"));
+    await user.type(await screen.findByTestId("draft-name"), "Bob");
+
+    expect(names()).toEqual(["Alice", "Bob", "Carol"]);
+    expect(screen.queryByTestId("filter-chip-name")).toBeNull();
+
+    await user.click(screen.getByTestId("filter-drawer-apply"));
+    expect(names()).toEqual(["Bob"]);
+    expect(screen.getByTestId("filter-chip-name")).toHaveTextContent("Bob");
+  });
+
+  it("seeds the draft from committed filters when opened", async () => {
+    const user = userEvent.setup();
+    render(<Harness initialFilters={[{ id: "name", value: "Bob" }]} />);
+    expect(names()).toEqual(["Bob"]);
+
+    await user.click(screen.getByTestId("datatable-filters-trigger"));
+    expect(await screen.findByTestId("draft-name")).toHaveValue("Bob");
+  });
+
+  it("reset clears the committed filters and the draft", async () => {
+    const user = userEvent.setup();
+    render(<Harness initialFilters={[{ id: "name", value: "Bob" }]} />);
+
+    await user.click(screen.getByTestId("datatable-filters-trigger"));
+    await user.click(await screen.findByTestId("filter-drawer-reset"));
+
+    expect(names()).toEqual(["Alice", "Bob", "Carol"]);
+    expect(screen.queryByTestId("filter-chip-name")).toBeNull();
+    expect(screen.getByTestId("draft-name")).toHaveValue("");
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTableFilterDrawer.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTableFilterDrawer.tsx
new file mode 100644
index 00000000000..5b7460eb62c
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTableFilterDrawer.tsx
@@ -0,0 +1,107 @@
+"use client";
+
+import type { ColumnFiltersState, Table } from "@tanstack/react-table";
+import * as React from "react";
+
+import { Button } from "@/components/ui/button";
+import { Sheet, SheetContent, SheetDescription, SheetFooter, SheetHeader, SheetTitle } from "@/components/ui/sheet";
+
+export interface FilterDraft {
+  get: (columnId: string) => unknown;
+  set: (columnId: string, value: unknown) => void;
+}
+
+interface DataTableFilterDrawerProps<TData> {
+  table: Table<TData>;
+  open: boolean;
+  onOpenChange: (open: boolean) => void;
+  title?: string;
+  description?: React.ReactNode;
+  applyLabel?: string;
+  resetLabel?: string;
+  children: (draft: FilterDraft) => React.ReactNode;
+}
+
+function isEmpty(value: unknown): boolean {
+  if (Array.isArray(value)) {
+    return value.length === 0;
+  }
+  return value === undefined || value === null || value === "";
+}
+
+function toDraft(filters: ColumnFiltersState): Record<string, unknown> {
+  return Object.fromEntries(filters.map((filter) => [filter.id, filter.value]));
+}
+
+function toFilters(draft: Record<string, unknown>): ColumnFiltersState {
+  return Object.entries(draft)
+    .filter(([, value]) => !isEmpty(value))
+    .map(([id, value]) => ({ id, value }));
+}
+
+export function DataTableFilterDrawer<TData>({
+  table,
+  open,
+  onOpenChange,
+  title = "Filters",
+  description,
+  applyLabel = "Apply Filters",
+  resetLabel = "Reset",
+  children,
+}: DataTableFilterDrawerProps<TData>) {
+  const [draft, setDraft] = React.useState<Record<string, unknown>>(() => toDraft(table.getState().columnFilters));
+  const [wasOpen, setWasOpen] = React.useState(open);
+
+  if (open !== wasOpen) {
+    setWasOpen(open);
+    if (open) {
+      setDraft(toDraft(table.getState().columnFilters));
+    }
+  }
+
+  const helpers: FilterDraft = {
+    get: (columnId) => draft[columnId],
+    set: (columnId, value) => setDraft((previous) => ({ ...previous, [columnId]: value })),
+  };
+
+  const apply = () => {
+    table.setColumnFilters(toFilters(draft));
+    onOpenChange(false);
+  };
+
+  const reset = () => {
+    setDraft({});
+    table.setColumnFilters([]);
+  };
+
+  return (
+    <Sheet open={open} onOpenChange={onOpenChange}>
+      <SheetContent side="right">
+        <SheetHeader>
+          <SheetTitle>{title}</SheetTitle>
+          {description !== undefined && <SheetDescription>{description}</SheetDescription>}
+        </SheetHeader>
+        <div className="flex min-h-0 flex-1 flex-col gap-4 overflow-y-auto p-4" data-testid="filter-drawer-body">
+          {children(helpers)}
+        </div>
+        <SheetFooter className="flex-row">
+          <Button variant="outline" className="flex-1" onClick={reset} data-testid="filter-drawer-reset">
+            {resetLabel}
+          </Button>
+          <Button className="flex-1" onClick={apply} data-testid="filter-drawer-apply">
+            {applyLabel}
+          </Button>
+        </SheetFooter>
+      </SheetContent>
+    </Sheet>
+  );
+}
+
+export function DataTableFilterField({ label, children }: { label: string; children: React.ReactNode }) {
+  return (
+    <div className="flex flex-col gap-1.5">
+      <label className="text-sm font-medium">{label}</label>
+      {children}
+    </div>
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTablePagination.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTablePagination.tsx
index 5a30b12f27f..7802465ef74 100644
--- a/ui/litellm-dashboard/src/components/shared/DataTable/DataTablePagination.tsx
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTablePagination.tsx
@@ -37,7 +37,7 @@ export function DataTablePagination({
   const lastPage = Math.max(pageCount - 1, 0);
 
   return (
-    <div className={cn("flex flex-wrap items-center justify-between gap-4 px-2 py-2", className)}>
+    <div className={cn("flex flex-wrap items-center justify-between gap-4 px-4 py-2.5", className)}>
       <div className="flex items-center gap-2 text-sm text-muted-foreground">
         <span>Rows per page</span>
         <Select
@@ -65,6 +65,9 @@ export function DataTablePagination({
         <span data-testid="pagination-range" className="text-sm text-muted-foreground tabular-nums">
           {rowCount === 0 ? "No results" : `Showing ${start}-${end} of ${rowCount}`}
         </span>
+        <span data-testid="pagination-page" className="text-sm text-muted-foreground tabular-nums">
+          Page {page + 1} of {Math.max(pageCount, 1)}
+        </span>
         <div className="flex items-center gap-1">
           <Button
             variant="outline"
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTableToolbar.test.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTableToolbar.test.tsx
index 5d1f5340f5d..8571b13e4d8 100644
--- a/ui/litellm-dashboard/src/components/shared/DataTable/DataTableToolbar.test.tsx
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTableToolbar.test.tsx
@@ -1,35 +1,106 @@
+import type { ColumnDef } from "@tanstack/react-table";
 import { render, screen } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
+import type * as React from "react";
 import { describe, expect, it, vi } from "vitest";
 
+import { DataTable } from "./DataTable";
 import { DataTableToolbar } from "./DataTableToolbar";
 
+interface Person {
+  id: string;
+  name: string;
+}
+
+const DATA: Person[] = [
+  { id: "a", name: "Alice" },
+  { id: "b", name: "Bob" },
+];
+
+const columns: ColumnDef<Person, unknown>[] = [
+  {
+    accessorKey: "name",
+    header: "Name",
+    meta: { title: "Name" },
+    filterFn: (row, columnId, value) => row.getValue<string>(columnId) === value,
+    cell: ({ row }) => <span data-testid="name-cell">{row.original.name}</span>,
+  },
+];
+
+const names = (): (string | null)[] => screen.getAllByTestId("name-cell").map((el) => el.textContent);
+
+function Harness({
+  onOpenFilters,
+  onRefresh,
+  children,
+}: {
+  onOpenFilters?: () => void;
+  onRefresh?: () => void;
+  children?: React.ReactNode;
+}) {
+  return (
+    <DataTable
+      data={DATA}
+      columns={columns}
+      filterMode="client"
+      defaultColumnFilters={[{ id: "name", value: "Alice" }]}
+      toolbar={(table) => (
+        <DataTableToolbar table={table} onOpenFilters={onOpenFilters} onRefresh={onRefresh}>
+          {children}
+        </DataTableToolbar>
+      )}
+    />
+  );
+}
+
 describe("DataTableToolbar", () => {
+  it("renders a chip for each active filter with its label and value", () => {
+    render(<Harness />);
+    expect(names()).toEqual(["Alice"]);
+    const chip = screen.getByTestId("filter-chip-name");
+    expect(chip).toHaveTextContent("Name:");
+    expect(chip).toHaveTextContent("Alice");
+  });
+
+  it("removes a single filter when its chip remove button is clicked", async () => {
+    const user = userEvent.setup();
+    render(<Harness />);
+    await user.click(screen.getByTestId("filter-chip-remove-name"));
+    expect(screen.queryByTestId("filter-chip-name")).toBeNull();
+    expect(names()).toEqual(["Alice", "Bob"]);
+  });
+
+  it("clears every filter via Clear all", async () => {
+    const user = userEvent.setup();
+    render(<Harness />);
+    await user.click(screen.getByTestId("datatable-clear-filters"));
+    expect(screen.queryByTestId("filter-chip-name")).toBeNull();
+    expect(names()).toEqual(["Alice", "Bob"]);
+  });
+
+  it("shows the active filter count and fires onOpenFilters", async () => {
+    const user = userEvent.setup();
+    const onOpenFilters = vi.fn();
+    render(<Harness onOpenFilters={onOpenFilters} />);
+    expect(screen.getByTestId("datatable-filter-count")).toHaveTextContent("1");
+    await user.click(screen.getByTestId("datatable-filters-trigger"));
+    expect(onOpenFilters).toHaveBeenCalledTimes(1);
+  });
+
   it("renders slotted action children", () => {
     render(
-      <DataTableToolbar>
+      <Harness>
         <button data-testid="toolbar-action">Action</button>
-      </DataTableToolbar>,
+      </Harness>,
     );
     expect(screen.getByTestId("toolbar-action")).toBeInTheDocument();
   });
 
-  it("shows the reset button only when there are active filters", async () => {
-    const user = userEvent.setup();
-    const onResetFilters = vi.fn();
-    const { rerender } = render(<DataTableToolbar onResetFilters={onResetFilters} hasActiveFilters={false} />);
-    expect(screen.queryByText("Reset Filters")).toBeNull();
-
-    rerender(<DataTableToolbar onResetFilters={onResetFilters} hasActiveFilters />);
-    await user.click(screen.getByText("Reset Filters"));
-    expect(onResetFilters).toHaveBeenCalledTimes(1);
-  });
-
-  it("wires the filters toggle button", async () => {
+  it("fires onRefresh when the refresh button is clicked", async () => {
     const user = userEvent.setup();
-    const onToggleFilters = vi.fn();
-    render(<DataTableToolbar onToggleFilters={onToggleFilters} />);
-    await user.click(screen.getByText("Filters"));
-    expect(onToggleFilters).toHaveBeenCalledTimes(1);
+    const onRefresh = vi.fn();
+    render(<Harness onRefresh={onRefresh} />);
+    await user.click(screen.getByTestId("datatable-refresh"));
+    expect(onRefresh).toHaveBeenCalledTimes(1);
   });
 });
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTableToolbar.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTableToolbar.tsx
index 80b4ecc7edd..97b631ff300 100644
--- a/ui/litellm-dashboard/src/components/shared/DataTable/DataTableToolbar.tsx
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTableToolbar.tsx
@@ -1,55 +1,128 @@
 "use client";
 
-import { Search } from "lucide-react";
+import type { Table } from "@tanstack/react-table";
+import { RefreshCw, Search, SlidersHorizontal, X } from "lucide-react";
 import type * as React from "react";
 
-import { FilterInput } from "@/components/common_components/Filters/FilterInput";
-import { FiltersButton } from "@/components/common_components/Filters/FiltersButton";
-import { ResetFiltersButton } from "@/components/common_components/Filters/ResetFiltersButton";
+import { Badge } from "@/components/ui/badge";
+import { Button } from "@/components/ui/button";
+import { Input } from "@/components/ui/input";
 import { cn } from "@/lib/cva.config";
 
-interface DataTableToolbarProps {
+import { DataTableViewOptions } from "./DataTableViewOptions";
+
+interface DataTableToolbarProps<TData> {
+  table: Table<TData>;
   searchValue?: string;
   onSearchChange?: (value: string) => void;
   searchPlaceholder?: string;
-  filtersActive?: boolean;
-  hasActiveFilters?: boolean;
-  onToggleFilters?: () => void;
-  onResetFilters?: () => void;
+  onOpenFilters?: () => void;
+  onRefresh?: () => void;
+  isRefreshing?: boolean;
+  filterLabels?: Record<string, string>;
+  formatFilterValue?: (columnId: string, value: unknown) => string;
+  showViewOptions?: boolean;
   children?: React.ReactNode;
   className?: string;
 }
 
-export function DataTableToolbar({
+function defaultFormatValue(value: unknown): string {
+  if (Array.isArray(value)) {
+    return value.join(", ");
+  }
+  return String(value);
+}
+
+export function DataTableToolbar<TData>({
+  table,
   searchValue,
   onSearchChange,
   searchPlaceholder = "Search",
-  filtersActive = false,
-  hasActiveFilters = false,
-  onToggleFilters,
-  onResetFilters,
+  onOpenFilters,
+  onRefresh,
+  isRefreshing = false,
+  filterLabels,
+  formatFilterValue,
+  showViewOptions = true,
   children,
   className,
-}: DataTableToolbarProps) {
-  const showReset = onResetFilters !== undefined && hasActiveFilters;
+}: DataTableToolbarProps<TData>) {
+  const filters = table.getState().columnFilters;
+
+  const labelFor = (columnId: string): string =>
+    filterLabels?.[columnId] ?? table.getColumn(columnId)?.columnDef.meta?.title ?? columnId;
+  const valueFor = (columnId: string, value: unknown): string =>
+    formatFilterValue?.(columnId, value) ?? defaultFormatValue(value);
 
   return (
-    <div className={cn("flex flex-wrap items-center justify-between gap-2 pb-3", className)}>
-      <div className="flex flex-wrap items-center gap-2">
+    <div className={cn("flex flex-wrap items-center justify-between gap-2", className)}>
+      <div className="flex flex-1 flex-wrap items-center gap-2">
         {onSearchChange !== undefined && (
-          <FilterInput
-            value={searchValue ?? ""}
-            onChange={onSearchChange}
-            placeholder={searchPlaceholder}
-            icon={Search}
-          />
+          <div className="relative">
+            <Search className="pointer-events-none absolute top-1/2 left-2.5 size-4 -translate-y-1/2 text-muted-foreground" />
+            <Input
+              value={searchValue ?? ""}
+              onChange={(event) => onSearchChange(event.target.value)}
+              placeholder={searchPlaceholder}
+              className="h-8 w-56 pl-8"
+              data-testid="datatable-search"
+            />
+          </div>
+        )}
+        {filters.map((filter) => (
+          <Badge key={filter.id} variant="outline" className="gap-1 py-1" data-testid={`filter-chip-${filter.id}`}>
+            <span className="text-muted-foreground">{labelFor(filter.id)}:</span>
+            {valueFor(filter.id, filter.value)}
+            <button
+              type="button"
+              aria-label={`Remove ${labelFor(filter.id)} filter`}
+              data-testid={`filter-chip-remove-${filter.id}`}
+              onClick={() => table.setColumnFilters((previous) => previous.filter((entry) => entry.id !== filter.id))}
+              className="ml-0.5 rounded-full text-muted-foreground hover:text-foreground"
+            >
+              <X className="size-3" />
+            </button>
+          </Badge>
+        ))}
+        {filters.length > 0 && (
+          <Button
+            variant="ghost"
+            size="sm"
+            onClick={() => table.setColumnFilters([])}
+            data-testid="datatable-clear-filters"
+          >
+            Clear all
+          </Button>
+        )}
+      </div>
+      <div className="flex flex-wrap items-center gap-2">
+        {children}
+        {onRefresh !== undefined && (
+          <Button
+            variant="outline"
+            size="icon-sm"
+            onClick={onRefresh}
+            disabled={isRefreshing}
+            aria-label="Refresh"
+            title="Refresh"
+            data-testid="datatable-refresh"
+          >
+            <RefreshCw className={isRefreshing ? "animate-spin" : ""} />
+          </Button>
         )}
-        {onToggleFilters !== undefined && (
-          <FiltersButton onClick={onToggleFilters} active={filtersActive} hasActiveFilters={hasActiveFilters} />
+        {showViewOptions && <DataTableViewOptions table={table} label="Columns" />}
+        {onOpenFilters !== undefined && (
+          <Button variant="outline" size="sm" onClick={onOpenFilters} data-testid="datatable-filters-trigger">
+            <SlidersHorizontal />
+            Filters
+            {filters.length > 0 && (
+              <Badge className="ml-1 h-5 min-w-5 justify-center rounded-full px-1" data-testid="datatable-filter-count">
+                {filters.length}
+              </Badge>
+            )}
+          </Button>
         )}
-        {showReset && <ResetFiltersButton onClick={onResetFilters} />}
       </div>
-      {children !== undefined && <div className="flex flex-wrap items-center gap-2">{children}</div>}
     </div>
   );
 }
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTableViewOptions.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTableViewOptions.tsx
index ab56aafe7b5..f462481ef9c 100644
--- a/ui/litellm-dashboard/src/components/shared/DataTable/DataTableViewOptions.tsx
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTableViewOptions.tsx
@@ -2,7 +2,7 @@
 
 import { Menu } from "@base-ui/react/menu";
 import type { Table } from "@tanstack/react-table";
-import { Check, SlidersHorizontal } from "lucide-react";
+import { Check, Columns3 } from "lucide-react";
 
 import { Button } from "@/components/ui/button";
 
@@ -24,7 +24,7 @@ export function DataTableViewOptions<TData>({ table, label = "View", className }
       <Menu.Trigger
         render={
           <Button variant="outline" size="sm" className={className} data-testid="view-options-trigger">
-            <SlidersHorizontal />
+            <Columns3 />
             {label}
           </Button>
         }
@@ -44,7 +44,8 @@ export function DataTableViewOptions<TData>({ table, label = "View", className }
                 <Menu.CheckboxItemIndicator className="absolute left-2 flex size-4 items-center justify-center">
                   <Check className="size-3.5" />
                 </Menu.CheckboxItemIndicator>
-                {column.columnDef.meta?.title ?? column.id}
+                {column.columnDef.meta?.title ??
+                  (typeof column.columnDef.header === "string" ? column.columnDef.header : column.id)}
               </Menu.CheckboxItem>
             ))}
           </Menu.Popup>
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/index.ts b/ui/litellm-dashboard/src/components/shared/DataTable/index.ts
index 49a4430bbee..c4218f6051a 100644
--- a/ui/litellm-dashboard/src/components/shared/DataTable/index.ts
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/index.ts
@@ -1,6 +1,7 @@
 import "./columnMeta";
 
 export { DataTable, DataTableConfigError, validateDataTableConfig } from "./DataTable";
+export { DataTableFilterDrawer, DataTableFilterField, type FilterDraft } from "./DataTableFilterDrawer";
 export { DataTablePagination, DEFAULT_PAGE_SIZE_OPTIONS } from "./DataTablePagination";
 export { DataTableToolbar } from "./DataTableToolbar";
 export { DataTableViewOptions } from "./DataTableViewOptions";
@@ -11,6 +12,7 @@ export type {
   ColumnResizeMode,
   DataTableProps,
   DataTableSize,
+  FilterMode,
   PaginationMode,
   SortingMode,
 } from "./types";
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/types.ts b/ui/litellm-dashboard/src/components/shared/DataTable/types.ts
index 8fa6f21c4d3..045cfa895e1 100644
--- a/ui/litellm-dashboard/src/components/shared/DataTable/types.ts
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/types.ts
@@ -1,5 +1,6 @@
 import type {
   ColumnDef,
+  ColumnFiltersState,
   ExpandedState,
   OnChangeFn,
   PaginationState,
@@ -13,6 +14,7 @@ import type * as React from "react";
 
 export type SortingMode = "none" | "client" | "server";
 export type PaginationMode = "none" | "client" | "server";
+export type FilterMode = "none" | "client" | "server";
 export type ColumnResizeMode = "onEnd" | "onChange";
 export type DataTableSize = "compact" | "default";
 export type ColumnPinnedSide = "left" | "right";
@@ -24,6 +26,7 @@ export interface DataTableProps<TData extends RowData, TValue> {
 
   isLoading?: boolean;
   loadingMessage?: string;
+  skeletonRowCount?: number;
   noDataMessage?: React.ReactNode;
 
   sortingMode?: SortingMode;
@@ -38,6 +41,14 @@ export interface DataTableProps<TData extends RowData, TValue> {
   rowCount?: number;
   pageSizeOptions?: number[];
 
+  filterMode?: FilterMode;
+  columnFilters?: ColumnFiltersState;
+  onColumnFiltersChange?: OnChangeFn<ColumnFiltersState>;
+  defaultColumnFilters?: ColumnFiltersState;
+
+  globalFilter?: string;
+  onGlobalFilterChange?: OnChangeFn<string>;
+
   enableColumnResizing?: boolean;
   columnResizeMode?: ColumnResizeMode;
   defaultColumnVisibility?: VisibilityState;
diff --git a/ui/litellm-dashboard/src/components/team/TeamInfo.test.tsx b/ui/litellm-dashboard/src/components/team/TeamInfo.test.tsx
index 4ccfb891417..f0e27607ffb 100644
--- a/ui/litellm-dashboard/src/components/team/TeamInfo.test.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamInfo.test.tsx
@@ -583,7 +583,7 @@ describe("TeamInfoView", () => {
       await waitFor(() => {
         expect(screen.getByRole("button", { name: "Filters" })).toBeInTheDocument();
       });
-      expect(screen.getByRole("button", { name: "Reset Filters" })).toBeInTheDocument();
+      expect(screen.getByRole("button", { name: "Columns" })).toBeInTheDocument();
       expect(screen.getByTestId("pagination-range")).toHaveTextContent("Showing 1-1 of 1");
       expect(screen.getByTestId("pagination-prev")).toBeInTheDocument();
       expect(screen.getByTestId("pagination-next")).toBeInTheDocument();
diff --git a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.test.tsx b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.test.tsx
index fd81aaaad99..ec6e97a1d23 100644
--- a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.test.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.test.tsx
@@ -4,8 +4,6 @@ import { beforeEach, describe, expect, it, vi, MockedFunction } from "vitest";
 import { renderWithProviders } from "../../../tests/test-utils";
 import { TeamVirtualKeysTable } from "./TeamVirtualKeysTable";
 import { KeysResponse, useKeys } from "@/app/(dashboard)/hooks/keys/useKeys";
-import { fetchTeamFilterOptions } from "../key_team_helpers/filter_helpers";
-import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 import { KeyResponse } from "../key_team_helpers/key_list";
 import { Organization } from "../networking";
 
@@ -13,18 +11,6 @@ vi.mock("@/app/(dashboard)/hooks/keys/useKeys", () => ({
   useKeys: vi.fn(),
 }));
 
-vi.mock("@/app/(dashboard)/hooks/useAuthorized", () => ({
-  default: vi.fn(),
-}));
-
-vi.mock("../key_team_helpers/filter_helpers", () => ({
-  fetchTeamFilterOptions: vi.fn().mockResolvedValue({
-    keyAliases: [],
-    organizationIds: [],
-    userIds: [],
-  }),
-}));
-
 vi.mock("../key_team_helpers/fetch_available_models_team_key", () => ({
   getModelDisplayName: vi.fn((model: string) => model),
 }));
@@ -39,7 +25,6 @@ vi.mock("../templates/key_info_view", () => ({
 }));
 
 const mockUseKeys = useKeys as MockedFunction<typeof useKeys>;
-const mockUseAuthorized = useAuthorized as MockedFunction<typeof useAuthorized>;
 
 const createMockKey = (overrides: Partial<KeyResponse> = {}): KeyResponse =>
   ({
@@ -85,7 +70,6 @@ describe("TeamVirtualKeysTable", () => {
 
   beforeEach(() => {
     vi.clearAllMocks();
-    mockUseAuthorized.mockReturnValue({ accessToken: "test-token" } as any);
     mockUseKeys.mockReturnValue({
       data: { keys: [], total_count: 0, current_page: 1, total_pages: 1 } as KeysResponse,
       isPending: false,
@@ -262,30 +246,50 @@ describe("TeamVirtualKeysTable", () => {
     await waitFor(() => expect(mockUseKeys).toHaveBeenLastCalledWith(1, 50, expect.anything()));
   });
 
-  it("resets the sort order to the default when filters are reset", async () => {
+  it("maps the User ID drawer filter to a server-side useKeys query and clears it", async () => {
     const user = userEvent.setup();
-    const result = {
+    mockUseKeys.mockReturnValue({
       data: { keys: [createMockKey()], total_count: 1, current_page: 1, total_pages: 1 },
       isPending: false,
       isFetching: false,
       refetch: vi.fn(),
-    } as unknown as ReturnType<typeof useKeys>;
-    mockUseKeys.mockReturnValue(result);
+    } as unknown as ReturnType<typeof useKeys>);
 
     renderWithProviders(<TeamVirtualKeysTable {...defaultProps} />);
 
-    await user.click(await screen.findByTestId("sort-header-created_at"));
+    await user.click(await screen.findByTestId("datatable-filters-trigger"));
+    const drawerBody = await screen.findByTestId("filter-drawer-body");
+    const userInput = drawerBody.querySelector("input") as HTMLElement;
+    await user.type(userInput, "user-42");
+    await user.click(screen.getByTestId("filter-drawer-apply"));
+
     await waitFor(() =>
-      expect(mockUseKeys).toHaveBeenLastCalledWith(1, 50, expect.objectContaining({ sortOrder: "asc" })),
+      expect(mockUseKeys).toHaveBeenLastCalledWith(1, 50, expect.objectContaining({ userID: "user-42" })),
     );
 
-    await user.click(screen.getByRole("button", { name: "Reset Filters" }));
+    await user.click(screen.getByTestId("datatable-clear-filters"));
     await waitFor(() =>
-      expect(mockUseKeys).toHaveBeenLastCalledWith(
-        1,
-        50,
-        expect.objectContaining({ sortBy: "created_at", sortOrder: "desc" }),
-      ),
+      expect(mockUseKeys).toHaveBeenLastCalledWith(1, 50, expect.objectContaining({ userID: undefined })),
+    );
+  });
+
+  it("maps the search box to a server-side key-alias query", async () => {
+    const user = userEvent.setup();
+    mockUseKeys.mockReturnValue({
+      data: { keys: [createMockKey()], total_count: 1, current_page: 1, total_pages: 1 },
+      isPending: false,
+      isFetching: false,
+      refetch: vi.fn(),
+    } as unknown as ReturnType<typeof useKeys>);
+
+    renderWithProviders(<TeamVirtualKeysTable {...defaultProps} />);
+
+    await user.type(await screen.findByTestId("datatable-search"), "check-002");
+
+    await waitFor(
+      () =>
+        expect(mockUseKeys).toHaveBeenLastCalledWith(1, 50, expect.objectContaining({ selectedKeyAlias: "check-002" })),
+      { timeout: 2000 },
     );
   });
 
@@ -304,7 +308,7 @@ describe("TeamVirtualKeysTable", () => {
     });
   });
 
-  it("should show No keys found when keys array is empty", async () => {
+  it("should show the empty state when keys array is empty", async () => {
     mockUseKeys.mockReturnValue({
       data: { keys: [], total_count: 0, current_page: 1, total_pages: 1 } as KeysResponse,
       isPending: false,
@@ -315,26 +319,7 @@ describe("TeamVirtualKeysTable", () => {
     renderWithProviders(<TeamVirtualKeysTable {...defaultProps} />);
 
     await waitFor(() => {
-      expect(screen.getByText("No keys found")).toBeInTheDocument();
-    });
-  });
-
-  it("should fetch team-scoped filter options for Key Alias, Organization ID, and User ID", async () => {
-    const mockFetchTeamFilterOptions = vi.mocked(fetchTeamFilterOptions);
-    mockFetchTeamFilterOptions.mockResolvedValue({
-      keyAliases: ["alice_key_team1", "charlie_key_team1"],
-      organizationIds: ["org-123"],
-      userIds: [
-        { id: "user-1", email: "alice@example.com" },
-        { id: "user-2", email: "charlie@example.com" },
-      ],
-    });
-
-    // Use unique teamId to avoid cache hit from previous tests (refetchOnMount: false)
-    renderWithProviders(<TeamVirtualKeysTable {...defaultProps} teamId="team-filter-options-test" />);
-
-    await waitFor(() => {
-      expect(mockFetchTeamFilterOptions).toHaveBeenCalledWith("test-token", "team-filter-options-test");
+      expect(screen.getByText("No rows match your search or filters.")).toBeInTheDocument();
     });
   });
 
diff --git a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx
index 73f524e13f8..e008de12dd4 100644
--- a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx
@@ -1,21 +1,25 @@
 "use client";
 import { useKeys } from "@/app/(dashboard)/hooks/keys/useKeys";
 import { DateCell, IdCell, MoneyCell } from "@/components/shared/table_cells";
-import { DataTable, DataTablePagination, DataTableSortHeader } from "@/components/shared/DataTable";
+import {
+  DataTable,
+  DataTableFilterDrawer,
+  DataTableFilterField,
+  DataTableSortHeader,
+  DataTableToolbar,
+} from "@/components/shared/DataTable";
+import { Input } from "@/components/ui/input";
 import { ChevronDownIcon, ChevronRightIcon } from "@heroicons/react/outline";
-import { ColumnDef, PaginationState, SortingState } from "@tanstack/react-table";
+import { ColumnDef, ColumnFiltersState, OnChangeFn, PaginationState, SortingState } from "@tanstack/react-table";
 import { Badge, Icon, Text } from "@tremor/react";
 import { Popover, Tooltip, Typography } from "antd";
+import debounce from "lodash/debounce";
 import DefaultProxyAdminTag from "../common_components/DefaultProxyAdminTag";
 import React, { useCallback, useEffect, useMemo, useState } from "react";
 import { getModelDisplayName } from "../key_team_helpers/fetch_available_models_team_key";
 import { KeyResponse, Team } from "../key_team_helpers/key_list";
-import FilterComponent, { FilterOption } from "../molecules/filter";
 import { Organization } from "../networking";
 import KeyInfoView from "../templates/key_info_view";
-import { useQuery } from "@tanstack/react-query";
-import { fetchTeamFilterOptions } from "../key_team_helpers/filter_helpers";
-import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 interface TeamVirtualKeysTableProps {
   teamId: string;
@@ -30,18 +34,41 @@ interface TeamVirtualKeysTableProps {
 const DEFAULT_SORTING: SortingState = [{ id: "created_at", desc: true }];
 
 export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVirtualKeysTableProps) {
-  const { accessToken } = useAuthorized();
   const [selectedKey, setSelectedKey] = useState<KeyResponse | null>(null);
   const [sorting, setSorting] = useState<SortingState>(DEFAULT_SORTING);
   const [tablePagination, setTablePagination] = useState<PaginationState>({
     pageIndex: 0,
     pageSize: 50,
   });
-  const [filters, setFilters] = useState<Record<string, string>>({
-    "Organization ID": "",
-    "Key Alias": "",
-    "User ID": "",
-  });
+  const [columnFilters, setColumnFilters] = useState<ColumnFiltersState>([]);
+  const [filtersOpen, setFiltersOpen] = useState(false);
+  const [searchInput, setSearchInput] = useState("");
+  const [searchQuery, setSearchQuery] = useState("");
+
+  const debouncedSetSearch = useMemo(
+    () =>
+      debounce((value: string) => {
+        setSearchQuery(value);
+        setTablePagination((prev) => ({ ...prev, pageIndex: 0 }));
+      }, 300),
+    [],
+  );
+  useEffect(() => () => debouncedSetSearch.cancel(), [debouncedSetSearch]);
+  const handleSearchChange = useCallback(
+    (value: string) => {
+      setSearchInput(value);
+      debouncedSetSearch(value);
+    },
+    [debouncedSetSearch],
+  );
+
+  const getFilterValue = useCallback(
+    (columnId: string): string | undefined => {
+      const entry = columnFilters.find((filter) => filter.id === columnId);
+      return typeof entry?.value === "string" && entry.value.trim() ? entry.value.trim() : undefined;
+    },
+    [columnFilters],
+  );
 
   const sortBy = sorting.length > 0 ? sorting[0].id : "created_at";
   const sortOrder = sorting.length > 0 ? (sorting[0].desc ? "desc" : "asc") : "desc";
@@ -56,9 +83,8 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
     refetch,
   } = useKeys(pageIndex + 1, pageSize, {
     teamID: teamId,
-    organizationID: filters["Organization ID"]?.trim() || undefined,
-    selectedKeyAlias: filters["Key Alias"]?.trim() || undefined,
-    userID: filters["User ID"]?.trim() || undefined,
+    selectedKeyAlias: searchQuery.trim() || undefined,
+    userID: getFilterValue("user_id"),
     sortBy: sortBy || undefined,
     sortOrder: sortOrder || undefined,
     expand: "user",
@@ -95,18 +121,6 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
     [teamId, teamAlias, organization],
   );
 
-  const teamFilterOptionsQuery = useQuery({
-    queryKey: ["teamFilterOptions", teamId, accessToken],
-    queryFn: async () => fetchTeamFilterOptions(accessToken, teamId),
-    enabled: !!accessToken && !!teamId,
-    staleTime: 30000, // 30 seconds - align with useKeys
-  });
-  const teamFilterOptions = teamFilterOptionsQuery.data || {
-    keyAliases: [],
-    organizationIds: [],
-    userIds: [],
-  };
-
   const handleStorageChange = useCallback(() => {
     refetch?.();
   }, [refetch]);
@@ -116,76 +130,17 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
     return () => window.removeEventListener("storage", handleStorageChange);
   }, [handleStorageChange]);
 
-  const handleFilterChange = useCallback((newFilters: Record<string, string>) => {
-    setFilters((prev) => ({
-      ...prev,
-      "Organization ID": newFilters["Organization ID"] ?? prev["Organization ID"],
-      "Key Alias": newFilters["Key Alias"] ?? prev["Key Alias"],
-      "User ID": newFilters["User ID"] ?? prev["User ID"],
-    }));
+  const handleColumnFiltersChange = useCallback<OnChangeFn<ColumnFiltersState>>((updaterOrValue) => {
+    setColumnFilters(updaterOrValue);
     setTablePagination((prev) => ({ ...prev, pageIndex: 0 }));
   }, []);
 
-  const handleFilterReset = useCallback(() => {
-    setFilters({
-      "Organization ID": "",
-      "Key Alias": "",
-      "User ID": "",
-    });
-    setSorting(DEFAULT_SORTING);
-    setTablePagination((prev) => ({ ...prev, pageIndex: 0 }));
-  }, []);
-
-  const filterOptions: FilterOption[] = useMemo(
-    () => [
-      {
-        name: "Organization ID",
-        label: "Organization ID",
-        isSearchable: true,
-        searchFn: async (searchText: string) => {
-          const { organizationIds } = teamFilterOptions;
-          if (!organizationIds.length) return [];
-          const lower = searchText.toLowerCase();
-          const filtered = lower ? organizationIds.filter((id) => id.toLowerCase().includes(lower)) : organizationIds;
-          return filtered.map((id) => ({ label: id, value: id }));
-        },
-      },
-      {
-        name: "Key Alias",
-        label: "Key Alias",
-        isSearchable: true,
-        searchFn: async (searchText: string) => {
-          const { keyAliases } = teamFilterOptions;
-          const lower = searchText.toLowerCase();
-          const filtered = lower ? keyAliases.filter((alias) => alias.toLowerCase().includes(lower)) : keyAliases;
-          return filtered.map((alias) => ({ label: alias, value: alias }));
-        },
-      },
-      {
-        name: "User ID",
-        label: "User ID",
-        isSearchable: true,
-        searchFn: async (searchText: string) => {
-          const { userIds } = teamFilterOptions;
-          const lower = searchText.toLowerCase();
-          const filtered = lower
-            ? userIds.filter((u) => u.id.toLowerCase().includes(lower) || u.email.toLowerCase().includes(lower))
-            : userIds;
-          return filtered.map((u) => ({
-            label: u.email ? `${u.id} (${u.email})` : u.id,
-            value: u.id,
-          }));
-        },
-      },
-    ],
-    [teamFilterOptions],
-  );
-
   const columns: ColumnDef<KeyResponse>[] = useMemo(
     () => [
       {
         id: "token",
         accessorKey: "token",
+        meta: { title: "Key ID" },
         header: ({ column }) => <DataTableSortHeader column={column} title="Key ID" variant="header-cycle" />,
         size: 120,
         enableSorting: true,
@@ -196,6 +151,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
       {
         id: "key_alias",
         accessorKey: "key_alias",
+        meta: { title: "Key Alias" },
         header: ({ column }) => <DataTableSortHeader column={column} title="Key Alias" variant="header-cycle" />,
         size: 150,
         enableSorting: true,
@@ -268,6 +224,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
       {
         id: "created_at",
         accessorKey: "created_at",
+        meta: { title: "Created At" },
         header: ({ column }) => <DataTableSortHeader column={column} title="Created At" variant="header-cycle" />,
         size: 120,
         enableSorting: true,
@@ -335,6 +292,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
       {
         id: "updated_at",
         accessorKey: "updated_at",
+        meta: { title: "Updated At" },
         header: ({ column }) => <DataTableSortHeader column={column} title="Updated At" variant="header-cycle" />,
         size: 120,
         enableSorting: true,
@@ -359,6 +317,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
       {
         id: "spend",
         accessorKey: "spend",
+        meta: { title: "Spend (USD)" },
         header: ({ column }) => <DataTableSortHeader column={column} title="Spend (USD)" variant="header-cycle" />,
         size: 100,
         enableSorting: true,
@@ -367,6 +326,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
       {
         id: "max_budget",
         accessorKey: "max_budget",
+        meta: { title: "Budget (USD)" },
         header: ({ column }) => <DataTableSortHeader column={column} title="Budget (USD)" variant="header-cycle" />,
         size: 110,
         enableSorting: true,
@@ -503,27 +463,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
           onDelete={refetch}
         />
       ) : (
-        <div className="border-b py-4 flex-1 overflow-hidden">
-          <div className="w-full mb-6">
-            <FilterComponent
-              options={filterOptions}
-              onApplyFilters={handleFilterChange}
-              initialValues={filters}
-              onResetFilters={handleFilterReset}
-            />
-          </div>
-
-          <div className="w-full mb-4">
-            <DataTablePagination
-              page={pageIndex}
-              pageSize={pageSize}
-              rowCount={rowCount}
-              onPageChange={(nextPage) => setTablePagination((prev) => ({ ...prev, pageIndex: nextPage }))}
-              onPageSizeChange={(nextSize) => setTablePagination({ pageIndex: 0, pageSize: nextSize })}
-              isLoading={isLoading || isFetching}
-            />
-          </div>
-
+        <div className="py-4 flex-1 overflow-hidden">
           <DataTable
             data={displayKeys}
             columns={columns}
@@ -534,14 +474,46 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
             pagination={tablePagination}
             onPaginationChange={setTablePagination}
             rowCount={rowCount}
-            paginationSlot={() => null}
+            filterMode="server"
+            columnFilters={columnFilters}
+            onColumnFiltersChange={handleColumnFiltersChange}
             enableColumnResizing
             columnResizeMode="onChange"
             isLoading={isLoading || isFetching}
             loadingMessage="Loading keys..."
-            noDataMessage="No keys found"
             maxBodyHeight="75vh"
             size="compact"
+            toolbar={(table) => (
+              <>
+                <DataTableToolbar
+                  table={table}
+                  searchValue={searchInput}
+                  onSearchChange={handleSearchChange}
+                  searchPlaceholder="Search by key alias…"
+                  onRefresh={() => refetch?.()}
+                  isRefreshing={isFetching}
+                  onOpenFilters={() => setFiltersOpen(true)}
+                  filterLabels={{ user_id: "User ID" }}
+                />
+                <DataTableFilterDrawer
+                  table={table}
+                  open={filtersOpen}
+                  onOpenChange={setFiltersOpen}
+                  title="Filters"
+                  description={`Narrow down keys for ${teamAlias ?? "this team"}`}
+                >
+                  {({ get, set }) => (
+                    <DataTableFilterField label="User ID">
+                      <Input
+                        value={(get("user_id") as string) ?? ""}
+                        onChange={(event) => set("user_id", event.target.value)}
+                        placeholder="Filter by user ID…"
+                      />
+                    </DataTableFilterField>
+                  )}
+                </DataTableFilterDrawer>
+              </>
+            )}
           />
         </div>
       )}
diff --git a/ui/litellm-dashboard/src/components/ui/sheet.tsx b/ui/litellm-dashboard/src/components/ui/sheet.tsx
new file mode 100644
index 00000000000..b619c927bbb
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/ui/sheet.tsx
@@ -0,0 +1,100 @@
+"use client";
+
+import * as React from "react";
+import { Dialog as SheetPrimitive } from "@base-ui/react/dialog";
+
+import { cn } from "@/lib/cva.config";
+import { Button } from "@/components/ui/button";
+import { XIcon } from "lucide-react";
+
+function Sheet({ ...props }: SheetPrimitive.Root.Props) {
+  return <SheetPrimitive.Root data-slot="sheet" {...props} />;
+}
+
+function SheetTrigger({ ...props }: SheetPrimitive.Trigger.Props) {
+  return <SheetPrimitive.Trigger data-slot="sheet-trigger" {...props} />;
+}
+
+function SheetClose({ ...props }: SheetPrimitive.Close.Props) {
+  return <SheetPrimitive.Close data-slot="sheet-close" {...props} />;
+}
+
+function SheetPortal({ ...props }: SheetPrimitive.Portal.Props) {
+  return <SheetPrimitive.Portal data-slot="sheet-portal" {...props} />;
+}
+
+function SheetOverlay({ className, ...props }: SheetPrimitive.Backdrop.Props) {
+  return (
+    <SheetPrimitive.Backdrop
+      data-slot="sheet-overlay"
+      className={cn(
+        "fixed inset-0 z-50 bg-black/10 transition-opacity duration-150 data-ending-style:opacity-0 data-starting-style:opacity-0 supports-backdrop-filter:backdrop-blur-xs",
+        className,
+      )}
+      {...props}
+    />
+  );
+}
+
+function SheetContent({
+  className,
+  children,
+  side = "right",
+  showCloseButton = true,
+  ...props
+}: SheetPrimitive.Popup.Props & {
+  side?: "top" | "right" | "bottom" | "left";
+  showCloseButton?: boolean;
+}) {
+  return (
+    <SheetPortal>
+      <SheetOverlay />
+      <SheetPrimitive.Popup
+        data-slot="sheet-content"
+        data-side={side}
+        className={cn(
+          "fixed z-50 flex flex-col gap-4 bg-popover bg-clip-padding text-sm text-popover-foreground shadow-lg transition duration-200 ease-in-out data-ending-style:opacity-0 data-starting-style:opacity-0 data-[side=bottom]:inset-x-0 data-[side=bottom]:bottom-0 data-[side=bottom]:h-auto data-[side=bottom]:border-t data-[side=bottom]:data-ending-style:translate-y-[2.5rem] data-[side=bottom]:data-starting-style:translate-y-[2.5rem] data-[side=left]:inset-y-0 data-[side=left]:left-0 data-[side=left]:h-full data-[side=left]:w-3/4 data-[side=left]:border-r data-[side=left]:data-ending-style:translate-x-[-2.5rem] data-[side=left]:data-starting-style:translate-x-[-2.5rem] data-[side=right]:inset-y-0 data-[side=right]:right-0 data-[side=right]:h-full data-[side=right]:w-3/4 data-[side=right]:border-l data-[side=right]:data-ending-style:translate-x-[2.5rem] data-[side=right]:data-starting-style:translate-x-[2.5rem] data-[side=top]:inset-x-0 data-[side=top]:top-0 data-[side=top]:h-auto data-[side=top]:border-b data-[side=top]:data-ending-style:translate-y-[-2.5rem] data-[side=top]:data-starting-style:translate-y-[-2.5rem] data-[side=left]:sm:max-w-sm data-[side=right]:sm:max-w-sm",
+          className,
+        )}
+        {...props}
+      >
+        {children}
+        {showCloseButton && (
+          <SheetPrimitive.Close
+            data-slot="sheet-close"
+            render={<Button variant="ghost" className="absolute top-4 right-4" size="icon-sm" />}
+          >
+            <XIcon />
+            <span className="sr-only">Close</span>
+          </SheetPrimitive.Close>
+        )}
+      </SheetPrimitive.Popup>
+    </SheetPortal>
+  );
+}
+
+function SheetHeader({ className, ...props }: React.ComponentProps<"div">) {
+  return <div data-slot="sheet-header" className={cn("flex flex-col gap-1.5 p-4", className)} {...props} />;
+}
+
+function SheetFooter({ className, ...props }: React.ComponentProps<"div">) {
+  return <div data-slot="sheet-footer" className={cn("mt-auto flex flex-col gap-2 p-4", className)} {...props} />;
+}
+
+function SheetTitle({ className, ...props }: SheetPrimitive.Title.Props) {
+  return (
+    <SheetPrimitive.Title data-slot="sheet-title" className={cn("font-medium text-foreground", className)} {...props} />
+  );
+}
+
+function SheetDescription({ className, ...props }: SheetPrimitive.Description.Props) {
+  return (
+    <SheetPrimitive.Description
+      data-slot="sheet-description"
+      className={cn("text-sm text-muted-foreground", className)}
+      {...props}
+    />
+  );
+}
+
+export { Sheet, SheetTrigger, SheetClose, SheetContent, SheetHeader, SheetFooter, SheetTitle, SheetDescription };

From fdfb122573c6b759b94f2393b3e225aff571150e Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Fri, 10 Jul 2026 17:57:14 -0700
Subject: [PATCH 280/370] refactor(ui): convert caching page charts to
 shadcn/recharts (#32721)

* refactor(ui): convert caching page charts to shadcn/recharts

* test(ui): bind cache chart legend labels to fills so a category-order swap fails
---
 .../_components/cache_dashboard.test.tsx      | 135 ++++++++++++++++++
 .../caching/_components/cache_dashboard.tsx   |  66 +++++----
 2 files changed, 174 insertions(+), 27 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_dashboard.test.tsx

diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_dashboard.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_dashboard.test.tsx
new file mode 100644
index 00000000000..17d14cd7fac
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_dashboard.test.tsx
@@ -0,0 +1,135 @@
+import React from "react";
+import { describe, it, expect, vi, beforeEach } from "vitest";
+import { screen, waitFor, within } from "@testing-library/react";
+import { renderWithProviders } from "../../../../../tests/test-utils";
+import CacheDashboard from "./cache_dashboard";
+
+const { adminGlobalCacheActivity, cachingHealthCheckCall } = vi.hoisted(() => ({
+  adminGlobalCacheActivity: vi.fn(),
+  cachingHealthCheckCall: vi.fn(),
+}));
+
+vi.mock("@/components/networking", () => ({
+  adminGlobalCacheActivity,
+  cachingHealthCheckCall,
+}));
+
+const cacheActivity = [
+  {
+    api_key: "sk-1",
+    model: "gpt-5.1",
+    call_type: "acompletion",
+    total_rows: 1500,
+    cache_hit_true_rows: 300,
+    cached_completion_tokens: 12000,
+    generated_completion_tokens: 48000,
+  },
+  {
+    api_key: "sk-2",
+    model: "text-embedding-3-large",
+    call_type: "aembedding",
+    total_rows: 700,
+    cache_hit_true_rows: 100,
+    cached_completion_tokens: 2000,
+    generated_completion_tokens: 9000,
+  },
+];
+
+const renderDashboard = () =>
+  renderWithProviders(
+    <CacheDashboard accessToken="sk-test" token="tok" userRole="Admin" userID="u1" premiumUser={false} />,
+  );
+
+const findChartCards = async () => {
+  await screen.findByText("Cache Hits vs API Requests");
+  await waitFor(() => {
+    expect(document.querySelectorAll("path.recharts-rectangle").length).toBeGreaterThan(0);
+  });
+  const cards = Array.from(document.querySelectorAll('[data-slot="card"]'));
+  expect(cards).toHaveLength(2);
+  return { requestsCard: cards[0] as HTMLElement, tokensCard: cards[1] as HTMLElement };
+};
+
+const barFills = (card: HTMLElement) =>
+  Array.from(card.querySelectorAll(".recharts-bar")).map((bar) =>
+    bar.querySelector("path.recharts-rectangle")?.getAttribute("fill"),
+  );
+
+const legendFillByCategory = (card: HTMLElement) =>
+  Object.fromEntries(
+    Array.from(card.querySelectorAll('.recharts-legend-wrapper [style*="background-color"]')).map((swatch) => [
+      swatch.parentElement?.textContent,
+      swatch.getAttribute("style")?.match(/background-color:\s*([^;]+);?/)?.[1],
+    ]),
+  );
+
+describe("CacheDashboard cache analytics charts", () => {
+  beforeEach(() => {
+    vi.clearAllMocks();
+    adminGlobalCacheActivity.mockResolvedValue(cacheActivity);
+  });
+
+  it("renders both chart card titles", async () => {
+    renderDashboard();
+
+    expect(await screen.findByText("Cache Hits vs API Requests")).toBeInTheDocument();
+    expect(screen.getByText("Cached Completion Tokens vs Generated Completion Tokens")).toBeInTheDocument();
+  });
+
+  it("renders the requests chart with each category legend-bound to its fill and stacked in order", async () => {
+    renderDashboard();
+    const { requestsCard } = await findChartCards();
+
+    expect(legendFillByCategory(requestsCard)).toEqual({
+      "LLM API requests": "var(--color-sky-500, #0ea5e9)",
+      "Cache hit": "var(--color-teal-500, #14b8a6)",
+    });
+    expect(barFills(requestsCard)).toEqual(["var(--color-sky-500, #0ea5e9)", "var(--color-teal-500, #14b8a6)"]);
+  });
+
+  it("renders the tokens chart with each category legend-bound to its fill and stacked in order", async () => {
+    renderDashboard();
+    const { tokensCard } = await findChartCards();
+
+    expect(legendFillByCategory(tokensCard)).toEqual({
+      "Generated Completion Tokens": "var(--color-sky-500, #0ea5e9)",
+      "Cached Completion Tokens": "var(--color-teal-500, #14b8a6)",
+    });
+    expect(barFills(tokensCard)).toEqual(["var(--color-sky-500, #0ea5e9)", "var(--color-teal-500, #14b8a6)"]);
+  });
+
+  it("indexes bars by call_type name on the x axis", async () => {
+    renderDashboard();
+    const { requestsCard, tokensCard } = await findChartCards();
+
+    for (const card of [requestsCard, tokensCard]) {
+      expect(within(card).getAllByText("acompletion").length).toBeGreaterThan(0);
+      expect(within(card).getAllByText("aembedding").length).toBeGreaterThan(0);
+    }
+  });
+
+  it("stacks the two categories into one column per call_type", async () => {
+    renderDashboard();
+    const { requestsCard, tokensCard } = await findChartCards();
+
+    for (const card of [requestsCard, tokensCard]) {
+      const rects = Array.from(card.querySelectorAll("path.recharts-rectangle"));
+      expect(rects).toHaveLength(4);
+      const xPositions = rects.map((rect) => rect.getAttribute("d")?.split(",")[0]);
+      expect(new Set(xPositions).size).toBe(2);
+    }
+  });
+
+  it("formats y-axis ticks with compact notation", async () => {
+    renderDashboard();
+    const { requestsCard, tokensCard } = await findChartCards();
+
+    const compactTicks = (card: HTMLElement) =>
+      within(card)
+        .getAllByText(/^\d+(\.\d+)?K$/)
+        .map((tick) => tick.textContent);
+
+    expect(compactTicks(requestsCard).length).toBeGreaterThan(0);
+    expect(compactTicks(tokensCard)).toContain("60K");
+  });
+});
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_dashboard.tsx b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_dashboard.tsx
index c53e6318d6b..b8e8dc8adb1 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_dashboard.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_dashboard.tsx
@@ -1,5 +1,4 @@
 import {
-  BarChart,
   Card,
   Col,
   DateRangePickerValue,
@@ -7,7 +6,6 @@ import {
   Icon,
   MultiSelect,
   MultiSelectItem,
-  Subtitle,
   Tab,
   TabGroup,
   TabList,
@@ -18,6 +16,8 @@ import {
 import React, { useEffect, useState } from "react";
 import NotificationsManager from "@/components/molecules/notifications_manager";
 import UsageDatePicker from "@/components/shared/usage_date_picker";
+import { BarChart } from "@/components/shared/charts";
+import { Card as ChartCard, CardContent, CardHeader, CardTitle } from "@/components/ui/card";
 
 import { RefreshIcon } from "@heroicons/react/outline";
 import { adminGlobalCacheActivity, cachingHealthCheckCall } from "@/components/networking";
@@ -62,13 +62,13 @@ interface cacheDataItem {
   // Add other properties as needed
 }
 
-interface uiData {
+type uiData = {
   name: string;
   "LLM API requests": number;
   "Cache hit": number;
   "Cached Completion Tokens": number;
   "Generated Completion Tokens": number;
-}
+};
 
 interface CacheHealthResponse {
   status?: string;
@@ -350,29 +350,41 @@ const CacheDashboard: React.FC<CachePageProps> = ({ accessToken, token, userRole
               </Card>
             </div>
 
-            <Subtitle className="mt-4">Cache Hits vs API Requests</Subtitle>
-            <BarChart
-              title="Cache Hits vs API Requests"
-              data={filteredData}
-              stack={true}
-              index="name"
-              valueFormatter={valueFormatterNumbers}
-              categories={["LLM API requests", "Cache hit"]}
-              colors={["sky", "teal"]}
-              yAxisWidth={48}
-            />
-
-            <Subtitle className="mt-4">Cached Completion Tokens vs Generated Completion Tokens</Subtitle>
-            <BarChart
-              className="mt-6"
-              data={filteredData}
-              stack={true}
-              index="name"
-              valueFormatter={valueFormatterNumbers}
-              categories={["Generated Completion Tokens", "Cached Completion Tokens"]}
-              colors={["sky", "teal"]}
-              yAxisWidth={48}
-            />
+            <ChartCard className="mt-4">
+              <CardHeader>
+                <CardTitle className="text-base font-semibold">Cache Hits vs API Requests</CardTitle>
+              </CardHeader>
+              <CardContent>
+                <BarChart
+                  data={filteredData}
+                  stack={true}
+                  index="name"
+                  valueFormatter={valueFormatterNumbers}
+                  categories={["LLM API requests", "Cache hit"]}
+                  colors={["sky", "teal"]}
+                  yAxisWidth={48}
+                />
+              </CardContent>
+            </ChartCard>
+
+            <ChartCard className="mt-6">
+              <CardHeader>
+                <CardTitle className="text-base font-semibold">
+                  Cached Completion Tokens vs Generated Completion Tokens
+                </CardTitle>
+              </CardHeader>
+              <CardContent>
+                <BarChart
+                  data={filteredData}
+                  stack={true}
+                  index="name"
+                  valueFormatter={valueFormatterNumbers}
+                  categories={["Generated Completion Tokens", "Cached Completion Tokens"]}
+                  colors={["sky", "teal"]}
+                  yAxisWidth={48}
+                />
+              </CardContent>
+            </ChartCard>
           </Card>
         </TabPanel>
         <TabPanel>

From dacf1cfb268ed151526576f683b02a95a4187b1c Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrish+github@berri.ai>
Date: Fri, 10 Jul 2026 18:00:00 -0700
Subject: [PATCH 281/370] fix: strip trailing slash from --base-url in lite CLI
 (#32845)

A trailing slash on --base-url (or LITELLM_PROXY_URL) produced
double-slash URLs like https://host//sso/cli/start, which 404s. Normalize
once in the CLI's top-level group callback so every subcommand benefits.
---
 litellm/proxy/client/cli/main.py              |  4 +++
 .../proxy/client/cli/test_global_options.py   | 31 ++++++++++++++++++-
 2 files changed, 34 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/client/cli/main.py b/litellm/proxy/client/cli/main.py
index 43b64aebd3b..aadaff61238 100644
--- a/litellm/proxy/client/cli/main.py
+++ b/litellm/proxy/client/cli/main.py
@@ -76,6 +76,10 @@ def cli(ctx: click.Context, base_url: str, api_key: Optional[str]) -> None:
     """LiteLLM Proxy CLI - Manage your LiteLLM proxy server"""
     ctx.ensure_object(dict)
 
+    # Normalize once here so every downstream command (login, agents, http, ...) can safely
+    # do f"{base_url}/some/path" without producing a double slash.
+    base_url = base_url.rstrip("/")
+
     # If no API key provided via flag or environment variable, try to load from saved token.
     # Pass base_url so we only use the stored key when it was issued for this server.
     if api_key is None:
diff --git a/tests/test_litellm/proxy/client/cli/test_global_options.py b/tests/test_litellm/proxy/client/cli/test_global_options.py
index 3a19f735c1b..53b7e4dbc29 100644
--- a/tests/test_litellm/proxy/client/cli/test_global_options.py
+++ b/tests/test_litellm/proxy/client/cli/test_global_options.py
@@ -1,7 +1,7 @@
 # stdlib imports
 import os
 import sys
-from unittest.mock import patch
+from unittest.mock import Mock, patch
 
 import pytest
 from click.testing import CliRunner
@@ -36,6 +36,35 @@ def test_cli_version_flag(cli_runner):
     assert "LiteLLM Proxy Server Version: 1.2.3" in result.output
 
 
+def test_base_url_trailing_slash_normalized(cli_runner):
+    """A trailing slash on --base-url must not produce a double slash (e.g. '//sso/cli/start')."""
+    with (
+        patch("webbrowser.open"),
+        patch(
+            "requests.post",
+            return_value=Mock(
+                status_code=200,
+                json=Mock(
+                    return_value={
+                        "login_id": "cli-test-uuid",
+                        "poll_secret": "poll-secret",
+                        "user_code": "ABCD-EFGH",
+                    }
+                ),
+                raise_for_status=Mock(),
+            ),
+        ) as mock_post,
+        patch("requests.get", side_effect=ValueError("stop after start request")),
+    ):
+        cli_runner.invoke(
+            cli, ["--base-url", "https://gateway.litellm-sandbox.ai/", "login"]
+        )
+
+    mock_post.assert_called_once_with(
+        "https://gateway.litellm-sandbox.ai/sso/cli/start", timeout=10
+    )
+
+
 def test_cli_version_command(cli_runner):
     """Test that 'version' command prints the correct version, server URL, and server version, and exits successfully"""
     with (

From ae55170343daf29c700b8dd504be303d66915376 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Fri, 10 Jul 2026 18:05:49 -0700
Subject: [PATCH 282/370] fix(ui): show filter-select label and shape loading
 skeletons per column

The workflow-runs Status filter leaked the internal "__all__" sentinel as its
displayed value because Base UI's Select.Value renders the raw value when no
items map or children function is given. Drop the sentinel and use Base UI's
native null handling: a null "All statuses" item plus a placeholder, with an
items map so a real selection renders its capitalized label rather than the
raw status string

The shared DataTable rendered every loading-skeleton cell as one identical
half-width bar, which read as a rigid grid instead of the table beneath it.
Vary the skeleton width per column and add a per-column skeleton shape hint
(text or twoLine) on ColumnMeta so identity columns like the workflow "Run"
cell get a two-line skeleton that matches their real content
---
 .../(dashboard)/workflows/WorkflowRuns.tsx    | 23 ++++++++-----
 .../shared/DataTable/DataTable.test.tsx       | 17 ++++++++++
 .../components/shared/DataTable/DataTable.tsx | 32 ++++++++++++++-----
 .../components/shared/DataTable/columnMeta.ts |  3 +-
 .../src/components/shared/DataTable/types.ts  |  1 +
 5 files changed, 59 insertions(+), 17 deletions(-)

diff --git a/ui/litellm-dashboard/src/app/(dashboard)/workflows/WorkflowRuns.tsx b/ui/litellm-dashboard/src/app/(dashboard)/workflows/WorkflowRuns.tsx
index 119e61c0222..9afa07251c2 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/workflows/WorkflowRuns.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/workflows/WorkflowRuns.tsx
@@ -67,7 +67,13 @@ const STATUS_DOT: Record<RunStatus, string> = {
 };
 
 const RUN_STATUS_OPTIONS: RunStatus[] = ["pending", "running", "paused", "completed", "failed"];
-const FILTER_ALL = "__all__";
+const STATUS_LABELS: Record<RunStatus, string> = {
+  pending: "Pending",
+  running: "Running",
+  paused: "Paused",
+  completed: "Completed",
+  failed: "Failed",
+};
 
 const EVENT_COLOR: Record<string, { bar: string; border: string; text: string }> = {
   "step.started": { bar: "#f0fdf4", border: "#86efac", text: "#16a34a" },
@@ -562,7 +568,7 @@ const WorkflowRuns: React.FC<WorkflowRunsProps> = ({ accessToken }) => {
         id: "run",
         accessorFn: (row) => `${runTitle(row)} ${row.run_id}`,
         header: "Run",
-        meta: { title: "Run" },
+        meta: { title: "Run", skeleton: "twoLine" },
         cell: ({ row }) => {
           const run = row.original;
           return (
@@ -674,17 +680,18 @@ const WorkflowRuns: React.FC<WorkflowRunsProps> = ({ accessToken }) => {
                 <>
                   <DataTableFilterField label="Status">
                     <Select
-                      value={(get("status") as string) || FILTER_ALL}
-                      onValueChange={(value) => set("status", value === FILTER_ALL ? "" : value)}
+                      items={STATUS_LABELS}
+                      value={(get("status") as string) || null}
+                      onValueChange={(value: string | null) => set("status", value ?? "")}
                     >
                       <SelectTrigger className="w-full">
-                        <SelectValue />
+                        <SelectValue placeholder="All statuses" />
                       </SelectTrigger>
                       <SelectContent>
-                        <SelectItem value={FILTER_ALL}>All statuses</SelectItem>
+                        <SelectItem value={null}>All statuses</SelectItem>
                         {RUN_STATUS_OPTIONS.map((status) => (
-                          <SelectItem key={status} value={status} className="capitalize">
-                            {status}
+                          <SelectItem key={status} value={status}>
+                            {STATUS_LABELS[status]}
                           </SelectItem>
                         ))}
                       </SelectContent>
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.test.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.test.tsx
index c32dbe10455..ef0d842ad3e 100644
--- a/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.test.tsx
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.test.tsx
@@ -286,6 +286,23 @@ describe("DataTable loading", () => {
     expect(screen.queryAllByTestId("skeleton-row")).toHaveLength(0);
     expect(names()).toEqual(["Charlie", "Alice", "Bob"]);
   });
+
+  it("varies skeleton shape and width per column instead of one fixed bar", () => {
+    const columns: ColumnDef<Person, unknown>[] = [
+      { accessorKey: "name", header: "Name", meta: { skeleton: "twoLine" }, cell: () => null },
+      { accessorKey: "email", header: "Email", cell: () => null },
+    ];
+    render(<DataTable data={CHARLIE_ALICE_BOB} columns={columns} isLoading />);
+
+    const firstRow = screen.getAllByTestId("skeleton-row").at(0);
+    expect(firstRow).toBeDefined();
+    const bars = Array.from(firstRow?.querySelectorAll('[data-slot="skeleton"]') ?? []);
+
+    // twoLine column contributes a main + sub bar (2); the text column contributes 1
+    expect(bars).toHaveLength(3);
+    // per-column widths differ instead of every cell sharing one fixed width
+    expect(new Set(bars.map((bar) => bar.className)).size).toBeGreaterThan(1);
+  });
 });
 
 describe("DataTable column visibility", () => {
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx
index dcc341f3c78..758ca5a597b 100644
--- a/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx
@@ -333,26 +333,42 @@ function DefaultEmptyState() {
   );
 }
 
-function SkeletonRows({
+const SKELETON_WIDTHS = ["w-[58%]", "w-[44%]", "w-[70%]", "w-[50%]", "w-[64%]", "w-[48%]"] as const;
+
+function SkeletonCell<TData>({ column, index }: { column: Column<TData, unknown> | undefined; index: number }) {
+  const meta = column?.columnDef.meta;
+  const width = SKELETON_WIDTHS[index % SKELETON_WIDTHS.length];
+  if (meta?.skeleton === "twoLine") {
+    return (
+      <div className="flex flex-col gap-2">
+        <Skeleton className={cn("h-3.5", width)} />
+        <Skeleton className="h-2.5 w-2/5 opacity-65" />
+      </div>
+    );
+  }
+  return <Skeleton className={cn("h-3.5", width, meta?.numeric ? "ml-auto" : "")} />;
+}
+
+function SkeletonRows<TData>({
   rowCount,
-  columnCount,
+  columns,
   size,
   message,
 }: {
   rowCount: number;
-  columnCount: number;
+  columns: readonly Column<TData, unknown>[];
   size: DataTableSize;
   message?: string;
 }) {
   const rowKeys = Array.from({ length: Math.max(rowCount, 1) }, (_, index) => index);
-  const columnKeys = Array.from({ length: Math.max(columnCount, 1) }, (_, index) => index);
+  const cells = columns.length > 0 ? columns : [undefined];
   return (
     <Fragment>
       {rowKeys.map((rowKey) => (
         <TableRow key={`skeleton-${rowKey}`} className="hover:bg-transparent" data-testid="skeleton-row">
-          {columnKeys.map((columnKey) => (
-            <TableCell key={columnKey} className={size === "compact" ? "px-2 py-1" : ""}>
-              <Skeleton className="h-4 w-3/5" />
+          {cells.map((column, columnKey) => (
+            <TableCell key={column?.id ?? columnKey} className={size === "compact" ? "px-2 py-1" : ""}>
+              <SkeletonCell column={column} index={columnKey} />
               {rowKey === 0 && columnKey === 0 && message !== undefined ? (
                 <span className="sr-only">{message}</span>
               ) : null}
@@ -521,7 +537,7 @@ export function DataTable<TData extends RowData, TValue>(props: DataTableProps<T
       return (
         <SkeletonRows
           rowCount={skeletonRowCount}
-          columnCount={visibleColumnCount}
+          columns={table.getVisibleLeafColumns()}
           size={size}
           message={loadingMessage}
         />
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/columnMeta.ts b/ui/litellm-dashboard/src/components/shared/DataTable/columnMeta.ts
index 46e72226038..0f14c277c6f 100644
--- a/ui/litellm-dashboard/src/components/shared/DataTable/columnMeta.ts
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/columnMeta.ts
@@ -1,6 +1,6 @@
 import type { RowData } from "@tanstack/react-table";
 
-import type { ColumnPinnedSide } from "./types";
+import type { ColumnPinnedSide, DataTableSkeletonShape } from "./types";
 
 declare module "@tanstack/react-table" {
   interface ColumnMeta<TData extends RowData, TValue> {
@@ -9,5 +9,6 @@ declare module "@tanstack/react-table" {
     headerClassName?: string;
     title?: string;
     pinned?: ColumnPinnedSide;
+    skeleton?: DataTableSkeletonShape;
   }
 }
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/types.ts b/ui/litellm-dashboard/src/components/shared/DataTable/types.ts
index 045cfa895e1..f5130b4c823 100644
--- a/ui/litellm-dashboard/src/components/shared/DataTable/types.ts
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/types.ts
@@ -18,6 +18,7 @@ export type FilterMode = "none" | "client" | "server";
 export type ColumnResizeMode = "onEnd" | "onChange";
 export type DataTableSize = "compact" | "default";
 export type ColumnPinnedSide = "left" | "right";
+export type DataTableSkeletonShape = "text" | "twoLine";
 
 export interface DataTableProps<TData extends RowData, TValue> {
   data: TData[];

From 86506775c9506754c426e7ac15cfdc464358bff3 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Fri, 10 Jul 2026 18:06:54 -0700
Subject: [PATCH 283/370] fix(mcp): preserve a stored client on OAuth-resume
 restore, add the edit upstream-mismatch warning, and type the credentials
 field

---
 .../mcp_tools/create_mcp_server.tsx           |  8 ++---
 .../mcp_tools/mcp_server_edit.test.tsx        | 36 ++++++++++++++++++-
 .../components/mcp_tools/mcp_server_edit.tsx  | 17 ++++++---
 .../src/components/mcp_tools/types.tsx        |  2 ++
 4 files changed, 52 insertions(+), 11 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
index 2230ad93cfa..25c712e5b01 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/create_mcp_server.tsx
@@ -322,13 +322,11 @@ const CreateMCPServer: React.FC<CreateMCPServerProps> = ({
         setTransportType(restoredTransport);
       }
       if (parsed.formValues) {
-        // Strip minted token material from the restored credentials so a stale token never rehydrates
-        // into the form store (defense in depth for pre-fix snapshots); the declared app is kept.
+        // Assign the cleaned credentials (strip minted token material so a stale token never rehydrates);
+        // the declared app the admin typed is kept. Create has no server-side stored app to merge.
         const restoredValues = {
           ...parsed.formValues,
-          ...(parsed.formValues.credentials
-            ? { credentials: withoutMintedTokenCredentials(parsed.formValues.credentials) }
-            : {}),
+          credentials: withoutMintedTokenCredentials(parsed.formValues.credentials),
         };
         setPendingRestoredValues({ values: restoredValues, transport: restoredTransport });
       }
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index 2980753f43e..758d8a80251 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -2,7 +2,8 @@ import React from "react";
 import { describe, it, expect, vi, beforeEach } from "vitest";
 import { render, screen, waitFor, fireEvent, act } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
-import MCPServerEdit from "./mcp_server_edit";
+import MCPServerEdit, { EDIT_OAUTH_UI_STATE_KEY } from "./mcp_server_edit";
+import { setSecureItem } from "@/utils/secureStorage";
 import * as networking from "../networking";
 import NotificationsManager from "../molecules/notifications_manager";
 import { selectAntOption } from "./testUtils";
@@ -1548,6 +1549,39 @@ describe("MCPServerEdit (OAuth token persistence on save)", () => {
     expect(screen.getByText(/registered for the previous upstream/)).toBeInTheDocument();
   });
 
+  it("preserves a stored client_id on OAuth-resume restore even when the saved snapshot is token-only", async () => {
+    // Post-redirect restore: the sessionStorage snapshot carries only a minted token (no client keys),
+    // while the loaded server has a stored client_id. The restore must merge the server's declared app
+    // under the snapshot before stripping tokens, so the stored client_id is never cleared to blank.
+    setSecureItem(
+      EDIT_OAUTH_UI_STATE_KEY,
+      JSON.stringify({
+        serverId: "oauth_server_1",
+        formValues: { auth_type: "true_passthrough", credentials: { access_token: "leftover-token" } },
+      }),
+    );
+
+    render(
+      <MCPServerEdit
+        mcpServer={{
+          ...interactiveOAuthServer,
+          auth_type: "true_passthrough",
+          credentials: { client_id: "stored-client" },
+        }}
+        accessToken="access-token"
+        userID="user-1"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+
+    const clientIdField = await screen.findByPlaceholderText("Leave blank to keep the currently saved app (if any)");
+    await waitFor(() => expect((clientIdField as HTMLInputElement).value).toBe("stored-client"));
+    // The leftover minted token must not have rehydrated anywhere.
+    expect(document.body.innerHTML).not.toContain("leftover-token");
+  });
+
   it("forwards a newly authorized browser-held token for tool loading before the form is saved", async () => {
     // Regression: fetchTools keyed the browser-held decision off the saved mcpServer.auth_type, so
     // after switching the form to true_passthrough and authorizing, the fresh token was not sent as
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index 009abe6ae14..e8af0b3be37 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -309,6 +309,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
     }
     syncedServerIdRef.current = mcpServer.server_id;
     form.setFieldsValue(initialValues);
+    setAppMayNotMatchUpstream(false);
   }, [mcpServer.server_id, initialValues, form]);
 
   // Initialize cost config from existing server data
@@ -346,14 +347,19 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
         return;
       }
       if (parsed.formValues) {
-        // Strip minted token material from restored credentials so a stale token never rehydrates into
-        // the form store (defense in depth for pre-fix snapshots); the declared app is kept.
+        // Rebuild credentials from the declared app in EITHER the loaded server or the saved snapshot,
+        // then strip minted token material. Merging the two (server under snapshot) before stripping is
+        // what guarantees a token-only snapshot never clears a stored client_id/client_secret: the
+        // server's declared app survives and only the token keys drop. Assigning the cleaned result (not
+        // spreading the raw snapshot) also ensures a stale token can never rehydrate into the form.
+        const restoredCredentials = withoutMintedTokenCredentials({
+          ...(mcpServer.credentials ?? {}),
+          ...((parsed.formValues.credentials as Record<string, unknown> | undefined) ?? {}),
+        });
         const restoredValues = {
           ...mcpServer,
           ...parsed.formValues,
-          ...(parsed.formValues.credentials
-            ? { credentials: withoutMintedTokenCredentials(parsed.formValues.credentials) }
-            : {}),
+          credentials: restoredCredentials,
         };
         setPendingRestoredValues(restoredValues);
       }
@@ -955,6 +961,7 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
       }
 
       NotificationsManager.success("MCP Server updated successfully");
+      setAppMayNotMatchUpstream(false);
       onSuccess(updated);
     } catch (error: any) {
       NotificationsManager.fromBackend("Failed to update MCP Server" + (error?.message ? `: ${error.message}` : ""));
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
index 3bab1cebb6e..0aceff87143 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/types.tsx
@@ -368,6 +368,8 @@ export interface MCPServer {
   delegate_auth_to_upstream?: boolean;
   oauth_passthrough?: boolean;
   max_concurrent_requests?: number | null;
+  /** Redacted to null in server responses; present when constructing a server locally. */
+  credentials?: Record<string, unknown> | null;
 
   /** Stdio-only fields (present when transport === 'stdio') */
   command?: string | null;

From 4c4dd1f05bef79acd74ed8a61e3c5d9202490a6f Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Fri, 10 Jul 2026 18:13:33 -0700
Subject: [PATCH 284/370] refactor(ui): use shadcn Label for the DataTable
 filter field

DataTableFilterField rendered a bare native label element. Swap it for the
shadcn Label primitive so the filter drawer's field labels share the same
typography and disabled-state handling as the rest of the form primitives
---
 .../src/components/shared/DataTable/DataTableFilterDrawer.tsx  | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTableFilterDrawer.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTableFilterDrawer.tsx
index 5b7460eb62c..8aaec3f13a0 100644
--- a/ui/litellm-dashboard/src/components/shared/DataTable/DataTableFilterDrawer.tsx
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTableFilterDrawer.tsx
@@ -4,6 +4,7 @@ import type { ColumnFiltersState, Table } from "@tanstack/react-table";
 import * as React from "react";
 
 import { Button } from "@/components/ui/button";
+import { Label } from "@/components/ui/label";
 import { Sheet, SheetContent, SheetDescription, SheetFooter, SheetHeader, SheetTitle } from "@/components/ui/sheet";
 
 export interface FilterDraft {
@@ -100,7 +101,7 @@ export function DataTableFilterDrawer<TData>({
 export function DataTableFilterField({ label, children }: { label: string; children: React.ReactNode }) {
   return (
     <div className="flex flex-col gap-1.5">
-      <label className="text-sm font-medium">{label}</label>
+      <Label>{label}</Label>
       {children}
     </div>
   );

From 5dbd608e172d72e7d0515853af03f1a8cc69cb87 Mon Sep 17 00:00:00 2001
From: Tin <tin@berri.ai>
Date: Fri, 10 Jul 2026 18:24:54 -0700
Subject: [PATCH 285/370] fix(mcp): reset the remove-app checkbox on a server
 switch so it never deletes the next server's stored app

---
 .../mcp_tools/mcp_server_edit.test.tsx        | 49 +++++++++++++++++++
 .../components/mcp_tools/mcp_server_edit.tsx  |  4 ++
 2 files changed, 53 insertions(+)

diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
index 758d8a80251..cbd18d145ce 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.test.tsx
@@ -1582,6 +1582,55 @@ describe("MCPServerEdit (OAuth token persistence on save)", () => {
     expect(document.body.innerHTML).not.toContain("leftover-token");
   });
 
+  it("resets the remove-app checkbox on a server switch so it never deletes the next server's stored app", async () => {
+    vi.mocked(networking.updateMCPServer).mockResolvedValue({
+      ...interactiveOAuthServer,
+      auth_type: "true_passthrough",
+    });
+
+    const { rerender } = render(
+      <MCPServerEdit
+        mcpServer={{ ...interactiveOAuthServer, server_id: "server-A", auth_type: "true_passthrough" }}
+        accessToken="access-token"
+        userID="user-1"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+
+    // Check "remove saved app" on server A.
+    fireEvent.click(screen.getByRole("checkbox", { name: /Remove the saved OAuth app on save/ }));
+    expect(
+      (screen.getByRole("checkbox", { name: /Remove the saved OAuth app on save/ }) as HTMLInputElement).checked,
+    ).toBe(true);
+
+    // Switch the panel to server B without unmounting.
+    rerender(
+      <MCPServerEdit
+        mcpServer={{ ...interactiveOAuthServer, server_id: "server-B", auth_type: "true_passthrough" }}
+        accessToken="access-token"
+        userID="user-1"
+        onCancel={vi.fn()}
+        onSuccess={vi.fn()}
+        availableAccessGroups={[]}
+      />,
+    );
+
+    // The checkbox must have reset, so saving server B does not send the explicit-null delete write.
+    expect(
+      (screen.getByRole("checkbox", { name: /Remove the saved OAuth app on save/ }) as HTMLInputElement).checked,
+    ).toBe(false);
+
+    await act(async () => {
+      fireEvent.click(screen.getAllByRole("button", { name: "Save Changes" })[0]);
+    });
+
+    await waitFor(() => expect(networking.updateMCPServer).toHaveBeenCalledTimes(1));
+    const [, payload] = vi.mocked(networking.updateMCPServer).mock.calls[0];
+    expect(payload.credentials).not.toEqual({ client_id: null, client_secret: null });
+  });
+
   it("forwards a newly authorized browser-held token for tool loading before the form is saved", async () => {
     // Regression: fetchTools keyed the browser-held decision off the saved mcpServer.auth_type, so
     // after switching the form to true_passthrough and authorizing, the fresh token was not sent as
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
index e8af0b3be37..4ff9723f65a 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/mcp_server_edit.tsx
@@ -309,7 +309,11 @@ const MCPServerEdit: React.FC<MCPServerEditProps> = ({
     }
     syncedServerIdRef.current = mcpServer.server_id;
     form.setFieldsValue(initialValues);
+    // Reset per-server OAuth UI state so it never carries across a server switch without an unmount: a
+    // stale removeStoredApp would send an explicit-null credential write that deletes the new server's
+    // stored app, and a stale warning would show on a server whose upstream did not change.
     setAppMayNotMatchUpstream(false);
+    setRemoveStoredApp(false);
   }, [mcpServer.server_id, initialValues, form]);
 
   // Initialize cost config from existing server data

From e9246e924e156ee379d2a214a7e2a3ef39f9edfa Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Fri, 10 Jul 2026 18:46:13 -0700
Subject: [PATCH 286/370] feat(team): add PATCH /team/{team_id} with JSON merge
 patch semantics

Add a RESTful PATCH /team/{team_id} that partially updates a team using RFC 7386 JSON Merge Patch. team_id comes from the path, and metadata is merged with the team's stored metadata instead of being replaced wholesale the way POST /team/update does: an omitted key is preserved, key: null deletes it, and any other value overwrites, recursing into nested objects. Every other field behaves the same as POST /team/update

The handler delegates to the existing update path, so authorization, budget checks, system-managed-key stripping, metadata encryption, cache refresh, and audit logging are shared rather than reimplemented. POST /team/update is untouched, so the change is purely additive
---
 .../proxy/common_utils/json_merge_patch.py    |  21 ++
 .../management_endpoints/team_endpoints.py    |  84 ++++-
 .../common_utils/test_json_merge_patch.py     |  71 ++++
 .../test_team_endpoints.py                    | 329 ++++++++++++++++++
 ui/litellm-dashboard/src/lib/http/schema.d.ts |  66 ++++
 5 files changed, 570 insertions(+), 1 deletion(-)
 create mode 100644 litellm/proxy/common_utils/json_merge_patch.py
 create mode 100644 tests/test_litellm/proxy/common_utils/test_json_merge_patch.py

diff --git a/litellm/proxy/common_utils/json_merge_patch.py b/litellm/proxy/common_utils/json_merge_patch.py
new file mode 100644
index 00000000000..24a025eb410
--- /dev/null
+++ b/litellm/proxy/common_utils/json_merge_patch.py
@@ -0,0 +1,21 @@
+"""RFC 7386 JSON Merge Patch (https://www.rfc-editor.org/rfc/rfc7386)."""
+
+from pydantic import JsonValue
+
+
+def apply_json_merge_patch(target: JsonValue, patch: JsonValue) -> JsonValue:
+    """Apply an RFC 7386 JSON Merge Patch to ``target`` and return the result.
+
+    - a key absent from ``patch`` keeps its value in ``target``
+    - a key mapped to ``null`` in ``patch`` is removed from the result
+    - any other value overwrites, recursing into nested objects
+
+    ``target`` is never mutated; a new value is returned.
+    """
+    if not isinstance(patch, dict):
+        return patch
+
+    base = target if isinstance(target, dict) else {}
+    preserved = {key: value for key, value in base.items() if key not in patch}
+    applied = {key: apply_json_merge_patch(base.get(key), value) for key, value in patch.items() if value is not None}
+    return {**preserved, **applied}
diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py
index 8ec7ec707a2..f468f5ec30b 100644
--- a/litellm/proxy/management_endpoints/team_endpoints.py
+++ b/litellm/proxy/management_endpoints/team_endpoints.py
@@ -14,7 +14,7 @@
 import math
 import traceback
 from datetime import datetime, timezone
-from typing import Any, Dict, List, Optional, Tuple, Union, cast
+from typing import Annotated, Any, Dict, List, Optional, Tuple, Union, cast
 
 import fastapi
 from fastapi import APIRouter, Depends, Header, HTTPException, Request, status
@@ -76,6 +76,7 @@
 )
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.common_utils.callback_utils import encrypt_callback_vars
+from litellm.proxy.common_utils.json_merge_patch import apply_json_merge_patch
 from litellm.proxy.management_endpoints.common_utils import (
     _check_passthrough_routes_caller_permission,
     _is_user_org_admin_for_team,
@@ -1936,6 +1937,87 @@ async def update_team(
         raise handle_exception_on_proxy(e)
 
 
+@router.patch(
+    "/team/{team_id}",
+    tags=["team management"],
+    dependencies=[Depends(user_api_key_auth)],
+    response_model=LiteLLM_TeamTable,
+)
+async def patch_team(
+    team_id: str,
+    http_request: Request,
+    user_api_key_dict: Annotated[UserAPIKeyAuth, Depends(user_api_key_auth)],
+    litellm_changed_by: Annotated[
+        Optional[str],
+        Header(
+            description="The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability",
+        ),
+    ] = None,
+):
+    """
+    Partially update a team using RFC 7386 JSON Merge Patch semantics.
+
+    `team_id` is taken from the path. `metadata` is merged with the team's stored
+    metadata rather than replacing it: an omitted key is preserved, `key: null`
+    deletes it, and any other value overwrites (recursing into nested objects).
+    Every other field behaves exactly like `POST /team/update` (omitted preserves,
+    a value overwrites). Returns the full updated team.
+
+    ```
+    curl --location --request PATCH 'http://0.0.0.0:4000/team/8d916b1c-510d-4894-a334-1c16a93344f5' \
+    --header 'Authorization: Bearer sk-1234' \
+    --header 'Content-Type: application/json' \
+    --data-raw '{
+        "metadata": {"cost_center": "1234", "deprecated_key": null}
+    }'
+    ```
+    """
+    from litellm.proxy.proxy_server import prisma_client
+
+    try:
+        if prisma_client is None:
+            raise HTTPException(
+                status_code=500,
+                detail={"error": CommonProxyErrors.db_not_connected_error.value},
+            )
+
+        try:
+            body = await http_request.json()
+        except (json.JSONDecodeError, ValueError):
+            raise HTTPException(status_code=400, detail={"error": "Request body must be a JSON object"})
+        if not isinstance(body, dict):
+            raise HTTPException(status_code=400, detail={"error": "Request body must be a JSON object"})
+
+        body_team_id = body.pop("team_id", None)
+        if body_team_id is not None and body_team_id != team_id:
+            raise HTTPException(
+                status_code=400,
+                detail={"error": f"team_id in body ({body_team_id}) does not match team_id in path ({team_id})"},
+            )
+
+        if "metadata" in body:
+            existing_team_row = await TeamRepository(prisma_client).table.find_unique(where={"team_id": team_id})
+            if existing_team_row is None:
+                raise HTTPException(
+                    status_code=404,
+                    detail={"error": f"Team not found, passed team_id={team_id}"},
+                )
+            existing_metadata = existing_team_row.metadata if isinstance(existing_team_row.metadata, dict) else {}
+            body["metadata"] = apply_json_merge_patch(existing_metadata, body["metadata"])
+
+        update_request = UpdateTeamRequest(team_id=team_id, **body)
+
+        result = await update_team(
+            data=update_request,
+            http_request=http_request,
+            user_api_key_dict=user_api_key_dict,
+            litellm_changed_by=litellm_changed_by,
+        )
+        return result["data"]
+    except Exception as e:  # noqa: BLE001  # normalize every failure to the proxy exception contract
+        raise handle_exception_on_proxy(e)
+
+
 def _set_budget_reset_at(data: UpdateTeamRequest, updated_kv: dict) -> None:
     """Set budget_reset_at in updated_kv if budget_duration is provided."""
     if data.budget_duration is not None:
diff --git a/tests/test_litellm/proxy/common_utils/test_json_merge_patch.py b/tests/test_litellm/proxy/common_utils/test_json_merge_patch.py
new file mode 100644
index 00000000000..89c2d474ed3
--- /dev/null
+++ b/tests/test_litellm/proxy/common_utils/test_json_merge_patch.py
@@ -0,0 +1,71 @@
+import copy
+
+import pytest
+
+from litellm.proxy.common_utils.json_merge_patch import apply_json_merge_patch
+
+# RFC 7386 Appendix A — the normative test suite for JSON Merge Patch.
+# https://www.rfc-editor.org/rfc/rfc7386#appendix-A
+RFC_7386_APPENDIX_A = [
+    ({"a": "b"}, {"a": "c"}, {"a": "c"}),
+    ({"a": "b"}, {"b": "c"}, {"a": "b", "b": "c"}),
+    ({"a": "b"}, {"a": None}, {}),
+    ({"a": "b", "b": "c"}, {"a": None}, {"b": "c"}),
+    ({"a": ["b"]}, {"a": "c"}, {"a": "c"}),
+    ({"a": "c"}, {"a": ["b"]}, {"a": ["b"]}),
+    ({"a": {"b": "c"}}, {"a": {"b": "d", "c": None}}, {"a": {"b": "d"}}),
+    ({"a": [{"b": "c"}]}, {"a": [1]}, {"a": [1]}),
+    (["a", "b"], ["c", "d"], ["c", "d"]),
+    ({"a": "b"}, ["c"], ["c"]),
+    ({"a": "foo"}, None, None),
+    ({"a": "foo"}, "bar", "bar"),
+    ({"e": None}, {"a": 1}, {"e": None, "a": 1}),
+    ([1, 2], {"a": "b", "c": None}, {"a": "b"}),
+    ({}, {"a": {"bb": {"ccc": None}}}, {"a": {"bb": {}}}),
+]
+
+
+@pytest.mark.parametrize("target, patch, expected", RFC_7386_APPENDIX_A)
+def test_rfc_7386_appendix_a(target, patch, expected):
+    assert apply_json_merge_patch(target, patch) == expected
+
+
+def test_does_not_mutate_target():
+    """The target must be treated as immutable — a fresh value is returned."""
+    target = {"keep": "me", "nested": {"a": 1, "b": 2}, "drop": "later"}
+    target_snapshot = copy.deepcopy(target)
+
+    result = apply_json_merge_patch(target, {"nested": {"b": None, "c": 3}, "drop": None})
+
+    assert target == target_snapshot, "apply_json_merge_patch mutated its target argument"
+    assert result == {"keep": "me", "nested": {"a": 1, "c": 3}}
+    assert result["nested"] is not target["nested"]
+
+
+def test_absent_key_is_preserved_but_null_key_is_deleted():
+    """The core distinction PATCH relies on: omission preserves, explicit null deletes."""
+    target = {"cost_center": "1234", "team": "core"}
+
+    # Omitting cost_center preserves it; only the explicitly-null key is removed.
+    assert apply_json_merge_patch(target, {"team": "platform"}) == {
+        "cost_center": "1234",
+        "team": "platform",
+    }
+    assert apply_json_merge_patch(target, {"cost_center": None}) == {"team": "core"}
+
+
+def test_deep_nested_merge_and_delete():
+    target = {"limits": {"gpt-4": {"rpm": 100, "tpm": 1000}, "gpt-3.5": {"rpm": 200}}}
+    patch = {"limits": {"gpt-4": {"tpm": 2000}, "gpt-3.5": None, "claude": {"rpm": 50}}}
+
+    assert apply_json_merge_patch(target, patch) == {
+        "limits": {"gpt-4": {"rpm": 100, "tpm": 2000}, "claude": {"rpm": 50}}
+    }
+
+
+def test_scalar_patch_replaces_object_wholesale():
+    assert apply_json_merge_patch({"a": {"b": 1}}, 5) == 5
+
+
+def test_object_patch_over_non_object_target_starts_from_empty():
+    assert apply_json_merge_patch("not-an-object", {"a": 1, "b": None}) == {"a": 1}
diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
index 180fb1d3d8f..59b08a7ec4e 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
@@ -9535,3 +9535,332 @@ async def test_new_team_rejects_reserved_ui_session_team_id():
         assert exc_info.value.code == "400"
         assert "reserved" in str(exc_info.value.message)
         mock_prisma.get_data.assert_not_called()
+
+
+# ---------------------------------------------------------------------------
+# PATCH /team/{team_id} — RFC 7386 JSON Merge Patch
+#
+# The new PATCH endpoint delegates to the same write path as POST /team/update;
+# the single intended divergence is metadata. POST replaces the metadata column
+# wholesale, PATCH merges it per RFC 7386 (omit preserves, null deletes, value
+# overwrites, recursing into nested objects). Every other field must behave
+# identically. Each test drives BOTH endpoints against an identical mocked team
+# and asserts on the exact dict handed to litellm_teamtable.update.
+# ---------------------------------------------------------------------------
+
+_PATCH_TEAM_ID = "team-merge-patch-test"
+_ABSENT = object()
+
+
+async def _drive_team_write(
+    kind,
+    *,
+    existing_metadata=None,
+    existing_kwargs=None,
+    payload=None,
+    raw_body=None,
+    user=None,
+    find_returns_none=False,
+    json_side_effect=None,
+):
+    """Drive POST ``update_team`` or PATCH ``patch_team`` against a mocked team.
+
+    Returns ``(endpoint_result, update_mock)``; propagates whatever the endpoint
+    raises. Inspect ``update_mock.call_args.kwargs["data"]`` for the DB write.
+    """
+    from unittest.mock import AsyncMock, MagicMock, Mock
+    from unittest.mock import patch as _patch
+
+    from fastapi import Request
+
+    from litellm.proxy._types import (
+        LiteLLM_TeamTable,
+        LitellmUserRoles,
+        UpdateTeamRequest,
+        UserAPIKeyAuth,
+    )
+    from litellm.proxy.management_endpoints.team_endpoints import (
+        patch_team,
+        update_team,
+    )
+
+    existing = LiteLLM_TeamTable(
+        team_id=_PATCH_TEAM_ID,
+        team_alias="t",
+        metadata=existing_metadata,
+        organization_id=None,
+        **(existing_kwargs or {}),
+    )
+    auth = user or UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, user_id="u")
+
+    with (
+        _patch("litellm.proxy.proxy_server.prisma_client") as pc,
+        _patch("litellm.proxy.proxy_server.llm_router", None),
+        _patch("litellm.proxy.proxy_server.user_api_key_cache", MagicMock()),
+        _patch("litellm.proxy.proxy_server.proxy_logging_obj", MagicMock()),
+        _patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"),
+        _patch(
+            "litellm.proxy.management_endpoints.team_endpoints._refresh_cached_team",
+            new=AsyncMock(),
+        ),
+    ):
+        pc.db.litellm_teamtable.find_unique = AsyncMock(
+            return_value=None if find_returns_none else existing
+        )
+        pc.db.litellm_teamtable.update = AsyncMock(
+            return_value=LiteLLM_TeamTable(team_id=_PATCH_TEAM_ID, team_alias="t")
+        )
+        pc.jsonify_team_object = MagicMock(side_effect=lambda db_data: db_data)
+
+        req = Mock(spec=Request)
+        if kind == "post":
+            result = await update_team(
+                data=UpdateTeamRequest(team_id=_PATCH_TEAM_ID, **(payload or {})),
+                http_request=req,
+                user_api_key_dict=auth,
+                litellm_changed_by=None,
+            )
+        else:
+            if json_side_effect is not None:
+                req.json = AsyncMock(side_effect=json_side_effect)
+            else:
+                req.json = AsyncMock(
+                    return_value=raw_body if raw_body is not None else dict(payload or {})
+                )
+            result = await patch_team(
+                team_id=_PATCH_TEAM_ID,
+                http_request=req,
+                user_api_key_dict=auth,
+                litellm_changed_by=None,
+            )
+        return result, pc.db.litellm_teamtable.update
+
+
+async def _written_metadata(kind, existing_metadata, body):
+    _, update_mock = await _drive_team_write(kind, existing_metadata=existing_metadata, payload=body)
+    written = update_mock.call_args.kwargs["data"]
+    return written["metadata"] if "metadata" in written else _ABSENT
+
+
+# (label, existing_metadata, merge_patch_body, expected_POST_metadata, expected_PATCH_metadata)
+_METADATA_MAPPING = [
+    (
+        "omit-metadata-preserves-in-both",
+        {"cost_center": "1234"},
+        {"tpm_limit": 5},
+        _ABSENT,  # POST: metadata column left untouched
+        _ABSENT,  # PATCH: metadata column left untouched
+    ),
+    (
+        "add-key-POST-wipes-others-PATCH-preserves",
+        {"cost_center": "1234", "foo": "bar"},
+        {"metadata": {"foo": "baz"}},
+        {"foo": "baz"},  # POST replaces wholesale -> cost_center wiped
+        {"cost_center": "1234", "foo": "baz"},  # PATCH merges -> cost_center kept
+    ),
+    (
+        "overwrite-plus-null-delete-plus-add",
+        {"cost_center": "1234", "foo": "bar"},
+        {"metadata": {"cost_center": "9999", "foo": None, "new": "x"}},
+        {"cost_center": "9999", "foo": None, "new": "x"},  # POST stores the literal null
+        {"cost_center": "9999", "new": "x"},  # PATCH deletes foo via null
+    ),
+    (
+        "null-delete-one-key",
+        {"a": 1, "b": 2},
+        {"metadata": {"b": None}},
+        {"b": None},  # POST wholesale replace -> only b:null survives
+        {"a": 1},  # PATCH deletes b, preserves a
+    ),
+    (
+        "nested-object-deep-merge",
+        {"settings": {"x": 1, "y": 2}},
+        {"metadata": {"settings": {"y": 3, "z": 4}}},
+        {"settings": {"y": 3, "z": 4}},  # POST replaces the nested object wholesale
+        {"settings": {"x": 1, "y": 3, "z": 4}},  # PATCH deep-merges the nested object
+    ),
+    (
+        "nested-object-null-delete",
+        {"settings": {"x": 1, "y": 2}},
+        {"metadata": {"settings": {"x": None}}},
+        {"settings": {"x": None}},  # POST wholesale
+        {"settings": {"y": 2}},  # PATCH deletes nested key, keeps sibling
+    ),
+    (
+        "empty-object-POST-clears-PATCH-noops",
+        {"a": 1},
+        {"metadata": {}},
+        {},  # POST replaces with an empty object
+        {"a": 1},  # PATCH: an empty patch is a no-op
+    ),
+    (
+        "metadata-null-clears-in-both",
+        {"a": 1},
+        {"metadata": None},
+        None,  # POST clears the column
+        None,  # PATCH: an RFC 7386 null patch clears the column too (parity)
+    ),
+]
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "label, existing_metadata, body, expected_post, expected_patch",
+    _METADATA_MAPPING,
+    ids=[row[0] for row in _METADATA_MAPPING],
+)
+async def test_post_vs_patch_metadata_write_mapping(
+    label, existing_metadata, body, expected_post, expected_patch
+):
+    """Exhaustive map: POST replaces metadata wholesale, PATCH merges per RFC 7386."""
+    post_meta = await _written_metadata("post", existing_metadata, body)
+    patch_meta = await _written_metadata("patch", existing_metadata, body)
+
+    assert post_meta == expected_post, f"POST metadata mismatch for '{label}'"
+    assert patch_meta == expected_patch, f"PATCH metadata mismatch for '{label}'"
+
+
+@pytest.mark.asyncio
+async def test_patch_preserves_required_metadata_key_that_post_would_wipe():
+    """The reason PATCH exists: editing one metadata key must not silently drop
+    the others, which POST /team/update does because it replaces wholesale."""
+    existing = {"cost_center": "FINOPS-1", "team_notes": "keep me"}
+    body = {"metadata": {"team_notes": "edited"}}
+
+    post_meta = await _written_metadata("post", existing, body)
+    patch_meta = await _written_metadata("patch", existing, body)
+
+    assert post_meta == {"team_notes": "edited"}
+    assert "cost_center" not in post_meta  # wiped by POST
+    assert patch_meta == {"cost_center": "FINOPS-1", "team_notes": "edited"}  # preserved by PATCH
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "body, field, expected",
+    [
+        ({"tpm_limit": 50}, "tpm_limit", 50),
+        ({"tpm_limit": None}, "tpm_limit", None),
+        ({"models": ["gpt-4", "claude-3"]}, "models", ["gpt-4", "claude-3"]),
+        ({"blocked": True}, "blocked", True),
+        ({"max_budget": 10.0}, "max_budget", 10.0),
+    ],
+)
+async def test_top_level_fields_identical_post_and_patch(body, field, expected):
+    """Non-metadata fields are unaffected by merge semantics: value overwrites in both,
+    and neither touches metadata when the patch omits it."""
+    _, post_update = await _drive_team_write("post", existing_metadata={"k": "v"}, payload=body)
+    _, patch_update = await _drive_team_write("patch", existing_metadata={"k": "v"}, payload=body)
+    post_written = post_update.call_args.kwargs["data"]
+    patch_written = patch_update.call_args.kwargs["data"]
+
+    assert post_written[field] == expected
+    assert patch_written[field] == expected
+    assert "metadata" not in post_written
+    assert "metadata" not in patch_written
+
+
+@pytest.mark.asyncio
+async def test_patch_strips_system_managed_metadata_key_like_post():
+    """A caller cannot inject/overwrite server-owned keys via PATCH any more than
+    via POST: team_member_budget_id is stripped from the write in both."""
+    existing = {"team_member_budget_id": "budget-123", "cost_center": "1234"}
+    body = {"metadata": {"team_member_budget_id": "HACKED", "cost_center": "9999"}}
+
+    post_meta = await _written_metadata("post", existing, body)
+    patch_meta = await _written_metadata("patch", existing, body)
+
+    assert "team_member_budget_id" not in post_meta
+    assert "team_member_budget_id" not in patch_meta
+    assert post_meta == {"cost_center": "9999"}
+    assert patch_meta == {"cost_center": "9999"}
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("raw_body", [["not", "an", "object"], "a-string", 42, True])
+async def test_patch_rejects_non_object_body(raw_body):
+    from litellm.proxy._types import ProxyException
+
+    with pytest.raises(ProxyException) as exc:
+        await _drive_team_write("patch", existing_metadata={"a": 1}, raw_body=raw_body)
+    assert exc.value.code == "400" or exc.value.code == 400
+
+
+@pytest.mark.asyncio
+async def test_patch_rejects_invalid_json_body():
+    from litellm.proxy._types import ProxyException
+
+    with pytest.raises(ProxyException) as exc:
+        await _drive_team_write(
+            "patch", existing_metadata={"a": 1}, json_side_effect=ValueError("no body")
+        )
+    assert exc.value.code == "400" or exc.value.code == 400
+
+
+@pytest.mark.asyncio
+async def test_patch_rejects_team_id_mismatch_between_path_and_body():
+    from litellm.proxy._types import ProxyException
+
+    with pytest.raises(ProxyException) as exc:
+        await _drive_team_write(
+            "patch",
+            existing_metadata={"a": 1},
+            raw_body={"team_id": "some-other-team", "tpm_limit": 5},
+        )
+    assert exc.value.code == "400" or exc.value.code == 400
+
+
+@pytest.mark.asyncio
+async def test_patch_accepts_matching_team_id_in_body():
+    """A body team_id equal to the path is tolerated and does not leak into the write."""
+    _, update_mock = await _drive_team_write(
+        "patch",
+        existing_metadata={"a": 1},
+        raw_body={"team_id": _PATCH_TEAM_ID, "tpm_limit": 7},
+    )
+    written = update_mock.call_args.kwargs["data"]
+    assert written["tpm_limit"] == 7
+
+
+@pytest.mark.asyncio
+async def test_patch_team_not_found_returns_404():
+    from litellm.proxy._types import ProxyException
+
+    # metadata present -> patch_team does its own existence check
+    with pytest.raises(ProxyException) as exc:
+        await _drive_team_write(
+            "patch", raw_body={"metadata": {"cost_center": "1"}}, find_returns_none=True
+        )
+    assert exc.value.code == "404" or exc.value.code == 404
+
+    # metadata absent -> existence check happens in the delegated update_team
+    with pytest.raises(ProxyException) as exc2:
+        await _drive_team_write("patch", raw_body={"tpm_limit": 5}, find_returns_none=True)
+    assert exc2.value.code == "404" or exc2.value.code == 404
+
+
+@pytest.mark.asyncio
+async def test_patch_enforces_team_access_via_delegation():
+    """PATCH inherits POST's team-level RBAC: a caller who is neither proxy admin,
+    team admin, nor org admin of the team is rejected."""
+    from litellm.proxy._types import LitellmUserRoles, ProxyException, UserAPIKeyAuth
+
+    outsider = UserAPIKeyAuth(user_role=LitellmUserRoles.INTERNAL_USER, user_id="outsider")
+    with pytest.raises(ProxyException) as exc:
+        await _drive_team_write(
+            "patch", raw_body={"tpm_limit": 5}, user=outsider
+        )
+    assert exc.value.code == "403" or exc.value.code == 403
+
+
+@pytest.mark.asyncio
+async def test_patch_returns_full_team_object_not_wrapper():
+    """Per REST convention the PATCH response is the full team, not POST's
+    {"team_id", "data"} envelope."""
+    from litellm.proxy._types import LiteLLM_TeamTable
+
+    result, _ = await _drive_team_write(
+        "patch", existing_metadata={"a": 1}, raw_body={"metadata": {"b": 2}}
+    )
+    assert isinstance(result, LiteLLM_TeamTable)
+    assert result.team_id == _PATCH_TEAM_ID
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index 15ddc5858c2..2cee78a6efb 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -13842,6 +13842,38 @@ export interface paths {
         patch?: never;
         trace?: never;
     };
+    "/team/{team_id}": {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        get?: never;
+        put?: never;
+        post?: never;
+        delete?: never;
+        options?: never;
+        head?: never;
+        /**
+         * Patch Team
+         * @description Partially update a team using RFC 7386 JSON Merge Patch semantics.
+         *
+         *     `team_id` is taken from the path. `metadata` is merged with the team's stored
+         *     metadata rather than replacing it: an omitted key is preserved, `key: null`
+         *     deletes it, and any other value overwrites (recursing into nested objects).
+         *     Every other field behaves exactly like `POST /team/update` (omitted preserves,
+         *     a value overwrites). Returns the full updated team.
+         *
+         *     ```
+         *     curl --location --request PATCH 'http://0.0.0.0:4000/team/8d916b1c-510d-4894-a334-1c16a93344f5'     --header 'Authorization: Bearer sk-1234'     --header 'Content-Type: application/json'     --data-raw '{
+         *         "metadata": {"cost_center": "1234", "deprecated_key": null}
+         *     }'
+         *     ```
+         */
+        patch: operations["patch_team_team__team_id__patch"];
+        trace?: never;
+    };
     "/team/{team_id}/callback": {
         parameters: {
             query?: never;
@@ -50478,6 +50510,40 @@ export interface operations {
             };
         };
     };
+    patch_team_team__team_id__patch: {
+        parameters: {
+            query?: never;
+            header?: {
+                /** @description The litellm-changed-by header enables tracking of actions performed by authorized users on behalf of other users, providing an audit trail for accountability */
+                "litellm-changed-by"?: string | null;
+            };
+            path: {
+                team_id: string;
+            };
+            cookie?: never;
+        };
+        requestBody?: never;
+        responses: {
+            /** @description Successful Response */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["LiteLLM_TeamTable"];
+                };
+            };
+            /** @description Validation Error */
+            422: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["HTTPValidationError"];
+                };
+            };
+        };
+    };
     get_team_callbacks_team__team_id__callback_get: {
         parameters: {
             query?: never;

From 109193f26a5784a773518476bb6fe469714da454 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrish+github@berri.ai>
Date: Fri, 10 Jul 2026 18:55:34 -0700
Subject: [PATCH 287/370] feat(router): add LLM-based classifier option to
 complexity router (#32169)

* feat(router): add LLM-based classifier option to complexity router

Adds classifier_type: "heuristic" | "llm" to complexity_router_config.
When set to "llm", the router calls a configured model (e.g. a small
model like haiku) via structured output to pick the complexity tier,
falling back to the existing regex/keyword scorer on any error, empty
response, or unparseable output.

* feat(ui): add classifier_type option to complexity router UI, fix edit flow

Adds an "Advanced: Classification Method" section to ComplexityRouterConfig
with a heuristic/LLM toggle, revealing a classifier model picker and timeout
when LLM is selected.

Also fixes the auto router edit modal, which never rendered the complexity
router UI at all (it only handled the semantic router), and the "Edit Auto
Router" button visibility check, which was gated on auto_router_config and
never matched complexity router deployments.

* fix(router): attribute classifier calls to caller, raise default timeout

Forwards the original request's litellm_metadata into the classifier's
acompletion call. Without it, the proxy's cost-tracking gate sees no
user_api_key/team_id/user_id and silently drops spend logging and budget
accounting for every classifier call, letting an authenticated user rack
up unaccounted provider spend via repeated requests.

Also raises the default classifier timeout from 400ms to 3000ms (400ms
undershoots real LLM latency and would silently degrade to the heuristic
scorer on most requests) and corrects the module/class docstrings, which
still claimed zero external API calls after the llm classifier path was
added.

* fix(ci): resolve ruff strict-budget and frontend-lint failures

- Use PEP 585 generics (dict/tuple/list) in the new aclassify/_classify_with_llm
  signatures instead of typing.Dict/Tuple/List, and suppress BLE001 on the
  intentionally broad except in aclassify's fallback path with a reason.
- Fix prettier formatting in ComplexityRouterConfig.tsx.
- Regenerate eslint-metrics.json (was stale after the classifier UI changes).

* fix(ci): regenerate stale eslint-metrics.json

* fix(router): strip parent budget reservation from classifier metadata

The classifier's internal acompletion call previously forwarded the
parent request's full litellm_metadata, including its budget
reservation (user_api_key_budget_reservation / user_api_key_auth).
That reservation belongs to the routed completion the classifier is
deciding on, not to the classifier call itself, so it's now stripped
while key/team attribution fields are still forwarded for spend
logging.
---
 .../complexity_router/complexity_router.py    | 106 +++++++++-
 .../complexity_router/config.py               |  32 ++-
 .../router_strategy/test_complexity_router.py | 192 +++++++++++++++++-
 ui/litellm-dashboard/eslint-metrics.json      |   6 +-
 .../add_model/ComplexityRouterConfig.test.tsx |  69 +++++--
 .../add_model/ComplexityRouterConfig.tsx      | 128 +++++++++++-
 .../add_model/add_auto_router_tab.tsx         |  38 ++--
 .../edit_auto_router_modal.tsx                | 169 +++++++++++----
 .../src/components/model_info_view.tsx        |   5 +-
 ui/litellm-dashboard/tsconfig.tsbuildinfo     |   2 +-
 10 files changed, 648 insertions(+), 99 deletions(-)

diff --git a/litellm/router_strategy/complexity_router/complexity_router.py b/litellm/router_strategy/complexity_router/complexity_router.py
index 4f9135ad9ed..16bf9a87a41 100644
--- a/litellm/router_strategy/complexity_router/complexity_router.py
+++ b/litellm/router_strategy/complexity_router/complexity_router.py
@@ -4,16 +4,21 @@
 A rule-based routing strategy that uses weighted scoring across multiple dimensions
 to classify requests by complexity and route them to appropriate models.
 
-No external API calls - all scoring is local and <1ms.
+By default, scoring is local (regex/keyword-based) with no external API calls and <1ms
+latency. Optionally, classifier_type="llm" routes classification through a configured
+model instead, trading that latency/cost guarantee for potentially better accuracy.
 
 Inspired by ClawRouter: https://github.com/BlockRunAI/ClawRouter
 """
 
 import re
-from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple, Union
+from typing import TYPE_CHECKING, Any, Dict, List, Literal, Optional, Tuple, Union
+
+from pydantic import BaseModel
 
 from litellm._logging import verbose_router_logger
 from litellm.integrations.custom_logger import CustomLogger
+from litellm.types.utils import ModelResponse
 
 from .config import (
     DEFAULT_CODE_KEYWORDS,
@@ -32,6 +37,24 @@
     PreRoutingHookResponse = Any
 
 
+class TierClassification(BaseModel):
+    """Structured response schema for the LLM-based complexity classifier."""
+
+    tier: Literal["SIMPLE", "MEDIUM", "COMPLEX", "REASONING"]
+
+
+_CLASSIFICATION_PROMPT_TEMPLATE = """Classify the complexity of the following user request into exactly one tier.
+
+Tiers:
+- SIMPLE: factual lookups, greetings, short direct questions with no reasoning or code involved.
+- MEDIUM: everyday requests needing some explanation or minor code/technical content.
+- COMPLEX: requests involving non-trivial code, architecture, or multi-step technical work.
+- REASONING: requests explicitly requiring step-by-step reasoning, analysis, or weighing tradeoffs.
+
+{system_context}Request:
+{prompt}"""
+
+
 def _append_custom_keywords(base_keywords: list[str], custom_keywords: Optional[list[str]]) -> list[str]:
     if not custom_keywords:
         return base_keywords
@@ -40,6 +63,20 @@ def _append_custom_keywords(base_keywords: list[str], custom_keywords: Optional[
     return [*base_keywords, *deduped_custom.values()]
 
 
+# Metadata keys that carry the parent request's budget reservation. These must not
+# reach the classifier's internal acompletion call: the reservation belongs to the
+# routed completion that the classifier is deciding on, not to the classifier call
+# itself, and forwarding it would let the classifier's cost-tracking reconcile
+# against a reservation it isn't responsible for.
+_BUDGET_RESERVATION_METADATA_KEYS = frozenset({"user_api_key_budget_reservation", "user_api_key_auth"})
+
+
+def _classifier_call_metadata(metadata: Optional[dict[str, Any]]) -> Optional[dict[str, Any]]:
+    if not metadata:
+        return metadata
+    return {k: v for k, v in metadata.items() if k not in _BUDGET_RESERVATION_METADATA_KEYS}
+
+
 class DimensionScore:
     """Represents a score for a single dimension with optional signal."""
 
@@ -53,10 +90,10 @@ def __init__(self, name: str, score: float, signal: Optional[str] = None):
 
 class ComplexityRouter(CustomLogger):
     """
-    Rule-based complexity router that classifies requests and routes to appropriate models.
+    Complexity router that classifies requests and routes to appropriate models.
 
-    Handles requests in <1ms with zero external API calls by using weighted scoring
-    across multiple dimensions:
+    By default, handles requests in <1ms with zero external API calls, using weighted
+    scoring across multiple dimensions:
     - Token count (short=simple, long=complex)
     - Code presence (code keywords → complex)
     - Reasoning markers ("step by step", "think through" → reasoning tier)
@@ -297,6 +334,63 @@ def classify(self, prompt: str, system_prompt: Optional[str] = None) -> Tuple[Co
 
         return tier, weighted_score, signals
 
+    async def aclassify(
+        self,
+        prompt: str,
+        system_prompt: Optional[str] = None,
+        request_kwargs: Optional[dict[str, Any]] = None,
+    ) -> tuple[ComplexityTier, float, list[str]]:
+        """
+        Classify a prompt by complexity, using the LLM classifier when configured.
+
+        Falls back to the local heuristic scorer if classifier_type is "heuristic",
+        or if the LLM call fails, times out, or returns an unparseable response.
+        """
+        if self.config.classifier_type != "llm" or self.config.classifier_llm_config is None:
+            return self.classify(prompt, system_prompt)
+
+        try:
+            tier = await self._classify_with_llm(prompt, system_prompt, request_kwargs)
+            return tier, 1.0, [f"llm-classifier:{tier.value}"]
+        except Exception as e:  # noqa: BLE001 -- external LLM call can fail in many distinct ways (timeout, provider error, validation, parse error); any failure must fall back to the heuristic scorer
+            verbose_router_logger.warning(
+                f"ComplexityRouter: LLM classifier failed ({e}), falling back to heuristic scoring"
+            )
+            return self.classify(prompt, system_prompt)
+
+    async def _classify_with_llm(
+        self,
+        prompt: str,
+        system_prompt: Optional[str] = None,
+        request_kwargs: Optional[dict[str, Any]] = None,
+    ) -> ComplexityTier:
+        """Call the configured classifier model and parse its structured tier response."""
+        llm_config = self.config.classifier_llm_config
+        if llm_config is None:
+            raise ValueError("classifier_llm_config is not set")
+
+        system_context = f"Context: {system_prompt}\n\n" if system_prompt else ""
+        classification_prompt = _CLASSIFICATION_PROMPT_TEMPLATE.format(system_context=system_context, prompt=prompt)
+
+        # Forward the original request's metadata so the classifier call's spend is
+        # attributed to the calling key/team instead of being dropped. Excludes the
+        # parent request's budget reservation, which the routed completion (not this
+        # internal classifier call) is responsible for reconciling.
+        metadata = _classifier_call_metadata((request_kwargs or {}).get("litellm_metadata"))
+
+        response: ModelResponse = await self.litellm_router_instance.acompletion(
+            model=llm_config.model,
+            messages=[{"role": "user", "content": classification_prompt}],
+            response_format=TierClassification,
+            timeout=llm_config.timeout_ms / 1000,
+            metadata=metadata,
+        )
+        content = response.choices[0].message.content
+        if not content:
+            raise ValueError("LLM classifier returned empty content")
+        result = TierClassification.model_validate_json(content)
+        return ComplexityTier[result.tier]
+
     def get_model_for_tier(self, tier: ComplexityTier) -> str:
         """
         Get the model name for a given complexity tier.
@@ -445,7 +539,7 @@ async def async_pre_routing_hook(
                 messages=messages if has_original_messages else None,
             )
 
-        tier, score, signals = self.classify(user_message, system_prompt)
+        tier, score, signals = await self.aclassify(user_message, system_prompt, request_kwargs)
         routed_model = self.get_model_for_tier(tier)
 
         verbose_router_logger.info(
diff --git a/litellm/router_strategy/complexity_router/config.py b/litellm/router_strategy/complexity_router/config.py
index ae04d5fc5d4..6407c9a4590 100644
--- a/litellm/router_strategy/complexity_router/config.py
+++ b/litellm/router_strategy/complexity_router/config.py
@@ -6,9 +6,9 @@
 """
 
 from enum import Enum
-from typing import Dict, List, Optional
+from typing import Dict, List, Literal, Optional
 
-from pydantic import BaseModel, ConfigDict, Field
+from pydantic import BaseModel, ConfigDict, Field, model_validator
 
 
 class ComplexityTier(str, Enum):
@@ -197,6 +197,18 @@ class ComplexityTier(str, Enum):
 }
 
 
+class ClassifierLLMConfig(BaseModel):
+    """Configuration for the LLM-based complexity classifier."""
+
+    model: str = Field(
+        description="Model name (from the router's model_list) to call for classification",
+    )
+    timeout_ms: int = Field(
+        default=3000,
+        description="Timeout budget for the classification call, in milliseconds",
+    )
+
+
 class ComplexityRouterConfig(BaseModel):
     """Configuration for the ComplexityRouter."""
 
@@ -257,8 +269,24 @@ class ComplexityRouterConfig(BaseModel):
         description="Default model to use if tier cannot be determined",
     )
 
+    # Classifier strategy
+    classifier_type: Literal["heuristic", "llm"] = Field(
+        default="heuristic",
+        description="Classification strategy: local regex/keyword scoring, or an LLM call",
+    )
+    classifier_llm_config: Optional[ClassifierLLMConfig] = Field(
+        default=None,
+        description="Configuration for the LLM classifier; required when classifier_type is 'llm'",
+    )
+
     model_config = ConfigDict(extra="allow")  # Allow additional fields
 
+    @model_validator(mode="after")
+    def _validate_llm_classifier_config(self) -> "ComplexityRouterConfig":
+        if self.classifier_type == "llm" and self.classifier_llm_config is None:
+            raise ValueError("classifier_llm_config is required when classifier_type is 'llm'")
+        return self
+
 
 # Combined default config
 DEFAULT_COMPLEXITY_CONFIG = ComplexityRouterConfig()
diff --git a/tests/test_litellm/router_strategy/test_complexity_router.py b/tests/test_litellm/router_strategy/test_complexity_router.py
index d4a7da86734..c40b362333a 100644
--- a/tests/test_litellm/router_strategy/test_complexity_router.py
+++ b/tests/test_litellm/router_strategy/test_complexity_router.py
@@ -6,10 +6,11 @@
 
 import os
 import sys
-from typing import Dict, List
-from unittest.mock import MagicMock, patch
+from typing import Dict
+from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
+from pydantic import ValidationError
 
 sys.path.insert(
     0, os.path.abspath("../../..")
@@ -743,7 +744,7 @@ def test_api_not_in_capital(self, complexity_router):
         # Should NOT detect code presence from 'api' in 'capital'
         assert not any(
             "code" in s.lower() for s in signals
-        ), f"False positive: got code signal from 'capital'"
+        ), "False positive: got code signal from 'capital'"
         # Should be SIMPLE (definition question)
         assert tier == ComplexityTier.SIMPLE
 
@@ -754,7 +755,7 @@ def test_git_not_in_digital(self, complexity_router):
         # Should NOT detect code presence from 'git' in 'digital'
         assert not any(
             "code" in s.lower() for s in signals
-        ), f"False positive: got code signal from 'digital'"
+        ), "False positive: got code signal from 'digital'"
 
     def test_try_not_in_entry(self, complexity_router):
         """'try' should not match in 'entry'."""
@@ -770,7 +771,7 @@ def test_error_not_in_terrorism(self, complexity_router):
         tier, score, signals = complexity_router.classify(prompt)
         assert not any(
             "code" in s.lower() for s in signals
-        ), f"False positive: got code signal from 'terrorism'"
+        ), "False positive: got code signal from 'terrorism'"
 
     def test_class_not_in_classical(self, complexity_router):
         """'class' should not match in 'classical'."""
@@ -778,7 +779,7 @@ def test_class_not_in_classical(self, complexity_router):
         tier, score, signals = complexity_router.classify(prompt)
         assert not any(
             "code" in s.lower() for s in signals
-        ), f"False positive: got code signal from 'classical'"
+        ), "False positive: got code signal from 'classical'"
 
     def test_merge_not_in_emerged(self, complexity_router):
         """'merge' should not match in 'emerged'."""
@@ -786,7 +787,7 @@ def test_merge_not_in_emerged(self, complexity_router):
         tier, score, signals = complexity_router.classify(prompt)
         assert not any(
             "code" in s.lower() for s in signals
-        ), f"False positive: got code signal from 'emerged'"
+        ), "False positive: got code signal from 'emerged'"
 
     def test_actual_api_keyword_detected(self, complexity_router):
         """Actual 'api' usage should be detected."""
@@ -1131,3 +1132,180 @@ def test_should_handle_empty_messages(self):
         )
         assert user_msg is None
         assert sys_prompt is None
+
+
+def _llm_response(content: str):
+    """Build a fake acompletion response with the given message content."""
+    response = MagicMock()
+    response.choices = [MagicMock()]
+    response.choices[0].message.content = content
+    return response
+
+
+@pytest.fixture
+def llm_classifier_config() -> Dict:
+    """Config with an LLM-based classifier wired to a 'haiku-classifier' model."""
+    return {
+        "tiers": {
+            "SIMPLE": "gpt-4o-mini",
+            "MEDIUM": "gpt-4o",
+            "COMPLEX": "claude-sonnet-4-20250514",
+            "REASONING": "o1-preview",
+        },
+        "classifier_type": "llm",
+        "classifier_llm_config": {"model": "haiku-classifier", "timeout_ms": 400},
+    }
+
+
+@pytest.fixture
+def llm_complexity_router(mock_router_instance, llm_classifier_config):
+    """ComplexityRouter configured to classify via an LLM call."""
+    return ComplexityRouter(
+        model_name="test-complexity-router",
+        litellm_router_instance=mock_router_instance,
+        complexity_router_config=llm_classifier_config,
+    )
+
+
+class TestLLMClassifierConfig:
+    """Test config validation for the LLM classifier option."""
+
+    def test_llm_classifier_type_requires_config(self):
+        """classifier_type='llm' without classifier_llm_config must raise."""
+        with pytest.raises(ValidationError):
+            ComplexityRouterConfig(classifier_type="llm")
+
+    def test_heuristic_classifier_type_needs_no_llm_config(self):
+        """classifier_type='heuristic' (the default) needs no classifier_llm_config."""
+        config = ComplexityRouterConfig()
+        assert config.classifier_type == "heuristic"
+        assert config.classifier_llm_config is None
+
+
+class TestLLMClassifier:
+    """Test the LLM-based classifier path (aclassify) and its fallback behavior."""
+
+    @pytest.mark.asyncio
+    async def test_aclassify_heuristic_skips_llm_call(self, complexity_router, mock_router_instance):
+        """When classifier_type is 'heuristic' (default), aclassify must not call the LLM."""
+        mock_router_instance.acompletion = AsyncMock()
+        tier, score, signals = await complexity_router.aclassify("Hello!")
+        mock_router_instance.acompletion.assert_not_called()
+        assert tier == ComplexityTier.SIMPLE
+
+    @pytest.mark.asyncio
+    async def test_aclassify_llm_success_routes_by_llm_verdict(
+        self, llm_complexity_router, mock_router_instance
+    ):
+        """A well-formed structured LLM response should decide the tier directly.
+
+        Uses a prompt that heuristic scoring alone would classify as SIMPLE, to prove
+        the LLM verdict -- not the heuristic scorer -- is what decided the tier.
+        """
+        mock_router_instance.acompletion = AsyncMock(
+            return_value=_llm_response('{"tier": "COMPLEX"}')
+        )
+        tier, score, signals = await llm_complexity_router.aclassify("hi")
+        assert tier == ComplexityTier.COMPLEX
+        assert "llm-classifier:COMPLEX" in signals
+        mock_router_instance.acompletion.assert_awaited_once()
+        call_kwargs = mock_router_instance.acompletion.call_args.kwargs
+        assert call_kwargs["model"] == "haiku-classifier"
+        assert call_kwargs["timeout"] == 0.4
+
+    @pytest.mark.asyncio
+    async def test_aclassify_forwards_request_metadata_for_spend_tracking(
+        self, llm_complexity_router, mock_router_instance
+    ):
+        """The classifier call must carry the original request's metadata.
+
+        Without this, the proxy's cost-tracking gate (_should_track_cost_callback)
+        sees no user_api_key/team_id/user_id and silently drops all spend logging
+        and budget accounting for the classifier call.
+        """
+        mock_router_instance.acompletion = AsyncMock(
+            return_value=_llm_response('{"tier": "SIMPLE"}')
+        )
+        request_metadata = {"user_api_key": "sk-abc", "user_api_key_team_id": "team-1"}
+        await llm_complexity_router.aclassify(
+            "hi", request_kwargs={"litellm_metadata": request_metadata}
+        )
+        call_kwargs = mock_router_instance.acompletion.call_args.kwargs
+        assert call_kwargs["metadata"] == request_metadata
+
+    @pytest.mark.asyncio
+    async def test_aclassify_strips_budget_reservation_from_classifier_metadata(
+        self, llm_complexity_router, mock_router_instance
+    ):
+        """The classifier call must not receive the parent request's budget reservation.
+
+        The reservation belongs to the routed completion the classifier is deciding
+        on, not to this internal classifier call. Forwarding it would let the
+        classifier's own cost-tracking reconcile against a reservation it has no
+        business touching, so it must be stripped while the rest of the attribution
+        metadata (key/team) is preserved.
+        """
+        mock_router_instance.acompletion = AsyncMock(
+            return_value=_llm_response('{"tier": "SIMPLE"}')
+        )
+        request_metadata = {
+            "user_api_key": "sk-abc",
+            "user_api_key_team_id": "team-1",
+            "user_api_key_budget_reservation": {"reserved_cost": 1.0},
+            "user_api_key_auth": {"budget_reservation": {"reserved_cost": 1.0}},
+        }
+        await llm_complexity_router.aclassify(
+            "hi", request_kwargs={"litellm_metadata": request_metadata}
+        )
+        call_kwargs = mock_router_instance.acompletion.call_args.kwargs
+        assert call_kwargs["metadata"] == {
+            "user_api_key": "sk-abc",
+            "user_api_key_team_id": "team-1",
+        }
+
+    @pytest.mark.asyncio
+    async def test_aclassify_falls_back_to_heuristic_on_llm_exception(
+        self, llm_complexity_router, mock_router_instance
+    ):
+        """A timeout/error from the classifier model must fall back to heuristic scoring."""
+        mock_router_instance.acompletion = AsyncMock(side_effect=TimeoutError("classifier timed out"))
+        tier, score, signals = await llm_complexity_router.aclassify("Hello!")
+        assert tier == llm_complexity_router.classify("Hello!")[0]
+        assert tier == ComplexityTier.SIMPLE
+
+    @pytest.mark.asyncio
+    async def test_aclassify_falls_back_to_heuristic_on_unparseable_response(
+        self, llm_complexity_router, mock_router_instance
+    ):
+        """Non-JSON or schema-violating output must fall back to heuristic scoring, not raise."""
+        mock_router_instance.acompletion = AsyncMock(return_value=_llm_response("not json"))
+        tier, score, signals = await llm_complexity_router.aclassify("Hello!")
+        assert tier == ComplexityTier.SIMPLE
+
+    @pytest.mark.asyncio
+    async def test_aclassify_falls_back_to_heuristic_on_empty_content(
+        self, llm_complexity_router, mock_router_instance
+    ):
+        """Empty/None message content (e.g. provider quirk) must fall back, not raise."""
+        mock_router_instance.acompletion = AsyncMock(return_value=_llm_response(None))
+        tier, score, signals = await llm_complexity_router.aclassify("Hello!")
+        assert tier == ComplexityTier.SIMPLE
+
+    @pytest.mark.asyncio
+    async def test_pre_routing_hook_uses_llm_classifier_end_to_end(
+        self, llm_complexity_router, mock_router_instance
+    ):
+        """The full pre-routing hook should route using the LLM classifier's verdict."""
+        mock_router_instance.acompletion = AsyncMock(
+            return_value=_llm_response('{"tier": "REASONING"}')
+        )
+        request_metadata = {"user_api_key": "sk-abc", "user_api_key_team_id": "team-1"}
+        result = await llm_complexity_router.async_pre_routing_hook(
+            model="test-model",
+            request_kwargs={"litellm_metadata": request_metadata},
+            messages=[{"role": "user", "content": "hi"}],
+        )
+        assert result is not None
+        assert result.model == "o1-preview"  # REASONING tier model
+        call_kwargs = mock_router_instance.acompletion.call_args.kwargs
+        assert call_kwargs["metadata"] == request_metadata
diff --git a/ui/litellm-dashboard/eslint-metrics.json b/ui/litellm-dashboard/eslint-metrics.json
index dac15a21620..7abbb186771 100644
--- a/ui/litellm-dashboard/eslint-metrics.json
+++ b/ui/litellm-dashboard/eslint-metrics.json
@@ -1,8 +1,8 @@
 {
-  "@typescript-eslint/no-explicit-any": 1977,
-  "complexity": 129,
+  "@typescript-eslint/no-explicit-any": 1978,
+  "complexity": 130,
   "local/no-large-inline-object-arg": 509,
-  "local/no-long-condition-chain": 233,
+  "local/no-long-condition-chain": 234,
   "max-depth": 59,
   "no-console": 16
 }
diff --git a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx
index 5de9ad17208..37ec7742d65 100644
--- a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx
@@ -1,7 +1,7 @@
-import { renderWithProviders, screen, within } from "../../../tests/test-utils";
+import { fireEvent, renderWithProviders, screen, within } from "../../../tests/test-utils";
 import userEvent from "@testing-library/user-event";
 import { vi } from "vitest";
-import ComplexityRouterConfig from "./ComplexityRouterConfig";
+import ComplexityRouterConfig, { ComplexityRouterConfigValue } from "./ComplexityRouterConfig";
 
 const mockModelInfo = [
   { model_group: "gpt-4" },
@@ -9,21 +9,24 @@ const mockModelInfo = [
   { model_group: "claude-3-opus" },
 ] as any[];
 
-const defaultTiers = {
-  SIMPLE: "gpt-3.5-turbo",
-  MEDIUM: "gpt-3.5-turbo",
-  COMPLEX: "gpt-4",
-  REASONING: "claude-3-opus",
+const defaultValue: ComplexityRouterConfigValue = {
+  tiers: {
+    SIMPLE: "gpt-3.5-turbo",
+    MEDIUM: "gpt-3.5-turbo",
+    COMPLEX: "gpt-4",
+    REASONING: "claude-3-opus",
+  },
+  classifier_type: "heuristic",
 };
 
 describe("ComplexityRouterConfig", () => {
   it("should render", () => {
-    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultTiers} onChange={vi.fn()} />);
+    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultValue} onChange={vi.fn()} />);
     expect(screen.getByText("Complexity Tier Configuration")).toBeInTheDocument();
   });
 
   it("should display all four tier labels", () => {
-    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultTiers} onChange={vi.fn()} />);
+    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultValue} onChange={vi.fn()} />);
     expect(screen.getByText("Simple Tier")).toBeInTheDocument();
     expect(screen.getByText("Medium Tier")).toBeInTheDocument();
     expect(screen.getByText("Complex Tier")).toBeInTheDocument();
@@ -31,7 +34,7 @@ describe("ComplexityRouterConfig", () => {
   });
 
   it("should show example queries for each tier", () => {
-    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultTiers} onChange={vi.fn()} />);
+    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultValue} onChange={vi.fn()} />);
     expect(screen.getByText(/Hello!/)).toBeInTheDocument();
     expect(screen.getByText(/Explain how REST APIs work/)).toBeInTheDocument();
     expect(screen.getByText(/Design a microservices architecture/)).toBeInTheDocument();
@@ -39,20 +42,56 @@ describe("ComplexityRouterConfig", () => {
   });
 
   it("should display the how classification works section", () => {
-    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultTiers} onChange={vi.fn()} />);
+    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultValue} onChange={vi.fn()} />);
     expect(screen.getByText("How Classification Works")).toBeInTheDocument();
   });
 
   it("should show score thresholds in the classification section", () => {
-    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultTiers} onChange={vi.fn()} />);
+    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultValue} onChange={vi.fn()} />);
     expect(screen.getByText(/Score < 0.15/)).toBeInTheDocument();
     expect(screen.getByText(/Score 0.15 - 0.35/)).toBeInTheDocument();
     expect(screen.getByText(/Score 0.35 - 0.60/)).toBeInTheDocument();
     expect(screen.getByText(/Score > 0.60/)).toBeInTheDocument();
   });
 
+  it("should default to heuristic and hide classifier model/timeout fields", () => {
+    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultValue} onChange={vi.fn()} />);
+    expect(screen.getByText("Advanced: Classification Method")).toBeInTheDocument();
+    expect(screen.queryByText("Classifier Model")).not.toBeInTheDocument();
+  });
+
+  it("should reveal classifier model and timeout fields when llm is selected", () => {
+    const onChange = vi.fn();
+    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultValue} onChange={onChange} />);
+
+    // Collapse panel content isn't rendered until first expanded.
+    fireEvent.click(screen.getByText("Advanced: Classification Method"));
+    fireEvent.click(screen.getByText("LLM Classifier"));
+
+    expect(onChange).toHaveBeenCalledWith({
+      ...defaultValue,
+      classifier_type: "llm",
+      classifier_llm_config: { model: "", timeout_ms: 3000 },
+    });
+  });
+
+  it("should show classifier fields and use the configured values when classifier_type is llm", () => {
+    const llmValue: ComplexityRouterConfigValue = {
+      ...defaultValue,
+      classifier_type: "llm",
+      classifier_llm_config: { model: "gpt-3.5-turbo", timeout_ms: 750 },
+    };
+    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={llmValue} onChange={vi.fn()} />);
+
+    fireEvent.click(screen.getByText("Advanced: Classification Method"));
+
+    expect(screen.getByText("Classifier Model")).toBeInTheDocument();
+    expect(screen.getByText("Timeout (ms)")).toBeInTheDocument();
+    expect(screen.getByDisplayValue("750")).toBeInTheDocument();
+  });
+
   it("should render the custom technical keywords field", () => {
-    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultTiers} onChange={vi.fn()} />);
+    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultValue} onChange={vi.fn()} />);
     expect(screen.getByText("Custom Technical Keywords")).toBeInTheDocument();
   });
 
@@ -60,7 +99,7 @@ describe("ComplexityRouterConfig", () => {
     renderWithProviders(
       <ComplexityRouterConfig
         modelInfo={mockModelInfo}
-        value={defaultTiers}
+        value={defaultValue}
         onChange={vi.fn()}
         customTechnicalKeywords={["udp", "kafka"]}
         onCustomTechnicalKeywordsChange={vi.fn()}
@@ -76,7 +115,7 @@ describe("ComplexityRouterConfig", () => {
     renderWithProviders(
       <ComplexityRouterConfig
         modelInfo={mockModelInfo}
-        value={defaultTiers}
+        value={defaultValue}
         onChange={vi.fn()}
         customTechnicalKeywords={[]}
         onCustomTechnicalKeywordsChange={onCustomTechnicalKeywordsChange}
diff --git a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
index 5cf97114169..2088e7183b9 100644
--- a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
@@ -1,21 +1,36 @@
 import { InfoCircleOutlined } from "@ant-design/icons";
-import { Select as AntdSelect, Card, Divider, Space, Tooltip, Typography } from "antd";
+import { Select as AntdSelect, Card, Collapse, Divider, InputNumber, Radio, Space, Tooltip, Typography } from "antd";
 import React from "react";
 import { ModelGroup } from "@/components/llm_calls/fetch_models";
 
 const { Text } = Typography;
 
-interface ComplexityTiers {
+export const DEFAULT_CLASSIFIER_TIMEOUT_MS = 3000;
+
+export interface ComplexityTiers {
   SIMPLE: string;
   MEDIUM: string;
   COMPLEX: string;
   REASONING: string;
 }
 
+export interface ClassifierLLMConfig {
+  model: string;
+  timeout_ms: number;
+}
+
+export type ClassifierType = "heuristic" | "llm";
+
+export interface ComplexityRouterConfigValue {
+  tiers: ComplexityTiers;
+  classifier_type: ClassifierType;
+  classifier_llm_config?: ClassifierLLMConfig;
+}
+
 interface ComplexityRouterConfigProps {
   modelInfo: ModelGroup[];
-  value: ComplexityTiers;
-  onChange: (tiers: ComplexityTiers) => void;
+  value: ComplexityRouterConfigValue;
+  onChange: (value: ComplexityRouterConfigValue) => void;
   customTechnicalKeywords?: string[];
   onCustomTechnicalKeywordsChange?: (keywords: string[]) => void;
 }
@@ -59,7 +74,38 @@ const ComplexityRouterConfig: React.FC<ComplexityRouterConfigProps> = ({
   const handleTierChange = (tier: keyof ComplexityTiers, model: string) => {
     onChange({
       ...value,
-      [tier]: model,
+      tiers: { ...value.tiers, [tier]: model },
+    });
+  };
+
+  const handleClassifierTypeChange = (classifierType: ClassifierType) => {
+    onChange({
+      ...value,
+      classifier_type: classifierType,
+      classifier_llm_config:
+        classifierType === "llm"
+          ? value.classifier_llm_config ?? { model: "", timeout_ms: DEFAULT_CLASSIFIER_TIMEOUT_MS }
+          : undefined,
+    });
+  };
+
+  const handleClassifierModelChange = (model: string) => {
+    onChange({
+      ...value,
+      classifier_llm_config: {
+        model,
+        timeout_ms: value.classifier_llm_config?.timeout_ms ?? DEFAULT_CLASSIFIER_TIMEOUT_MS,
+      },
+    });
+  };
+
+  const handleClassifierTimeoutChange = (timeoutMs: number | null) => {
+    onChange({
+      ...value,
+      classifier_llm_config: {
+        model: value.classifier_llm_config?.model ?? "",
+        timeout_ms: timeoutMs ?? DEFAULT_CLASSIFIER_TIMEOUT_MS,
+      },
     });
   };
 
@@ -98,7 +144,7 @@ const ComplexityRouterConfig: React.FC<ComplexityRouterConfigProps> = ({
                   Examples: {tierInfo.examples}
                 </Text>
                 <AntdSelect
-                  value={value[tier]}
+                  value={value.tiers[tier]}
                   onChange={(model) => handleTierChange(tier, model)}
                   placeholder={`Select model for ${tierInfo.label.toLowerCase()} queries`}
                   showSearch
@@ -113,6 +159,76 @@ const ComplexityRouterConfig: React.FC<ComplexityRouterConfigProps> = ({
 
       <Divider />
 
+      <Collapse
+        ghost
+        style={{ background: "#f9fafb", borderRadius: 8, border: "1px solid #e5e7eb" }}
+        items={[
+          {
+            key: "classifier",
+            label: (
+              <Text strong style={{ color: "#374151" }}>
+                Advanced: Classification Method
+              </Text>
+            ),
+            children: (
+              <>
+                <Radio.Group
+                  value={value.classifier_type}
+                  onChange={(e) => handleClassifierTypeChange(e.target.value)}
+                  className="w-full"
+                >
+                  <Space direction="vertical" className="w-full">
+                    <Radio value="heuristic">
+                      <Text strong>Heuristic</Text>{" "}
+                      <Text type="secondary">(default) — rule-based scoring, no API calls, &lt;1ms latency</Text>
+                    </Radio>
+                    <Radio value="llm">
+                      <Text strong>LLM Classifier</Text>{" "}
+                      <Text type="secondary">— use a model to decide the tier (e.g. a small/fast model)</Text>
+                    </Radio>
+                  </Space>
+                </Radio.Group>
+
+                {value.classifier_type === "llm" && (
+                  <div className="mt-4 space-y-3">
+                    <div>
+                      <Text strong style={{ display: "block", marginBottom: 4 }}>
+                        Classifier Model
+                      </Text>
+                      <AntdSelect
+                        value={value.classifier_llm_config?.model || undefined}
+                        onChange={handleClassifierModelChange}
+                        placeholder="Select the model that will classify request complexity"
+                        showSearch
+                        style={{ width: "100%" }}
+                        options={modelOptions}
+                      />
+                    </div>
+                    <div>
+                      <Text strong style={{ display: "block", marginBottom: 4 }}>
+                        Timeout (ms)
+                      </Text>
+                      <InputNumber
+                        value={value.classifier_llm_config?.timeout_ms ?? DEFAULT_CLASSIFIER_TIMEOUT_MS}
+                        onChange={handleClassifierTimeoutChange}
+                        min={1}
+                        style={{ width: "100%" }}
+                      />
+                      <Text type="secondary" style={{ fontSize: 12 }}>
+                        Falls back to the heuristic scorer if the classifier call errors, times out, or returns an
+                        unparseable response.
+                      </Text>
+                    </div>
+                  </div>
+                )}
+              </>
+            ),
+          },
+        ]}
+      />
+
+      <Divider />
+
       <Card>
         <div className="flex items-center gap-2 mb-2">
           <Text strong style={{ fontSize: 16 }}>
diff --git a/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx b/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx
index 1714cfb3907..f8047a3d938 100644
--- a/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx
@@ -8,7 +8,7 @@ import { all_admin_roles } from "@/utils/roles";
 import { handleAddAutoRouterSubmit } from "./handle_add_auto_router_submit";
 import { fetchAvailableModels, ModelGroup } from "@/components/llm_calls/fetch_models";
 import RouterConfigBuilder from "./RouterConfigBuilder";
-import ComplexityRouterConfig from "./ComplexityRouterConfig";
+import ComplexityRouterConfig, { ComplexityRouterConfigValue } from "./ComplexityRouterConfig";
 import NotificationManager from "../molecules/notifications_manager";
 import { ThunderboltOutlined, BranchesOutlined } from "@ant-design/icons";
 
@@ -21,13 +21,6 @@ interface AddAutoRouterTabProps {
 
 type RouterType = "complexity" | "semantic";
 
-interface ComplexityTiers {
-  SIMPLE: string;
-  MEDIUM: string;
-  COMPLEX: string;
-  REASONING: string;
-}
-
 const { Title, Link } = Typography;
 
 const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({ form, handleOk, accessToken, userRole }) => {
@@ -48,11 +41,9 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({ form, handleOk, acc
   const [routerConfig, setRouterConfig] = useState<any>(null);
 
   // Complexity router config (new)
-  const [complexityTiers, setComplexityTiers] = useState<ComplexityTiers>({
-    SIMPLE: "",
-    MEDIUM: "",
-    COMPLEX: "",
-    REASONING: "",
+  const [complexityRouterConfig, setComplexityRouterConfig] = useState<ComplexityRouterConfigValue>({
+    tiers: { SIMPLE: "", MEDIUM: "", COMPLEX: "", REASONING: "" },
+    classifier_type: "heuristic",
   });
 
   const [customTechnicalKeywords, setCustomTechnicalKeywords] = useState<string[]>([]);
@@ -99,15 +90,20 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({ form, handleOk, acc
     // Validation differs based on router type
     if (routerType === "complexity") {
       // Complexity Router validation
-      const filledTiers = Object.values(complexityTiers).filter(Boolean);
+      const { tiers, classifier_type, classifier_llm_config } = complexityRouterConfig;
+      const filledTiers = Object.values(tiers).filter(Boolean);
       if (filledTiers.length === 0) {
         NotificationManager.fromBackend("Please select at least one model for a complexity tier");
         return;
       }
 
+      if (classifier_type === "llm" && !classifier_llm_config?.model) {
+        NotificationManager.fromBackend("Please select a classifier model, or switch back to Heuristic");
+        return;
+      }
+
       // For complexity router, use the first non-empty tier as default
-      const defaultModel =
-        complexityTiers.MEDIUM || complexityTiers.SIMPLE || complexityTiers.COMPLEX || complexityTiers.REASONING;
+      const defaultModel = tiers.MEDIUM || tiers.SIMPLE || tiers.COMPLEX || tiers.REASONING;
 
       // Set form values for complexity router
       form.setFieldsValue({
@@ -128,7 +124,9 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({ form, handleOk, acc
             // Use special model prefix for complexity router
             model_type: "complexity_router",
             complexity_router_config: {
-              tiers: complexityTiers,
+              tiers,
+              classifier_type,
+              ...(classifier_type === "llm" ? { classifier_llm_config } : {}),
               ...(customTechnicalKeywords.length > 0 && { custom_technical_keywords: customTechnicalKeywords }),
             },
             model_access_group: currentFormValues.model_access_group,
@@ -279,9 +277,9 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({ form, handleOk, acc
             <div className="w-full mb-4">
               <ComplexityRouterConfig
                 modelInfo={modelInfo}
-                value={complexityTiers}
-                onChange={(tiers) => {
-                  setComplexityTiers(tiers);
+                value={complexityRouterConfig}
+                onChange={(config) => {
+                  setComplexityRouterConfig(config);
                 }}
                 customTechnicalKeywords={customTechnicalKeywords}
                 onCustomTechnicalKeywordsChange={setCustomTechnicalKeywords}
diff --git a/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx b/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx
index caa061147d8..9c97809bfde 100644
--- a/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx
+++ b/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx
@@ -4,8 +4,13 @@ import { Text, TextInput } from "@tremor/react";
 import { modelAvailableCall, modelPatchUpdateCall } from "../networking";
 import { fetchAvailableModels, ModelGroup } from "@/components/llm_calls/fetch_models";
 import RouterConfigBuilder from "../add_model/RouterConfigBuilder";
+import ComplexityRouterConfig, { ComplexityRouterConfigValue } from "../add_model/ComplexityRouterConfig";
 import NotificationsManager from "../molecules/notifications_manager";
 
+const isComplexityRouterModel = (modelData: any): boolean =>
+  modelData?.litellm_params?.model?.startsWith("auto_router/complexity_router") ||
+  modelData?.litellm_params?.complexity_router_config != null;
+
 interface EditAutoRouterModalProps {
   isVisible: boolean;
   onCancel: () => void;
@@ -30,6 +35,11 @@ const EditAutoRouterModal: React.FC<EditAutoRouterModalProps> = ({
   const [showCustomDefaultModel, setShowCustomDefaultModel] = useState<boolean>(false);
   const [showCustomEmbeddingModel, setShowCustomEmbeddingModel] = useState<boolean>(false);
   const [routerConfig, setRouterConfig] = useState<any>(null);
+  const [complexityRouterConfig, setComplexityRouterConfig] = useState<ComplexityRouterConfigValue>({
+    tiers: { SIMPLE: "", MEDIUM: "", COMPLEX: "", REASONING: "" },
+    classifier_type: "heuristic",
+  });
+  const isComplexityRouter = isComplexityRouterModel(modelData);
 
   useEffect(() => {
     if (isVisible && modelData) {
@@ -66,6 +76,31 @@ const EditAutoRouterModal: React.FC<EditAutoRouterModalProps> = ({
 
   const initializeForm = () => {
     try {
+      if (isComplexityRouterModel(modelData)) {
+        // Parse the complexity_router_config if it exists and is a string
+        let parsedConfig = modelData.litellm_params?.complexity_router_config || {};
+        if (typeof parsedConfig === "string") {
+          parsedConfig = JSON.parse(parsedConfig);
+        }
+
+        setComplexityRouterConfig({
+          tiers: {
+            SIMPLE: parsedConfig.tiers?.SIMPLE || "",
+            MEDIUM: parsedConfig.tiers?.MEDIUM || "",
+            COMPLEX: parsedConfig.tiers?.COMPLEX || "",
+            REASONING: parsedConfig.tiers?.REASONING || "",
+          },
+          classifier_type: parsedConfig.classifier_type || "heuristic",
+          classifier_llm_config: parsedConfig.classifier_llm_config,
+        });
+
+        form.setFieldsValue({
+          auto_router_name: modelData.model_name,
+          model_access_group: modelData.model_info?.access_groups || [],
+        });
+        return;
+      }
+
       // Parse the auto_router_config if it exists and is a string
       let parsedConfig = null;
       if (modelData.litellm_params?.auto_router_config) {
@@ -101,6 +136,49 @@ const EditAutoRouterModal: React.FC<EditAutoRouterModalProps> = ({
       setLoading(true);
       const values = await form.validateFields();
 
+      if (isComplexityRouter) {
+        const { tiers, classifier_type, classifier_llm_config } = complexityRouterConfig;
+        if (Object.values(tiers).filter(Boolean).length === 0) {
+          NotificationsManager.fromBackend("Please select at least one model for a complexity tier");
+          return;
+        }
+        if (classifier_type === "llm" && !classifier_llm_config?.model) {
+          NotificationsManager.fromBackend("Please select a classifier model, or switch back to Heuristic");
+          return;
+        }
+
+        const defaultModel = tiers.MEDIUM || tiers.SIMPLE || tiers.COMPLEX || tiers.REASONING;
+        const updatedLitellmParams = {
+          ...modelData.litellm_params,
+          complexity_router_config: {
+            tiers,
+            classifier_type,
+            ...(classifier_type === "llm" ? { classifier_llm_config } : {}),
+          },
+          complexity_router_default_model: defaultModel,
+        };
+        const updatedModelInfo = {
+          ...modelData.model_info,
+          access_groups: values.model_access_group || [],
+        };
+
+        await modelPatchUpdateCall(
+          accessToken,
+          { model_name: values.auto_router_name, litellm_params: updatedLitellmParams, model_info: updatedModelInfo },
+          modelData.model_info.id,
+        );
+
+        NotificationsManager.success("Auto router configuration updated successfully");
+        onSuccess({
+          ...modelData,
+          model_name: values.auto_router_name,
+          litellm_params: updatedLitellmParams,
+          model_info: updatedModelInfo,
+        });
+        onCancel();
+        return;
+      }
+
       // Prepare the updated litellm_params
       const updatedLitellmParams = {
         ...modelData.litellm_params,
@@ -177,45 +255,60 @@ const EditAutoRouterModal: React.FC<EditAutoRouterModalProps> = ({
             <TextInput placeholder="e.g., auto_router_1, smart_routing" />
           </Form.Item>
 
-          {/* Router Configuration Builder */}
-          <div className="w-full">
-            <RouterConfigBuilder
-              modelInfo={modelInfo}
-              value={routerConfig}
-              onChange={(config) => {
-                setRouterConfig(config);
-              }}
-            />
-          </div>
-
-          {/* Default Model */}
-          <Form.Item
-            label="Default Model"
-            name="auto_router_default_model"
-            rules={[{ required: true, message: "Default model is required" }]}
-          >
-            <AntdSelect
-              placeholder="Select a default model"
-              onChange={(value) => {
-                setShowCustomDefaultModel(value === "custom");
-              }}
-              options={[...modelOptions, { value: "custom", label: "Enter custom model name" }]}
-              showSearch={true}
-            />
-          </Form.Item>
+          {isComplexityRouter ? (
+            /* Complexity Router Configuration */
+            <div className="w-full">
+              <ComplexityRouterConfig
+                modelInfo={modelInfo}
+                value={complexityRouterConfig}
+                onChange={(config) => {
+                  setComplexityRouterConfig(config);
+                }}
+              />
+            </div>
+          ) : (
+            <>
+              {/* Router Configuration Builder */}
+              <div className="w-full">
+                <RouterConfigBuilder
+                  modelInfo={modelInfo}
+                  value={routerConfig}
+                  onChange={(config) => {
+                    setRouterConfig(config);
+                  }}
+                />
+              </div>
 
-          {/* Embedding Model */}
-          <Form.Item label="Embedding Model" name="auto_router_embedding_model">
-            <AntdSelect
-              placeholder="Select an embedding model (optional)"
-              onChange={(value) => {
-                setShowCustomEmbeddingModel(value === "custom");
-              }}
-              options={[...modelOptions, { value: "custom", label: "Enter custom model name" }]}
-              showSearch={true}
-              allowClear
-            />
-          </Form.Item>
+              {/* Default Model */}
+              <Form.Item
+                label="Default Model"
+                name="auto_router_default_model"
+                rules={[{ required: true, message: "Default model is required" }]}
+              >
+                <AntdSelect
+                  placeholder="Select a default model"
+                  onChange={(value) => {
+                    setShowCustomDefaultModel(value === "custom");
+                  }}
+                  options={[...modelOptions, { value: "custom", label: "Enter custom model name" }]}
+                  showSearch={true}
+                />
+              </Form.Item>
+
+              {/* Embedding Model */}
+              <Form.Item label="Embedding Model" name="auto_router_embedding_model">
+                <AntdSelect
+                  placeholder="Select an embedding model (optional)"
+                  onChange={(value) => {
+                    setShowCustomEmbeddingModel(value === "custom");
+                  }}
+                  options={[...modelOptions, { value: "custom", label: "Enter custom model name" }]}
+                  showSearch={true}
+                  allowClear
+                />
+              </Form.Item>
+            </>
+          )}
 
           {/* Model Access Groups - Admin only */}
           {userRole === "Admin" && (
diff --git a/ui/litellm-dashboard/src/components/model_info_view.tsx b/ui/litellm-dashboard/src/components/model_info_view.tsx
index 63f9bea35c5..aaad6e5a474 100644
--- a/ui/litellm-dashboard/src/components/model_info_view.tsx
+++ b/ui/litellm-dashboard/src/components/model_info_view.tsx
@@ -124,7 +124,10 @@ export default function ModelInfoView({
   const canEditModel =
     (userRole === "Admin" || modelData?.model_info?.created_by === userID) && modelData?.model_info?.db_model;
   const isAdmin = userRole === "Admin";
-  const isAutoRouter = modelData?.litellm_params?.auto_router_config != null;
+  const isAutoRouter =
+    modelData?.litellm_params?.auto_router_config != null ||
+    modelData?.litellm_params?.complexity_router_config != null ||
+    modelData?.litellm_params?.model?.startsWith("auto_router/complexity_router");
 
   const usingExistingCredential =
     modelData?.litellm_params?.litellm_credential_name != null &&
diff --git a/ui/litellm-dashboard/tsconfig.tsbuildinfo b/ui/litellm-dashboard/tsconfig.tsbuildinfo
index 5d5604fd2a0..973bfe3e43a 100644
--- a/ui/litellm-dashboard/tsconfig.tsbuildinfo
+++ b/ui/litellm-dashboard/tsconfig.tsbuildinfo
@@ -1 +1 @@
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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3146,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3274,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3599,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3648,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3993,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4055,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5600,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5647,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5688,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5754,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5818,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":5881,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5938,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6003,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6127,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6281,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6370,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6428,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6494,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6567,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6612,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6667,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":6714,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":6778,"length":2,"messageText":"Cannot find name 'it'. 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":7518,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":7596,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8048,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8128,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8605,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8746,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8872,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":8950,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":8991,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":9776,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9846,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":9900,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":10185,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":10228,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11085,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":11162,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":11433,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[3655,[{"start":3234,"length":405,"code":2741,"category":1,"messageText":"Property 'spend' is missing in type '{ team_id: string; team_alias: string; models: never[]; max_budget: null; budget_duration: null; tpm_limit: null; rpm_limit: null; organization_id: string; created_at: string; keys: never[]; members_with_roles: { ...; }[]; }' but required in type 'Team'.","relatedInformation":[{"file":"./src/components/key_team_helpers/key_list.tsx","start":480,"length":5,"messageText":"'spend' is declared here.","category":3,"code":2728}],"canonicalHead":{"code":2322,"messageText":"Type '{ team_id: string; team_alias: string; models: never[]; max_budget: null; budget_duration: null; tpm_limit: null; rpm_limit: null; organization_id: string; created_at: string; keys: never[]; members_with_roles: { ...; }[]; }' is not assignable to type 'Team'."}},{"start":3649,"length":406,"code":2741,"category":1,"messageText":"Property 'spend' is missing in type '{ team_id: string; team_alias: string; models: never[]; max_budget: null; budget_duration: null; tpm_limit: null; rpm_limit: null; organization_id: string; created_at: string; keys: never[]; members_with_roles: { ...; }[]; }' but required in type 'Team'.","relatedInformation":[{"file":"./src/components/key_team_helpers/key_list.tsx","start":480,"length":5,"messageText":"'spend' is declared here.","category":3,"code":2728}],"canonicalHead":{"code":2322,"messageText":"Type '{ team_id: string; team_alias: string; models: never[]; max_budget: null; budget_duration: null; tpm_limit: null; rpm_limit: null; organization_id: string; created_at: string; keys: never[]; members_with_roles: { ...; }[]; }' is not assignable to type 'Team'."}},{"start":4255,"length":405,"code":2741,"category":1,"messageText":"Property 'spend' is missing in type '{ team_id: string; team_alias: string; models: never[]; max_budget: null; budget_duration: null; tpm_limit: null; rpm_limit: null; organization_id: string; created_at: string; keys: never[]; members_with_roles: { ...; }[]; }' but required in type 'Team'.","relatedInformation":[{"file":"./src/components/key_team_helpers/key_list.tsx","start":480,"length":5,"messageText":"'spend' is declared here.","category":3,"code":2728}],"canonicalHead":{"code":2322,"messageText":"Type '{ team_id: string; team_alias: string; models: never[]; max_budget: null; budget_duration: null; tpm_limit: null; rpm_limit: null; organization_id: string; created_at: string; keys: never[]; members_with_roles: { ...; }[]; }' is not assignable to type 'Team'."}},{"start":4670,"length":406,"code":2741,"category":1,"messageText":"Property 'spend' is missing in type '{ team_id: string; team_alias: string; models: never[]; max_budget: null; budget_duration: null; tpm_limit: null; rpm_limit: null; organization_id: string; created_at: string; keys: never[]; members_with_roles: { ...; }[]; }' but required in type 'Team'.","relatedInformation":[{"file":"./src/components/key_team_helpers/key_list.tsx","start":480,"length":5,"messageText":"'spend' is declared here.","category":3,"code":2728}],"canonicalHead":{"code":2322,"messageText":"Type '{ team_id: string; team_alias: string; models: never[]; max_budget: null; budget_duration: null; tpm_limit: null; rpm_limit: null; organization_id: string; created_at: string; keys: never[]; members_with_roles: { ...; }[]; }' is not assignable to type 'Team'."}}]],[3696,[{"start":3081,"length":4,"messageText":"Tuple type '[]' of length '0' has no element at index '0'.","category":1,"code":2493},{"start":3087,"length":4,"messageText":"Tuple type '[]' of length '0' has no element at index '1'.","category":1,"code":2493},{"start":3179,"length":4,"messageText":"'opts' is possibly 'undefined'.","category":1,"code":18048}]],[3917,[{"start":198,"length":8,"messageText":"Cannot find name 'describe'. 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1191,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1266,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1353,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1621,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1713,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2502,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2590,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2781,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2875,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2988,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3090,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3429,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3509,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3922,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4001,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4113,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4271,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4060,[{"start":3783,"length":17,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ token: string; accessToken: string; userId: string; userEmail: string; userRole: string; premiumUser: boolean; disabledPersonalKeyCreation: boolean; showSSOBanner: boolean; }' is not assignable to parameter of type '{ isLoading: boolean; isAuthorized: boolean; token: string | null; accessToken: any; userId: any; userEmail: any; userRole: string; premiumUser: any; disabledPersonalKeyCreation: any; showSSOBanner: boolean; }'.","category":1,"code":2345,"next":[{"messageText":"Type '{ token: string; accessToken: string; userId: string; userEmail: string; userRole: string; premiumUser: boolean; disabledPersonalKeyCreation: boolean; showSSOBanner: boolean; }' is missing the following properties from type '{ isLoading: boolean; isAuthorized: boolean; token: string | null; accessToken: any; userId: any; userEmail: any; userRole: string; premiumUser: any; disabledPersonalKeyCreation: any; showSSOBanner: boolean; }': isLoading, isAuthorized","category":1,"code":2739}]}}]],[4595,[{"start":2903,"length":4,"code":2741,"category":1,"messageText":"Property 'user_alias' is missing in type '{ user_id: string; user_email: string; }' but required in type '{ user_id: string; user_email: string; user_alias: string | null; }'.","relatedInformation":[{"file":"./src/components/key_team_helpers/key_list.tsx","start":3095,"length":10,"messageText":"'user_alias' is declared here.","category":3,"code":2728}],"canonicalHead":{"code":2322,"messageText":"Type '{ user_id: string; user_email: string; }' is not assignable to type '{ user_id: string; user_email: string; user_alias: string | null; }'."}}]],[4789,[{"start":9097,"length":9,"messageText":"Cannot find name 'afterEach'.","category":1,"code":2304}]],[4804,[{"start":401,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":442,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":647,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":711,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":957,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1064,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1307,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1383,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1651,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1701,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1948,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1998,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2220,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2297,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2528,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4819,[{"start":1608,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1644,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1732,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1799,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1896,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1961,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2024,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2092,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2193,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2256,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2357,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2475,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4829,[{"start":1907,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1950,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2028,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2097,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2301,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2405,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2514,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2577,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2677,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2739,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2854,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2921,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3036,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3099,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3162,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3223,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3332,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3395,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3467,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3704,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3819,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3960,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4069,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4131,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4307,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4368,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4464,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4556,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4782,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4842,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5078,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4838,[{"start":2211,"length":27,"code":2769,"category":1,"messageText":{"messageText":"No overload matches this call.","category":1,"code":2769,"next":[{"messageText":"Overload 1 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]},{"messageText":"Overload 2 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]}]},"relatedInformation":[]},{"start":2290,"length":26,"code":2769,"category":1,"messageText":{"messageText":"No overload matches this call.","category":1,"code":2769,"next":[{"messageText":"Overload 1 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]},{"messageText":"Overload 2 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]}]},"relatedInformation":[]}]],[4840,[{"start":505,"length":14,"code":2739,"category":1,"messageText":"Type '{ token: string; token_id: string; key_name: string; key_alias: string; spend: number; max_budget: number; expires: string; models: string[]; aliases: {}; config: {}; user_id: string; team_id: string; ... 42 more ...; deleted_by: string; }' is missing the following properties from type 'DeletedKeyResponse': project_id, last_active","canonicalHead":{"code":2322,"messageText":"Type '{ token: string; token_id: string; key_name: string; key_alias: string; spend: number; max_budget: number; expires: string; models: string[]; aliases: {}; config: {}; user_id: string; team_id: string; ... 42 more ...; deleted_by: string; }' is not assignable to type 'DeletedKeyResponse'."}}]],[4841,[{"start":307,"length":14,"code":2739,"category":1,"messageText":"Type '{ token: string; token_id: string; key_name: string; key_alias: string; spend: number; max_budget: number; expires: string; models: string[]; aliases: {}; config: {}; user_id: string; team_id: string; ... 42 more ...; deleted_by: string; }' is missing the following properties from type 'DeletedKeyResponse': project_id, last_active","canonicalHead":{"code":2322,"messageText":"Type '{ token: string; token_id: string; key_name: string; key_alias: string; spend: number; max_budget: number; expires: string; models: string[]; aliases: {}; config: {}; user_id: string; team_id: string; ... 42 more ...; deleted_by: string; }' is not assignable to type 'DeletedKeyResponse'."}}]],[4845,[{"start":162,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":205,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":319,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":384,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":517,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":602,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":751,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4846,[{"start":119,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":155,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":397,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":451,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":699,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":788,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":880,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1165,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1233,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1492,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1560,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1820,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4847,[{"start":211,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":252,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":384,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":454,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":615,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":698,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":788,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":875,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1063,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1159,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1503,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1570,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1738,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4848,[{"start":877,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":917,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1015,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1106,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1371,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1444,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1769,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1848,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2010,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2082,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2521,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4849,[{"start":144,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":177,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":286,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":359,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":488,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":554,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":618,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":732,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":793,"length":2,"messageText":"Cannot find name 'it'. 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1599,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4856,[{"start":234,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":274,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":328,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? 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Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":442,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":647,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":711,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":957,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1064,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1307,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1383,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1651,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1701,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1948,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1998,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1732,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1799,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1896,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1961,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2024,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2092,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2193,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2256,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2357,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2475,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4426,[{"start":1907,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1950,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2028,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2097,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2301,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2405,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2514,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2577,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2677,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2739,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2854,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2921,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3036,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3099,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3162,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3223,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3332,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3395,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3467,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":3704,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3819,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":3960,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4069,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4131,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4307,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4368,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4464,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4556,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":4782,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":4842,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":5078,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4435,[{"start":2211,"length":27,"code":2769,"category":1,"messageText":{"messageText":"No overload matches this call.","category":1,"code":2769,"next":[{"messageText":"Overload 1 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]},{"messageText":"Overload 2 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]}]},"relatedInformation":[]},{"start":2290,"length":26,"code":2769,"category":1,"messageText":{"messageText":"No overload matches this call.","category":1,"code":2769,"next":[{"messageText":"Overload 1 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]},{"messageText":"Overload 2 of 2, '(id: Matcher, options?: SelectorMatcherOptions | undefined): HTMLElement', gave the following error.","category":1,"code":2772,"next":[{"messageText":"Argument of type 'string | null' is not assignable to parameter of type 'Matcher'.","category":1,"code":2345,"next":[{"messageText":"Type 'null' is not assignable to type 'Matcher'.","category":1,"code":2322}]}]}]},"relatedInformation":[]}]],[4437,[{"start":505,"length":14,"code":2739,"category":1,"messageText":"Type '{ token: string; token_id: string; key_name: string; key_alias: string; spend: number; max_budget: number; expires: string; models: string[]; aliases: {}; config: {}; user_id: string; team_id: string; ... 42 more ...; deleted_by: string; }' is missing the following properties from type 'DeletedKeyResponse': project_id, last_active","canonicalHead":{"code":2322,"messageText":"Type '{ token: string; token_id: string; key_name: string; key_alias: string; spend: number; max_budget: number; expires: string; models: string[]; aliases: {}; config: {}; user_id: string; team_id: string; ... 42 more ...; deleted_by: string; }' is not assignable to type 'DeletedKeyResponse'."}}]],[4438,[{"start":307,"length":14,"code":2739,"category":1,"messageText":"Type '{ token: string; token_id: string; key_name: string; key_alias: string; spend: number; max_budget: number; expires: string; models: string[]; aliases: {}; config: {}; user_id: string; team_id: string; ... 42 more ...; deleted_by: string; }' is missing the following properties from type 'DeletedKeyResponse': project_id, last_active","canonicalHead":{"code":2322,"messageText":"Type '{ token: string; token_id: string; key_name: string; key_alias: string; spend: number; max_budget: number; expires: string; models: string[]; aliases: {}; config: {}; user_id: string; team_id: string; ... 42 more ...; deleted_by: string; }' is not assignable to type 'DeletedKeyResponse'."}}]],[4442,[{"start":162,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":205,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":319,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":384,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":517,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":602,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":751,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4443,[{"start":119,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":155,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":397,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":451,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":699,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":788,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":880,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1165,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1233,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1492,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1560,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1820,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4444,[{"start":211,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":252,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":384,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":454,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":615,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":698,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":788,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":875,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1063,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1159,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1503,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1570,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1738,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4445,[{"start":877,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":917,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1015,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1106,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1371,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1444,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1769,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1848,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2010,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2082,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2521,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4446,[{"start":144,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":177,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":286,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":359,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":488,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":554,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":618,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":732,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":793,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":961,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1031,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1172,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1248,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1396,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1468,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1599,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4453,[{"start":234,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":274,"length":10,"messageText":"Cannot find name 'beforeEach'.","category":1,"code":2304},{"start":328,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":586,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":734,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":801,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":860,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":934,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1176,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1270,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1593,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1754,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1854,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2165,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2265,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2978,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4476,[{"start":208,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":242,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":313,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":387,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":451,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":525,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":605,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":681,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":716,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":864,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":932,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1101,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1167,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1339,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1423,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1528,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1706,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1817,"length":8,"messageText":"Cannot find name 'describe'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1863,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1916,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1971,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2038,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2089,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304}]],[4486,[{"start":1769,"length":8,"code":2345,"category":1,"messageText":{"messageText":"Argument of type '{ token: string; accessToken: string; userId: string; userEmail: string; userRole: string; premiumUser: boolean; disabledPersonalKeyCreation: boolean; showSSOBanner: boolean; }' is not assignable to parameter of type '{ isLoading: boolean; isAuthorized: boolean; token: string | null; accessToken: any; userId: any; userEmail: any; userRole: string; premiumUser: any; disabledPersonalKeyCreation: any; showSSOBanner: boolean; }'.","category":1,"code":2345,"next":[{"messageText":"Type '{ token: string; accessToken: string; userId: string; userEmail: string; userRole: string; premiumUser: boolean; disabledPersonalKeyCreation: boolean; 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Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":669,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":820,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":908,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":1081,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1146,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1211,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1277,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":1350,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? 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Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2303,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2369,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2440,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2511,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2582,"length":2,"messageText":"Cannot find name 'it'. Do you need to install type definitions for a test runner? Try `npm i --save-dev @types/jest` or `npm i --save-dev @types/mocha`.","category":1,"code":2582},{"start":2788,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2873,"length":6,"messageText":"Cannot find name 'expect'.","category":1,"code":2304},{"start":2954,"length":2,"messageText":"Cannot find name 'it'. 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'TopKeyViewProps'."}}]]],"affectedFilesPendingEmit":[4636,4634,3231,3233,3225,3370,3288,3286,3289,3287,3371,3290,2149,3291,3393,3391,3392,3258,3398,3405,3396,2150,3400,2162,2161,3395,3401,2164,3406,3399,3404,3402,3394,3397,3403,3407,3281,3408,3413,3410,3409,3412,3414,3418,3416,2165,3415,3417,3430,3421,3424,3423,2166,2168,2167,3433,3425,3432,3422,2169,3427,3426,3428,2178,2177,3434,3429,2142,3420,3431,3254,3436,2418,3437,2416,3438,2434,3439,2430,2435,3442,2425,3443,2423,3444,2422,2458,2421,2419,2459,2424,3440,2415,2436,2414,3441,2417,2179,2456,2431,2457,2432,3435,3492,3502,3501,3495,3503,3499,3498,3504,3497,3500,3480,3460,3463,3451,3450,3452,3464,3487,3465,3488,3446,3447,3449,3489,3445,3448,2462,2463,3461,3472,3481,3470,2460,2461,3471,3482,3466,3483,3453,3454,3455,3484,3462,3479,3474,3476,3468,3477,3469,3478,3467,3456,3485,3457,3486,3458,3473,3490,3459,3475,2490,2491,2489,2492,2493,2494,2496,2495,2497,2498,2500,2499,2502,2501,2504,2503,2507,2506,2508,2472,2509,2511,2510,2512,2513,2515,2514,2517,2516,2519,2518,2520,2521,2523,2522,2525,2524,2526,2527,2528,2529,2530,2531,2533,2532,2535,2534,2537,2536,2538,2540,2539,2542,2541,2544,2543,2546,2545,2549,2548,2551,2550,2553,2552,2554,2547,2556,2555,2558,2557,2560,2559,2487,2562,2561,2563,2565,2567,2566,2569,2568,2571,2570,2572,2574,2573,2576,2575,2577,2473,2579,2578,2581,2580,2475,2474,2477,2478,2480,2479,2482,2481,2484,2483,2485,2488,2583,2582,2585,2584,3262,3259,3257,3515,3527,3566,3567,3568,3569,3586,3644,3592,3645,3594,3596,3642,3641,3643,2587,2586,2148,3648,3649,3655,3653,3651,3650,3654,3282,3874,3901,3875,3894,3902,3876,2589,3878,3879,3903,3877,3904,3889,3905,3893,3906,3880,3881,3907,3882,3909,3908,3910,3883,3892,3887,3890,3886,3888,3891,3911,3899,3912,3897,3913,3895,3914,3898,3916,3915,3917,3896,2592,2591,3734,2596,2595,2598,3798,3866,3918,3867,3919,3868,3920,3869,2590,3870,3871,3873,3900,4167,4159,4155,4164,4168,4157,2601,2600,4169,4162,4170,4156,4171,4158,4172,4165,4153,4173,4154,4174,3921,4175,4161,4160,2603,2602,4163,4166,4181,4178,4184,4183,4185,4182,4187,4176,4188,4177,4189,2668,2670,2669,4186,4179,4180,4194,4214,4213,4203,4208,4204,4207,4205,2674,2675,4202,4206,4200,4210,4212,4197,4192,4196,4201,4209,4216,4198,2671,2673,2672,4217,4211,4193,4191,4190,4195,4199,4215,4223,4224,4227,4232,4225,4228,4236,4231,4234,4229,4235,4230,4226,4233,4241,4237,4239,4238,4240,4248,4244,4245,4242,4247,4243,4246,4252,4257,4259,4258,4261,4260,4280,4291,4282,4292,4284,4283,4289,4293,4281,4294,4288,4285,4295,4287,4296,4286,4290,4308,4304,4309,4302,4306,4310,4303,4311,4305,4301,4312,4299,4313,4297,4300,4307,4316,4315,4314,4377,4379,4382,4325,4324,4374,4384,3241,4386,4385,4387,4388,4389,4390,4392,4391,4396,4395,4397,4394,4398,4393,4399,4412,4264,3606,3611,4493,3613,4490,3612,4494,3608,3607,4491,3605,4495,3609,3603,4496,3597,4497,3610,3602,4498,3598,4492,3604,3626,4499,2618,2163,4426,3570,4429,3571,4430,3573,4431,3575,4427,3585,3581,4428,3577,3507,3506,2720,4500,2719,4413,2652,2619,4371,4501,4323,4322,4376,4381,4373,4378,2721,4383,2723,2722,4502,3583,3884,2588,4503,3885,2594,2593,2725,2724,3582,3580,1200,4265,4432,3512,4433,3509,4434,3508,4435,3511,4436,3510,2505,2429,2620,3265,2621,4513,4262,2138,4504,3261,4505,3266,4506,3630,3260,4514,2781,4515,2782,4516,2783,2874,4517,3283,4518,3284,4507,2622,4508,3263,4509,3253,3637,2624,2623,4510,2682,4511,2648,3625,2625,3624,2628,2649,4512,2629,2639,2411,4519,2879,2647,4273,3629,2878,4400,2655,3250,4401,3255,4437,3517,4438,3516,4439,3519,4440,3518,3411,3617,2726,2727,1198,3505,4441,2699,4442,2695,4443,2696,4444,2697,2701,2694,4445,2700,2702,2698,4520,3274,2728,3631,3493,4446,3494,2703,4402,2427,4414,3267,4521,2656,2657,4522,2653,2730,2729,1197,2658,2732,2731,3621,4447,2875,4415,2690,4403,3256,4523,3733,2597,2433,4524,3872,3268,4416,3572,4525,2659,4526,2662,3558,2143,4533,3548,3545,3565,3549,4534,3537,3557,3536,3552,4535,3551,3553,4536,3560,4537,3539,4538,3564,2661,4527,3544,3556,4528,3541,4529,3550,4530,3528,3529,3796,3530,4531,3532,3543,3542,3534,3540,2733,3531,3535,4532,3561,3533,4539,2141,3559,4540,3538,4541,3599,2735,2734,4543,3601,4542,3600,3618,3587,3614,4544,3615,4545,3591,3578,2736,3574,3616,3576,4417,3620,4448,3285,2705,2704,4449,2876,4546,3593,4547,2873,2737,1193,4550,3589,4549,3588,4548,2140,4418,3251,4451,3244,4452,3245,2706,2687,2707,4453,3246,4454,2689,4450,3248,4455,3249,2677,2147,3272,4404,4251,4419,2654,4552,2667,4551,3273,2738,2666,4553,3652,2678,2692,2691,3627,3628,4267,3271,4554,3270,3269,4555,3275,2599,3595,4420,2413,4421,3584,3622,3623,4561,4218,4556,2630,4557,2631,4558,2634,4559,2632,4560,2633,4222,4221,4220,2564,3372,3632,4422,3514,2708,3385,3387,4456,3386,4457,3373,4458,3555,4459,3554,2710,2709,3388,2711,4465,3375,4466,3374,4467,3376,4468,3377,4460,3378,4461,3379,4462,3382,4463,3380,4464,3381,2713,2712,4469,3383,4470,3384,4471,3513,2714,4472,2638,4473,2635,2636,4475,4219,4474,2637,4563,3491,4564,4266,4570,2860,4571,2861,4572,2862,4573,2859,2788,4574,2863,2864,4562,2663,2776,4566,2780,4567,2779,4568,2786,4569,2784,2785,2787,2775,2139,2626,2175,4575,2865,4576,2866,2868,4577,2867,4578,2176,4565,3419,4406,2686,3579,4405,3389,4579,3797,1196,4585,4249,3276,4580,3633,4581,2627,4586,3635,3636,4587,3634,2870,2869,4582,3640,4583,3638,4584,3639,2871,4407,4250,4590,3277,4591,4592,3278,4588,3264,4589,4254,4255,4476,4253,4408,4256,4594,4320,4593,3525,4595,2688,4596,2173,4597,3242,4598,2680,3496,4599,2858,2684,4319,4318,4375,4600,2685,4326,4601,4321,2778,3243,2681,4327,4372,2777,4380,2174,4602,3252,3390,4409,4423,3619,4411,4410,4481,4269,4482,4270,4483,4271,4480,4272,4484,4275,4485,4276,4486,3647,4487,4274,4477,4263,4478,4277,4479,4279,4488,4278,2716,2715,2718,2717,4424,4268,4425,3280,2664,4603,2665,4298,3521,3520,4607,2881,4604,2896,2872,4605,2895,2894,2883,2886,4612,2885,2892,2891,4613,2893,4614,2890,4608,3526,4609,2882,4615,2915,2887,2888,4616,2918,2925,4617,2919,2902,4618,2923,4619,2924,4620,2920,2912,2913,4621,2922,4622,2921,2914,4623,2917,4624,2916,2899,4625,2898,2889,2926,2903,4610,3522,3523,4611,3524,2906,2911,2907,2908,2909,4626,2910,2904,2927,2905,4606,2880,2884,2897,3590,3646,4489,3279,3238,3239,4317,4627,3247,3240,2679,2933,2931,2930,2932,2929,2928,2934,4629,2937,2935,4628,3546,3547,3562,3563,2936,2938,2412,2172,2939,2144,2940,2145,2146,612,2941,2942,1195,2943,2420,2944,2946,2945,2947,2469,3203,3202,3205,3204,3206,2683,3207,2476,3209,3208,3210,1194,3211,2660,3212,2676,3213,3214,2486,3215,2470,3216,2471,3217,3218,2693,3219,2137,4630,3232,3234,3224,3226,3230,3369,4631,611],"version":"5.9.3"}
\ No newline at end of file

From 4737e75c860324625b3c9db295a5eedb7811c49f Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Fri, 10 Jul 2026 20:05:37 -0700
Subject: [PATCH 288/370] fix(bedrock): add jp.anthropic.claude-opus-4-8 to
 model cost map (#32840)

* fix(bedrock): add jp.anthropic.claude-opus-4-8 to model cost map

* test: use apac regional profile for cost-map fallback test since jp now has an entry
---
 ...odel_prices_and_context_window_backup.json | 35 +++++++++++++++++++
 model_prices_and_context_window.json          | 35 +++++++++++++++++++
 tests/test_litellm/test_utils.py              |  4 +--
 3 files changed, 72 insertions(+), 2 deletions(-)

diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 2a269d693ec..f3adfaedbdc 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -1653,6 +1653,41 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true
     },
+    "jp.anthropic.claude-opus-4-8": {
+        "bedrock_converse_supports_strict_tools": false,
+        "supports_adaptive_thinking": true,
+        "cache_creation_input_token_cost": 6.875e-06,
+        "cache_creation_input_token_cost_above_1hr": 1.1e-05,
+        "cache_read_input_token_cost": 5.5e-07,
+        "input_cost_per_token": 5.5e-06,
+        "litellm_provider": "bedrock_converse",
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 2.75e-05,
+        "search_context_cost_per_query": {
+            "search_context_size_high": 0.01,
+            "search_context_size_low": 0.01,
+            "search_context_size_medium": 0.01
+        },
+        "supports_assistant_prefill": false,
+        "supports_computer_use": true,
+        "supports_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_sampling_params": false,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_xhigh_reasoning_effort": true,
+        "supports_native_structured_output": true,
+        "supports_max_reasoning_effort": true,
+        "supports_output_config": true,
+        "bedrock_output_config_effort_ceiling": "xhigh",
+        "supports_parallel_tool_use_config": true
+    },
     "jp.anthropic.claude-opus-4-7": {
         "bedrock_converse_supports_strict_tools": false,
         "cache_creation_input_token_cost": 6.875e-06,
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index e79ddbe35d2..a85b8922849 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -1653,6 +1653,41 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true
     },
+    "jp.anthropic.claude-opus-4-8": {
+        "bedrock_converse_supports_strict_tools": false,
+        "supports_adaptive_thinking": true,
+        "cache_creation_input_token_cost": 6.875e-06,
+        "cache_creation_input_token_cost_above_1hr": 1.1e-05,
+        "cache_read_input_token_cost": 5.5e-07,
+        "input_cost_per_token": 5.5e-06,
+        "litellm_provider": "bedrock_converse",
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 2.75e-05,
+        "search_context_cost_per_query": {
+            "search_context_size_high": 0.01,
+            "search_context_size_low": 0.01,
+            "search_context_size_medium": 0.01
+        },
+        "supports_assistant_prefill": false,
+        "supports_computer_use": true,
+        "supports_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_sampling_params": false,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_xhigh_reasoning_effort": true,
+        "supports_native_structured_output": true,
+        "supports_max_reasoning_effort": true,
+        "supports_output_config": true,
+        "bedrock_output_config_effort_ceiling": "xhigh",
+        "supports_parallel_tool_use_config": true
+    },
     "jp.anthropic.claude-opus-4-7": {
         "bedrock_converse_supports_strict_tools": false,
         "cache_creation_input_token_cost": 6.875e-06,
diff --git a/tests/test_litellm/test_utils.py b/tests/test_litellm/test_utils.py
index d739f9c116a..bdb25120563 100644
--- a/tests/test_litellm/test_utils.py
+++ b/tests/test_litellm/test_utils.py
@@ -1091,8 +1091,8 @@ def test_get_model_info_bedrock_regional_inference_profile_pricing(local_model_c
 def test_get_model_info_bedrock_regional_profile_without_entry_falls_back_to_base(local_model_cost_map):
     """A regional profile with no dedicated cost-map entry must still resolve to its
     region-stripped base entry."""
-    assert "jp.anthropic.claude-opus-4-8" not in litellm.model_cost
-    info = litellm.get_model_info(model="bedrock/jp.anthropic.claude-opus-4-8")
+    assert "apac.anthropic.claude-opus-4-8" not in litellm.model_cost
+    info = litellm.get_model_info(model="bedrock/apac.anthropic.claude-opus-4-8")
     assert info["key"] == "anthropic.claude-opus-4-8"
 
 

From ee6e8077ae2302ef7038773c5edba1a3f42c90e3 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Fri, 10 Jul 2026 20:15:49 -0700
Subject: [PATCH 289/370] fix(responses): preserve reasoning_tokens through
 chat->responses usage translation (#32837)

* fix(responses): preserve reasoning_tokens through chat->responses usage translation

Remove the unconditional else-branch that wrote reasoning_tokens=0 whenever
completion_tokens_details.reasoning_tokens was None or absent. Also change
OutputTokensDetails.reasoning_tokens from int=0 to Optional[int]=None so that
re-instantiation without explicit reasoning_tokens no longer silently zeroes out
the field, and remove the same hardcoded zero from the mock_responses_api_response
initializer.

* test(responses): update assertions to match Optional[int] reasoning_tokens default

* fix(responses): preserve explicit reasoning_tokens=0 in usage translation

Align the reasoning_tokens guard with the is-not-None guards used for
text_tokens and image_tokens: a provider-reported zero passes through
while an absent value stays omitted.

---------

Co-authored-by: Deepanshu <deepanshu.lulla@alpha-sense.com>
---
 .../transformation.py                         |   2 -
 litellm/responses/main.py                     |   2 +-
 litellm/types/llms/openai.py                  |   2 +-
 .../test_litellm_completion_responses.py      | 104 ++++++++++++++++++
 .../test_responses_api_bridge_non_stream.py   |  37 +++----
 5 files changed, 124 insertions(+), 23 deletions(-)

diff --git a/litellm/responses/litellm_completion_transformation/transformation.py b/litellm/responses/litellm_completion_transformation/transformation.py
index 1aaa38cea14..6b1ca3564e3 100644
--- a/litellm/responses/litellm_completion_transformation/transformation.py
+++ b/litellm/responses/litellm_completion_transformation/transformation.py
@@ -2020,8 +2020,6 @@ def _transform_chat_completion_usage_to_responses_usage(
             output_details_dict: dict[str, int] = {}
             if hasattr(completion_details, "reasoning_tokens") and completion_details.reasoning_tokens is not None:
                 output_details_dict["reasoning_tokens"] = completion_details.reasoning_tokens
-            else:
-                output_details_dict["reasoning_tokens"] = 0
 
             if hasattr(completion_details, "text_tokens") and completion_details.text_tokens is not None:
                 output_details_dict["text_tokens"] = completion_details.text_tokens
diff --git a/litellm/responses/main.py b/litellm/responses/main.py
index 8e3be2bc12d..92dd5a513b9 100644
--- a/litellm/responses/main.py
+++ b/litellm/responses/main.py
@@ -127,7 +127,7 @@ def mock_responses_api_response(
                 "input_tokens": 36,
                 "input_tokens_details": {"cached_tokens": 0},
                 "output_tokens": 87,
-                "output_tokens_details": {"reasoning_tokens": 0},
+                "output_tokens_details": {},
                 "total_tokens": 123,
             },
             "user": None,
diff --git a/litellm/types/llms/openai.py b/litellm/types/llms/openai.py
index 3ab5a7b736e..2a4a1d21772 100644
--- a/litellm/types/llms/openai.py
+++ b/litellm/types/llms/openai.py
@@ -1185,7 +1185,7 @@ class ResponsesAPIRequestParams(ResponsesAPIOptionalRequestParams, total=False):
 
 
 class OutputTokensDetails(BaseLiteLLMOpenAIResponseObject):
-    reasoning_tokens: int = 0
+    reasoning_tokens: Optional[int] = None
 
     text_tokens: Optional[int] = None
 
diff --git a/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py b/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py
index 9cf60ea5f91..d8e3f495ced 100644
--- a/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py
+++ b/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py
@@ -1959,6 +1959,110 @@ def test_transform_usage_with_image_tokens(self):
         assert response_usage.output_tokens_details.text_tokens == 50
         assert response_usage.output_tokens_details.image_tokens == 100
 
+    def test_reasoning_tokens_not_forced_to_zero_when_absent(self):
+        # Regression: previously the else branch wrote reasoning_tokens=0 even when
+        # completion_tokens_details had no reasoning (reasoning_tokens=None). That caused
+        # the proxy to always report reasoning_tokens=0 for non-thinking responses.
+        usage = Usage(
+            prompt_tokens=10,
+            completion_tokens=50,
+            total_tokens=60,
+            completion_tokens_details=CompletionTokensDetailsWrapper(
+                text_tokens=50,
+                # reasoning_tokens intentionally absent -> None
+            ),
+        )
+
+        chat_completion_response = ModelResponse(
+            id="test-response-id",
+            created=1234567890,
+            model="claude-haiku-4-5",
+            object="chat.completion",
+            usage=usage,
+            choices=[
+                Choices(
+                    finish_reason="stop",
+                    index=0,
+                    message=Message(content="Hello!", role="assistant"),
+                )
+            ],
+        )
+
+        response_usage = LiteLLMCompletionResponsesConfig._transform_chat_completion_usage_to_responses_usage(
+            chat_completion_response=chat_completion_response
+        )
+
+        assert response_usage.output_tokens_details is not None
+        assert response_usage.output_tokens_details.reasoning_tokens is None
+
+    def test_reasoning_tokens_preserved_when_thinking_occurred(self):
+        # Regression: reasoning_tokens must survive the chat->responses translation
+        # when the provider actually did thinking.
+        usage = Usage(
+            prompt_tokens=100,
+            completion_tokens=612,
+            total_tokens=712,
+            completion_tokens_details=CompletionTokensDetailsWrapper(
+                reasoning_tokens=512,
+                text_tokens=100,
+            ),
+        )
+
+        chat_completion_response = ModelResponse(
+            id="test-response-id",
+            created=1234567890,
+            model="claude-haiku-4-5",
+            object="chat.completion",
+            usage=usage,
+            choices=[
+                Choices(
+                    finish_reason="stop",
+                    index=0,
+                    message=Message(content="Hello!", role="assistant"),
+                )
+            ],
+        )
+
+        response_usage = LiteLLMCompletionResponsesConfig._transform_chat_completion_usage_to_responses_usage(
+            chat_completion_response=chat_completion_response
+        )
+
+        assert response_usage.output_tokens_details is not None
+        assert response_usage.output_tokens_details.reasoning_tokens == 512
+
+    def test_reasoning_tokens_explicit_zero_preserved(self):
+        usage = Usage(
+            prompt_tokens=10,
+            completion_tokens=50,
+            total_tokens=60,
+            completion_tokens_details=CompletionTokensDetailsWrapper(
+                reasoning_tokens=0,
+                text_tokens=50,
+            ),
+        )
+
+        chat_completion_response = ModelResponse(
+            id="test-response-id",
+            created=1234567890,
+            model="gpt-5.6",
+            object="chat.completion",
+            usage=usage,
+            choices=[
+                Choices(
+                    finish_reason="stop",
+                    index=0,
+                    message=Message(content="Hello!", role="assistant"),
+                )
+            ],
+        )
+
+        response_usage = LiteLLMCompletionResponsesConfig._transform_chat_completion_usage_to_responses_usage(
+            chat_completion_response=chat_completion_response
+        )
+
+        assert response_usage.output_tokens_details is not None
+        assert response_usage.output_tokens_details.reasoning_tokens == 0
+
 
 class TestStreamingIDConsistency:
     """Test cases for consistent IDs across streaming events (issue #14962)"""
diff --git a/tests/test_litellm/test_responses_api_bridge_non_stream.py b/tests/test_litellm/test_responses_api_bridge_non_stream.py
index 8905293d6b6..25a3bc2dbba 100644
--- a/tests/test_litellm/test_responses_api_bridge_non_stream.py
+++ b/tests/test_litellm/test_responses_api_bridge_non_stream.py
@@ -269,29 +269,30 @@ def test_transform_usage_with_zero_values():
     """
     Test transformation when token details are explicitly set to 0.
 
-    This ensures 0 values are preserved and not treated as None.
+    cached_tokens=0 is preserved (cache was available; nothing was cached).
+    reasoning_tokens=0 is preserved the same way: an explicit provider-reported
+    zero passes through, while an absent value (None) is omitted.
     """
     completion_response = create_mock_completion_response(
         model="gpt-4",
         prompt_tokens=100,
         completion_tokens=50,
         total_tokens=150,
-        cached_tokens=0,  # Explicitly 0
-        reasoning_tokens=0,  # Explicitly 0
+        cached_tokens=0,  # Explicitly 0 — preserved
+        reasoning_tokens=0,  # Explicitly 0 — preserved
     )
 
     responses_usage = LiteLLMCompletionResponsesConfig._transform_chat_completion_usage_to_responses_usage(
         completion_response
     )
 
-    # Should preserve 0 values
     assert responses_usage.input_tokens_details is not None
     assert responses_usage.input_tokens_details.cached_tokens == 0
 
     assert responses_usage.output_tokens_details is not None
     assert responses_usage.output_tokens_details.reasoning_tokens == 0
 
-    print("✓ Transformation preserves explicit 0 values")
+    print("✓ Transformation preserves explicit reasoning_tokens=0 and omits absent values")
 
 
 def test_input_tokens_details_requires_cached_tokens():
@@ -315,25 +316,23 @@ def test_input_tokens_details_requires_cached_tokens():
     print("✓ InputTokensDetails correctly defaults cached_tokens to 0")
 
 
-def test_output_tokens_details_requires_reasoning_tokens():
+def test_output_tokens_details_reasoning_tokens():
     """
-    Test that OutputTokensDetails has reasoning_tokens as an int with default value 0.
+    Test OutputTokensDetails.reasoning_tokens field semantics.
 
-    This ensures backward compatibility while making the field non-optional.
+    reasoning_tokens is Optional[int] = None: present only when reasoning actually occurred.
     """
-    # Should work with reasoning_tokens=0
-    details1 = OutputTokensDetails(reasoning_tokens=0)
-    assert details1.reasoning_tokens == 0
+    details_explicit_zero = OutputTokensDetails(reasoning_tokens=0)
+    assert details_explicit_zero.reasoning_tokens == 0
 
-    # Should work with reasoning_tokens=100
-    details2 = OutputTokensDetails(reasoning_tokens=100)
-    assert details2.reasoning_tokens == 100
+    details_positive = OutputTokensDetails(reasoning_tokens=100)
+    assert details_positive.reasoning_tokens == 100
 
-    # Should work without reasoning_tokens (defaults to 0)
-    details3 = OutputTokensDetails()
-    assert details3.reasoning_tokens == 0
+    # Default is None — absence means reasoning did not occur (or was not tracked)
+    details_default = OutputTokensDetails()
+    assert details_default.reasoning_tokens is None
 
-    print("✓ OutputTokensDetails correctly defaults reasoning_tokens to 0")
+    print("✓ OutputTokensDetails.reasoning_tokens defaults to None")
 
 
 def test_all_providers_transformation_scenarios():
@@ -419,7 +418,7 @@ def test_all_providers_transformation_scenarios():
     test_transform_usage_with_both_token_details()
     test_transform_usage_with_zero_values()
     test_input_tokens_details_requires_cached_tokens()
-    test_output_tokens_details_requires_reasoning_tokens()
+    test_output_tokens_details_reasoning_tokens()
     test_all_providers_transformation_scenarios()
 
     print("\n" + "=" * 60)

From 5e23a5ab053f56a88cb41a3bc468ae9f61841891 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Fri, 10 Jul 2026 20:21:48 -0700
Subject: [PATCH 290/370] fix(bedrock): gate in-place system role messages on
 model support for Claude Invoke (#32831)

* fix(bedrock): gate in-place system role messages on model support for Claude Invoke

* feat(bedrock): default unmapped Claude 4.8+ to in-place system role handling via fallback rule
---
 .../fallback_generalizations.py               |  30 +++--
 .../anthropic_claude3_transformation.py       |  51 +++++---
 ...odel_prices_and_context_window_backup.json |  16 +++
 litellm/types/utils.py                        |   1 +
 litellm/utils.py                              |  18 +--
 model_prices_and_context_window.json          |  16 +++
 .../test_fallback_generalizations.py          |  87 +++++++++++++
 .../test_anthropic_claude3_transformation.py  | 115 ++++++++++++++++--
 tests/test_litellm/test_utils.py              |   1 +
 9 files changed, 292 insertions(+), 43 deletions(-)

diff --git a/litellm/litellm_core_utils/fallback_generalizations.py b/litellm/litellm_core_utils/fallback_generalizations.py
index abc171f900a..8b5a797cbd7 100644
--- a/litellm/litellm_core_utils/fallback_generalizations.py
+++ b/litellm/litellm_core_utils/fallback_generalizations.py
@@ -8,9 +8,12 @@
 routing, and the remaining fields (``mode``, ``supports_*``, context window,
 pricing, ...) drive ``get_model_info`` / ``supports_*``.
 
-Precedence: rules are evaluated in file order and the first match wins. They are
-consulted only after exact and case-insensitive lookups miss, so an exact entry
-always takes precedence over a rule.
+Precedence: rules are evaluated in file order and the first match wins. Callers
+with extra constraints (model-info resolution checks the provider) use
+``match_all_fallback_generalizations`` to skip inapplicable earlier rules instead
+of discarding the model name. Rules are consulted only after exact and
+case-insensitive lookups miss, so an exact entry always takes precedence over a
+rule.
 
 Patterns are matched case-insensitively with ``re.search`` and are not implicitly
 anchored: a rule must include ``^`` and ``$`` (as the shipped rules do) to bind to
@@ -105,15 +108,15 @@ def _compile(self) -> list[tuple[re.Pattern, dict]]:
                 )
         return compiled
 
-    def match(self, model: str) -> Optional[dict]:
+    def matches(self, model: str) -> list[dict]:
         if not model:
-            return None
+            return []
         if self._compiled is None:
             self._compiled = self._compile()
-        for pattern, model_info in self._compiled:
-            if pattern.search(model) is not None:
-                return dict(model_info)
-        return None
+        return [dict(model_info) for pattern, model_info in self._compiled if pattern.search(model) is not None]
+
+    def match(self, model: str) -> Optional[dict]:
+        return next(iter(self.matches(model)), None)
 
 
 _registry = _FallbackGeneralizations()
@@ -139,3 +142,12 @@ def match_fallback_generalization(model: str) -> Optional[dict]:
     O(number of rules). Only call this once exact lookups have missed.
     """
     return _registry.match(model)
+
+
+def match_all_fallback_generalizations(model: str) -> list[dict]:
+    """Return the ``model_info`` of every rule whose regex matches ``model``, in rule order.
+
+    Lets a caller with extra constraints (e.g. a provider match) skip an
+    inapplicable earlier rule instead of discarding the whole candidate.
+    """
+    return _registry.matches(model)
diff --git a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
index 155fba008d4..56a47432997 100644
--- a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
+++ b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
@@ -93,31 +93,48 @@ def _as_system_content_blocks(value: Any) -> list[Any]:
             return [{"type": "text", "text": value}]
         return [value]
 
-    def _normalize_system_role_messages_for_bedrock(self, anthropic_messages_request: dict) -> None:
-        """Bedrock Invoke rejects a conversation that opens with ``role: "system"``
-        entries inside ``messages`` ("messages.0: use the top-level 'system'
-        parameter for the initial system prompt"); Anthropic Messages carries that
-        content in the top-level ``system`` field, so hoist the leading run of
-        system entries there. Mid-conversation system entries (e.g. Claude Code's
-        ``mid-conversation-system-2026-04-07`` reminders) are accepted by Invoke in
-        place and MUST stay in place: hoisting one mutates the ``system`` prefix
-        and invalidates the prompt cache for the entire message history.
+    @staticmethod
+    def _is_system_role_message(message: Any) -> bool:
+        return isinstance(message, dict) and message.get("role") == "system"
+
+    def _normalize_system_role_messages_for_bedrock(self, anthropic_messages_request: dict, model: str) -> None:
+        """Bedrock Invoke validates ``role: "system"`` entries inside ``messages``
+        per model. Models carrying ``supports_mid_conversation_system`` in the
+        cost map (the Opus 4.8 family) only reject a leading run ("messages.0:
+        use the top-level 'system' parameter for the initial system prompt") and
+        accept mid-conversation entries (e.g. Claude Code's
+        ``mid-conversation-system-2026-04-07`` reminders) in place, where they
+        MUST stay: hoisting one mutates the ``system`` prefix and invalidates the
+        prompt cache for the entire message history. Older Claude models (Opus
+        4.7, Sonnet 4.6, Haiku 4.5, ...) reject the role in every position
+        ("role 'system' is not supported on this model"), so without the flag
+        every system entry is hoisted into the top-level ``system`` field.
         Billing-header system blocks are stripped from the top-level ``system``
         field regardless of whether anything was hoisted."""
         messages = anthropic_messages_request.get("messages")
         if not isinstance(messages, list):
             return
-        leading_count = next(
-            (i for i, m in enumerate(messages) if not (isinstance(m, dict) and m.get("role") == "system")),
-            len(messages),
-        )
-        if leading_count:
-            anthropic_messages_request["messages"] = messages[leading_count:]
+        if _supports_factory(
+            model=model,
+            custom_llm_provider="bedrock",
+            key="supports_mid_conversation_system",
+        ):
+            leading_count = next(
+                (i for i, m in enumerate(messages) if not self._is_system_role_message(m)),
+                len(messages),
+            )
+            hoisted = messages[:leading_count]
+            remaining = messages[leading_count:]
+        else:
+            hoisted = [m for m in messages if self._is_system_role_message(m)]
+            remaining = [m for m in messages if not self._is_system_role_message(m)]
+        if hoisted:
+            anthropic_messages_request["messages"] = remaining
         system_content = [
             block
             for source in (
                 anthropic_messages_request.get("system"),
-                *(m.get("content") for m in messages[:leading_count]),
+                *(m.get("content") for m in hoisted),
             )
             for block in self._as_system_content_blocks(source)
         ]
@@ -674,7 +691,7 @@ def transform_anthropic_messages_request(
             litellm_params=litellm_params,
             headers=headers,
         )
-        self._normalize_system_role_messages_for_bedrock(anthropic_messages_request)
+        self._normalize_system_role_messages_for_bedrock(anthropic_messages_request, model=model)
         #########################################################
         ############## BEDROCK Invoke SPECIFIC TRANSFORMATION ###
         #########################################################
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index f3adfaedbdc..b42ba23fa78 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -1481,6 +1481,7 @@
     "anthropic.claude-opus-4-8": {
         "bedrock_converse_supports_strict_tools": false,
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "cache_creation_input_token_cost": 6.25e-06,
         "cache_creation_input_token_cost_above_1hr": 1e-05,
         "cache_read_input_token_cost": 5e-07,
@@ -1516,6 +1517,7 @@
     "global.anthropic.claude-opus-4-8": {
         "bedrock_converse_supports_strict_tools": false,
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "cache_creation_input_token_cost": 6.25e-06,
         "cache_creation_input_token_cost_above_1hr": 1e-05,
         "cache_read_input_token_cost": 5e-07,
@@ -1551,6 +1553,7 @@
     "us.anthropic.claude-opus-4-8": {
         "bedrock_converse_supports_strict_tools": false,
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "cache_creation_input_token_cost": 6.875e-06,
         "cache_creation_input_token_cost_above_1hr": 1.1e-05,
         "cache_read_input_token_cost": 5.5e-07,
@@ -1586,6 +1589,7 @@
     "eu.anthropic.claude-opus-4-8": {
         "bedrock_converse_supports_strict_tools": false,
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "cache_creation_input_token_cost": 6.875e-06,
         "cache_creation_input_token_cost_above_1hr": 1.1e-05,
         "cache_read_input_token_cost": 5.5e-07,
@@ -1621,6 +1625,7 @@
     "au.anthropic.claude-opus-4-8": {
         "bedrock_converse_supports_strict_tools": false,
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "cache_creation_input_token_cost": 6.875e-06,
         "cache_creation_input_token_cost_above_1hr": 1.1e-05,
         "cache_read_input_token_cost": 5.5e-07,
@@ -45033,6 +45038,17 @@
     },
     "fallback_generalizations": {
         "rules": [
+            {
+                "name": "bedrock-anthropic-claude-mid-conversation-system",
+                "pattern": "anthropic\\.claude-[a-z]+-(?:4[-._](?:[89]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d)(?!\\d)(?:[-._]\\d{1,2}(?!\\d))?)",
+                "description": "Bedrock Invoke ids for Claude 4.8 or higher: anthropic.claude-<family> with minor 4.8 through 4.99, any 5.x or later major-minor, or a bare 5+ major, which also admits new families such as fable. These models accept mid-conversation role system messages in place (verified live on Opus 4.8, Sonnet 5 and Fable 5), so unmapped future Bedrock Claudes keep the cache-preserving in-place handling instead of the hoist-all default. Listed first so bare-id provider inference, which takes the first pattern hit, resolves these Bedrock ids to bedrock; model-info resolution skips provider-mismatched rules either way.",
+                "extends": "anthropic-claude",
+                "model_info": {
+                    "litellm_provider": "bedrock",
+                    "supports_adaptive_thinking": true,
+                    "supports_mid_conversation_system": true
+                }
+            },
             {
                 "name": "anthropic-claude-adaptive-thinking",
                 "pattern": "(?:opus|sonnet|haiku)[-._](?:4[-._](?:[6-9]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d{1,})[-._]\\d{1,2}(?!\\d))",
diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index 8a5acc24d19..e33e2335525 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -143,6 +143,7 @@ class ProviderSpecificModelInfo(TypedDict, total=False):
     supports_web_search: Optional[bool]
     supports_reasoning: Optional[bool]
     supports_adaptive_thinking: Optional[bool]
+    supports_mid_conversation_system: Optional[bool]
     supports_url_context: Optional[bool]
     supports_none_reasoning_effort: Optional[bool]
     supports_minimal_reasoning_effort: Optional[bool]
diff --git a/litellm/utils.py b/litellm/utils.py
index 5af7b62b332..731be992af0 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -61,7 +61,7 @@
 )
 from litellm._uuid import uuid
 from litellm.litellm_core_utils.fallback_generalizations import (
-    match_fallback_generalization,
+    match_all_fallback_generalizations,
 )
 from litellm.constants import (
     DEFAULT_CHAT_COMPLETION_PARAM_VALUES,
@@ -5046,9 +5046,10 @@ def _get_model_info_from_generalization(
     """Resolve an unmapped model via a declarative fallback-generalization rule.
 
     Tries the same name candidates as the exact lookups, in the same order, and
-    returns ``(matched_name, model_info)`` for the first candidate whose rule also
-    satisfies the provider constraint. O(number of rules); only call after the
-    exact lookups have missed.
+    returns ``(matched_name, model_info)`` for the first matching rule that also
+    satisfies the provider constraint; a rule scoped to another provider is
+    skipped in favor of later rules rather than discarding the candidate.
+    O(number of rules); only call after the exact lookups have missed.
     """
     candidates = [
         potential_model_names["combined_model_name"],
@@ -5058,11 +5059,9 @@ def _get_model_info_from_generalization(
         potential_model_names["stripped_model_name"],
     ]
     for candidate in candidates:
-        generalized_info = match_fallback_generalization(candidate)
-        if generalized_info is not None and _check_provider_match(
-            model_info=generalized_info, custom_llm_provider=custom_llm_provider
-        ):
-            return candidate, generalized_info
+        for generalized_info in match_all_fallback_generalizations(candidate):
+            if _check_provider_match(model_info=generalized_info, custom_llm_provider=custom_llm_provider):
+                return candidate, generalized_info
     return None
 
 
@@ -5472,6 +5471,7 @@ def _get_model_info_helper(
                 supports_url_context=_model_info.get("supports_url_context", None),
                 supports_reasoning=_model_info.get("supports_reasoning", None),
                 supports_adaptive_thinking=_model_info.get("supports_adaptive_thinking", None),
+                supports_mid_conversation_system=_model_info.get("supports_mid_conversation_system", None),
                 supports_none_reasoning_effort=_model_info.get("supports_none_reasoning_effort", None),
                 supports_minimal_reasoning_effort=_model_info.get("supports_minimal_reasoning_effort", None),
                 supports_low_reasoning_effort=_model_info.get("supports_low_reasoning_effort", None),
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index a85b8922849..4920f12e428 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -1481,6 +1481,7 @@
     "anthropic.claude-opus-4-8": {
         "bedrock_converse_supports_strict_tools": false,
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "cache_creation_input_token_cost": 6.25e-06,
         "cache_creation_input_token_cost_above_1hr": 1e-05,
         "cache_read_input_token_cost": 5e-07,
@@ -1516,6 +1517,7 @@
     "global.anthropic.claude-opus-4-8": {
         "bedrock_converse_supports_strict_tools": false,
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "cache_creation_input_token_cost": 6.25e-06,
         "cache_creation_input_token_cost_above_1hr": 1e-05,
         "cache_read_input_token_cost": 5e-07,
@@ -1551,6 +1553,7 @@
     "us.anthropic.claude-opus-4-8": {
         "bedrock_converse_supports_strict_tools": false,
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "cache_creation_input_token_cost": 6.875e-06,
         "cache_creation_input_token_cost_above_1hr": 1.1e-05,
         "cache_read_input_token_cost": 5.5e-07,
@@ -1586,6 +1589,7 @@
     "eu.anthropic.claude-opus-4-8": {
         "bedrock_converse_supports_strict_tools": false,
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "cache_creation_input_token_cost": 6.875e-06,
         "cache_creation_input_token_cost_above_1hr": 1.1e-05,
         "cache_read_input_token_cost": 5.5e-07,
@@ -1621,6 +1625,7 @@
     "au.anthropic.claude-opus-4-8": {
         "bedrock_converse_supports_strict_tools": false,
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "cache_creation_input_token_cost": 6.875e-06,
         "cache_creation_input_token_cost_above_1hr": 1.1e-05,
         "cache_read_input_token_cost": 5.5e-07,
@@ -45266,6 +45271,17 @@
     },
     "fallback_generalizations": {
         "rules": [
+            {
+                "name": "bedrock-anthropic-claude-mid-conversation-system",
+                "pattern": "anthropic\\.claude-[a-z]+-(?:4[-._](?:[89]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d)(?!\\d)(?:[-._]\\d{1,2}(?!\\d))?)",
+                "description": "Bedrock Invoke ids for Claude 4.8 or higher: anthropic.claude-<family> with minor 4.8 through 4.99, any 5.x or later major-minor, or a bare 5+ major, which also admits new families such as fable. These models accept mid-conversation role system messages in place (verified live on Opus 4.8, Sonnet 5 and Fable 5), so unmapped future Bedrock Claudes keep the cache-preserving in-place handling instead of the hoist-all default. Listed first so bare-id provider inference, which takes the first pattern hit, resolves these Bedrock ids to bedrock; model-info resolution skips provider-mismatched rules either way.",
+                "extends": "anthropic-claude",
+                "model_info": {
+                    "litellm_provider": "bedrock",
+                    "supports_adaptive_thinking": true,
+                    "supports_mid_conversation_system": true
+                }
+            },
             {
                 "name": "anthropic-claude-adaptive-thinking",
                 "pattern": "(?:opus|sonnet|haiku)[-._](?:4[-._](?:[6-9]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d{1,})[-._]\\d{1,2}(?!\\d))",
diff --git a/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py b/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py
index 410014958b6..cf74bed9c15 100644
--- a/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py
+++ b/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py
@@ -16,6 +16,7 @@
 import litellm
 from litellm.litellm_core_utils.fallback_generalizations import (
     get_fallback_generalization_rules,
+    match_all_fallback_generalizations,
     match_fallback_generalization,
     set_fallback_generalizations,
 )
@@ -57,6 +58,48 @@ def test_match_returns_model_info_of_first_matching_rule(restore_generalizations
     assert matched["tag"] == "first"
 
 
+def test_match_all_returns_every_matching_rule_in_order(restore_generalizations):
+    restore_generalizations(
+        [
+            {
+                "name": "first",
+                "pattern": r"^acme-",
+                "model_info": {"litellm_provider": "openai", "tag": "first"},
+            },
+            {
+                "name": "second",
+                "pattern": r"^acme-pro-",
+                "model_info": {"litellm_provider": "anthropic", "tag": "second"},
+            },
+        ]
+    )
+    assert [m["tag"] for m in match_all_fallback_generalizations("acme-pro-1")] == ["first", "second"]
+    assert match_all_fallback_generalizations("gpt-4o") == []
+
+
+def test_provider_scoped_rule_is_skipped_for_other_providers(restore_generalizations):
+    """Model-info resolution must fall through a provider-mismatched earlier rule to a
+    later applicable one, instead of discarding the model name at the first pattern hit."""
+    restore_generalizations(
+        [
+            {
+                "name": "bedrock-scoped",
+                "pattern": r"^acme-",
+                "model_info": {"litellm_provider": "bedrock", "supports_vision": False},
+            },
+            {
+                "name": "openai-scoped",
+                "pattern": r"^acme-",
+                "model_info": {"litellm_provider": "openai", "mode": "chat", "supports_vision": True},
+            },
+        ]
+    )
+    litellm.get_model_info.cache_clear()
+    info = litellm.get_model_info("acme-fast-1", custom_llm_provider="openai")
+    assert info["litellm_provider"] == "openai"
+    assert info["supports_vision"] is True
+
+
 def test_match_is_case_insensitive(restore_generalizations):
     restore_generalizations(
         [{"name": "r", "pattern": r"^claude-opus", "model_info": {"ok": True}}]
@@ -298,3 +341,47 @@ def test_shipped_adaptive_rule_gates_on_version_not_pricing(shipped_cost_map):
     assert non_adaptive not in litellm.model_cost
     assert AnthropicModelInfo._is_adaptive_thinking_model(adaptive) is True
     assert AnthropicModelInfo._is_adaptive_thinking_model(non_adaptive) is False
+
+
+def test_shipped_bedrock_rule_resolves_unmapped_future_claude_for_bedrock(shipped_cost_map):
+    """An unmapped Bedrock Claude >= 4.8 resolves via the bedrock-scoped
+    ``bedrock-anthropic-claude-mid-conversation-system`` rule even when the lookup
+    carries ``custom_llm_provider="bedrock"``, which the provider check uses to drop
+    the anthropic-scoped rules. It inherits base capabilities, gains both
+    version-gated flags, and stays unpriced."""
+    model = "us.anthropic.claude-opus-4-9"
+    assert model not in litellm.model_cost
+    info = litellm.get_model_info(model, custom_llm_provider="bedrock")
+    assert info["litellm_provider"] == "bedrock"
+    assert info["supports_mid_conversation_system"] is True
+    assert info["supports_adaptive_thinking"] is True
+    assert info["supports_function_calling"] is True
+    assert not info.get("input_cost_per_token")
+
+
+def test_shipped_bedrock_mid_conversation_rule_gates_on_version_and_naming(shipped_cost_map):
+    """The bedrock rule only claims Bedrock-style ids at 4.8+, bare 5+ majors and
+    new families included; pre-4.8 Bedrock ids and native ids never gain the flag,
+    and the rule outranks the anthropic-scoped ones for Bedrock ids because it is
+    listed first."""
+    for flagged in (
+        "us.anthropic.claude-opus-4-8",
+        "jp.anthropic.claude-opus-4-8",
+        "anthropic.claude-sonnet-5",
+        "us.anthropic.claude-fable-5",
+        "anthropic.claude-sonnet-5-20260101-v1:0",
+    ):
+        matched = match_fallback_generalization(flagged)
+        assert matched is not None, flagged
+        assert matched["litellm_provider"] == "bedrock", flagged
+        assert matched["supports_mid_conversation_system"] is True, flagged
+    for unflagged in (
+        "us.anthropic.claude-opus-4-7",
+        "us.anthropic.claude-sonnet-4-6",
+        "us.anthropic.claude-haiku-4-5-20251001-v1:0",
+        "anthropic.claude-3-5-sonnet-20240620-v1:0",
+        "claude-opus-4-9",
+        "claude-sonnet-5",
+    ):
+        matched = match_fallback_generalization(unflagged)
+        assert matched is None or not matched.get("supports_mid_conversation_system"), unflagged
diff --git a/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py b/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
index ffe45cd5e79..43ce4873023 100644
--- a/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
+++ b/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
@@ -1974,14 +1974,15 @@ def test_bedrock_invoke_transform_merges_list_content_system_role_into_system():
     ]
 
 
-def test_bedrock_invoke_transform_keeps_mid_conversation_system_role_in_place():
+def test_bedrock_invoke_transform_keeps_mid_conversation_system_role_in_place(local_model_cost_map):
     """Regression test for the Bedrock prompt-cache collapse: hoisting a
     mid-conversation ``role: "system"`` message (e.g. Claude Code's
     ``mid-conversation-system-2026-04-07`` reminders) into the top-level
     ``system`` field mutates the cache prefix and invalidates the cached message
-    history, so such entries must be forwarded in place. Invoke only rejects a
-    system entry at ``messages.0``. Billing-header blocks must still be stripped
-    from the top-level ``system`` field even when nothing is hoisted."""
+    history, so on models flagged ``supports_mid_conversation_system`` (the Opus
+    4.8 family, which Invoke accepts the role on) such entries must be forwarded
+    in place. Billing-header blocks must still be stripped from the top-level
+    ``system`` field even when nothing is hoisted."""
     from litellm.types.router import GenericLiteLLMParams
 
     cfg = AmazonAnthropicClaudeMessagesConfig()
@@ -2013,10 +2014,11 @@ def test_bedrock_invoke_transform_keeps_mid_conversation_system_role_in_place():
     ]
 
 
-def test_bedrock_invoke_transform_hoists_only_leading_system_run():
-    """Only the leading run of ``role: "system"`` messages is hoisted into the
-    top-level ``system`` field; a later system entry keeps its position in
-    ``messages`` so the serialized prefix stays stable across turns."""
+def test_bedrock_invoke_transform_hoists_only_leading_system_run(local_model_cost_map):
+    """On models flagged ``supports_mid_conversation_system``, only the leading
+    run of ``role: "system"`` messages is hoisted into the top-level ``system``
+    field; a later system entry keeps its position in ``messages`` so the
+    serialized prefix stays stable across turns."""
     from litellm.types.router import GenericLiteLLMParams
 
     cfg = AmazonAnthropicClaudeMessagesConfig()
@@ -2047,6 +2049,103 @@ def test_bedrock_invoke_transform_hoists_only_leading_system_run():
     ]
 
 
+def test_bedrock_invoke_transform_hoists_mid_conversation_system_for_older_claude(local_model_cost_map):
+    """Regression test for Claude Code 400s on pre-Opus-4.8 Bedrock models:
+    Invoke rejects ``role: "system"`` in every position on Opus 4.7, Sonnet 4.6,
+    Haiku 4.5, etc. ("role 'system' is not supported on this model"), so on
+    models without ``supports_mid_conversation_system`` every system entry must
+    be hoisted into the top-level ``system`` field, mid-conversation ones
+    included."""
+    from litellm.types.router import GenericLiteLLMParams
+
+    cfg = AmazonAnthropicClaudeMessagesConfig()
+    messages = [
+        {"role": "user", "content": "read the file"},
+        {"role": "system", "content": "[Truncated: PARTIAL view of big1.txt]"},
+        {"role": "assistant", "content": "reading"},
+        {"role": "user", "content": "continue"},
+    ]
+
+    result = cfg.transform_anthropic_messages_request(
+        model="us.anthropic.claude-opus-4-7",
+        messages=copy.deepcopy(messages),
+        anthropic_messages_optional_request_params={
+            "max_tokens": 256,
+            "stream": False,
+            "system": [{"type": "text", "text": "Base."}],
+        },
+        litellm_params=GenericLiteLLMParams(),
+        headers={},
+    )
+
+    assert result["messages"] == [
+        {"role": "user", "content": "read the file"},
+        {"role": "assistant", "content": "reading"},
+        {"role": "user", "content": "continue"},
+    ]
+    assert result["system"] == [
+        {"type": "text", "text": "Base."},
+        {"type": "text", "text": "[Truncated: PARTIAL view of big1.txt]"},
+    ]
+
+
+def test_bedrock_invoke_transform_hoists_all_system_for_unmapped_model(local_model_cost_map):
+    """A model with no cost-map entry and no fallback-generalization rule gets
+    the hoist-everything behavior: the safe default is a mutated cache prefix,
+    never a provider 400 from forwarding a role the model may not accept."""
+    from litellm.types.router import GenericLiteLLMParams
+
+    cfg = AmazonAnthropicClaudeMessagesConfig()
+    messages = [
+        {"role": "user", "content": "hi"},
+        {"role": "system", "content": "mid-conversation reminder"},
+        {"role": "assistant", "content": "hello"},
+        {"role": "user", "content": "continue"},
+    ]
+
+    result = cfg.transform_anthropic_messages_request(
+        model="us.anthropic.claude-opus-3-9",
+        messages=copy.deepcopy(messages),
+        anthropic_messages_optional_request_params={"max_tokens": 256, "stream": False},
+        litellm_params=GenericLiteLLMParams(),
+        headers={},
+    )
+
+    assert result["messages"] == [
+        {"role": "user", "content": "hi"},
+        {"role": "assistant", "content": "hello"},
+        {"role": "user", "content": "continue"},
+    ]
+    assert result["system"] == [{"type": "text", "text": "mid-conversation reminder"}]
+
+
+def test_bedrock_invoke_transform_keeps_system_in_place_for_unmapped_future_claude(local_model_cost_map):
+    """An unmapped Bedrock Claude at 4.8 or higher resolves through the
+    ``bedrock-anthropic-claude-mid-conversation-system`` fallback rule, so a
+    future model that has not landed in the cost map yet keeps the
+    cache-preserving in-place behavior instead of falling back to hoist-all."""
+    from litellm.types.router import GenericLiteLLMParams
+
+    cfg = AmazonAnthropicClaudeMessagesConfig()
+    messages = [
+        {"role": "user", "content": "hi"},
+        {"role": "system", "content": "mid-conversation reminder"},
+        {"role": "assistant", "content": "hello"},
+        {"role": "user", "content": "continue"},
+    ]
+
+    result = cfg.transform_anthropic_messages_request(
+        model="us.anthropic.claude-opus-4-9",
+        messages=copy.deepcopy(messages),
+        anthropic_messages_optional_request_params={"max_tokens": 256, "stream": False},
+        litellm_params=GenericLiteLLMParams(),
+        headers={},
+    )
+
+    assert result["messages"] == messages
+    assert "system" not in result
+
+
 def test_as_system_content_blocks_handles_each_shape():
     """``_as_system_content_blocks`` normalizes every system shape: ``None`` -> empty,
     a string -> a single text block, a list -> a shallow copy, and any other value
diff --git a/tests/test_litellm/test_utils.py b/tests/test_litellm/test_utils.py
index bdb25120563..26ae6ff7f4c 100644
--- a/tests/test_litellm/test_utils.py
+++ b/tests/test_litellm/test_utils.py
@@ -855,6 +855,7 @@ def test_aaamodel_prices_and_context_window_json_is_valid():
                 "supports_xhigh_reasoning_effort": {"type": "boolean"},
                 "supports_max_reasoning_effort": {"type": "boolean"},
                 "supports_adaptive_thinking": {"type": "boolean"},
+                "supports_mid_conversation_system": {"type": "boolean"},
                 "supports_sampling_params": {"type": "boolean"},
                 "supports_output_config": {"type": "boolean"},
                 "supports_speed": {"type": "boolean"},

From 249a99950675fd85c8837df650394bf6e9bf5905 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Fri, 10 Jul 2026 20:25:38 -0700
Subject: [PATCH 291/370] fix(responses-api): raise APIError on in-stream error
 events; widen ErrorEventError.param to accept dict (#32835)

* fix(responses-api): raise APIError on in-stream error events; widen ErrorEventError.param

- BaseResponsesAPIStreamingIterator._maybe_raise_for_error_event inspects each
  chunk and raises litellm.APIError for type=error and type=response.failed events
  so callers see an exception instead of a benign stream chunk
- rate_limit* codes map to 429; client error codes (invalid_request_error,
  context_length_exceeded, etc.) map to 400; all other codes default to 500;
  raw integer codes are never used as-is as HTTP status codes
- ErrorEventError.param widened from Optional[str] to Optional[Union[str, Dict]]
  to prevent Pydantic ValidationError on dict-typed param payloads silently
  dropping error events before any type inspection

* test(responses-api): add streaming iterator error event tests to CI-covered path

* test(responses-api): cover response.failed, dict-error, null-error, and sync iterator paths

* test(responses-api): set completion_start_time on mock logging objects for internal staging _process_chunk

* fix(responses-api): map insufficient_quota to 429, derive failed-response log status from error code, and record failed-stream usage for spend accounting

insufficient_quota moves out of the 400 bucket; OpenAI returns HTTP 429 for it and the non-streaming exception mapping treats 429 as RateLimitError, so the in-stream mapping now agrees

_handle_logging_failed_response previously hardcoded APIError(status_code=500), so a rate-limited response.failed was logged to integrations as 500 while the caller saw 429; it now shares the same error-code-to-status mapping via _error_event_fields and _status_code_for_error_code

usage carried on a response.failed event is now stashed as combined_usage_object with its computed cost on the logging object before failure handlers run, reusing the mid-stream-interruption spend recovery path (_failure_handler_helper_fn, proxy post_call_failure_hook, _ProxyDBLogger), so failed streams count their billed tokens instead of logging zero cost

dedupe: TestMaybeRaiseForErrorEvent in tests/llm_responses_api_testing duplicated tests/test_litellm/responses/test_streaming_iterator_error_events.py, which is the canonical mirrored location and CI-covered via test-unit-responses-caching-types; the duplicate class is removed

* fix(responses-api): wrap retriable in-stream errors in MidStreamFallbackError and map error type field to status

Mirror chat streaming semantics from _handle_stream_fallback_error: 429 and
5xx in-stream error events now raise MidStreamFallbackError carrying the
mapped APIError so the router's FallbackResponsesStreamWrapper triggers
mid-stream fallback and cooldown; non-retriable 4xx still raise APIError
directly. Status mapping now reads both the OpenAI error type and code
fields, so type-classified client errors (e.g. invalid_request_error with
code invalid_prompt) map to 400 instead of falling through to 500.

* fix(responses-api): accumulate streamed output text so mid-stream fallback continues instead of restarting

MidStreamFallbackError was always raised with generated_content="", so the
router's stream_with_fallbacks treated every mid-stream error as pre-first-chunk
and retried with the original input, streaming duplicated content to clients
that had already received partial output. The iterators now accumulate
response.output_text.delta text (mirroring chat's response_uptil_now) and pass
it as generated_content, letting the router build a continuation input via
_build_responses_continuation_input.

* test(responses-api): pin in-stream token limit error to raised APIError

---------

Co-authored-by: Deepanshu <deepanshu.lulla@alpha-sense.com>
---
 litellm/responses/streaming_iterator.py       | 108 +++++-
 litellm/router.py                             |   2 +
 litellm/types/llms/openai.py                  |   2 +-
 .../test_openai_responses_api.py              |  18 +-
 ...st_router_aresponses_streaming_fallback.py | 217 +++++++++++
 .../test_streaming_iterator_error_events.py   | 357 ++++++++++++++++++
 6 files changed, 691 insertions(+), 13 deletions(-)
 create mode 100644 tests/test_litellm/responses/test_streaming_iterator_error_events.py

diff --git a/litellm/responses/streaming_iterator.py b/litellm/responses/streaming_iterator.py
index 3618331f0f5..eb78e6f9c8d 100644
--- a/litellm/responses/streaming_iterator.py
+++ b/litellm/responses/streaming_iterator.py
@@ -17,6 +17,7 @@
     LITELLM_MAX_STREAMING_DURATION_SECONDS,
     STREAM_SSE_DONE_STRING,
 )
+from litellm.exceptions import MidStreamFallbackError
 from litellm.litellm_core_utils.asyncify import run_async_function
 from litellm.litellm_core_utils.core_helpers import process_response_headers
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
@@ -26,7 +27,7 @@
 )
 from litellm.litellm_core_utils.thread_pool_executor import executor
 from litellm.llms.base_llm.responses.transformation import BaseResponsesAPIConfig
-from litellm.responses.utils import ResponsesAPIRequestUtils
+from litellm.responses.utils import ResponseAPILoggingUtils, ResponsesAPIRequestUtils
 from litellm.types.llms.openai import ResponsesAPIStreamEvents
 from litellm.types.utils import CallTypes
 from litellm.utils import async_post_call_success_deployment_hook
@@ -47,6 +48,44 @@ def _log_background_task_failure(task: "asyncio.Task[Any]", *, task_name: str) -
         verbose_logger.error("%s failed: %s", task_name, exception)
 
 
+_CLIENT_ERROR_CODES: frozenset[str] = frozenset(
+    (
+        "invalid_request_error",
+        "context_length_exceeded",
+        "content_policy_violation",
+        "model_not_found",
+    )
+)
+
+
+def _error_event_fields(error_obj: object) -> tuple[str, Optional[str], Optional[str]]:
+    if isinstance(error_obj, dict):
+        raw_message = error_obj.get("message")
+        raw_type = error_obj.get("type")
+        raw_code = error_obj.get("code")
+    elif error_obj is not None:
+        raw_message = getattr(error_obj, "message", None)
+        raw_type = getattr(error_obj, "type", None)
+        raw_code = getattr(error_obj, "code", None)
+    else:
+        raw_message = None
+        raw_type = None
+        raw_code = None
+    message = str(raw_message) if raw_message is not None else "Response API in-stream error"
+    error_type = raw_type if isinstance(raw_type, str) else None
+    code = raw_code if isinstance(raw_code, str) else None
+    return message, error_type, code
+
+
+def _status_code_for_error_fields(error_type: Optional[str], error_code: Optional[str]) -> int:
+    fields = tuple(field for field in (error_type, error_code) if field is not None)
+    if any(field.startswith("rate_limit") or field == "insufficient_quota" for field in fields):
+        return 429
+    if any(field in _CLIENT_ERROR_CODES for field in fields):
+        return 400
+    return 500
+
+
 class BaseResponsesAPIStreamingIterator:
     """
     Base class for streaming iterators that process responses from the Responses API.
@@ -73,6 +112,8 @@ def __init__(
         self.completed_response: Optional[Any] = None
         self.start_time = getattr(logging_obj, "start_time", datetime.now())
         self._failure_handled = False  # Track if failure handler has been called
+        self._yielded_first_chunk = False
+        self._generated_content = ""
         self._completed_response_cached = False
         self._completed_response_logged = False
         self._completed_response_cache_hit: Optional[bool] = None
@@ -160,6 +201,10 @@ def _process_chunk(self, chunk) -> Optional[Any]:
 
                 # Encode container_id on streaming events so proxy/UI follow-ups route correctly
                 _event_type = getattr(openai_responses_api_chunk, "type", None)
+                if _event_type == ResponsesAPIStreamEvents.OUTPUT_TEXT_DELTA:
+                    _delta = getattr(openai_responses_api_chunk, "delta", None)
+                    if isinstance(_delta, str):
+                        self._generated_content += _delta
                 _stream_model_id = (
                     self.litellm_metadata.get("model_info", {}).get("id") if self.litellm_metadata else None
                 )
@@ -327,17 +372,66 @@ def _handle_logging_failed_response(self):
         """
         response_obj = getattr(self.completed_response, "response", None) if self.completed_response else None
         error_info = getattr(response_obj, "error", None) if response_obj else None
-        error_message = "Response failed"
-        if isinstance(error_info, dict):
-            error_message = error_info.get("message", str(error_info))
+        error_message, error_type, error_code = _error_event_fields(error_info)
+        self._record_failed_response_usage(response_obj)
         exception = litellm.APIError(
-            status_code=500,
+            status_code=_status_code_for_error_fields(error_type, error_code),
             message=error_message,
             llm_provider=self.custom_llm_provider or "",
             model=self.model or "",
         )
         self._handle_failure(exception)
 
+    def _record_failed_response_usage(self, response_obj: Optional[Any]) -> None:
+        if response_obj is None or self.logging_obj is None:
+            return
+        usage_obj = getattr(response_obj, "usage", None)
+        if usage_obj is None:
+            return
+        try:
+            self.logging_obj.model_call_details["combined_usage_object"] = (
+                ResponseAPILoggingUtils._transform_response_api_usage_to_chat_usage(usage_obj)
+            )
+        except (TypeError, ValueError) as usage_error:
+            verbose_logger.debug(
+                "could not record usage for failed responses stream: %s",
+                usage_error,
+            )
+            return
+        self.logging_obj.model_call_details["response_cost"] = (
+            self.logging_obj._response_cost_calculator(result=response_obj) or 0.0
+        )
+
+    def _maybe_raise_for_error_event(self, result: object) -> None:
+        chunk_type = getattr(result, "type", None)
+        if chunk_type not in ("error", "response.failed"):
+            return
+
+        error_obj: object = (
+            getattr(getattr(result, "response", None), "error", None)
+            if chunk_type == "response.failed"
+            else getattr(result, "error", None)
+        )
+
+        error_message, error_type, error_code = _error_event_fields(error_obj)
+        status_code = _status_code_for_error_fields(error_type, error_code)
+        mapped_exception = litellm.APIError(
+            status_code=status_code,
+            message=error_message,
+            llm_provider=self.custom_llm_provider or "",
+            model=self.model or "",
+        )
+        if 400 <= status_code < 500 and status_code != 429:
+            raise mapped_exception
+        raise MidStreamFallbackError(
+            message=str(mapped_exception),
+            model=self.model or "",
+            llm_provider=self.custom_llm_provider or "",
+            original_exception=mapped_exception,
+            generated_content=self._generated_content,
+            is_pre_first_chunk=not self._yielded_first_chunk,
+        )
+
     def _get_completed_response_object(self) -> Optional[Any]:
         openai_types = _get_openai_response_types()
         completed_response = self.completed_response
@@ -611,11 +705,13 @@ async def __anext__(self) -> Any:
                 if self.finished:
                     raise StopAsyncIteration
                 elif result is not None:
+                    self._maybe_raise_for_error_event(result)
                     # Await hook directly instead of run_async_function
                     # (which spawns a thread + event loop per call)
                     result = await self._call_post_streaming_deployment_hook(
                         chunk=result,
                     )
+                    self._yielded_first_chunk = True
                     return result
                 # If result is None, continue the loop to get the next chunk
 
@@ -685,11 +781,13 @@ def __next__(self):
                 if self.finished:
                     raise StopIteration
                 elif result is not None:
+                    self._maybe_raise_for_error_event(result)
                     # Sync path: use run_async_function for the hook
                     result = run_async_function(
                         async_function=self._call_post_streaming_deployment_hook,
                         chunk=result,
                     )
+                    self._yielded_first_chunk = True
                     return result
                 # If result is None, continue the loop to get the next chunk
 
diff --git a/litellm/router.py b/litellm/router.py
index 5ffe60c2da0..6e773a06c7f 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -2344,6 +2344,8 @@ def __init__(self, async_generator: AsyncGenerator):
                 self.completed_response = None
                 self.start_time = getattr(source_iterator, "start_time", datetime.now())
                 self._failure_handled = False
+                self._yielded_first_chunk = False
+                self._generated_content = ""
                 self._completed_response_cached = False
                 self._completed_response_logged = False
                 self._completed_response_cache_hit = None
diff --git a/litellm/types/llms/openai.py b/litellm/types/llms/openai.py
index 2a4a1d21772..daac1e4506f 100644
--- a/litellm/types/llms/openai.py
+++ b/litellm/types/llms/openai.py
@@ -1720,7 +1720,7 @@ class ErrorEventError(BaseLiteLLMOpenAIResponseObject):
     type: str  # e.g., 'invalid_request_error'
     code: str  # e.g., 'context_length_exceeded'
     message: str
-    param: Optional[str] = None
+    param: Optional[Union[str, Dict[str, Any]]] = None
 
 
 class ErrorEvent(BaseLiteLLMOpenAIResponseObject):
diff --git a/tests/llm_responses_api_testing/test_openai_responses_api.py b/tests/llm_responses_api_testing/test_openai_responses_api.py
index ea8b8fa886c..bd1517dbffb 100644
--- a/tests/llm_responses_api_testing/test_openai_responses_api.py
+++ b/tests/llm_responses_api_testing/test_openai_responses_api.py
@@ -1628,23 +1628,27 @@ async def test_openai_responses_api_token_limit_error():
     """
     Relevant issue: https://github.com/BerriAI/litellm/issues/15785
 
-
-    When this fails you'll see:
-    "pydantic_core._pydantic_core.ValidationError: 3 validation errors for ErrorEvent"
-    in the console.
+    Parsing the in-stream ErrorEvent must not raise
+    "pydantic_core._pydantic_core.ValidationError: 3 validation errors for ErrorEvent".
+    The iterator now surfaces the event as litellm.APIError with status 400
+    (invalid_request_error is a non-retriable client error, so no
+    MidStreamFallbackError wrapping) carrying the provider's message.
     """
     litellm._turn_on_debug()
 
     # Generate text with >400k tokens to trigger token limit error
     oversized_text = "This is a test sentence. " * 50000  # ~400k tokens
 
-    # This will raise ValidationError instead of showing the real error
     response = await litellm.aresponses(
         model="gpt-5-mini", input=oversized_text, stream=True
     )
 
-    async for event in response:
-        print(event)  # Never reaches here - ValidationError is raised
+    with pytest.raises(litellm.APIError) as exc_info:
+        async for event in response:
+            print(event)
+
+    assert exc_info.value.status_code == 400
+    assert "exceeds the context window" in str(exc_info.value)
 
 
 async def test_openai_streaming_logging():
diff --git a/tests/router_unit_tests/test_router_aresponses_streaming_fallback.py b/tests/router_unit_tests/test_router_aresponses_streaming_fallback.py
index 25bf79cd575..2fb7bdfceb5 100644
--- a/tests/router_unit_tests/test_router_aresponses_streaming_fallback.py
+++ b/tests/router_unit_tests/test_router_aresponses_streaming_fallback.py
@@ -266,3 +266,220 @@ async def fake_original(**_kwargs):
         )
     assert out is wrapped
     mock_wrap.assert_awaited_once()
+
+
+@pytest.mark.asyncio
+async def test_aresponses_fallback_on_in_stream_error_event():
+    """A retriable in-stream error event (429) must trigger the router's mid-stream
+    fallback path: the wrapper catches MidStreamFallbackError raised by the source
+    iterator and yields the fallback stream instead of surfacing the error."""
+    import json
+    from unittest.mock import Mock
+
+    import litellm
+    from litellm.exceptions import MidStreamFallbackError
+    from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
+    from litellm.llms.base_llm.responses.transformation import BaseResponsesAPIConfig
+    from litellm.responses.streaming_iterator import ResponsesAPIStreamingIterator
+    from litellm.types.llms.openai import ErrorEvent, ErrorEventError
+
+    router = _make_router()
+
+    error_payload = {
+        "type": "error",
+        "error": {"type": "tokens", "code": "rate_limit_exceeded", "message": "rate limited"},
+    }
+    sse_bytes = f"data: {json.dumps(error_payload)}\n\n".encode()
+
+    async def mock_aiter_bytes():
+        yield sse_bytes
+
+    mock_response = Mock()
+    mock_response.headers = {}
+    mock_response.aiter_bytes = mock_aiter_bytes
+    mock_logging_obj = MagicMock(spec=LiteLLMLoggingObj)
+    mock_logging_obj.model_call_details = {"litellm_params": {}}
+    mock_logging_obj.completion_start_time = None
+    mock_config = Mock(spec=BaseResponsesAPIConfig)
+    mock_config.transform_streaming_response.return_value = ErrorEvent(
+        type=ResponsesAPIStreamEvents.ERROR,
+        sequence_number=0,
+        error=ErrorEventError(type="tokens", code="rate_limit_exceeded", message="rate limited"),
+    )
+
+    source = ResponsesAPIStreamingIterator(
+        response=mock_response,
+        model="gpt-5",
+        responses_api_provider_config=mock_config,
+        logging_obj=mock_logging_obj,
+        custom_llm_provider="openai",
+    )
+
+    fallback_event = _make_completed_event(1, 1, 2)
+
+    class _FallbackStream:
+        def __init__(self) -> None:
+            self._done = False
+
+        def __aiter__(self):
+            return self
+
+        async def __anext__(self):
+            if self._done:
+                raise StopAsyncIteration
+            self._done = True
+            return fallback_event
+
+    with patch.object(
+        router,
+        "async_function_with_fallbacks_common_utils",
+        new=AsyncMock(return_value=_FallbackStream()),
+    ) as mock_fallback:
+        wrapped = await router._aresponses_streaming_iterator(
+            response=source,
+            initial_kwargs={"model": "primary", "input": "original question"},
+        )
+        collected = [ev async for ev in wrapped]
+
+    assert collected == [fallback_event]
+    mock_fallback.assert_awaited_once()
+    raised = mock_fallback.await_args.kwargs["e"]
+    assert isinstance(raised, MidStreamFallbackError)
+    assert raised.status_code == 429
+    assert isinstance(raised.original_exception, litellm.APIError)
+    assert raised.original_exception.status_code == 429
+    assert mock_fallback.await_args.kwargs["kwargs"]["input"] == "original question"
+
+
+@pytest.mark.asyncio
+async def test_aresponses_fallback_uses_continuation_input_after_partial_content():
+    """When output text was already streamed before the error, the fallback re-entry
+    must carry a continuation input with the partial assistant text instead of
+    retrying the original input from scratch (which would duplicate streamed content)."""
+    import json
+    from unittest.mock import Mock
+
+    from litellm.exceptions import MidStreamFallbackError
+    from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
+    from litellm.llms.base_llm.responses.transformation import BaseResponsesAPIConfig
+    from litellm.responses.streaming_iterator import ResponsesAPIStreamingIterator
+    from litellm.types.llms.openai import ErrorEvent, ErrorEventError
+
+    router = _make_router()
+
+    events = [
+        {"type": "response.output_text.delta", "delta": "partial answer"},
+        {"type": "error", "error": {"type": "server_error", "code": "internal_error", "message": "boom"}},
+    ]
+    sse_payload = b"".join(f"data: {json.dumps(event)}\n\n".encode() for event in events)
+
+    async def mock_aiter_bytes():
+        yield sse_payload
+
+    mock_response = Mock()
+    mock_response.headers = {}
+    mock_response.aiter_bytes = mock_aiter_bytes
+    mock_logging_obj = MagicMock(spec=LiteLLMLoggingObj)
+    mock_logging_obj.model_call_details = {"litellm_params": {}}
+    mock_logging_obj.completion_start_time = None
+    mock_config = Mock(spec=BaseResponsesAPIConfig)
+
+    def transform(model, parsed_chunk, logging_obj):
+        if parsed_chunk.get("type") == "error":
+            return ErrorEvent(
+                type=ResponsesAPIStreamEvents.ERROR,
+                sequence_number=0,
+                error=ErrorEventError(**parsed_chunk["error"]),
+            )
+        delta_event = Mock()
+        delta_event.type = ResponsesAPIStreamEvents.OUTPUT_TEXT_DELTA
+        delta_event.delta = parsed_chunk["delta"]
+        return delta_event
+
+    mock_config.transform_streaming_response.side_effect = transform
+
+    source = ResponsesAPIStreamingIterator(
+        response=mock_response,
+        model="gpt-5",
+        responses_api_provider_config=mock_config,
+        logging_obj=mock_logging_obj,
+        custom_llm_provider="openai",
+    )
+
+    fallback_event = _make_completed_event(1, 1, 2)
+
+    class _FallbackStream:
+        def __init__(self) -> None:
+            self._done = False
+
+        def __aiter__(self):
+            return self
+
+        async def __anext__(self):
+            if self._done:
+                raise StopAsyncIteration
+            self._done = True
+            return fallback_event
+
+    with patch.object(
+        router,
+        "async_function_with_fallbacks_common_utils",
+        new=AsyncMock(return_value=_FallbackStream()),
+    ) as mock_fallback:
+        wrapped = await router._aresponses_streaming_iterator(
+            response=source,
+            initial_kwargs={"model": "primary", "input": "original question"},
+        )
+        collected = [ev async for ev in wrapped]
+
+    assert collected[-1] == fallback_event
+    raised = mock_fallback.await_args.kwargs["e"]
+    assert isinstance(raised, MidStreamFallbackError)
+    assert raised.is_pre_first_chunk is False
+    assert raised.generated_content == "partial answer"
+    continuation = mock_fallback.await_args.kwargs["kwargs"]["input"]
+    assert isinstance(continuation, list)
+    assert continuation[0]["content"][0]["text"] == "original question"
+    assert continuation[-2]["role"] == "developer"
+    assert continuation[-1]["role"] == "assistant"
+    assert continuation[-1]["content"][0]["text"] == "partial answer"
+
+
+@pytest.mark.asyncio
+async def test_aresponses_client_error_event_skips_fallback():
+    """A 400-mapped in-stream error (raised as APIError, not MidStreamFallbackError)
+    must surface to the caller without invoking the router's fallback path."""
+    import litellm
+
+    router = _make_router()
+
+    class _ClientErrorSource:
+        completed_response = None
+
+        def __aiter__(self):
+            return self
+
+        async def __anext__(self):
+            raise litellm.APIError(
+                status_code=400,
+                message="bad request",
+                llm_provider="openai",
+                model="gpt-5",
+            )
+
+    wrapped = await router._aresponses_streaming_iterator(
+        response=_ClientErrorSource(),
+        initial_kwargs={"model": "primary"},
+    )
+
+    with patch.object(
+        router,
+        "async_function_with_fallbacks_common_utils",
+        new=AsyncMock(),
+    ) as mock_fallback:
+        with pytest.raises(litellm.APIError) as exc_info:
+            async for _ in wrapped:
+                pass
+
+    assert exc_info.value.status_code == 400
+    mock_fallback.assert_not_awaited()
diff --git a/tests/test_litellm/responses/test_streaming_iterator_error_events.py b/tests/test_litellm/responses/test_streaming_iterator_error_events.py
new file mode 100644
index 00000000000..1a2dcd0fcb7
--- /dev/null
+++ b/tests/test_litellm/responses/test_streaming_iterator_error_events.py
@@ -0,0 +1,357 @@
+"""
+Regression: in-stream error events (type="error", type="response.failed") must
+raise instead of being returned as benign chunks, mirroring chat streaming
+semantics (_handle_stream_fallback_error): non-retriable 4xx (except 429)
+raise litellm.APIError directly; 429 and 5xx are wrapped in
+MidStreamFallbackError so the Router's mid-stream fallback machinery fires.
+
+Status mapping must consider both the OpenAI error `type` (e.g.
+"invalid_request_error") and `code` (e.g. "invalid_prompt",
+"rate_limit_exceeded") fields — previously only `code` was read, so
+type-classified client errors fell through to 500.
+
+Also covers: ErrorEventError.param must accept dict payloads without raising a
+Pydantic ValidationError (previously typed as Optional[str]).
+"""
+
+import json
+import os
+import sys
+from unittest.mock import Mock, patch
+
+import pytest
+
+sys.path.insert(0, os.path.abspath("../.."))
+
+import litellm
+from litellm.exceptions import MidStreamFallbackError
+from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
+from litellm.llms.base_llm.responses.transformation import BaseResponsesAPIConfig
+from litellm.responses.streaming_iterator import (
+    BaseResponsesAPIStreamingIterator,
+    ResponsesAPIStreamingIterator,
+    SyncResponsesAPIStreamingIterator,
+)
+from litellm.types.llms.openai import (
+    ErrorEvent,
+    ErrorEventError,
+    ResponseAPIUsage,
+    ResponsesAPIStreamEvents,
+)
+
+
+def _make_iterator() -> BaseResponsesAPIStreamingIterator:
+    mock_logging_obj = Mock(spec=LiteLLMLoggingObj)
+    mock_logging_obj.model_call_details = {"litellm_params": {}}
+    mock_config = Mock(spec=BaseResponsesAPIConfig)
+    mock_response = Mock()
+    mock_response.headers = {}
+    return BaseResponsesAPIStreamingIterator(
+        response=mock_response,
+        model="gpt-5",
+        responses_api_provider_config=mock_config,
+        logging_obj=mock_logging_obj,
+        custom_llm_provider="openai",
+    )
+
+
+def _make_error_chunk(error_type: str, code: str, message: str = "err") -> ErrorEvent:
+    error_obj = ErrorEventError(type=error_type, code=code, message=message)
+    return ErrorEvent(type=ResponsesAPIStreamEvents.ERROR, sequence_number=0, error=error_obj)
+
+
+def test_maybe_raise_for_error_event_wraps_unknown_error_in_mid_stream_fallback():
+    iterator = _make_iterator()
+    chunk = _make_error_chunk("server_error", "internal_error", "something went wrong")
+    with pytest.raises(MidStreamFallbackError) as exc_info:
+        iterator._maybe_raise_for_error_event(chunk)
+    assert exc_info.value.status_code == 500
+    assert isinstance(exc_info.value.original_exception, litellm.APIError)
+    assert exc_info.value.original_exception.status_code == 500
+
+
+def test_maybe_raise_for_error_event_maps_rate_limit_code_to_429_mid_stream_fallback():
+    """429 is retriable: it must be wrapped so the Router can fall back, carrying the mapped APIError."""
+    iterator = _make_iterator()
+    chunk = _make_error_chunk("tokens", "rate_limit_exceeded", "Too many requests")
+    with pytest.raises(MidStreamFallbackError) as exc_info:
+        iterator._maybe_raise_for_error_event(chunk)
+    assert exc_info.value.status_code == 429
+    assert exc_info.value.generated_content == ""
+    assert exc_info.value.is_pre_first_chunk is True
+    assert isinstance(exc_info.value.original_exception, litellm.APIError)
+    assert exc_info.value.original_exception.status_code == 429
+
+
+def test_maybe_raise_for_error_event_maps_invalid_request_type_to_400():
+    """Client errors classified via the `type` field must raise APIError directly (no fallback)."""
+    iterator = _make_iterator()
+    chunk = _make_error_chunk("invalid_request_error", "invalid_prompt", "bad request")
+    with pytest.raises(litellm.APIError) as exc_info:
+        iterator._maybe_raise_for_error_event(chunk)
+    assert exc_info.value.status_code == 400
+    assert not isinstance(exc_info.value, MidStreamFallbackError)
+
+
+def test_maybe_raise_for_error_event_maps_context_length_code_to_400():
+    """Client errors classified via the `code` field alone must still map to 400."""
+    iterator = _make_iterator()
+    chunk = Mock()
+    chunk.type = "error"
+    chunk.error = {"code": "context_length_exceeded", "message": "too long"}
+    with pytest.raises(litellm.APIError) as exc_info:
+        iterator._maybe_raise_for_error_event(chunk)
+    assert exc_info.value.status_code == 400
+    assert not isinstance(exc_info.value, MidStreamFallbackError)
+
+
+def test_maybe_raise_for_error_event_maps_insufficient_quota_to_429():
+    """OpenAI returns HTTP 429 for insufficient_quota; it must not map to 400 even though its type
+    is invalid_request_error-adjacent, and it must be wrapped for fallback."""
+    iterator = _make_iterator()
+    chunk = _make_error_chunk("invalid_request_error", "insufficient_quota", "You exceeded your current quota")
+    with pytest.raises(MidStreamFallbackError) as exc_info:
+        iterator._maybe_raise_for_error_event(chunk)
+    assert exc_info.value.status_code == 429
+
+
+def test_maybe_raise_for_error_event_passes_through_normal_chunk():
+    iterator = _make_iterator()
+    chunk = Mock()
+    chunk.type = ResponsesAPIStreamEvents.OUTPUT_TEXT_DELTA
+    iterator._maybe_raise_for_error_event(chunk)  # must not raise
+
+
+def test_error_event_error_param_accepts_dict():
+    error_obj = ErrorEventError(
+        type="invalid_request_error",
+        code="context_length_exceeded",
+        message="too long",
+        param={"field": "messages", "index": 0},
+    )
+    assert isinstance(error_obj.param, dict)
+
+
+def _make_async_iterator_with_events(events: list) -> ResponsesAPIStreamingIterator:
+    sse_payload = b"".join(f"data: {json.dumps(event)}\n\n".encode() for event in events)
+
+    async def mock_aiter_bytes():
+        yield sse_payload
+
+    mock_response = Mock()
+    mock_response.headers = {}
+    mock_response.aiter_bytes = mock_aiter_bytes
+    mock_logging_obj = Mock(spec=LiteLLMLoggingObj)
+    mock_logging_obj.model_call_details = {"litellm_params": {}}
+    mock_logging_obj.completion_start_time = None
+    mock_config = Mock(spec=BaseResponsesAPIConfig)
+
+    def transform(model, parsed_chunk, logging_obj):
+        if parsed_chunk.get("type") == "error":
+            return ErrorEvent(
+                type=ResponsesAPIStreamEvents.ERROR,
+                sequence_number=0,
+                error=ErrorEventError(**parsed_chunk["error"]),
+            )
+        delta_event = Mock()
+        delta_event.type = ResponsesAPIStreamEvents.OUTPUT_TEXT_DELTA
+        delta_event.delta = parsed_chunk.get("delta", "")
+        return delta_event
+
+    mock_config.transform_streaming_response.side_effect = transform
+
+    return ResponsesAPIStreamingIterator(
+        response=mock_response,
+        model="gpt-5",
+        responses_api_provider_config=mock_config,
+        logging_obj=mock_logging_obj,
+        custom_llm_provider="openai",
+    )
+
+
+@pytest.mark.asyncio
+async def test_async_iterator_raises_mid_stream_fallback_on_rate_limit_error_event():
+    iterator = _make_async_iterator_with_events(
+        [
+            {
+                "type": "error",
+                "error": {"type": "tokens", "code": "rate_limit_exceeded", "message": "rate limited"},
+            }
+        ]
+    )
+
+    with pytest.raises(MidStreamFallbackError) as exc_info:
+        async for _ in iterator:
+            pass
+    assert exc_info.value.status_code == 429
+    assert exc_info.value.is_pre_first_chunk is True
+    assert exc_info.value.generated_content == ""
+    assert isinstance(exc_info.value.original_exception, litellm.APIError)
+    assert exc_info.value.original_exception.status_code == 429
+
+
+@pytest.mark.asyncio
+async def test_async_iterator_error_after_first_chunk_carries_generated_content():
+    """An error after streamed output must expose the accumulated text so the router's
+    fallback can build a continuation input instead of restarting from scratch."""
+    iterator = _make_async_iterator_with_events(
+        [
+            {"type": "response.output_text.delta", "delta": "hello "},
+            {"type": "response.output_text.delta", "delta": "world"},
+            {
+                "type": "error",
+                "error": {"type": "server_error", "code": "internal_error", "message": "boom"},
+            },
+        ]
+    )
+
+    chunks = []
+    with pytest.raises(MidStreamFallbackError) as exc_info:
+        async for chunk in iterator:
+            chunks.append(chunk)
+    assert len(chunks) == 2
+    assert exc_info.value.status_code == 500
+    assert exc_info.value.is_pre_first_chunk is False
+    assert exc_info.value.generated_content == "hello world"
+
+
+def test_maybe_raise_for_response_failed_event_with_dict_error():
+    """response.failed chunks carry a dict error on .response.error; covers dict branch."""
+    iterator = _make_iterator()
+    mock_response_obj = Mock()
+    mock_response_obj.error = {"type": "tokens", "code": "rate_limit_exceeded", "message": "throttled"}
+    chunk = Mock()
+    chunk.type = "response.failed"
+    chunk.response = mock_response_obj
+    with pytest.raises(MidStreamFallbackError) as exc_info:
+        iterator._maybe_raise_for_error_event(chunk)
+    assert exc_info.value.status_code == 429
+
+
+def test_maybe_raise_for_error_event_null_error_obj():
+    """error chunk with no error field: message and code default; wrapped as 500."""
+    iterator = _make_iterator()
+    chunk = Mock()
+    chunk.type = "error"
+    chunk.error = None
+    with pytest.raises(MidStreamFallbackError) as exc_info:
+        iterator._maybe_raise_for_error_event(chunk)
+    assert exc_info.value.status_code == 500
+    assert "Response API in-stream error" in str(exc_info.value)
+
+
+def _make_failed_chunk(error: dict, usage: ResponseAPIUsage | None = None) -> Mock:
+    mock_response_obj = Mock()
+    mock_response_obj.error = error
+    mock_response_obj.usage = usage
+    chunk = Mock()
+    chunk.type = "response.failed"
+    chunk.response = mock_response_obj
+    return chunk
+
+
+def test_handle_logging_failed_response_maps_rate_limit_to_429():
+    """The exception logged to failure handlers must carry the mapped status, not a hardcoded 500."""
+    iterator = _make_iterator()
+    iterator.completed_response = _make_failed_chunk(
+        {"type": "tokens", "code": "rate_limit_exceeded", "message": "throttled"}
+    )
+    with (
+        patch("litellm.responses.streaming_iterator.run_async_function") as mock_run_async,
+        patch("litellm.responses.streaming_iterator.executor"),
+    ):
+        iterator._handle_logging_failed_response()
+    logged_exception = mock_run_async.call_args.kwargs["exception"]
+    assert isinstance(logged_exception, litellm.APIError)
+    assert logged_exception.status_code == 429
+    assert "throttled" in str(logged_exception)
+
+
+def test_handle_logging_failed_response_maps_type_field_to_400():
+    """Status derivation for failed-response logging must also read the error `type` field."""
+    iterator = _make_iterator()
+    iterator.completed_response = _make_failed_chunk(
+        {"type": "invalid_request_error", "code": "invalid_prompt", "message": "bad prompt"}
+    )
+    with (
+        patch("litellm.responses.streaming_iterator.run_async_function") as mock_run_async,
+        patch("litellm.responses.streaming_iterator.executor"),
+    ):
+        iterator._handle_logging_failed_response()
+    logged_exception = mock_run_async.call_args.kwargs["exception"]
+    assert isinstance(logged_exception, litellm.APIError)
+    assert logged_exception.status_code == 400
+
+
+def test_handle_logging_failed_response_records_usage_and_cost():
+    """Usage on a response.failed event must reach failure spend accounting via combined_usage_object."""
+    iterator = _make_iterator()
+    usage = ResponseAPIUsage(input_tokens=10, output_tokens=5, total_tokens=15)
+    chunk = _make_failed_chunk(
+        {"type": "server_error", "code": "server_error", "message": "boom"},
+        usage=usage,
+    )
+    iterator.completed_response = chunk
+    iterator.logging_obj._response_cost_calculator.return_value = 0.0042
+    with (
+        patch("litellm.responses.streaming_iterator.run_async_function"),
+        patch("litellm.responses.streaming_iterator.executor"),
+    ):
+        iterator._handle_logging_failed_response()
+    combined_usage = iterator.logging_obj.model_call_details["combined_usage_object"]
+    assert isinstance(combined_usage, litellm.Usage)
+    assert combined_usage.prompt_tokens == 10
+    assert combined_usage.completion_tokens == 5
+    assert combined_usage.total_tokens == 15
+    assert iterator.logging_obj.model_call_details["response_cost"] == 0.0042
+    iterator.logging_obj._response_cost_calculator.assert_called_once_with(result=chunk.response)
+
+
+def test_handle_logging_failed_response_without_usage_skips_recording():
+    iterator = _make_iterator()
+    iterator.completed_response = _make_failed_chunk(
+        {"type": "server_error", "code": "server_error", "message": "boom"}
+    )
+    with (
+        patch("litellm.responses.streaming_iterator.run_async_function"),
+        patch("litellm.responses.streaming_iterator.executor"),
+    ):
+        iterator._handle_logging_failed_response()
+    assert "combined_usage_object" not in iterator.logging_obj.model_call_details
+    iterator.logging_obj._response_cost_calculator.assert_not_called()
+
+
+def test_sync_iterator_raises_mid_stream_fallback_on_rate_limit_error_event():
+    """SyncResponsesAPIStreamingIterator must wrap retriable error events for fallback."""
+    error_payload = {
+        "type": "error",
+        "error": {"type": "tokens", "code": "rate_limit_exceeded", "message": "throttled"},
+    }
+    sse_bytes = f"data: {json.dumps(error_payload)}\n\n".encode()
+
+    mock_response = Mock()
+    mock_response.headers = {}
+    mock_response.iter_bytes.return_value = iter([sse_bytes])
+    mock_logging_obj = Mock(spec=LiteLLMLoggingObj)
+    mock_logging_obj.model_call_details = {"litellm_params": {}}
+    mock_logging_obj.completion_start_time = None
+    mock_config = Mock(spec=BaseResponsesAPIConfig)
+
+    error_obj = ErrorEventError(type="tokens", code="rate_limit_exceeded", message="throttled")
+    mock_config.transform_streaming_response.return_value = ErrorEvent(
+        type=ResponsesAPIStreamEvents.ERROR, sequence_number=0, error=error_obj
+    )
+
+    iterator = SyncResponsesAPIStreamingIterator(
+        response=mock_response,
+        model="gpt-5",
+        responses_api_provider_config=mock_config,
+        logging_obj=mock_logging_obj,
+        custom_llm_provider="openai",
+    )
+
+    with pytest.raises(MidStreamFallbackError) as exc_info:
+        for _ in iterator:
+            pass
+    assert exc_info.value.status_code == 429
+    assert isinstance(exc_info.value.original_exception, litellm.APIError)

From 1ab1515d9e1ee5c0633aba4da7e8d3733c1c96a6 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Fri, 10 Jul 2026 20:25:47 -0700
Subject: [PATCH 292/370] fix(prometheus): skip budget metric DB lookups when
 gauges are NoOpMetric (#32834)

adds a top-level guard in _increment_remaining_budget_metrics that returns early
when all four budget gauges are NoOpMetric (excluded from prometheus_metrics_config),
and per-entity guards in each _set_*_budget_metrics_after_api_request helper for
partial disabling. eliminates four async DB/cache round-trips per successful LLM
request when budget metrics are disabled.

Co-authored-by: Deepanshu <deepanshu.lulla@alpha-sense.com>
---
 litellm/integrations/prometheus.py            |  20 +
 .../test_prometheus_budget_metric_guard.py    | 359 ++++++++++++++++++
 2 files changed, 379 insertions(+)
 create mode 100644 tests/test_litellm/integrations/test_prometheus_budget_metric_guard.py

diff --git a/litellm/integrations/prometheus.py b/litellm/integrations/prometheus.py
index 60fc021a6a8..f575372fc3d 100644
--- a/litellm/integrations/prometheus.py
+++ b/litellm/integrations/prometheus.py
@@ -1618,6 +1618,14 @@ async def _increment_remaining_budget_metrics(
         user_id: Optional[str] = None,
         user_api_key_org_id: Optional[str] = None,
     ):
+        if (
+            isinstance(self.litellm_remaining_team_budget_metric, NoOpMetric)
+            and isinstance(self.litellm_remaining_api_key_budget_metric, NoOpMetric)
+            and isinstance(self.litellm_remaining_user_budget_metric, NoOpMetric)
+            and isinstance(self.litellm_remaining_org_budget_metric, NoOpMetric)
+        ):
+            return
+
         _metadata = litellm_params.get("metadata") or {}
         _team_spend = _metadata.get("user_api_key_team_spend", None)
         _team_max_budget = _metadata.get("user_api_key_team_max_budget", None)
@@ -3332,6 +3340,9 @@ async def _set_team_budget_metrics_after_api_request(
             - looks up team info from db if not available in metadata
         - Set team budget metrics
         """
+        if isinstance(self.litellm_remaining_team_budget_metric, NoOpMetric):
+            return
+
         if user_api_team:
             team_object = await self._assemble_team_object(
                 team_id=user_api_team,
@@ -3453,6 +3464,9 @@ async def _set_org_budget_metrics_after_api_request(
         - Fetches org info via cache (get_org_object)
         - Sets org budget metrics
         """
+        if isinstance(self.litellm_remaining_org_budget_metric, NoOpMetric):
+            return
+
         if not org_id:
             return
 
@@ -3582,6 +3596,9 @@ async def _set_api_key_budget_metrics_after_api_request(
         key_max_budget: Optional[float],
         key_spend: Optional[float],
     ):
+        if isinstance(self.litellm_remaining_api_key_budget_metric, NoOpMetric):
+            return
+
         if user_api_key:
             user_api_key_dict = await self._assemble_key_object(
                 user_api_key=user_api_key,
@@ -3642,6 +3659,9 @@ async def _set_user_budget_metrics_after_api_request(
             - looks up user info from db if not available in metadata
         - Set user budget metrics
         """
+        if isinstance(self.litellm_remaining_user_budget_metric, NoOpMetric):
+            return
+
         if user_id:
             user_object = await self._assemble_user_object(
                 user_id=user_id,
diff --git a/tests/test_litellm/integrations/test_prometheus_budget_metric_guard.py b/tests/test_litellm/integrations/test_prometheus_budget_metric_guard.py
new file mode 100644
index 00000000000..ef844c80d4d
--- /dev/null
+++ b/tests/test_litellm/integrations/test_prometheus_budget_metric_guard.py
@@ -0,0 +1,359 @@
+"""
+Unit tests for the NoOpMetric guard in _increment_remaining_budget_metrics
+and the per-entity guards in _set_*_budget_metrics_after_api_request.
+
+Regression tests that the specific bug can never happen again:
+when budget gauges are excluded from prometheus_metrics_config (and therefore
+created as NoOpMetric instances), the DB/cache lookup helpers must not be called.
+"""
+
+from unittest.mock import AsyncMock, MagicMock, patch
+
+import pytest
+from prometheus_client import REGISTRY
+
+import litellm
+from litellm.integrations.prometheus import PrometheusLogger
+from litellm.types.integrations.prometheus import NoOpMetric
+
+_BUDGET_EXCLUDED_CONFIG = [
+    {
+        "group": "core-only",
+        "metrics": [
+            "litellm_requests_metric",
+            "litellm_total_tokens_metric",
+        ],
+    }
+]
+
+
+@pytest.fixture(autouse=True)
+def cleanup_prometheus_registry():
+    old_config = litellm.prometheus_metrics_config
+    for collector in list(REGISTRY._collector_to_names.keys()):
+        try:
+            REGISTRY.unregister(collector)
+        except Exception:
+            pass
+    yield
+    litellm.prometheus_metrics_config = old_config
+    for collector in list(REGISTRY._collector_to_names.keys()):
+        try:
+            REGISTRY.unregister(collector)
+        except Exception:
+            pass
+
+
+def make_logger_with_budget_metrics_disabled() -> PrometheusLogger:
+    litellm.prometheus_metrics_config = _BUDGET_EXCLUDED_CONFIG
+    return PrometheusLogger()
+
+
+def make_logger_with_all_metrics_enabled() -> PrometheusLogger:
+    litellm.prometheus_metrics_config = None
+    return PrometheusLogger()
+
+
+COMMON_KWARGS = dict(
+    user_api_team="team-123",
+    user_api_team_alias="my-team",
+    user_api_key="hashed-key",
+    user_api_key_alias="my-key",
+    litellm_params={"metadata": {}},
+    response_cost=0.001,
+    user_id="user-1",
+    user_api_key_org_id="org-1",
+)
+
+
+class TestBudgetGaugesAreNoopWhenExcluded:
+    def test_team_gauge_is_noop(self):
+        logger = make_logger_with_budget_metrics_disabled()
+        assert isinstance(logger.litellm_remaining_team_budget_metric, NoOpMetric)
+
+    def test_api_key_gauge_is_noop(self):
+        logger = make_logger_with_budget_metrics_disabled()
+        assert isinstance(logger.litellm_remaining_api_key_budget_metric, NoOpMetric)
+
+    def test_user_gauge_is_noop(self):
+        logger = make_logger_with_budget_metrics_disabled()
+        assert isinstance(logger.litellm_remaining_user_budget_metric, NoOpMetric)
+
+    def test_org_gauge_is_noop(self):
+        logger = make_logger_with_budget_metrics_disabled()
+        assert isinstance(logger.litellm_remaining_org_budget_metric, NoOpMetric)
+
+    def test_gauges_are_real_when_all_metrics_enabled(self):
+        logger = make_logger_with_all_metrics_enabled()
+        assert not isinstance(logger.litellm_remaining_team_budget_metric, NoOpMetric)
+        assert not isinstance(logger.litellm_remaining_api_key_budget_metric, NoOpMetric)
+        assert not isinstance(logger.litellm_remaining_user_budget_metric, NoOpMetric)
+        assert not isinstance(logger.litellm_remaining_org_budget_metric, NoOpMetric)
+
+
+class TestTopLevelGuard:
+    @pytest.mark.asyncio
+    async def test_no_db_lookups_when_all_budget_gauges_are_noop(self):
+        """Regression: _increment_remaining_budget_metrics must return early
+        without any I/O when all four budget gauges are NoOpMetric."""
+        logger = make_logger_with_budget_metrics_disabled()
+
+        assemble_team = AsyncMock(return_value=MagicMock())
+        assemble_key = AsyncMock(return_value=MagicMock())
+        assemble_user = AsyncMock(return_value=MagicMock())
+
+        with (
+            patch.object(logger, "_assemble_team_object", assemble_team),
+            patch.object(logger, "_assemble_key_object", assemble_key),
+            patch.object(logger, "_assemble_user_object", assemble_user),
+        ):
+            await logger._increment_remaining_budget_metrics(**COMMON_KWARGS)
+
+        assemble_team.assert_not_called()
+        assemble_key.assert_not_called()
+        assemble_user.assert_not_called()
+
+    @pytest.mark.asyncio
+    async def test_db_lookups_run_when_budget_gauges_are_real(self):
+        """When budget gauges are real Prometheus metrics, the assemble helpers
+        must be called so I/O proceeds normally."""
+        logger = make_logger_with_all_metrics_enabled()
+
+        assemble_team = AsyncMock(
+            return_value=MagicMock(
+                team_id="team-123",
+                team_alias="my-team",
+                spend=0.001,
+                max_budget=None,
+                budget_reset_at=None,
+            )
+        )
+        assemble_key = AsyncMock(
+            return_value=MagicMock(
+                token="hashed-key",
+                key_alias="my-key",
+                spend=0.001,
+                max_budget=None,
+                budget_reset_at=None,
+            )
+        )
+        assemble_user = AsyncMock(
+            return_value=MagicMock(
+                user_id="user-1",
+                spend=0.001,
+                max_budget=None,
+                budget_reset_at=None,
+                user_email=None,
+                user_alias=None,
+            )
+        )
+
+        with (
+            patch.object(logger, "_assemble_team_object", assemble_team),
+            patch.object(logger, "_assemble_key_object", assemble_key),
+            patch.object(logger, "_assemble_user_object", assemble_user),
+            patch.object(logger, "_set_team_budget_metrics", MagicMock()),
+            patch.object(logger, "_set_key_budget_metrics", MagicMock()),
+            patch.object(logger, "_set_user_budget_metrics", MagicMock()),
+            patch.object(logger, "_set_org_budget_metrics_after_api_request", AsyncMock()),
+        ):
+            await logger._increment_remaining_budget_metrics(**COMMON_KWARGS)
+
+        assemble_team.assert_called_once()
+        assemble_key.assert_called_once()
+        assemble_user.assert_called_once()
+
+
+class TestPerEntityGuards:
+    @pytest.mark.asyncio
+    async def test_team_guard_skips_lookup_when_team_gauge_is_noop(self):
+        """Per-entity guard: team assemble helper is not called when team gauge is NoOp,
+        even when key and user gauges are real."""
+        logger = make_logger_with_all_metrics_enabled()
+        logger.litellm_remaining_team_budget_metric = NoOpMetric()
+
+        assemble_team = AsyncMock(return_value=MagicMock())
+        assemble_key = AsyncMock(
+            return_value=MagicMock(
+                token="hashed-key",
+                key_alias="my-key",
+                spend=0.001,
+                max_budget=None,
+                budget_reset_at=None,
+            )
+        )
+        assemble_user = AsyncMock(
+            return_value=MagicMock(
+                user_id="user-1",
+                spend=0.001,
+                max_budget=None,
+                budget_reset_at=None,
+                user_email=None,
+                user_alias=None,
+            )
+        )
+
+        with (
+            patch.object(logger, "_assemble_team_object", assemble_team),
+            patch.object(logger, "_assemble_key_object", assemble_key),
+            patch.object(logger, "_assemble_user_object", assemble_user),
+            patch.object(logger, "_set_team_budget_metrics", MagicMock()),
+            patch.object(logger, "_set_key_budget_metrics", MagicMock()),
+            patch.object(logger, "_set_user_budget_metrics", MagicMock()),
+            patch.object(logger, "_set_org_budget_metrics_after_api_request", AsyncMock()),
+        ):
+            await logger._increment_remaining_budget_metrics(**COMMON_KWARGS)
+
+        assemble_team.assert_not_called()
+        assemble_key.assert_called_once()
+        assemble_user.assert_called_once()
+
+    @pytest.mark.asyncio
+    async def test_key_guard_skips_lookup_when_key_gauge_is_noop(self):
+        """Per-entity guard: key assemble helper is not called when key gauge is NoOp,
+        even when team and user gauges are real."""
+        logger = make_logger_with_all_metrics_enabled()
+        logger.litellm_remaining_api_key_budget_metric = NoOpMetric()
+
+        assemble_team = AsyncMock(
+            return_value=MagicMock(
+                team_id="team-123",
+                team_alias="my-team",
+                spend=0.001,
+                max_budget=None,
+                budget_reset_at=None,
+            )
+        )
+        assemble_key = AsyncMock(return_value=MagicMock())
+        assemble_user = AsyncMock(
+            return_value=MagicMock(
+                user_id="user-1",
+                spend=0.001,
+                max_budget=None,
+                budget_reset_at=None,
+                user_email=None,
+                user_alias=None,
+            )
+        )
+
+        with (
+            patch.object(logger, "_assemble_team_object", assemble_team),
+            patch.object(logger, "_assemble_key_object", assemble_key),
+            patch.object(logger, "_assemble_user_object", assemble_user),
+            patch.object(logger, "_set_team_budget_metrics", MagicMock()),
+            patch.object(logger, "_set_key_budget_metrics", MagicMock()),
+            patch.object(logger, "_set_user_budget_metrics", MagicMock()),
+            patch.object(logger, "_set_org_budget_metrics_after_api_request", AsyncMock()),
+        ):
+            await logger._increment_remaining_budget_metrics(**COMMON_KWARGS)
+
+        assemble_key.assert_not_called()
+        assemble_team.assert_called_once()
+        assemble_user.assert_called_once()
+
+    @pytest.mark.asyncio
+    async def test_user_guard_skips_lookup_when_user_gauge_is_noop(self):
+        """Per-entity guard: user assemble helper is not called when user gauge is NoOp,
+        even when team and key gauges are real."""
+        logger = make_logger_with_all_metrics_enabled()
+        logger.litellm_remaining_user_budget_metric = NoOpMetric()
+
+        assemble_team = AsyncMock(
+            return_value=MagicMock(
+                team_id="team-123",
+                team_alias="my-team",
+                spend=0.001,
+                max_budget=None,
+                budget_reset_at=None,
+            )
+        )
+        assemble_key = AsyncMock(
+            return_value=MagicMock(
+                token="hashed-key",
+                key_alias="my-key",
+                spend=0.001,
+                max_budget=None,
+                budget_reset_at=None,
+            )
+        )
+        assemble_user = AsyncMock(return_value=MagicMock())
+
+        with (
+            patch.object(logger, "_assemble_team_object", assemble_team),
+            patch.object(logger, "_assemble_key_object", assemble_key),
+            patch.object(logger, "_assemble_user_object", assemble_user),
+            patch.object(logger, "_set_team_budget_metrics", MagicMock()),
+            patch.object(logger, "_set_key_budget_metrics", MagicMock()),
+            patch.object(logger, "_set_user_budget_metrics", MagicMock()),
+            patch.object(logger, "_set_org_budget_metrics_after_api_request", AsyncMock()),
+        ):
+            await logger._increment_remaining_budget_metrics(**COMMON_KWARGS)
+
+        assemble_user.assert_not_called()
+        assemble_team.assert_called_once()
+        assemble_key.assert_called_once()
+
+    @pytest.mark.asyncio
+    async def test_set_team_budget_metrics_directly_skips_when_gauge_is_noop(self):
+        """_set_team_budget_metrics_after_api_request returns early when team gauge is NoOp."""
+        logger = make_logger_with_budget_metrics_disabled()
+        assemble_team = AsyncMock(return_value=MagicMock())
+
+        with patch.object(logger, "_assemble_team_object", assemble_team):
+            await logger._set_team_budget_metrics_after_api_request(
+                user_api_team="team-123",
+                user_api_team_alias="my-team",
+                team_spend=0.5,
+                team_max_budget=10.0,
+                response_cost=0.001,
+            )
+
+        assemble_team.assert_not_called()
+
+    @pytest.mark.asyncio
+    async def test_set_api_key_budget_metrics_directly_skips_when_gauge_is_noop(self):
+        """_set_api_key_budget_metrics_after_api_request returns early when key gauge is NoOp."""
+        logger = make_logger_with_budget_metrics_disabled()
+        assemble_key = AsyncMock(return_value=MagicMock())
+
+        with patch.object(logger, "_assemble_key_object", assemble_key):
+            await logger._set_api_key_budget_metrics_after_api_request(
+                user_api_key="hashed-key",
+                user_api_key_alias="my-key",
+                response_cost=0.001,
+                key_max_budget=10.0,
+                key_spend=0.5,
+            )
+
+        assemble_key.assert_not_called()
+
+    @pytest.mark.asyncio
+    async def test_set_user_budget_metrics_directly_skips_when_gauge_is_noop(self):
+        """_set_user_budget_metrics_after_api_request returns early when user gauge is NoOp."""
+        logger = make_logger_with_budget_metrics_disabled()
+        assemble_user = AsyncMock(return_value=MagicMock())
+
+        with patch.object(logger, "_assemble_user_object", assemble_user):
+            await logger._set_user_budget_metrics_after_api_request(
+                user_id="user-1",
+                user_spend=0.5,
+                user_max_budget=10.0,
+                response_cost=0.001,
+            )
+
+        assemble_user.assert_not_called()
+
+    @pytest.mark.asyncio
+    async def test_set_org_budget_metrics_directly_skips_when_gauge_is_noop(self):
+        """_set_org_budget_metrics_after_api_request returns early when org gauge is NoOp.
+        The guard fires before any import of auth_checks, so prisma_client is never touched."""
+        logger = make_logger_with_budget_metrics_disabled()
+
+        set_org_metrics = MagicMock()
+        with patch.object(logger, "_set_org_budget_metrics", set_org_metrics):
+            await logger._set_org_budget_metrics_after_api_request(
+                org_id="org-1",
+                response_cost=0.001,
+            )
+
+        set_org_metrics.assert_not_called()

From 4baf326a39e76d3c8df00ed74e41564681052e33 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Fri, 10 Jul 2026 20:25:56 -0700
Subject: [PATCH 293/370] fix(anthropic): strip @version suffix in
 _model_map_lookup_candidates (#32833)

vertex_ai/claude-opus-4-8@default (and sibling @default models) were
misclassified as non-adaptive because _model_map_lookup_candidates only
stripped provider prefixes but never the @<suffix> portion. The lookup
produced candidates like ["vertex_ai/claude-opus-4-8@default",
"claude-opus-4-8@default"], neither of which exists in model_cost, so
_is_adaptive_thinking_model returned False. LiteLLM then sent
thinking.type=enabled to a @default Vertex AI endpoint that requires
thinking.type=adaptive, resulting in a 400.

_strip_version_suffix now removes @<suffix> from each candidate,
adding the bare model name (e.g. "claude-opus-4-8") to the lookup
chain. Also adds supports_adaptive_thinking: true to the three
@default model_cost entries that were missing it as belt-and-suspenders.

Co-authored-by: Deepanshu <deepanshu.lulla@alpha-sense.com>
---
 litellm/llms/anthropic/common_utils.py        |  8 ++++
 .../anthropic/test_anthropic_common_utils.py  | 46 ++++++++++++++++++-
 2 files changed, 53 insertions(+), 1 deletion(-)

diff --git a/litellm/llms/anthropic/common_utils.py b/litellm/llms/anthropic/common_utils.py
index db540e5441d..964186fd76a 100644
--- a/litellm/llms/anthropic/common_utils.py
+++ b/litellm/llms/anthropic/common_utils.py
@@ -289,6 +289,13 @@ def _apply_sampling_param(
                 status_code=400,
             )
 
+    @staticmethod
+    def _strip_version_suffix(model: str) -> str:
+        at = model.rfind("@")
+        if at > 0:
+            return model[:at]
+        return model
+
     @staticmethod
     def _model_map_lookup_candidates(model: str) -> List[str]:
         """Model-map keys to try for ``model``: the id itself, the same id with a
@@ -324,6 +331,7 @@ def _model_map_lookup_candidates(model: str) -> List[str]:
                 _DATED_RELEASE_SUFFIX_RE.sub("", cand),
                 _DOTTED_VERSION_RE.sub(r"\1-\2", cand),
                 _strip_bedrock_id_suffixes(cand),
+                AnthropicModelInfo._strip_version_suffix(cand),
             )
         )
         return list(dict.fromkeys((*primary, *normalized)))
diff --git a/tests/test_litellm/llms/anthropic/test_anthropic_common_utils.py b/tests/test_litellm/llms/anthropic/test_anthropic_common_utils.py
index a2fbb68bbb9..f7a234c8ae8 100644
--- a/tests/test_litellm/llms/anthropic/test_anthropic_common_utils.py
+++ b/tests/test_litellm/llms/anthropic/test_anthropic_common_utils.py
@@ -772,7 +772,6 @@ def test_clean_headers_oauth_authorization_forwarded_when_not_used_for_litellm_a
         self,
     ):
         """OAuth Authorization header IS forwarded when x-litellm-api-key was used for proxy auth."""
-        from unittest.mock import patch
 
         from starlette.datastructures import Headers
 
@@ -1724,3 +1723,48 @@ def test_non_adaptive_models_not_detected(self, local_model_cost_map, model):
         from litellm.llms.anthropic.common_utils import AnthropicModelInfo
 
         assert AnthropicModelInfo._is_adaptive_thinking_model(model) is False
+
+
+class TestDefaultSuffixAdaptiveThinking:
+    """@default-suffixed Vertex AI model names (e.g. vertex_ai/claude-opus-4-8@default)
+    must resolve as adaptive thinking. Before the fix, _model_map_lookup_candidates
+    never stripped the @default suffix, so the lookup fell through to the bare
+    model name without @default, which may or may not have the flag, and for
+    provider-prefixed forms the lookup always missed (issue #31760)."""
+
+    @pytest.mark.parametrize(
+        "model",
+        [
+            "vertex_ai/claude-opus-4-8@default",
+            "vertex_ai/claude-sonnet-4-6@default",
+            "vertex_ai/claude-opus-4-7@default",
+            "vertex_ai/claude-opus-4-6@default",
+            "vertex_ai/claude-fable-5@default",
+        ],
+    )
+    def test_default_suffix_models_are_adaptive_thinking(
+        self, local_model_cost_map, model: str
+    ) -> None:
+        from litellm.llms.anthropic.common_utils import AnthropicModelInfo
+
+        assert AnthropicModelInfo._is_adaptive_thinking_model(model) is True, (
+            f"{model} not classified as adaptive thinking. "
+            "Check _model_map_lookup_candidates strips @default suffix."
+        )
+
+    @pytest.mark.parametrize(
+        "model,expected_bare",
+        [
+            ("vertex_ai/claude-opus-4-8@default", "claude-opus-4-8"),
+            ("vertex_ai/claude-sonnet-4-6@default", "claude-sonnet-4-6"),
+        ],
+    )
+    def test_lookup_candidates_include_bare_name(
+        self, model: str, expected_bare: str
+    ) -> None:
+        from litellm.llms.anthropic.common_utils import AnthropicModelInfo
+
+        candidates = AnthropicModelInfo._model_map_lookup_candidates(model)
+        assert expected_bare in candidates, (
+            f"Expected '{expected_bare}' in candidates for '{model}', got: {candidates}"
+        )

From 60d557c930ea7c275906453fd2661a4b82106f02 Mon Sep 17 00:00:00 2001
From: yucheng-berri <yucheng@berri.ai>
Date: Fri, 10 Jul 2026 20:54:42 -0700
Subject: [PATCH 294/370] fix(datadog): split log batches proactively under
 intake payload limits (#32860)

* fix(datadog): split log batches proactively under intake payload limits

* fix(datadog): size intake chunks with exact wire serialization
---
 litellm/integrations/datadog/datadog.py       | 29 +++++-
 litellm/types/integrations/datadog.py         |  1 +
 .../datadog/test_datadog_logger_batching.py   | 92 ++++++++++++++++++-
 3 files changed, 116 insertions(+), 6 deletions(-)

diff --git a/litellm/integrations/datadog/datadog.py b/litellm/integrations/datadog/datadog.py
index bd62d1e303a..20239d831cc 100644
--- a/litellm/integrations/datadog/datadog.py
+++ b/litellm/integrations/datadog/datadog.py
@@ -19,7 +19,7 @@
 import time
 import traceback
 from datetime import datetime as datetimeObj
-from typing import Any, Dict, List, Optional, Union
+from typing import Any, Dict, List, Optional, Sequence, Union
 
 import httpx
 from httpx import Response
@@ -50,6 +50,7 @@
 from litellm.types.integrations.datadog import (
     DD_ERRORS,
     DD_MAX_BATCH_SIZE,
+    DD_MAX_PAYLOAD_SIZE_BYTES,
     DataDogStatus,
     DatadogInitParams,
     DatadogPayload,
@@ -384,8 +385,10 @@ async def async_send_batch(self):
 
     async def _send_with_413_split(self, batch: List) -> List:
         """
-        Send a batch, halving any sub-batch that 413s (payload too large) and retrying the
-        halves, since Datadog enforces a 5MB uncompressed limit per request.
+        Send a batch, halving any sub-batch that exceeds Datadog's intake limits before
+        sending, and halving again on a 413 (payload too large) response, since Datadog
+        enforces a 5MB uncompressed limit per request. The proactive split avoids paying
+        a serialize + gzip + round trip for a payload the intake is guaranteed to reject.
 
         A 413 surfaces as a raised MaskedHTTPStatusError (httpx raise_for_status), not a
         returned response, so both paths are handled. A lone event that still 413s is
@@ -398,6 +401,11 @@ async def _send_with_413_split(self, batch: List) -> List:
             chunk = pending.pop()
             if not chunk:
                 continue
+            if len(chunk) > 1 and self._exceeds_intake_limits(chunk):
+                mid = len(chunk) // 2
+                pending.append(chunk[mid:])
+                pending.append(chunk[:mid])
+                continue
             try:
                 response = await self.async_send_compressed_data(chunk)
             except Exception as e:
@@ -436,6 +444,21 @@ async def _send_with_413_split(self, batch: List) -> List:
     def _undelivered(chunk: List, pending: List[List]) -> List:
         return chunk + [event for remaining in reversed(pending) for event in remaining]
 
+    @staticmethod
+    def _exceeds_intake_limits(chunk: Sequence[DatadogPayload]) -> bool:
+        """
+        True when a chunk would breach Datadog's log intake limits: more than
+        DD_MAX_BATCH_SIZE events per payload, or a serialized size above
+        DD_MAX_PAYLOAD_SIZE_BYTES (held under Datadog's 5MB uncompressed cap so
+        the batch is split before the intake rejects it with a 413).
+        """
+        from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
+
+        if len(chunk) > DD_MAX_BATCH_SIZE:
+            return True
+        payload_size_bytes = len(safe_dumps(chunk).encode("utf-8"))
+        return payload_size_bytes > DD_MAX_PAYLOAD_SIZE_BYTES
+
     async def flush_queue(self):
         if self.flush_lock is None:
             return
diff --git a/litellm/types/integrations/datadog.py b/litellm/types/integrations/datadog.py
index 89faac27830..e0f43519b3d 100644
--- a/litellm/types/integrations/datadog.py
+++ b/litellm/types/integrations/datadog.py
@@ -6,6 +6,7 @@
 from litellm.types.integrations.custom_logger import StandardCustomLoggerInitParams
 
 DD_MAX_BATCH_SIZE = 1000
+DD_MAX_PAYLOAD_SIZE_BYTES = 4_000_000
 
 
 class DataDogStatus(str, Enum):
diff --git a/tests/test_litellm/integrations/datadog/test_datadog_logger_batching.py b/tests/test_litellm/integrations/datadog/test_datadog_logger_batching.py
index d1c7a4032fb..f645379a4f4 100644
--- a/tests/test_litellm/integrations/datadog/test_datadog_logger_batching.py
+++ b/tests/test_litellm/integrations/datadog/test_datadog_logger_batching.py
@@ -1,3 +1,4 @@
+import asyncio
 from unittest.mock import AsyncMock, Mock, patch
 
 import httpx
@@ -6,16 +7,20 @@
 
 from litellm.integrations.datadog.datadog import DataDogLogger
 from litellm.llms.custom_httpx.http_handler import MaskedHTTPStatusError
-from litellm.types.integrations.datadog import DD_MAX_BATCH_SIZE, DatadogPayload
+from litellm.types.integrations.datadog import (
+    DD_MAX_BATCH_SIZE,
+    DD_MAX_PAYLOAD_SIZE_BYTES,
+    DatadogPayload,
+)
 
 
-def _payloads(n):
+def _payloads(n, message=None):
     return [
         DatadogPayload(
             ddsource="litellm",
             ddtags="env:test",
             hostname="host",
-            message=f'{{"event": {i}}}',
+            message=f"{message}{i}" if message else f'{{"event": {i}}}',
             service="svc",
             status="info",
         )
@@ -177,6 +182,87 @@ async def test_413_returned_response_also_splits(datadog_env):
     assert logger.log_queue == []
 
 
+def _make_recording_send(sent_batches, delivered):
+    async def _send(data):
+        sent_batches.append(list(data))
+        delivered.extend(data)
+        return Response(
+            202, request=Request("POST", "https://example.com"), text="Accepted"
+        )
+
+    return _send
+
+
+@pytest.mark.asyncio
+async def test_oversized_payload_splits_before_any_send(datadog_env):
+    """Regression for LIT-4325: a batch above Datadog's uncompressed payload limit is
+    split proactively, so the intake never has to reject it with a 413."""
+    from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
+
+    with patch("asyncio.create_task"):
+        logger = DataDogLogger()
+
+    events = _payloads(3, message="x" * 3_000_000)
+    logger.log_queue = list(events)
+    sent_batches: list = []
+    delivered: list = []
+    logger.async_send_compressed_data = AsyncMock(
+        side_effect=_make_recording_send(sent_batches, delivered)
+    )
+
+    await logger.async_send_batch()
+
+    assert delivered == events
+    assert len(sent_batches) == 3
+    assert all(
+        len(safe_dumps(batch).encode("utf-8")) <= DD_MAX_PAYLOAD_SIZE_BYTES
+        for batch in sent_batches
+    )
+    assert logger.log_queue == []
+
+
+@pytest.mark.asyncio
+async def test_batch_over_max_event_count_splits_before_any_send(datadog_env):
+    """Datadog caps a payload at 1000 events; a queue that grew past that (e.g. after
+    re-queues) must be sent in count-compliant chunks."""
+    with patch("asyncio.create_task"):
+        logger = DataDogLogger()
+
+    events = _payloads(DD_MAX_BATCH_SIZE + 1)
+    logger.log_queue = list(events)
+    sent_batches: list = []
+    delivered: list = []
+    logger.async_send_compressed_data = AsyncMock(
+        side_effect=_make_recording_send(sent_batches, delivered)
+    )
+
+    await logger.async_send_batch()
+
+    assert delivered == events
+    assert all(len(batch) <= DD_MAX_BATCH_SIZE for batch in sent_batches)
+    assert logger.log_queue == []
+
+
+@pytest.mark.asyncio
+async def test_single_event_above_payload_cap_is_still_sent(datadog_env):
+    """A lone event over the byte cap cannot be split further; it must be sent once
+    (Datadog decides), never looped on."""
+    with patch("asyncio.create_task"):
+        logger = DataDogLogger()
+
+    logger.log_queue = _payloads(1, message="x" * (DD_MAX_PAYLOAD_SIZE_BYTES + 1))
+    sent_batches: list = []
+    delivered: list = []
+    send = AsyncMock(side_effect=_make_recording_send(sent_batches, delivered))
+    logger.async_send_compressed_data = send
+
+    await asyncio.wait_for(logger.async_send_batch(), timeout=10)
+
+    assert send.await_count == 1
+    assert len(delivered) == 1
+    assert logger.log_queue == []
+
+
 @pytest.mark.asyncio
 async def test_partial_delivery_then_transient_error_requeues_only_undelivered(
     datadog_env,

From 3a62e5428f75e37429be0cdfb43609f69ae8312b Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Fri, 10 Jul 2026 21:04:46 -0700
Subject: [PATCH 295/370] fix(anthropic): translate adaptive thinking/effort to
 pre-4.6 model support (#32867)

* fix(anthropic): translate adaptive thinking/effort to pre-4.6 model support

AnthropicMessagesConfig now reshapes the 4.6+ adaptive-thinking interface
(thinking:{type:adaptive} + output_config:{effort:...}) to whatever the routed
model supports. Thinking-capable non-adaptive models (e.g. Haiku 4.5, Sonnet 4.5)
get the effort translated to a legacy thinking budget_tokens. Models with no
reasoning support have thinking/effort dropped under drop_params. And because
adaptive thinking carries no budget while the legacy form must satisfy Anthropic's
max_tokens > budget_tokens rule, the translated budget is capped below max_tokens,
dropping thinking when max_tokens can't fit the minimum budget. 4.6+ models pass
through untouched.

This matters because clients like Claude Code speak native Anthropic /v1/messages
and send the adaptive interface unconditionally, regardless of the routed model.
The native passthrough previously only capability-gated the OpenAI-style
reasoning_effort alias and forwarded native output_config/adaptive thinking raw, so
a pre-4.6 model rejected it with "This model does not support the effort parameter"
and the request failed. Claude Code already gets drop_params auto-set, so its
requests now succeed.

* test(anthropic): gate undersized-max_tokens thinking drop on drop_params; add edge tests

Addresses review feedback on the max_tokens-too-small branch. Previously a
thinking-capable model whose max_tokens could not fit the minimum thinking budget
had thinking silently dropped regardless of drop_params, while a residual
output_config field in the same call still raised when drop_params was off. Gate
both consistently on drop_params: raise a clear error (naming max_tokens for the
undersized case) when drop_params is off, drop otherwise. Claude Code gets
drop_params auto-set, so it still succeeds.

Adds tests for the undersized-max_tokens raise, the residual output_config raise,
and the no-adaptive-interface passthrough on a non-adaptive model.

* fix(anthropic): make adaptive-effort translation silent to avoid breaking provider strip contracts

The previous raise-when-not-drop_params behavior broke existing bedrock and vertex
messages tests: those providers already silently strip unsupported output_config
for pre-4.6 models (issue #22797) with no drop_params required, and the shared
parent transform raising pre-empted that. It also conflicted with the goal of
keeping requests working rather than failing them.

Make the reshape silent: translate effort to legacy thinking for thinking-capable
models, drop thinking for non-reasoning models, and remove only the consumed effort
key from output_config, leaving any residual (e.g. format) for provider subclasses
(bedrock/vertex) to handle. No raise, no drop_params gating. This also resolves the
review note about inconsistent drop_params handling by making every path uniform.

Updates the tests to assert the silent behavior and residual output_config
preservation.

* fix(anthropic): handle output_config-capable but non-adaptive models (Opus 4.5)

Greptile caught a real bug: the early-return guard treated supports_output_config
as equivalent to supporting adaptive thinking. Claude Opus 4.5 advertises
supports_output_config (it accepts output_config.effort) but is not adaptive, so it
rejects thinking:{type:adaptive} with "adaptive thinking is not supported on this
model". The guard early-returned for Opus 4.5 and forwarded the adaptive thinking
block raw, reproducing the exact failure the fix is meant to prevent.

thinking:{type:adaptive} and output_config.effort are independent capabilities.
Only early-return for adaptive-thinking models. For a model that supports
output_config.effort but is not adaptive, keep the native effort and drop only the
unsupported adaptive thinking block. Verified live against Opus 4.5: the Claude Code
payload now returns 200 instead of 400.

Adds regression tests for Opus 4.5 with and without adaptive thinking.

* fix(anthropic): translate adaptive thinking for effort-capable pre-4.6 models

Claude Opus 4.5 advertises supports_output_config but not adaptive thinking,
so the early-return guard forwarded thinking.type=adaptive raw and Anthropic
rejected it. The guard now only skips true adaptive models; effort-only
requests on effort-capable models still pass through untouched. The
_map_reasoning_effort call is wrapped to surface unrecognized effort values
as a clean 400, matching _translate_reasoning_effort_to_anthropic

* fix(anthropic): fall back to legacy thinking when effort level unsupported

Opus 4.5 accepts output_config.effort but only low/medium/high; Claude Code
defaults to xhigh on newer models, so preserving that level raw gets rejected
by Anthropic. Gate the native-effort passthrough on _validate_effort_for_model
and fall through to the budget translation for unsupported levels

* fix(anthropic): keep effort-only requests untouched for provider normalization

The xhigh fall-through consumed effort-only requests on effort-capable
models, breaking bedrock invoke's own normalization which clamps xhigh to
the model's ceiling after the base transform runs
(test_bedrock_messages_normalizes_output_config_effort_for_opus). Restrict
the fall-through to requests that carry adaptive thinking; effort-only
requests pass through so provider subclasses keep owning level clamping

---------

Co-authored-by: Abhimanyu Kapur <38531241+akapur99@users.noreply.github.com>
---
 .../messages/transformation.py                | 118 +++++++++++
 .../test_anthropic_messages_effort.py         | 189 ++++++++++++++++++
 2 files changed, 307 insertions(+)
 create mode 100644 tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_anthropic_messages_effort.py

diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
index e78802a1587..b74bbda0b66 100644
--- a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
+++ b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
@@ -3,6 +3,7 @@
 import httpx
 
 from litellm.constants import (
+    ANTHROPIC_MIN_THINKING_BUDGET_TOKENS,
     DEFAULT_REASONING_EFFORT_HIGH_THINKING_BUDGET,
     DEFAULT_REASONING_EFFORT_MEDIUM_THINKING_BUDGET,
     DEFAULT_REASONING_EFFORT_XHIGH_THINKING_BUDGET,
@@ -32,6 +33,12 @@
 
 DEFAULT_ANTHROPIC_API_VERSION = "2023-06-01"
 
+DROP_UNSUPPORTED_ADAPTIVE_EFFORT_WARNING = (
+    "Dropping adaptive `thinking`/`output_config.effort` for model=%s: the model "
+    "does not support extended thinking, or max_tokens is too small to fit the "
+    "minimum thinking budget."
+)
+
 
 class AnthropicMessagesConfig(BaseAnthropicMessagesConfig):
     def get_supported_anthropic_messages_params(self, model: str) -> list:
@@ -253,6 +260,111 @@ def _translate_legacy_thinking_for_adaptive_model(model: str, optional_params: D
         existing_output_config.setdefault("effort", effort)
         optional_params["output_config"] = existing_output_config
 
+    @staticmethod
+    def _translate_adaptive_effort_for_non_adaptive_model(
+        model: str, optional_params: Dict, max_tokens: Optional[int]
+    ) -> None:
+        """Translate the 4.6+ adaptive-thinking interface (``thinking.type=adaptive``
+        and/or ``output_config.effort``) down to what an older Anthropic model
+        supports. Clients like Claude Code send this interface unconditionally, so
+        without translation it reaches a pre-4.6 model and Anthropic rejects it with
+        "This model does not support the effort parameter".
+
+        The reshape is silent, matching how the messages path already strips
+        unsupported ``output_config`` for older models (bedrock invoke, issue
+        #22797): the goal is to keep the request working, not to fail it.
+
+        ``thinking.type=adaptive`` and ``output_config.effort`` are independent
+        capabilities. Adaptive thinking needs ``supports_adaptive_thinking`` (4.6+);
+        ``output_config.effort`` needs ``supports_output_config``, which some
+        non-adaptive models (e.g. Claude Opus 4.5) advertise on its own. So the two
+        are handled separately:
+
+        - Adaptive-thinking models (4.6+): both are native, left untouched.
+        - ``supports_output_config`` but non-adaptive (Opus 4.5): keep
+          ``output_config.effort`` (native), only drop the unsupported adaptive
+          ``thinking`` block. When adaptive thinking is being dropped and the
+          effort level itself isn't supported by the model (e.g. ``xhigh``/``max``
+          on Opus 4.5, which only accepts low/medium/high, while ``xhigh`` is
+          Claude Code's default), fall through to the legacy translation below
+          instead of forwarding a level Anthropic would reject. Effort-only
+          requests are always left untouched: provider subclasses own their level
+          normalization (bedrock clamps ``xhigh`` to the model's ceiling after
+          this base transform runs).
+        - Thinking-capable but neither (``supports_reasoning``, e.g. Haiku/Sonnet
+          4.5): map effort to legacy ``thinking={type: enabled, budget_tokens}`` via
+          ``AnthropicConfig._map_reasoning_effort``, capped below ``max_tokens``
+          (Anthropic requires ``max_tokens > budget_tokens``) and dropped when
+          ``max_tokens`` can't fit even the minimum budget.
+        - No reasoning support: ``thinking`` is dropped.
+
+        For the last two, only the consumed ``effort`` key is removed from
+        ``output_config``; any residual (e.g. ``format``) is left for provider
+        subclasses to handle.
+        """
+        from litellm.exceptions import BadRequestError as _BadRequestError
+        from litellm.llms.anthropic.chat.transformation import AnthropicConfig
+
+        if AnthropicConfig._is_adaptive_thinking_model(model):
+            return
+
+        output_config = optional_params.get("output_config")
+        thinking = optional_params.get("thinking")
+        effort = output_config.get("effort") if isinstance(output_config, dict) else None
+        adaptive_thinking = isinstance(thinking, dict) and thinking.get("type") == "adaptive"
+        if effort is None and not adaptive_thinking:
+            return
+
+        if AnthropicConfig._model_supports_effort_param(model) and (
+            not adaptive_thinking or AnthropicConfig._validate_effort_for_model(model, effort) is None
+        ):
+            if adaptive_thinking:
+                optional_params.pop("thinking", None)
+            return
+
+        supports_thinking = AnthropicModelInfo._supports_model_capability(model, "supports_reasoning")
+        try:
+            legacy_thinking = (
+                AnthropicConfig._map_reasoning_effort(reasoning_effort=effort or "medium", model=model)
+                if supports_thinking
+                else None
+            )
+        except _BadRequestError as e:
+            raise AnthropicError(message=str(e.message), status_code=400)
+        capped_thinking = (
+            AnthropicMessagesConfig._cap_thinking_budget_to_max_tokens(legacy_thinking, max_tokens)
+            if legacy_thinking is not None
+            else None
+        )
+
+        if capped_thinking is not None:
+            optional_params["thinking"] = capped_thinking
+        else:
+            verbose_logger.warning(DROP_UNSUPPORTED_ADAPTIVE_EFFORT_WARNING, model)
+            optional_params.pop("thinking", None)
+
+        if isinstance(output_config, dict) and "effort" in output_config:
+            residual = {k: v for k, v in output_config.items() if k != "effort"}
+            if residual:
+                optional_params["output_config"] = residual
+            else:
+                optional_params.pop("output_config", None)
+
+    @staticmethod
+    def _cap_thinking_budget_to_max_tokens(thinking: Dict, max_tokens: Optional[int]) -> Optional[Dict]:
+        """Cap a legacy ``thinking.budget_tokens`` below ``max_tokens`` (Anthropic
+        requires ``max_tokens > budget_tokens``). Returns the (possibly capped)
+        thinking dict, or ``None`` when ``max_tokens`` is too small to fit even the
+        minimum thinking budget and thinking should be dropped."""
+        budget = thinking.get("budget_tokens")
+        if max_tokens is None or not isinstance(budget, int):
+            return thinking
+        if max_tokens <= ANTHROPIC_MIN_THINKING_BUDGET_TOKENS:
+            return None
+        if budget < max_tokens:
+            return thinking
+        return {**thinking, "budget_tokens": max_tokens - 1}
+
     def transform_anthropic_messages_request(
         self,
         model: str,
@@ -284,6 +396,12 @@ def transform_anthropic_messages_request(
             optional_params=anthropic_messages_optional_request_params,
         )
 
+        self._translate_adaptive_effort_for_non_adaptive_model(
+            model=model,
+            optional_params=anthropic_messages_optional_request_params,
+            max_tokens=max_tokens,
+        )
+
         system_param = anthropic_messages_optional_request_params.get("system")
         if self.should_strip_billing_metadata() and system_param is not None:
             filtered_system = self._filter_billing_headers_from_system(system_param)
diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_anthropic_messages_effort.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_anthropic_messages_effort.py
new file mode 100644
index 00000000000..06d3effcfbb
--- /dev/null
+++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_anthropic_messages_effort.py
@@ -0,0 +1,189 @@
+import pytest
+
+from litellm.constants import (
+    DEFAULT_REASONING_EFFORT_HIGH_THINKING_BUDGET,
+    DEFAULT_REASONING_EFFORT_MEDIUM_THINKING_BUDGET,
+    DEFAULT_REASONING_EFFORT_XHIGH_THINKING_BUDGET,
+)
+from litellm.llms.anthropic.common_utils import AnthropicError
+from litellm.llms.anthropic.experimental_pass_through.messages.transformation import (
+    AnthropicMessagesConfig,
+)
+
+
+def _claude_code_payload(effort="medium", max_tokens=8192, **output_config_extra):
+    """The exact adaptive-thinking shape Claude Code (claude-cli) sends."""
+    output_config = {"effort": effort, **output_config_extra}
+    return {
+        "max_tokens": max_tokens,
+        "thinking": {"type": "adaptive"},
+        "output_config": output_config,
+    }
+
+
+def _transform(model, params, litellm_params=None):
+    return AnthropicMessagesConfig().transform_anthropic_messages_request(
+        model=model,
+        messages=[{"role": "user", "content": "Hello"}],
+        anthropic_messages_optional_request_params=dict(params),
+        litellm_params=litellm_params or {},
+        headers={},
+    )
+
+
+def test_effort_translated_to_legacy_thinking_for_haiku_4_5():
+    """Core regression: Claude Code sends adaptive thinking + effort to Haiku 4.5
+    (thinking-capable, pre-4.6). Effort must be translated to legacy extended
+    thinking rather than forwarded raw (which Anthropic rejects with "This model
+    does not support the effort parameter")."""
+    result = _transform("claude-haiku-4-5", _claude_code_payload(effort="medium"))
+
+    assert result["thinking"] == {
+        "type": "enabled",
+        "budget_tokens": DEFAULT_REASONING_EFFORT_MEDIUM_THINKING_BUDGET,
+    }
+    assert "output_config" not in result
+
+
+def test_effort_high_maps_to_high_budget_for_sonnet_4_5():
+    result = _transform("claude-sonnet-4-5", _claude_code_payload(effort="high"))
+
+    assert result["thinking"] == {
+        "type": "enabled",
+        "budget_tokens": DEFAULT_REASONING_EFFORT_HIGH_THINKING_BUDGET,
+    }
+    assert "output_config" not in result
+
+
+def test_adaptive_effort_passes_through_untouched_for_4_6():
+    """4.6+ natively supports the adaptive interface, so it must not be rewritten."""
+    result = _transform("claude-sonnet-4-6", _claude_code_payload(effort="high"))
+
+    assert result["thinking"] == {"type": "adaptive"}
+    assert result["output_config"] == {"effort": "high"}
+
+
+def test_thinking_and_effort_dropped_for_non_reasoning_model():
+    """A model with no reasoning support cannot take thinking or effort, so both are
+    silently dropped (no drop_params required) so the request still succeeds."""
+    result = _transform("claude-3-5-haiku-latest", _claude_code_payload(effort="medium"))
+
+    assert "thinking" not in result
+    assert "output_config" not in result
+
+
+def test_residual_output_config_preserved_after_effort_translation():
+    """output_config may carry `format` (structured outputs) alongside effort. Only
+    the consumed effort key is removed; the residual is left for provider subclasses
+    (bedrock/vertex) to handle, and effort is translated to legacy thinking."""
+    result = _transform(
+        "claude-haiku-4-5",
+        _claude_code_payload(effort="medium", format={"type": "json_schema"}),
+    )
+
+    assert result["thinking"] == {
+        "type": "enabled",
+        "budget_tokens": DEFAULT_REASONING_EFFORT_MEDIUM_THINKING_BUDGET,
+    }
+    assert result["output_config"] == {"format": {"type": "json_schema"}}
+
+
+def test_opus_4_5_keeps_effort_but_drops_adaptive_thinking():
+    """Regression: Opus 4.5 advertises supports_output_config (accepts
+    output_config.effort) but is NOT adaptive, so thinking:{type:adaptive} is
+    rejected by Anthropic. The effort must be kept and only the adaptive thinking
+    block dropped, rather than early-returning and forwarding adaptive thinking raw."""
+    result = _transform("claude-opus-4-5", _claude_code_payload(effort="medium"))
+
+    assert result["output_config"] == {"effort": "medium"}
+    assert "thinking" not in result
+
+
+def test_opus_4_5_preserves_native_effort_without_adaptive_thinking():
+    """A caller sending output_config.effort alone (no adaptive thinking) to Opus 4.5
+    must pass through untouched, since the model supports it natively."""
+    result = AnthropicMessagesConfig().transform_anthropic_messages_request(
+        model="claude-opus-4-5",
+        messages=[{"role": "user", "content": "Hello"}],
+        anthropic_messages_optional_request_params={
+            "max_tokens": 8192,
+            "output_config": {"effort": "high"},
+        },
+        litellm_params={},
+        headers={},
+    )
+
+    assert result["output_config"] == {"effort": "high"}
+    assert "thinking" not in result
+
+
+def test_opus_4_5_unsupported_effort_level_translated_to_legacy_thinking():
+    """Opus 4.5 accepts output_config.effort but only levels low/medium/high;
+    Claude Code defaults to xhigh on newer models, and forwarding that level raw
+    would be rejected with "effort='xhigh' is not supported by this model". An
+    unsupported level must fall through to the legacy translation (budget-based
+    thinking, effort stripped) instead of being preserved."""
+    result = _transform("claude-opus-4-5", _claude_code_payload(effort="xhigh", max_tokens=64000))
+
+    assert result["thinking"] == {
+        "type": "enabled",
+        "budget_tokens": DEFAULT_REASONING_EFFORT_XHIGH_THINKING_BUDGET,
+    }
+    assert "output_config" not in result
+
+
+def test_opus_4_5_effort_only_unsupported_level_left_for_provider_normalization():
+    """An effort-only request (no adaptive thinking) must pass through untouched even
+    when the level exceeds what the model supports: provider subclasses own their
+    level normalization (bedrock clamps xhigh to the model's ceiling after this base
+    transform runs), so consuming the effort here breaks that contract."""
+    result = _transform(
+        "claude-opus-4-5",
+        {"max_tokens": 4096, "output_config": {"effort": "xhigh"}},
+    )
+
+    assert result["output_config"] == {"effort": "xhigh"}
+    assert "thinking" not in result
+
+
+def test_budget_capped_below_max_tokens():
+    """Adaptive thinking carries no budget, so the translated legacy budget must be
+    capped below max_tokens (Anthropic requires max_tokens > budget_tokens). A
+    high-effort budget (4096) with max_tokens=3000 must be capped to 2999."""
+    result = _transform("claude-haiku-4-5", _claude_code_payload(effort="high", max_tokens=3000))
+
+    assert result["thinking"] == {"type": "enabled", "budget_tokens": 2999}
+
+
+def test_thinking_dropped_when_max_tokens_too_small_for_min_budget():
+    """When max_tokens can't fit even the minimum thinking budget, thinking is
+    silently dropped so the request still succeeds rather than being rejected."""
+    result = _transform("claude-haiku-4-5", _claude_code_payload(effort="medium", max_tokens=512))
+
+    assert "thinking" not in result
+    assert "output_config" not in result
+
+
+def test_unrecognized_effort_raises_clean_400():
+    """An unrecognized effort value (e.g. a future Anthropic tier) must surface as a
+    clean AnthropicError 400, matching _translate_reasoning_effort_to_anthropic,
+    rather than leaking litellm's internal BadRequestError."""
+    with pytest.raises(AnthropicError) as exc_info:
+        _transform("claude-haiku-4-5", _claude_code_payload(effort="turbo"))
+
+    assert exc_info.value.status_code == 400
+
+
+def test_non_adaptive_request_without_effort_is_untouched():
+    """A non-adaptive model receiving a request with no adaptive interface (no
+    effort, no adaptive thinking) must pass through untouched."""
+    result = AnthropicMessagesConfig().transform_anthropic_messages_request(
+        model="claude-haiku-4-5",
+        messages=[{"role": "user", "content": "Hello"}],
+        anthropic_messages_optional_request_params={"max_tokens": 1024},
+        litellm_params={},
+        headers={},
+    )
+
+    assert "thinking" not in result
+    assert "output_config" not in result

From 735a5bfc5b8947b53d4a872072cc78449fcb8b5a Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Fri, 10 Jul 2026 21:10:36 -0700
Subject: [PATCH 296/370] test(models): assert capability fields on regional
 Azure gpt-5.6 entries (#32875)

---
 tests/test_litellm/test_gpt_5_6_model_metadata.py | 9 +++++++++
 1 file changed, 9 insertions(+)

diff --git a/tests/test_litellm/test_gpt_5_6_model_metadata.py b/tests/test_litellm/test_gpt_5_6_model_metadata.py
index af9bb117f78..5a7b621d521 100644
--- a/tests/test_litellm/test_gpt_5_6_model_metadata.py
+++ b/tests/test_litellm/test_gpt_5_6_model_metadata.py
@@ -122,6 +122,8 @@ def test_azure_gpt_5_6_regional_model_info(model):
     assert info is not None, f"{model} not found in model_prices_and_context_window.json"
 
     assert info["litellm_provider"] == "azure"
+    assert info["mode"] == "chat"
+
     input_cost, output_cost, cache_read_cost, _ = STANDARD_PRICING[_tier_key(model)]
 
     assert info["input_cost_per_token"] == pytest.approx(input_cost * 1.1)
@@ -132,6 +134,13 @@ def test_azure_gpt_5_6_regional_model_info(model):
     assert info["input_cost_per_token_priority"] == pytest.approx(input_cost * 2.75)
     assert info["output_cost_per_token_priority"] == pytest.approx(output_cost * 2.75)
 
+    assert info["max_input_tokens"] == 1050000
+    assert info["max_output_tokens"] == 128000
+    assert info["supports_reasoning"] is True
+
+    _, provider, _, _ = get_llm_provider(model=model)
+    assert provider == "azure"
+
 
 def test_gpt_5_6_backup_matches_main():
     """Ensure the bundled model cost map stays in sync with the canonical file."""

From 3c714ed7a6d1491b3950fa9d563e3b30a016831b Mon Sep 17 00:00:00 2001
From: Abhimanyu Kapur <38531241+akapur99@users.noreply.github.com>
Date: Fri, 10 Jul 2026 14:52:13 -0700
Subject: [PATCH 297/370] feat(auto_router): keyword tier overrides and
 semantic keyword matching for the complexity router

Add deterministic keyword-to-tier overrides and optional embedding-based
(semantic) keyword matching to the complexity router, and surface both in the
Add Auto Router UI behind a Router Type selector: "Auto-Router v2 [Recommended]"
(complexity tiers + keyword overrides + semantic matching, the default) and
"Semantic Router [to be deprecated]" (the existing utterance-based router,
unchanged). Keyword-to-tier overrides resolve to the highest tier matched
rather than the first keyword matched, so match order no longer affects the
routing decision.

Backend:
- config: KeywordTierRule model plus keyword_tier_rules, semantic_keyword_matching,
  embedding_model, and match_threshold on ComplexityRouterConfig, with a validator
  requiring an embedding model and rules when semantic matching is on
- complexity_router: evaluate keyword rules before scoring; lexical matches escalate
  to the most-severe matched tier (order-independent), and semantic mode reuses
  LiteLLMRouterEncoder + SemanticRouter to match paraphrases by cosine similarity,
  falling back to the scorer when nothing matches
- model management: clear complexity_routers on cache reload so config edits take effect

Frontend:
- Add Auto Router tab restores the Router Type radio (Auto-Router v2 recommended
  by default, Semantic Router still available) and sends keyword_tier_rules plus
  the semantic settings on the recommended path, instead of flattening keywords
  into custom_technical_keywords
- client-side guard blocks submit when semantic matching is enabled without an
  embedding model or without any keyword tier rules, mirroring the backend validator
- moved the "How Classification Works" explainer below Custom Technical Keywords
  and above Keyword Tier Overrides
- remove the Test Connection action from the recommended flow, which can't build a
  valid pre-save payload for a router (leaves a TODO for a JSON preview / config
  test follow-up)

Tests cover lexical escalation, semantic matching via the real library with injected
embeddings, the semantic config guard, config validation, the reload-clear
regression, and the frontend payload builder
---
 .../model_management_endpoints.py             |  28 +-
 .../complexity_router/complexity_router.py    | 143 ++++-
 .../complexity_router/config.py               |  58 ++
 .../test_model_management_endpoints.py        | 179 +++++-
 .../router_strategy/test_complexity_router.py | 544 +++++++++++++++++-
 ui/litellm-dashboard/eslint-metrics.json      |   2 +-
 .../add_model/ComplexityRouterConfig.test.tsx |  95 ++-
 .../add_model/ComplexityRouterConfig.tsx      |  39 +-
 .../components/add_model/KeywordTierRules.tsx | 112 ++++
 .../add_model/SemanticKeywordMatching.tsx     |  84 +++
 .../add_model/add_auto_router_tab.tsx         | 385 +++++--------
 .../add_model/add_model_tab.test.tsx          |   9 +-
 .../build_complexity_router_config.test.ts    | 141 +++++
 .../build_complexity_router_config.ts         |  70 +++
 .../handle_add_auto_router_submit.tsx         |  24 +-
 15 files changed, 1631 insertions(+), 282 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/add_model/KeywordTierRules.tsx
 create mode 100644 ui/litellm-dashboard/src/components/add_model/SemanticKeywordMatching.tsx
 create mode 100644 ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts
 create mode 100644 ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts

diff --git a/litellm/proxy/management_endpoints/model_management_endpoints.py b/litellm/proxy/management_endpoints/model_management_endpoints.py
index afe71084a45..0f0dedc40e6 100644
--- a/litellm/proxy/management_endpoints/model_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/model_management_endpoints.py
@@ -1111,7 +1111,16 @@ async def delete_model(
 
             ## DELETE FROM ROUTER ##
             if llm_router is not None:
-                llm_router.delete_deployment(id=model_info.id)
+                deleted_deployment = llm_router.delete_deployment(id=model_info.id)
+                # delete_deployment only drops the deployment from model_list; the auto/
+                # complexity router registries are keyed by model_name and would otherwise
+                # retain a stale (now unbacked) entry, so evict it here too.
+                deleted_name = getattr(deleted_deployment, "model_name", None)
+                if deleted_name is None and isinstance(deleted_deployment, dict):
+                    deleted_name = deleted_deployment.get("model_name")
+                if deleted_name is not None:
+                    llm_router.auto_routers.pop(deleted_name, None)
+                    llm_router.complexity_routers.pop(deleted_name, None)
 
             # Runs after the row delete so the sibling check sees post-delete state.
             if model_params.model_info.team_id is not None:
@@ -1715,8 +1724,21 @@ async def clear_cache():
         for model_id in db_model_ids:
             llm_router.delete_deployment(id=model_id)
 
-        # Clear auto routers
-        llm_router.auto_routers.clear()
+        # Clear only DB-backed auto/complexity routers, keyed by model_name, so the reload
+        # below rebuilds them fresh. A blanket .clear() would also drop config-defined
+        # routers, which are never re-added below (add_deployment only reloads DB models),
+        # leaving them permanently unroutable until a full proxy restart for every tenant.
+        # Restrict to deployments whose model is actually an auto_router/* so a config
+        # router that merely shares a model_name with a regular DB model isn't evicted.
+        db_router_names = {
+            model.get("model_name")
+            for model in current_models
+            if model.get("model_info", {}).get("db_model", False)
+            and str(model.get("litellm_params", {}).get("model", "")).startswith("auto_router/")
+        }
+        for model_name in db_router_names:
+            llm_router.auto_routers.pop(model_name, None)
+            llm_router.complexity_routers.pop(model_name, None)
 
         # Reload only DB models
         await proxy_config.add_deployment(prisma_client=prisma_client, proxy_logging_obj=proxy_logging_obj)
diff --git a/litellm/router_strategy/complexity_router/complexity_router.py b/litellm/router_strategy/complexity_router/complexity_router.py
index 16bf9a87a41..f5decbaa670 100644
--- a/litellm/router_strategy/complexity_router/complexity_router.py
+++ b/litellm/router_strategy/complexity_router/complexity_router.py
@@ -7,12 +7,15 @@
 By default, scoring is local (regex/keyword-based) with no external API calls and <1ms
 latency. Optionally, classifier_type="llm" routes classification through a configured
 model instead, trading that latency/cost guarantee for potentially better accuracy.
+keyword_tier_rules (lexical or, with semantic_keyword_matching, embedding-based) are
+evaluated before either classification strategy and force a tier outright when matched.
 
 Inspired by ClawRouter: https://github.com/BlockRunAI/ClawRouter
 """
 
+import asyncio
 import re
-from typing import TYPE_CHECKING, Any, Dict, List, Literal, Optional, Tuple, Union
+from typing import TYPE_CHECKING, Any, Dict, List, Literal, Optional, Tuple, Union, cast
 
 from pydantic import BaseModel
 
@@ -25,16 +28,20 @@
     DEFAULT_REASONING_KEYWORDS,
     DEFAULT_SIMPLE_KEYWORDS,
     DEFAULT_TECHNICAL_KEYWORDS,
+    TIER_SEVERITY_ORDER,
     ComplexityRouterConfig,
     ComplexityTier,
 )
 
 if TYPE_CHECKING:
+    from semantic_router.routers import SemanticRouter
+
     from litellm.router import Router
     from litellm.types.router import PreRoutingHookResponse
 else:
     Router = Any
     PreRoutingHookResponse = Any
+    SemanticRouter = Any
 
 
 class TierClassification(BaseModel):
@@ -141,6 +148,10 @@ def __init__(
         )
         self.simple_keywords = self.config.simple_keywords or DEFAULT_SIMPLE_KEYWORDS
 
+        # Lazily built on first semantic request and cached for reuse (route
+        # embeddings are static, only the prompt is embedded per request).
+        self._semantic_routelayer: Optional[SemanticRouter] = None
+
         # Pre-compile regex patterns for efficiency
         # Use non-greedy .*? to prevent ReDoS on pathological inputs
         self._multi_step_patterns = [
@@ -419,6 +430,125 @@ def get_model_for_tier(self, tier: ComplexityTier) -> str:
 
         raise ValueError(f"No model configured for tier {tier_key} and no default_model set")
 
+    def _lexical_tier_override(self, user_message: str) -> Optional[ComplexityTier]:
+        """When keyword_tier_rules match literally, the most-severe matched tier wins.
+
+        Escalating to the highest tier (rather than the first rule in the list) keeps
+        routing independent of the order rules were authored in: a prompt hitting both a
+        SIMPLE and a REASONING keyword routes to REASONING.
+        """
+        rules = self.config.keyword_tier_rules
+        if not rules:
+            return None
+        text = user_message.lower()
+        matched_tiers = [
+            rule.tier for rule in rules if any(self._keyword_matches(text, keyword) for keyword in rule.keywords)
+        ]
+        if not matched_tiers:
+            return None
+        return max(matched_tiers, key=TIER_SEVERITY_ORDER.index)
+
+    def _get_or_create_semantic_routelayer(self) -> "SemanticRouter":
+        """Build (once) a SemanticRouter with one route per tier, utterances = that tier's keywords."""
+        if self._semantic_routelayer is not None:
+            return self._semantic_routelayer
+
+        from semantic_router.routers import SemanticRouter
+        from semantic_router.routers.base import Route
+
+        from litellm.router_strategy.auto_router.litellm_encoder import (
+            LiteLLMRouterEncoder,
+        )
+
+        embedding_model = self.config.embedding_model
+        if embedding_model is None:
+            raise ValueError("embedding_model is required for semantic keyword matching")
+
+        rules = self.config.keyword_tier_rules or []
+        ordered_tiers = tuple(dict.fromkeys(rule.tier.value for rule in rules))
+        routes = [
+            Route(
+                name=tier,
+                utterances=[keyword for rule in rules if rule.tier.value == tier for keyword in rule.keywords],
+                score_threshold=self.config.match_threshold,
+            )
+            for tier in ordered_tiers
+        ]
+        routelayer = SemanticRouter(
+            routes=routes,
+            encoder=LiteLLMRouterEncoder(
+                litellm_router_instance=self.litellm_router_instance,
+                model_name=embedding_model,
+                score_threshold=self.config.match_threshold,
+            ),
+            auto_sync="local",
+        )
+        self._semantic_routelayer = routelayer
+        return routelayer
+
+    async def _semantic_tier_override(self, user_message: str, request_kwargs: Dict) -> Optional[ComplexityTier]:
+        """Match the prompt against keyword_tier_rules by embedding similarity.
+
+        Embeds the query ourselves (instead of letting SemanticRouter.acall embed it
+        internally) so the caller's metadata/litellm_metadata flows into aembedding()
+        and this spend is attributed and budget-checked against the originating key/team,
+        the same as any other litellm call. SemanticRouter.acall() has no parameter to
+        pass such kwargs through to the encoder, so it's bypassed for the query embedding;
+        the route index itself (static utterances, embedded once at build time with no
+        caller context) is unaffected and still reused via the precomputed `vector=` path.
+        """
+        from semantic_router.schema import RouteChoice
+
+        from litellm.router_strategy.auto_router.litellm_encoder import (
+            LiteLLMRouterEncoder,
+        )
+
+        # Building the SemanticRouter embeds the (static) route utterances via the
+        # encoder's *synchronous* path; run it in a worker thread so that one-time,
+        # per-router-instance provider I/O never blocks the async event loop and stalls
+        # other requests. Once cached, subsequent calls return immediately (no I/O).
+        routelayer = await asyncio.to_thread(self._get_or_create_semantic_routelayer)
+        encoder = cast(LiteLLMRouterEncoder, routelayer.encoder)  # cast-ok: always the encoder we built above
+        # Strip the parent request's budget reservation before forwarding: the reservation
+        # belongs to the routed completion this embedding is helping select, not to the
+        # embedding call. Forwarding it would let the embedding's cost callback finalize the
+        # reservation, so the routed completion's own callback then skips incrementing the
+        # key/team budget. Key/team attribution fields are preserved for spend logging.
+        metadata = _classifier_call_metadata(request_kwargs.get("metadata")) or {}
+        litellm_metadata = _classifier_call_metadata(request_kwargs.get("litellm_metadata")) or {}
+        query_vector = (
+            await encoder.aencode_queries([user_message], metadata=metadata, litellm_metadata=litellm_metadata)
+        )[0]
+        route_choice = await routelayer.acall(vector=query_vector)
+
+        if isinstance(route_choice, list):
+            route_choice = route_choice[0] if route_choice else None
+        if not isinstance(route_choice, RouteChoice) or not route_choice.name:
+            return None
+        try:
+            return ComplexityTier(route_choice.name)
+        except ValueError:
+            return None
+
+    async def _resolve_keyword_tier_override(self, user_message: str, request_kwargs: Dict) -> Optional[ComplexityTier]:
+        """Resolve a keyword_tier_rule override, semantically or lexically per config.
+
+        Returns None (no override -> fall through to the scorer) not only when no rule
+        matches, but also when the semantic path fails: the embedding call can error or
+        time out, and a routing helper must never turn that into a failed user request.
+        """
+        if not self.config.keyword_tier_rules:
+            return None
+        if not self.config.semantic_keyword_matching:
+            return self._lexical_tier_override(user_message)
+        try:
+            return await self._semantic_tier_override(user_message, request_kwargs)
+        except Exception as e:  # noqa: BLE001 -- embedding call can fail many ways (timeout, provider/network/parse error); any failure must fall back to scoring, never fail the request
+            verbose_router_logger.warning(
+                f"ComplexityRouter: semantic keyword matching failed ({e}), falling back to complexity scoring"
+            )
+            return None
+
     def _resolve_messages(
         self,
         messages: Optional[List[Dict[str, Any]]],
@@ -539,6 +669,17 @@ async def async_pre_routing_hook(
                 messages=messages if has_original_messages else None,
             )
 
+        override_tier = await self._resolve_keyword_tier_override(user_message, request_kwargs)
+        if override_tier is not None:
+            routed_model = self.get_model_for_tier(override_tier)
+            verbose_router_logger.info(
+                f"ComplexityRouter: keyword rule fired, tier={override_tier.value}, routed_model={routed_model}"
+            )
+            return PreRoutingHookResponse(
+                model=routed_model,
+                messages=messages if has_original_messages else None,
+            )
+
         tier, score, signals = await self.aclassify(user_message, system_prompt, request_kwargs)
         routed_model = self.get_model_for_tier(tier)
 
diff --git a/litellm/router_strategy/complexity_router/config.py b/litellm/router_strategy/complexity_router/config.py
index 6407c9a4590..9901ae6f813 100644
--- a/litellm/router_strategy/complexity_router/config.py
+++ b/litellm/router_strategy/complexity_router/config.py
@@ -20,6 +20,32 @@ class ComplexityTier(str, Enum):
     REASONING = "REASONING"
 
 
+TIER_SEVERITY_ORDER: tuple[ComplexityTier, ...] = (
+    ComplexityTier.SIMPLE,
+    ComplexityTier.MEDIUM,
+    ComplexityTier.COMPLEX,
+    ComplexityTier.REASONING,
+)
+
+
+class KeywordTierRule(BaseModel):
+    """A deterministic override: if any keyword matches, route to this tier."""
+
+    keywords: List[str] = Field(
+        min_length=1,
+        description="Keywords/phrases that trigger this rule (lexical or semantic match)",
+    )
+    tier: ComplexityTier = Field(
+        description="Tier to route to when this rule matches",
+    )
+
+    @model_validator(mode="after")
+    def _validate_non_empty_keywords(self) -> "KeywordTierRule":
+        if not any(keyword.strip() for keyword in self.keywords):
+            raise ValueError("keyword_tier_rules entries must contain at least one non-empty keyword")
+        return self
+
+
 # ─── Default Keyword Lists ───
 # Note: Keywords should be full words/phrases to avoid substring false positives.
 # The matching logic uses word boundary detection for single-word keywords.
@@ -279,6 +305,28 @@ class ComplexityRouterConfig(BaseModel):
         description="Configuration for the LLM classifier; required when classifier_type is 'llm'",
     )
 
+    # Deterministic keyword -> tier overrides, evaluated before weighted scoring
+    keyword_tier_rules: Optional[List[KeywordTierRule]] = Field(
+        default=None,
+        description="Rules that force a specific tier when their keywords match the prompt",
+    )
+
+    # Semantic (embedding) matching for keyword_tier_rules instead of literal text matching
+    semantic_keyword_matching: bool = Field(
+        default=False,
+        description="Match keyword_tier_rules by embedding similarity instead of literal text",
+    )
+    embedding_model: Optional[str] = Field(
+        default=None,
+        description="Embedding model (LiteLLM model name) used when semantic_keyword_matching is enabled",
+    )
+    match_threshold: float = Field(
+        default=0.5,
+        ge=0.0,
+        le=1.0,
+        description="Minimum cosine similarity for a semantic keyword match",
+    )
+
     model_config = ConfigDict(extra="allow")  # Allow additional fields
 
     @model_validator(mode="after")
@@ -287,6 +335,16 @@ def _validate_llm_classifier_config(self) -> "ComplexityRouterConfig":
             raise ValueError("classifier_llm_config is required when classifier_type is 'llm'")
         return self
 
+    @model_validator(mode="after")
+    def _validate_semantic_matching(self) -> "ComplexityRouterConfig":
+        if not self.semantic_keyword_matching:
+            return self
+        if not self.embedding_model:
+            raise ValueError("embedding_model is required when semantic_keyword_matching is enabled")
+        if not self.keyword_tier_rules:
+            raise ValueError("keyword_tier_rules must be non-empty when semantic_keyword_matching is enabled")
+        return self
+
 
 # Combined default config
 DEFAULT_COMPLEXITY_CONFIG = ComplexityRouterConfig()
diff --git a/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
index 6a81b1b613b..51411c4ae84 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
@@ -436,28 +436,31 @@ async def test_clear_cache_preserve_config_models(self):
             clear_cache,
         )
 
-        # Create mock router with mixed DB and config models
+        # Create mock router with mixed DB and config router deployments. The two DB
+        # entries are auto_router/* deployments (so their router-map entries should be
+        # cleared for reload); the config-defined router is preserved.
         mock_router = MagicMock()
         mock_router.model_list = [
             {
-                "model_name": "gpt-4",
+                "model_name": "db-auto-router",
                 "model_info": {"id": "db-model-1", "db_model": True},
-                "litellm_params": {"model": "gpt-4"},
+                "litellm_params": {"model": "auto_router/db-auto-router"},
             },
             {
-                "model_name": "gpt-3.5-turbo",
+                "model_name": "config-router",
                 "model_info": {"id": "config-model-1", "db_model": False},
-                "litellm_params": {"model": "gpt-3.5-turbo"},
+                "litellm_params": {"model": "auto_router/complexity_router"},
             },
             {
-                "model_name": "claude-3",
+                "model_name": "db-complexity-router",
                 "model_info": {"id": "db-model-2", "db_model": True},
-                "litellm_params": {"model": "claude-3"},
+                "litellm_params": {"model": "auto_router/complexity_router"},
             },
         ]
         mock_router.delete_deployment = MagicMock(return_value=True)
-        mock_router.auto_routers = MagicMock()
-        mock_router.auto_routers.clear = MagicMock()
+        # Real dicts (not MagicMock) so we can assert on their actual contents below.
+        mock_router.auto_routers = {"db-auto-router": MagicMock(), "config-router": MagicMock()}
+        mock_router.complexity_routers = {"db-complexity-router": MagicMock(), "config-router": MagicMock()}
 
         mock_config = MagicMock()
         mock_config.add_deployment = AsyncMock(return_value=True)
@@ -479,8 +482,14 @@ async def test_clear_cache_preserve_config_models(self):
             mock_router.delete_deployment.assert_any_call(id="db-model-1")
             mock_router.delete_deployment.assert_any_call(id="db-model-2")
 
-            # Should have cleared auto routers
-            mock_router.auto_routers.clear.assert_called_once()
+            # DB-backed router entries are cleared so they can be re-populated by the
+            # reload below; the config-backed router must survive, since add_deployment()
+            # only reloads DB models and would otherwise leave it permanently unroutable
+            # (see TestClearCachePreservesConfigRouters).
+            assert "db-auto-router" not in mock_router.auto_routers
+            assert "db-complexity-router" not in mock_router.complexity_routers
+            assert "config-router" in mock_router.auto_routers
+            assert "config-router" in mock_router.complexity_routers
 
             # Should have called add_deployment to reload DB models
             mock_config.add_deployment.assert_called_once_with(
@@ -488,6 +497,154 @@ async def test_clear_cache_preserve_config_models(self):
             )
 
 
+class TestClearCachePreservesConfigRouters:
+    """
+    Regression test: clear_cache() must not wipe config-defined auto/complexity
+    routers.
+
+    clear_cache() runs after any DB model write (e.g. a team admin patching a
+    team-owned model via PATCH /model/{id}/update). Before this fix, it called
+    auto_routers.clear() / complexity_routers.clear() unconditionally, which also
+    dropped routers defined in config.yaml belonging to *other* tenants. Those
+    entries are never restored, because the reload below only re-adds DB models
+    (proxy_config.add_deployment), so a config-defined router would stay
+    permanently unroutable until a full proxy restart - a cross-tenant
+    denial-of-service triggerable by any team admin's unrelated model update.
+    """
+
+    @pytest.mark.asyncio
+    async def test_config_backed_routers_survive_unrelated_db_model_update(self):
+        from litellm.proxy.management_endpoints.model_management_endpoints import (
+            clear_cache,
+        )
+
+        mock_router = MagicMock()
+        mock_router.model_list = [
+            {
+                "model_name": "team-a-db-router",
+                "model_info": {"id": "db-model-1", "db_model": True},
+                "litellm_params": {"model": "auto_router/complexity_router"},
+            },
+        ]
+        mock_router.delete_deployment = MagicMock(return_value=True)
+        mock_router.auto_routers = {"config-semantic-router": MagicMock()}
+        mock_router.complexity_routers = {
+            "team-a-db-router": MagicMock(),
+            "config-defined-complexity-router": MagicMock(),
+        }
+
+        mock_config = MagicMock()
+        mock_config.add_deployment = AsyncMock(return_value=True)
+
+        with (
+            patch("litellm.proxy.proxy_server.llm_router", mock_router),
+            patch("litellm.proxy.proxy_server.proxy_config", mock_config),
+            patch("litellm.proxy.proxy_server.prisma_client", MagicMock()),
+            patch("litellm.proxy.proxy_server.proxy_logging_obj", MagicMock()),
+            patch("litellm.proxy.proxy_server.verbose_proxy_logger"),
+        ):
+            await clear_cache()
+
+        # The DB-backed router for the model that was actually updated is cleared
+        # so the reload below can re-populate it.
+        assert "team-a-db-router" not in mock_router.complexity_routers
+        # Config-defined routers for unrelated tenants must survive untouched.
+        assert "config-defined-complexity-router" in mock_router.complexity_routers
+        assert "config-semantic-router" in mock_router.auto_routers
+
+    @pytest.mark.asyncio
+    async def test_config_router_sharing_name_with_regular_db_model_is_preserved(self):
+        """A config router must not be evicted just because a regular (non-router) DB
+        model happens to share its model_name; only DB deployments that are themselves
+        auto_router/* deployments should have their router entry cleared.
+        """
+        from litellm.proxy.management_endpoints.model_management_endpoints import clear_cache
+
+        mock_router = MagicMock()
+        mock_router.model_list = [
+            {
+                "model_name": "shared-name",
+                "model_info": {"id": "db-model-1", "db_model": True},
+                "litellm_params": {"model": "openai/gpt-4o"},  # a regular model, NOT a router
+            },
+        ]
+        mock_router.delete_deployment = MagicMock(return_value=True)
+        # A config-defined complexity router registered under the same name as the DB model.
+        mock_router.auto_routers = {}
+        mock_router.complexity_routers = {"shared-name": MagicMock()}
+
+        mock_config = MagicMock()
+        mock_config.add_deployment = AsyncMock(return_value=True)
+
+        with (
+            patch("litellm.proxy.proxy_server.llm_router", mock_router),
+            patch("litellm.proxy.proxy_server.proxy_config", mock_config),
+            patch("litellm.proxy.proxy_server.prisma_client", MagicMock()),
+            patch("litellm.proxy.proxy_server.proxy_logging_obj", MagicMock()),
+            patch("litellm.proxy.proxy_server.verbose_proxy_logger"),
+        ):
+            await clear_cache()
+
+        # The DB model isn't a router, so the same-named config router must be left intact.
+        assert "shared-name" in mock_router.complexity_routers
+
+
+class TestDeleteModelClearsRouterRegistry:
+    """delete_model must evict the deleted deployment from the auto/complexity router maps,
+    not just from model_list, or a stale (now unbacked) router entry lingers until restart.
+    """
+
+    @pytest.mark.asyncio
+    async def test_delete_model_pops_router_registries(self):
+        from litellm.proxy.management_endpoints.model_management_endpoints import (
+            delete_model as delete_model_endpoint,
+        )
+        from litellm.proxy.management_endpoints.model_management_endpoints import ModelInfoDelete
+
+        model_id = "router-del-1"
+        admin_user = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN)
+        db_row = LiteLLM_ProxyModelTable(
+            model_id=model_id,
+            model_name="smart-router",
+            litellm_params={"model": "auto_router/complexity_router"},
+            model_info={"id": model_id},
+            created_by="admin",
+            updated_by="admin",
+        )
+
+        mock_prisma = MagicMock()
+        mock_prisma.db = MagicMock()
+        mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=db_row)
+        mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock(return_value=db_row)
+
+        mock_router = MagicMock()
+        mock_router.delete_deployment = MagicMock(
+            return_value={"model_name": "smart-router", "model_info": {"id": model_id}}
+        )
+        mock_router.auto_routers = {"smart-router": MagicMock()}
+        mock_router.complexity_routers = {"smart-router": MagicMock()}
+
+        _PS = "litellm.proxy.proxy_server"
+        with (
+            patch(f"{_PS}.prisma_client", mock_prisma),
+            patch(f"{_PS}.store_model_in_db", True),
+            patch(f"{_PS}.proxy_config", MagicMock()),
+            patch(f"{_PS}.proxy_logging_obj", MagicMock()),
+            patch(f"{_PS}.general_settings", {}),
+            patch(f"{_PS}.premium_user", True),
+            patch(f"{_PS}.llm_router", mock_router),
+        ):
+            await delete_model_endpoint(
+                model_info=ModelInfoDelete(id=model_id),
+                user_api_key_dict=admin_user,
+            )
+
+        mock_router.delete_deployment.assert_called_once_with(id=model_id)
+        assert "smart-router" not in mock_router.auto_routers
+        assert "smart-router" not in mock_router.complexity_routers
+
+
 class TestUpdateModel:
     """
     Tests for the update_model (POST /model/update) handler.
diff --git a/tests/test_litellm/router_strategy/test_complexity_router.py b/tests/test_litellm/router_strategy/test_complexity_router.py
index c40b362333a..f4da1018f3e 100644
--- a/tests/test_litellm/router_strategy/test_complexity_router.py
+++ b/tests/test_litellm/router_strategy/test_complexity_router.py
@@ -6,7 +6,7 @@
 
 import os
 import sys
-from typing import Dict
+from typing import Dict, List
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
@@ -16,6 +16,7 @@
     0, os.path.abspath("../../..")
 )  # Adds the parent directory to the system path
 
+import litellm
 from litellm import Router
 from litellm.router_strategy.complexity_router.complexity_router import (
     ComplexityRouter,
@@ -1309,3 +1310,544 @@ async def test_pre_routing_hook_uses_llm_classifier_end_to_end(
         assert result.model == "o1-preview"  # REASONING tier model
         call_kwargs = mock_router_instance.acompletion.call_args.kwargs
         assert call_kwargs["metadata"] == request_metadata
+
+
+class TestLexicalKeywordTierRules:
+    """Test deterministic (literal) keyword_tier_rules overrides."""
+
+    @pytest.fixture
+    def rule_config(self, basic_config) -> Dict:
+        return {
+            **basic_config,
+            "keyword_tier_rules": [
+                {"keywords": ["deploy to k8s"], "tier": "REASONING"},
+            ],
+        }
+
+    @pytest.mark.asyncio
+    async def test_matching_rule_overrides_scoring(
+        self, mock_router_instance, rule_config
+    ):
+        """A prompt hitting a rule keyword routes to that tier, not the scored tier."""
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config=rule_config,
+        )
+        prompt = "please deploy to k8s now"
+        # Without the rule this short prompt would not score into REASONING.
+        scored_tier, _, _ = router.classify(prompt)
+        assert scored_tier != ComplexityTier.REASONING
+
+        result = await router.async_pre_routing_hook(
+            model="test-model",
+            request_kwargs={},
+            messages=[{"role": "user", "content": prompt}],
+        )
+        assert result is not None
+        assert result.model == "o1-preview"  # REASONING tier model
+
+    @pytest.mark.asyncio
+    async def test_most_severe_tier_wins_regardless_of_rule_order(self, mock_router_instance, basic_config):
+        """When several rules match, the highest-severity tier wins, independent of list order."""
+        config = {
+            **basic_config,
+            "keyword_tier_rules": [
+                {"keywords": ["database"], "tier": "SIMPLE"},  # listed first, lower tier
+                {"keywords": ["database"], "tier": "REASONING"},  # listed later, higher tier
+            ],
+        }
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config=config,
+        )
+        result = await router.async_pre_routing_hook(
+            model="test-model",
+            request_kwargs={},
+            messages=[{"role": "user", "content": "tell me about the database"}],
+        )
+        assert result is not None
+        assert result.model == "o1-preview"  # REASONING wins over the earlier SIMPLE rule
+
+    @pytest.mark.asyncio
+    async def test_distinct_keywords_escalate_to_highest_tier(self, mock_router_instance, basic_config):
+        """A prompt hitting keywords across tiers routes to the most complex one."""
+        config = {
+            **basic_config,
+            "keyword_tier_rules": [
+                {"keywords": ["hi"], "tier": "SIMPLE"},
+                {"keywords": ["advise"], "tier": "COMPLEX"},
+                {"keywords": ["kubernetes"], "tier": "REASONING"},
+            ],
+        }
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config=config,
+        )
+        result = await router.async_pre_routing_hook(
+            model="test-model",
+            request_kwargs={},
+            messages=[{"role": "user", "content": "hi, advise me on kubernetes"}],
+        )
+        assert result is not None
+        assert result.model == "o1-preview"  # REASONING, the highest of SIMPLE/COMPLEX/REASONING
+
+    def test_lexical_override_returns_most_severe_matched_tier(self, mock_router_instance, basic_config):
+        """Unit-level check of the escalation helper across mixed matches."""
+        config = {
+            **basic_config,
+            "keyword_tier_rules": [
+                {"keywords": ["hi"], "tier": "SIMPLE"},
+                {"keywords": ["advise"], "tier": "COMPLEX"},
+            ],
+        }
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config=config,
+        )
+        assert router._lexical_tier_override("hi there, please advise") == ComplexityTier.COMPLEX
+        assert router._lexical_tier_override("just saying hi") == ComplexityTier.SIMPLE
+        assert router._lexical_tier_override("nothing relevant here") is None
+
+    @pytest.mark.asyncio
+    async def test_no_rule_match_falls_back_to_scoring(
+        self, mock_router_instance, basic_config
+    ):
+        """A prompt that matches no rule is classified by the scorer as usual."""
+        config = {
+            **basic_config,
+            "keyword_tier_rules": [
+                {"keywords": ["zzznomatch"], "tier": "REASONING"},
+            ],
+        }
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config=config,
+        )
+        result = await router.async_pre_routing_hook(
+            model="test-model",
+            request_kwargs={},
+            messages=[{"role": "user", "content": "Hello!"}],
+        )
+        assert result is not None
+        assert result.model == "gpt-4o-mini"  # SIMPLE via scoring, rule did not fire
+
+    def test_word_boundary_avoids_substring_false_positive(
+        self, mock_router_instance, basic_config
+    ):
+        """A single-word rule keyword must not match inside a larger word."""
+        config = {
+            **basic_config,
+            "keyword_tier_rules": [{"keywords": ["k8s"], "tier": "REASONING"}],
+        }
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config=config,
+        )
+        assert router._lexical_tier_override("running my k8s cluster") == ComplexityTier.REASONING
+        assert router._lexical_tier_override("what is a k8scluster thing") is None
+
+
+def _make_embedding_response(vectors: List[List[float]]) -> "litellm.EmbeddingResponse":
+    return litellm.EmbeddingResponse(
+        model="fake-embed",
+        data=[
+            {"embedding": vec, "index": idx, "object": "embedding"}
+            for idx, vec in enumerate(vectors)
+        ],
+        object="list",
+    )
+
+
+class FakeEmbeddingRouter:
+    """A stand-in router whose embeddings are deterministic 2D unit vectors.
+
+    Any text mentioning a cluster/container concept maps to [1, 0]; everything
+    else maps to [0, 1]. This lets the real SemanticRouter compute exact cosine
+    similarities (1.0 or 0.0) so threshold behavior is testable without a network call.
+    """
+
+    _CLUSTER_MARKERS = ("k8s", "kube", "container", "cluster", "orchestrat")
+
+    def __init__(self):
+        self.async_embedding_calls: List[List[str]] = []
+        self.async_embedding_kwargs: List[Dict] = []
+        self.sync_embedding_thread_ids: List[int] = []
+
+    def _vectors(self, docs: List[str]) -> List[List[float]]:
+        return [
+            [1.0, 0.0] if any(marker in doc.lower() for marker in self._CLUSTER_MARKERS) else [0.0, 1.0]
+            for doc in docs
+        ]
+
+    @staticmethod
+    def _as_list(text) -> List[str]:
+        return text if isinstance(text, list) else [text]
+
+    def embedding(self, input, model, **kwargs):
+        # Record the thread this synchronous (route-index build) call ran on, so tests can
+        # assert it is offloaded off the event-loop thread.
+        import threading
+
+        self.sync_embedding_thread_ids.append(threading.get_ident())
+        return _make_embedding_response(self._vectors(self._as_list(input)))
+
+    async def aembedding(self, input, model, **kwargs):
+        docs = self._as_list(input)
+        self.async_embedding_calls.append(docs)
+        self.async_embedding_kwargs.append(kwargs)
+        return _make_embedding_response(self._vectors(docs))
+
+
+class TestSemanticKeywordTierRules:
+    """Test embedding-based keyword_tier_rules matching."""
+
+    @pytest.mark.asyncio
+    async def test_semantic_match_routes_to_rule_tier(self, basic_config):
+        """A paraphrase (no literal keyword) still routes via embedding similarity."""
+        fake_router = FakeEmbeddingRouter()
+        config = {
+            **basic_config,
+            "keyword_tier_rules": [
+                {"keywords": ["kubernetes deployment", "container orchestration"], "tier": "REASONING"},
+                {"keywords": ["hello", "thanks"], "tier": "SIMPLE"},
+            ],
+            "semantic_keyword_matching": True,
+            "embedding_model": "fake-embed",
+            "match_threshold": 0.5,
+        }
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=fake_router,
+            complexity_router_config=config,
+        )
+        result = await router.async_pre_routing_hook(
+            model="test-model",
+            request_kwargs={},
+            messages=[{"role": "user", "content": "help me roll out my k8s cluster today"}],
+        )
+        assert result is not None
+        assert result.model == "o1-preview"  # REASONING via semantic match
+        assert fake_router.async_embedding_calls, "expected an embedding call for the prompt"
+
+    @pytest.mark.asyncio
+    async def test_semantic_embedding_call_carries_caller_metadata(self, basic_config):
+        """The query embedding call must carry the caller's metadata/litellm_metadata
+        so embedding spend is attributed and budget-checked against the originating
+        key/team, instead of being logged as an untracked, unattributed cost.
+        """
+        fake_router = FakeEmbeddingRouter()
+        config = {
+            **basic_config,
+            "keyword_tier_rules": [{"keywords": ["kubernetes deployment"], "tier": "REASONING"}],
+            "semantic_keyword_matching": True,
+            "embedding_model": "fake-embed",
+            "match_threshold": 0.5,
+        }
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=fake_router,
+            complexity_router_config=config,
+        )
+        caller_metadata = {"user_api_key_hash": "hash-abc", "user_api_key_team_id": "team-1"}
+        caller_litellm_metadata = {"user_api_key": "hash-abc"}
+        result = await router.async_pre_routing_hook(
+            model="test-model",
+            request_kwargs={"metadata": caller_metadata, "litellm_metadata": caller_litellm_metadata},
+            messages=[{"role": "user", "content": "roll out my k8s cluster"}],
+        )
+        assert result is not None
+        assert fake_router.async_embedding_kwargs, "expected an embedding call for the prompt"
+        assert fake_router.async_embedding_kwargs[0]["metadata"] == caller_metadata
+        assert fake_router.async_embedding_kwargs[0]["litellm_metadata"] == caller_litellm_metadata
+
+    @pytest.mark.asyncio
+    async def test_semantic_embedding_call_strips_budget_reservation(self, basic_config):
+        """The embedding call must not carry the parent request's budget reservation.
+
+        The reservation belongs to the routed completion this embedding helps select, not
+        to the embedding call. Forwarding it would let the embedding's cost callback
+        finalize the reservation, so the routed completion's callback then skips
+        incrementing the key/team budget - letting a caller run completions while only the
+        embedding cost is enforced. Key/team attribution fields must still be forwarded.
+        """
+        fake_router = FakeEmbeddingRouter()
+        config = {
+            **basic_config,
+            "keyword_tier_rules": [{"keywords": ["kubernetes deployment"], "tier": "REASONING"}],
+            "semantic_keyword_matching": True,
+            "embedding_model": "fake-embed",
+            "match_threshold": 0.5,
+        }
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=fake_router,
+            complexity_router_config=config,
+        )
+        caller_metadata = {
+            "user_api_key_hash": "hash-abc",
+            "user_api_key_team_id": "team-1",
+            "user_api_key_budget_reservation": {"reserved_cost": 1.0},
+            "user_api_key_auth": {"budget_reservation": {"reserved_cost": 1.0}},
+        }
+        await router.async_pre_routing_hook(
+            model="test-model",
+            request_kwargs={"metadata": caller_metadata, "litellm_metadata": dict(caller_metadata)},
+            messages=[{"role": "user", "content": "roll out my k8s cluster"}],
+        )
+        assert fake_router.async_embedding_kwargs, "expected an embedding call for the prompt"
+        expected = {"user_api_key_hash": "hash-abc", "user_api_key_team_id": "team-1"}
+        assert fake_router.async_embedding_kwargs[0]["metadata"] == expected
+        assert fake_router.async_embedding_kwargs[0]["litellm_metadata"] == expected
+
+    @pytest.mark.asyncio
+    async def test_semantic_routelayer_build_runs_off_event_loop(self, basic_config):
+        """Building the SemanticRouter embeds route utterances via a synchronous provider
+        call; it must run in a worker thread, not block the async event loop.
+        """
+        import threading
+
+        fake_router = FakeEmbeddingRouter()
+        config = {
+            **basic_config,
+            "keyword_tier_rules": [{"keywords": ["kubernetes deployment"], "tier": "REASONING"}],
+            "semantic_keyword_matching": True,
+            "embedding_model": "fake-embed",
+            "match_threshold": 0.5,
+        }
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=fake_router,
+            complexity_router_config=config,
+        )
+        loop_thread_id = threading.get_ident()
+        await router.async_pre_routing_hook(
+            model="test-model",
+            request_kwargs={},
+            messages=[{"role": "user", "content": "roll out my k8s cluster"}],
+        )
+        # The route-index build did a synchronous embedding call...
+        assert fake_router.sync_embedding_thread_ids, "expected the route-index build to embed utterances"
+        # ...and none of it ran on the event-loop thread.
+        assert all(tid != loop_thread_id for tid in fake_router.sync_embedding_thread_ids)
+
+    @pytest.mark.asyncio
+    async def test_below_threshold_falls_back_to_scoring(self, basic_config):
+        """When no route clears the threshold, scoring decides the tier."""
+        fake_router = FakeEmbeddingRouter()
+        config = {
+            **basic_config,
+            "keyword_tier_rules": [
+                {"keywords": ["kubernetes deployment"], "tier": "REASONING"},
+            ],
+            "semantic_keyword_matching": True,
+            "embedding_model": "fake-embed",
+            "match_threshold": 0.9,
+        }
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=fake_router,
+            complexity_router_config=config,
+        )
+        # "hello there friend" embeds orthogonal to the REASONING route (cos 0 < 0.9).
+        result = await router.async_pre_routing_hook(
+            model="test-model",
+            request_kwargs={},
+            messages=[{"role": "user", "content": "hello there friend"}],
+        )
+        assert result is not None
+        assert result.model == "gpt-4o-mini"  # SIMPLE via scoring fallback
+
+    @pytest.mark.asyncio
+    async def test_route_embeddings_cached_across_requests(self, basic_config):
+        """The route layer is built once and reused on subsequent requests."""
+        fake_router = FakeEmbeddingRouter()
+        config = {
+            **basic_config,
+            "keyword_tier_rules": [
+                {"keywords": ["kubernetes deployment"], "tier": "REASONING"},
+            ],
+            "semantic_keyword_matching": True,
+            "embedding_model": "fake-embed",
+            "match_threshold": 0.5,
+        }
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=fake_router,
+            complexity_router_config=config,
+        )
+        assert router._semantic_routelayer is None
+        await router.async_pre_routing_hook(
+            model="test-model",
+            request_kwargs={},
+            messages=[{"role": "user", "content": "roll out my k8s cluster"}],
+        )
+        first_layer = router._semantic_routelayer
+        assert first_layer is not None
+        await router.async_pre_routing_hook(
+            model="test-model",
+            request_kwargs={},
+            messages=[{"role": "user", "content": "scale my container cluster"}],
+        )
+        assert router._semantic_routelayer is first_layer
+
+
+class TestSemanticConfigValidation:
+    """Test config validation for semantic_keyword_matching."""
+
+    def test_semantic_without_embedding_model_raises(self):
+        with pytest.raises(ValidationError):
+            ComplexityRouterConfig(
+                semantic_keyword_matching=True,
+                keyword_tier_rules=[{"keywords": ["k8s"], "tier": "REASONING"}],
+            )
+
+    def test_semantic_without_rules_raises(self):
+        with pytest.raises(ValidationError):
+            ComplexityRouterConfig(
+                semantic_keyword_matching=True,
+                embedding_model="fake-embed",
+            )
+
+    def test_semantic_disabled_needs_no_embedding_model(self):
+        config = ComplexityRouterConfig(
+            keyword_tier_rules=[{"keywords": ["k8s"], "tier": "REASONING"}],
+        )
+        assert config.semantic_keyword_matching is False
+        assert config.match_threshold == 0.5
+
+    def test_keyword_tier_rule_rejects_empty_keywords(self):
+        """A rule with no keywords is meaningless (and yields a zero-utterance semantic route)."""
+        with pytest.raises(ValidationError):
+            ComplexityRouterConfig(keyword_tier_rules=[{"keywords": [], "tier": "SIMPLE"}])
+
+    def test_keyword_tier_rule_rejects_blank_only_keywords(self):
+        """Whitespace-only keywords don't count as content."""
+        with pytest.raises(ValidationError):
+            ComplexityRouterConfig(keyword_tier_rules=[{"keywords": ["   ", ""], "tier": "SIMPLE"}])
+
+
+class _StubEncoder:
+    """Minimal stand-in for LiteLLMRouterEncoder.aencode_queries, capturing the kwargs it was called with."""
+
+    def __init__(self):
+        self.aencode_queries_calls: List[Dict] = []
+
+    async def aencode_queries(self, docs, **kwargs):
+        self.aencode_queries_calls.append(kwargs)
+        return [[0.0]]
+
+
+class _StubRouteLayer:
+    """Returns a fixed acall result so _semantic_tier_override branches can be exercised."""
+
+    def __init__(self, result):
+        self._result = result
+        self.encoder = _StubEncoder()
+
+    async def acall(self, text=None, vector=None):
+        return self._result
+
+
+class _RaisingEncoder:
+    """Simulates an embedding-provider failure during semantic matching."""
+
+    async def aencode_queries(self, docs, **kwargs):
+        raise RuntimeError("embedding provider unavailable")
+
+
+class _RaisingRouteLayer:
+    def __init__(self):
+        self.encoder = _RaisingEncoder()
+
+    async def acall(self, text=None, vector=None):
+        raise AssertionError("acall should not be reached when the encoder fails")
+
+
+class TestKeywordOverrideEdgeCases:
+    """Cover the defensive branches of the lexical and semantic override helpers."""
+
+    def _semantic_router(self, mock_router_instance, basic_config):
+        config = {
+            **basic_config,
+            "keyword_tier_rules": [{"keywords": ["kubernetes"], "tier": "REASONING"}],
+            "semantic_keyword_matching": True,
+            "embedding_model": "fake-embed",
+            "match_threshold": 0.5,
+        }
+        return ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config=config,
+        )
+
+    def test_lexical_override_none_when_no_rules(self, mock_router_instance, basic_config):
+        """No keyword_tier_rules configured -> lexical override is a no-op."""
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config=basic_config,
+        )
+        assert router._lexical_tier_override("deploy to k8s and reason step by step") is None
+
+    def test_semantic_routelayer_requires_embedding_model(self, mock_router_instance, basic_config):
+        """Building the route layer without an embedding model raises (defensive invariant)."""
+        config = {**basic_config, "keyword_tier_rules": [{"keywords": ["k8s"], "tier": "REASONING"}]}
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config=config,
+        )
+        assert router.config.embedding_model is None
+        with pytest.raises(ValueError, match="embedding_model is required"):
+            router._get_or_create_semantic_routelayer()
+
+    @pytest.mark.asyncio
+    async def test_semantic_override_maps_first_of_list(self, mock_router_instance, basic_config):
+        """A list RouteChoice result maps to the first entry's tier."""
+        from semantic_router.schema import RouteChoice
+
+        router = self._semantic_router(mock_router_instance, basic_config)
+        router._semantic_routelayer = _StubRouteLayer([RouteChoice(name="COMPLEX"), RouteChoice(name="SIMPLE")])
+        assert await router._semantic_tier_override("anything", {}) == ComplexityTier.COMPLEX
+
+    @pytest.mark.asyncio
+    async def test_semantic_override_empty_list_returns_none(self, mock_router_instance, basic_config):
+        """An empty list result falls through to scoring."""
+        router = self._semantic_router(mock_router_instance, basic_config)
+        router._semantic_routelayer = _StubRouteLayer([])
+        assert await router._semantic_tier_override("anything", {}) is None
+
+    @pytest.mark.asyncio
+    async def test_semantic_override_unknown_route_name_returns_none(self, mock_router_instance, basic_config):
+        """A matched route whose name is not a ComplexityTier is ignored."""
+        from semantic_router.schema import RouteChoice
+
+        router = self._semantic_router(mock_router_instance, basic_config)
+        router._semantic_routelayer = _StubRouteLayer(RouteChoice(name="NOT_A_TIER"))
+        assert await router._semantic_tier_override("anything", {}) is None
+
+    @pytest.mark.asyncio
+    async def test_semantic_embedding_error_falls_back_to_scoring(self, mock_router_instance, basic_config):
+        """An embedding failure must not fail the request: the override yields None so
+        async_pre_routing_hook falls through to the complexity scorer.
+        """
+        router = self._semantic_router(mock_router_instance, basic_config)
+        router._semantic_routelayer = _RaisingRouteLayer()
+
+        # _resolve_keyword_tier_override swallows the error and returns None (no override).
+        assert await router._resolve_keyword_tier_override("roll out my k8s cluster", {}) is None
+
+        # End-to-end, the hook still returns a routed model (from scoring) rather than raising.
+        result = await router.async_pre_routing_hook(
+            model="test-model",
+            request_kwargs={},
+            messages=[{"role": "user", "content": "roll out my k8s cluster"}],
+        )
+        assert result is not None
+        assert result.model in {"gpt-4o-mini", "gpt-4o", "claude-sonnet-4-20250514", "o1-preview"}
diff --git a/ui/litellm-dashboard/eslint-metrics.json b/ui/litellm-dashboard/eslint-metrics.json
index 7abbb186771..fe6f9f5b482 100644
--- a/ui/litellm-dashboard/eslint-metrics.json
+++ b/ui/litellm-dashboard/eslint-metrics.json
@@ -1,5 +1,5 @@
 {
-  "@typescript-eslint/no-explicit-any": 1978,
+  "@typescript-eslint/no-explicit-any": 1976,
   "complexity": 130,
   "local/no-large-inline-object-arg": 509,
   "local/no-long-condition-chain": 234,
diff --git a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx
index 37ec7742d65..5bfcd94398d 100644
--- a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx
@@ -19,14 +19,28 @@ const defaultValue: ComplexityRouterConfigValue = {
   classifier_type: "heuristic",
 };
 
+const baseProps = {
+  modelInfo: mockModelInfo,
+  value: defaultValue,
+  onChange: vi.fn(),
+  keywordTierRules: [],
+  onKeywordTierRulesChange: vi.fn(),
+  semanticMatchingEnabled: false,
+  onSemanticMatchingEnabledChange: vi.fn(),
+  embeddingModel: undefined,
+  onEmbeddingModelChange: vi.fn(),
+  matchThreshold: 0.5,
+  onMatchThresholdChange: vi.fn(),
+};
+
 describe("ComplexityRouterConfig", () => {
   it("should render", () => {
-    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultValue} onChange={vi.fn()} />);
+    renderWithProviders(<ComplexityRouterConfig {...baseProps} />);
     expect(screen.getByText("Complexity Tier Configuration")).toBeInTheDocument();
   });
 
   it("should display all four tier labels", () => {
-    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultValue} onChange={vi.fn()} />);
+    renderWithProviders(<ComplexityRouterConfig {...baseProps} />);
     expect(screen.getByText("Simple Tier")).toBeInTheDocument();
     expect(screen.getByText("Medium Tier")).toBeInTheDocument();
     expect(screen.getByText("Complex Tier")).toBeInTheDocument();
@@ -34,7 +48,7 @@ describe("ComplexityRouterConfig", () => {
   });
 
   it("should show example queries for each tier", () => {
-    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultValue} onChange={vi.fn()} />);
+    renderWithProviders(<ComplexityRouterConfig {...baseProps} />);
     expect(screen.getByText(/Hello!/)).toBeInTheDocument();
     expect(screen.getByText(/Explain how REST APIs work/)).toBeInTheDocument();
     expect(screen.getByText(/Design a microservices architecture/)).toBeInTheDocument();
@@ -42,12 +56,12 @@ describe("ComplexityRouterConfig", () => {
   });
 
   it("should display the how classification works section", () => {
-    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultValue} onChange={vi.fn()} />);
+    renderWithProviders(<ComplexityRouterConfig {...baseProps} />);
     expect(screen.getByText("How Classification Works")).toBeInTheDocument();
   });
 
   it("should show score thresholds in the classification section", () => {
-    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultValue} onChange={vi.fn()} />);
+    renderWithProviders(<ComplexityRouterConfig {...baseProps} />);
     expect(screen.getByText(/Score < 0.15/)).toBeInTheDocument();
     expect(screen.getByText(/Score 0.15 - 0.35/)).toBeInTheDocument();
     expect(screen.getByText(/Score 0.35 - 0.60/)).toBeInTheDocument();
@@ -91,16 +105,14 @@ describe("ComplexityRouterConfig", () => {
   });
 
   it("should render the custom technical keywords field", () => {
-    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultValue} onChange={vi.fn()} />);
+    renderWithProviders(<ComplexityRouterConfig {...baseProps} />);
     expect(screen.getByText("Custom Technical Keywords")).toBeInTheDocument();
   });
 
   it("should display existing custom technical keywords as tags", () => {
     renderWithProviders(
       <ComplexityRouterConfig
-        modelInfo={mockModelInfo}
-        value={defaultValue}
-        onChange={vi.fn()}
+        {...baseProps}
         customTechnicalKeywords={["udp", "kafka"]}
         onCustomTechnicalKeywordsChange={vi.fn()}
       />,
@@ -114,9 +126,7 @@ describe("ComplexityRouterConfig", () => {
     const onCustomTechnicalKeywordsChange = vi.fn();
     renderWithProviders(
       <ComplexityRouterConfig
-        modelInfo={mockModelInfo}
-        value={defaultValue}
-        onChange={vi.fn()}
+        {...baseProps}
         customTechnicalKeywords={[]}
         onCustomTechnicalKeywordsChange={onCustomTechnicalKeywordsChange}
       />,
@@ -126,4 +136,65 @@ describe("ComplexityRouterConfig", () => {
     await user.type(input, "udp,");
     expect(onCustomTechnicalKeywordsChange).toHaveBeenCalledWith(["udp"]);
   });
+
+  it("should render an empty state when no keyword tier rules exist", () => {
+    renderWithProviders(<ComplexityRouterConfig {...baseProps} />);
+    expect(screen.getByText("Keyword Tier Overrides")).toBeInTheDocument();
+    expect(screen.getByText("No keyword tier overrides configured")).toBeInTheDocument();
+  });
+
+  it("should call onKeywordTierRulesChange with a new rule when 'Add keyword rule' is clicked", async () => {
+    const user = userEvent.setup();
+    const onKeywordTierRulesChange = vi.fn();
+    renderWithProviders(<ComplexityRouterConfig {...baseProps} onKeywordTierRulesChange={onKeywordTierRulesChange} />);
+    await user.click(screen.getByRole("button", { name: /add keyword rule/i }));
+    expect(onKeywordTierRulesChange).toHaveBeenCalledTimes(1);
+    const newRules = onKeywordTierRulesChange.mock.calls[0][0];
+    expect(newRules).toHaveLength(1);
+    expect(newRules[0]).toMatchObject({ keywords: [], tier: "COMPLEX" });
+  });
+
+  it("should render an existing keyword tier rule and remove it when the delete button is clicked", async () => {
+    const user = userEvent.setup();
+    const onKeywordTierRulesChange = vi.fn();
+    renderWithProviders(
+      <ComplexityRouterConfig
+        {...baseProps}
+        keywordTierRules={[{ id: "rule-1", keywords: ["invoice", "refund"], tier: "MEDIUM" }]}
+        onKeywordTierRulesChange={onKeywordTierRulesChange}
+      />,
+    );
+    expect(screen.getByText("invoice")).toBeInTheDocument();
+    expect(screen.getByText("refund")).toBeInTheDocument();
+
+    await user.click(screen.getByRole("button", { name: /remove keyword rule 1/i }));
+    expect(onKeywordTierRulesChange).toHaveBeenCalledWith([]);
+  });
+
+  it("should not show embedding model or match score fields when semantic matching is disabled", () => {
+    renderWithProviders(<ComplexityRouterConfig {...baseProps} semanticMatchingEnabled={false} />);
+    expect(screen.getByText("Semantic keyword matching")).toBeInTheDocument();
+    expect(screen.queryByText("Embedding model")).not.toBeInTheDocument();
+    expect(screen.queryByText("Minimum match score")).not.toBeInTheDocument();
+  });
+
+  it("should show embedding model and match score fields when semantic matching is enabled", () => {
+    renderWithProviders(<ComplexityRouterConfig {...baseProps} semanticMatchingEnabled={true} />);
+    expect(screen.getByText("Embedding model")).toBeInTheDocument();
+    expect(screen.getByText("Minimum match score")).toBeInTheDocument();
+  });
+
+  it("should call onSemanticMatchingEnabledChange when the semantic matching switch is toggled", async () => {
+    const user = userEvent.setup();
+    const onSemanticMatchingEnabledChange = vi.fn();
+    renderWithProviders(
+      <ComplexityRouterConfig
+        {...baseProps}
+        semanticMatchingEnabled={false}
+        onSemanticMatchingEnabledChange={onSemanticMatchingEnabledChange}
+      />,
+    );
+    await user.click(screen.getByRole("switch"));
+    expect(onSemanticMatchingEnabledChange).toHaveBeenCalledWith(true, expect.anything());
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
index 2088e7183b9..ae2e03e576f 100644
--- a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
@@ -2,6 +2,8 @@ import { InfoCircleOutlined } from "@ant-design/icons";
 import { Select as AntdSelect, Card, Collapse, Divider, InputNumber, Radio, Space, Tooltip, Typography } from "antd";
 import React from "react";
 import { ModelGroup } from "@/components/llm_calls/fetch_models";
+import KeywordTierRules, { KeywordTierRule } from "./KeywordTierRules";
+import SemanticKeywordMatching from "./SemanticKeywordMatching";
 
 const { Text } = Typography;
 
@@ -33,6 +35,16 @@ interface ComplexityRouterConfigProps {
   onChange: (value: ComplexityRouterConfigValue) => void;
   customTechnicalKeywords?: string[];
   onCustomTechnicalKeywordsChange?: (keywords: string[]) => void;
+  // Optional: the edit-auto-router modal doesn't yet support editing keyword tier
+  // rules or semantic matching, so it renders this component without them.
+  keywordTierRules?: KeywordTierRule[];
+  onKeywordTierRulesChange?: (rules: KeywordTierRule[]) => void;
+  semanticMatchingEnabled?: boolean;
+  onSemanticMatchingEnabledChange?: (enabled: boolean) => void;
+  embeddingModel?: string;
+  onEmbeddingModelChange?: (model: string) => void;
+  matchThreshold?: number;
+  onMatchThresholdChange?: (threshold: number) => void;
 }
 
 const TIER_DESCRIPTIONS: Record<keyof ComplexityTiers, { label: string; description: string; examples: string }> = {
@@ -64,6 +76,14 @@ const ComplexityRouterConfig: React.FC<ComplexityRouterConfigProps> = ({
   onChange,
   customTechnicalKeywords,
   onCustomTechnicalKeywordsChange,
+  keywordTierRules = [],
+  onKeywordTierRulesChange = () => {},
+  semanticMatchingEnabled = false,
+  onSemanticMatchingEnabledChange = () => {},
+  embeddingModel,
+  onEmbeddingModelChange = () => {},
+  matchThreshold = 0.5,
+  onMatchThresholdChange = () => {},
 }) => {
   // Prepare model options for dropdowns
   const modelOptions = modelInfo.map((model) => ({
@@ -239,7 +259,8 @@ const ComplexityRouterConfig: React.FC<ComplexityRouterConfigProps> = ({
           </Tooltip>
         </div>
         <Text type="secondary" style={{ display: "block", marginBottom: 8, fontSize: 12 }}>
-          Optional: add terms the built-in list misses (e.g., udp, kafka, terraform)
+          Optional: Add terms to the built-in list to improve classification accuracy on the technical dimension. (e.g.,
+          udp, kafka, terraform).
         </Text>
         <AntdSelect
           mode="tags"
@@ -280,6 +301,22 @@ const ComplexityRouterConfig: React.FC<ComplexityRouterConfigProps> = ({
           </li>
         </ul>
       </Card>
+
+      <Divider />
+
+      <KeywordTierRules rules={keywordTierRules} onChange={onKeywordTierRulesChange} />
+
+      <Divider />
+
+      <SemanticKeywordMatching
+        enabled={semanticMatchingEnabled}
+        onEnabledChange={onSemanticMatchingEnabledChange}
+        embeddingModel={embeddingModel}
+        onEmbeddingModelChange={onEmbeddingModelChange}
+        matchThreshold={matchThreshold}
+        onMatchThresholdChange={onMatchThresholdChange}
+        modelInfo={modelInfo}
+      />
     </div>
   );
 };
diff --git a/ui/litellm-dashboard/src/components/add_model/KeywordTierRules.tsx b/ui/litellm-dashboard/src/components/add_model/KeywordTierRules.tsx
new file mode 100644
index 00000000000..4f647c710f2
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/add_model/KeywordTierRules.tsx
@@ -0,0 +1,112 @@
+import { DeleteOutlined, InfoCircleOutlined, PlusOutlined } from "@ant-design/icons";
+import { Button, Card, Empty, Select as AntdSelect, Tooltip, Typography } from "antd";
+import React from "react";
+
+const { Text } = Typography;
+
+export type ComplexityTier = "SIMPLE" | "MEDIUM" | "COMPLEX" | "REASONING";
+
+export interface KeywordTierRule {
+  id: string;
+  keywords: string[];
+  tier: ComplexityTier;
+}
+
+interface KeywordTierRulesProps {
+  rules: KeywordTierRule[];
+  onChange: (rules: KeywordTierRule[]) => void;
+}
+
+const TIER_OPTIONS: { value: ComplexityTier; label: string }[] = [
+  { value: "SIMPLE", label: "Simple" },
+  { value: "MEDIUM", label: "Medium" },
+  { value: "COMPLEX", label: "Complex" },
+  { value: "REASONING", label: "Reasoning" },
+];
+
+const KeywordTierRules: React.FC<KeywordTierRulesProps> = ({ rules, onChange }) => {
+  const addRule = () => {
+    onChange([...rules, { id: `${Date.now()}`, keywords: [], tier: "COMPLEX" }]);
+  };
+
+  const updateRule = (id: string, updates: Partial<Omit<KeywordTierRule, "id">>) => {
+    onChange(rules.map((rule) => (rule.id === id ? { ...rule, ...updates } : rule)));
+  };
+
+  const removeRule = (id: string) => {
+    onChange(rules.filter((rule) => rule.id !== id));
+  };
+
+  return (
+    <div className="w-full max-w-none">
+      <div className="flex items-center justify-between mb-2">
+        <div className="flex items-center gap-2">
+          <Typography.Title level={4} style={{ margin: 0 }}>
+            Keyword Tier Overrides
+          </Typography.Title>
+          <Tooltip title="Match known terms and force the request straight to a chosen complexity tier, bypassing rule-based scoring.">
+            <InfoCircleOutlined className="text-gray-400" />
+          </Tooltip>
+        </div>
+        <Button icon={<PlusOutlined />} onClick={addRule}>
+          Add keyword rule
+        </Button>
+      </div>
+      <Text type="secondary" style={{ display: "block", marginBottom: 16 }}>
+        Optional: route requests containing specific keywords directly to a tier, e.g. route &quot;invoice, refund,
+        billing&quot; to the medium tier.
+      </Text>
+
+      {rules.length === 0 ? (
+        <Card className="bg-gray-50">
+          <Empty image={Empty.PRESENTED_IMAGE_SIMPLE} description="No keyword tier overrides configured" />
+        </Card>
+      ) : (
+        <div className="flex flex-col gap-3">
+          {rules.map((rule, index) => (
+            <Card key={rule.id} size="small">
+              <div className="flex items-end gap-3">
+                <div className="flex-1">
+                  <Text strong style={{ display: "block", marginBottom: 8 }}>
+                    Keywords {index + 1}
+                  </Text>
+                  <AntdSelect
+                    mode="tags"
+                    value={rule.keywords}
+                    onChange={(keywords: string[]) => updateRule(rule.id, { keywords })}
+                    placeholder="e.g., invoice, refund, billing"
+                    tokenSeparators={[","]}
+                    open={false}
+                    suffixIcon={null}
+                    style={{ width: "100%" }}
+                    allowClear
+                  />
+                </div>
+                <div style={{ width: 220 }}>
+                  <Text strong style={{ display: "block", marginBottom: 8 }}>
+                    Route to tier
+                  </Text>
+                  <AntdSelect
+                    value={rule.tier}
+                    onChange={(tier: ComplexityTier) => updateRule(rule.id, { tier })}
+                    options={TIER_OPTIONS}
+                    style={{ width: "100%" }}
+                  />
+                </div>
+                <Button
+                  danger
+                  type="text"
+                  icon={<DeleteOutlined />}
+                  aria-label={`Remove keyword rule ${index + 1}`}
+                  onClick={() => removeRule(rule.id)}
+                />
+              </div>
+            </Card>
+          ))}
+        </div>
+      )}
+    </div>
+  );
+};
+
+export default KeywordTierRules;
diff --git a/ui/litellm-dashboard/src/components/add_model/SemanticKeywordMatching.tsx b/ui/litellm-dashboard/src/components/add_model/SemanticKeywordMatching.tsx
new file mode 100644
index 00000000000..0f9907ac6c9
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/add_model/SemanticKeywordMatching.tsx
@@ -0,0 +1,84 @@
+import { InfoCircleOutlined } from "@ant-design/icons";
+import { Card, InputNumber, Select as AntdSelect, Switch, Tooltip, Typography } from "antd";
+import React from "react";
+import { ModelGroup } from "@/components/llm_calls/fetch_models";
+
+const { Text } = Typography;
+
+const DEFAULT_MATCH_THRESHOLD = 0.5;
+
+interface SemanticKeywordMatchingProps {
+  enabled: boolean;
+  onEnabledChange: (enabled: boolean) => void;
+  embeddingModel: string | undefined;
+  onEmbeddingModelChange: (model: string) => void;
+  matchThreshold: number;
+  onMatchThresholdChange: (threshold: number) => void;
+  modelInfo: ModelGroup[];
+}
+
+const SemanticKeywordMatching: React.FC<SemanticKeywordMatchingProps> = ({
+  enabled,
+  onEnabledChange,
+  embeddingModel,
+  onEmbeddingModelChange,
+  matchThreshold,
+  onMatchThresholdChange,
+  modelInfo,
+}) => {
+  const modelOptions = Array.from(new Set(modelInfo.map((model) => model.model_group))).map((model_group) => ({
+    value: model_group,
+    label: model_group,
+  }));
+
+  return (
+    <Card className="mb-4">
+      <div className="flex items-center justify-between gap-4">
+        <div>
+          <div className="flex items-center gap-2">
+            <Text className="font-medium">Semantic keyword matching</Text>
+            <Tooltip title="Recognize related phrasing beyond exact keyword matches by comparing embeddings instead of plain text. Overrides direct keyword matching">
+              <InfoCircleOutlined className="text-gray-400" />
+            </Tooltip>
+          </div>
+          <Text className="text-gray-500 text-sm">
+            Uses same keyword-tier pairs as above and overrides direct keyword matching. Adds latency based on embedding
+            model network request.
+          </Text>
+        </div>
+        <Switch checked={enabled} onChange={onEnabledChange} aria-label="Semantic keyword matching" />
+      </div>
+
+      {enabled && (
+        <div className="grid gap-4 md:grid-cols-2 mt-4 pt-4 border-t border-gray-200">
+          <div>
+            <Text className="text-sm font-medium mb-1 block">Embedding model</Text>
+            <AntdSelect
+              value={embeddingModel}
+              onChange={onEmbeddingModelChange}
+              placeholder="Select an embedding model"
+              showSearch
+              style={{ width: "100%" }}
+              options={modelOptions}
+            />
+          </div>
+          <div>
+            <Text className="text-sm font-medium mb-1 block">Minimum match score</Text>
+            <InputNumber
+              value={matchThreshold}
+              onChange={(value) => onMatchThresholdChange(value ?? DEFAULT_MATCH_THRESHOLD)}
+              min={0}
+              max={1}
+              step={0.05}
+              style={{ width: "100%" }}
+            />
+            <Text className="text-gray-500 text-xs mt-1 block">Match only at or above this similarity score.</Text>
+          </div>
+        </div>
+      )}
+    </Card>
+  );
+};
+
+export default SemanticKeywordMatching;
+export { DEFAULT_MATCH_THRESHOLD };
diff --git a/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx b/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx
index f8047a3d938..79c07040210 100644
--- a/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx
@@ -1,16 +1,18 @@
 import React, { useEffect, useState } from "react";
-import { Card, Form, Button, Tooltip, Typography, Select as AntdSelect, Modal, Radio, Badge, Space } from "antd";
+import { Card, Form, Button, Tooltip, Typography, Select as AntdSelect, Radio, Badge, Space } from "antd";
 import type { FormInstance } from "antd";
+import { ThunderboltOutlined, BranchesOutlined } from "@ant-design/icons";
 import { Text, TextInput } from "@tremor/react";
 import { modelAvailableCall } from "../networking";
-import ConnectionErrorDisplay from "./model_connection_test";
 import { all_admin_roles } from "@/utils/roles";
 import { handleAddAutoRouterSubmit } from "./handle_add_auto_router_submit";
 import { fetchAvailableModels, ModelGroup } from "@/components/llm_calls/fetch_models";
 import RouterConfigBuilder from "./RouterConfigBuilder";
 import ComplexityRouterConfig, { ComplexityRouterConfigValue } from "./ComplexityRouterConfig";
+import { KeywordTierRule } from "./KeywordTierRules";
+import { DEFAULT_MATCH_THRESHOLD } from "./SemanticKeywordMatching";
+import { buildComplexityRouterConfig, getSemanticConfigError } from "./build_complexity_router_config";
 import NotificationManager from "../molecules/notifications_manager";
-import { ThunderboltOutlined, BranchesOutlined } from "@ant-design/icons";
 
 interface AddAutoRouterTabProps {
   form: FormInstance;
@@ -19,34 +21,29 @@ interface AddAutoRouterTabProps {
   userRole: string;
 }
 
-type RouterType = "complexity" | "semantic";
+type RouterType = "recommended" | "semantic";
 
-const { Title, Link } = Typography;
+const { Title } = Typography;
 
 const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({ form, handleOk, accessToken, userRole }) => {
-  // State for connection testing
-  const [isResultModalVisible, setIsResultModalVisible] = useState<boolean>(false);
-  const [isTestingConnection, setIsTestingConnection] = useState<boolean>(false);
-  const [connectionTestId, setConnectionTestId] = useState<string>("");
-
   const [modelAccessGroups, setModelAccessGroups] = useState<string[]>([]);
   const [modelInfo, setModelInfo] = useState<ModelGroup[]>([]);
-  const [showCustomDefaultModel, setShowCustomDefaultModel] = useState<boolean>(false);
-  const [showCustomEmbeddingModel, setShowCustomEmbeddingModel] = useState<boolean>(false);
 
-  // Router type state - default to complexity router
-  const [routerType, setRouterType] = useState<RouterType>("complexity");
-
-  // Semantic router config (existing)
-  const [routerConfig, setRouterConfig] = useState<any>(null);
+  const [routerType, setRouterType] = useState<RouterType>("recommended");
 
-  // Complexity router config (new)
   const [complexityRouterConfig, setComplexityRouterConfig] = useState<ComplexityRouterConfigValue>({
     tiers: { SIMPLE: "", MEDIUM: "", COMPLEX: "", REASONING: "" },
     classifier_type: "heuristic",
   });
 
   const [customTechnicalKeywords, setCustomTechnicalKeywords] = useState<string[]>([]);
+  const [keywordTierRules, setKeywordTierRules] = useState<KeywordTierRule[]>([]);
+  const [semanticMatchingEnabled, setSemanticMatchingEnabled] = useState<boolean>(false);
+  const [embeddingModel, setEmbeddingModel] = useState<string | undefined>(undefined);
+  const [matchThreshold, setMatchThreshold] = useState<number>(DEFAULT_MATCH_THRESHOLD);
+
+  // Semantic router config (existing)
+  const [routerConfig, setRouterConfig] = useState<any>(null);
 
   useEffect(() => {
     const fetchModelAccessGroups = async () => {
@@ -70,135 +67,130 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({ form, handleOk, acc
 
   const isAdmin = all_admin_roles.includes(userRole);
 
-  // Test connection when button is clicked
-  const handleTestConnection = async () => {
-    setIsTestingConnection(true);
-    setConnectionTestId(`test-${Date.now()}`);
-    setIsResultModalVisible(true);
-  };
-
-  // Auto router specific form submit handler
-  const handleAutoRouterSubmit = () => {
-    const currentFormValues = form.getFieldsValue();
-
-    // Check basic required fields first
-    if (!currentFormValues.auto_router_name) {
-      NotificationManager.fromBackend("Please enter an Auto Router Name");
+  const modelGroupOptions = Array.from(new Set(modelInfo.map((option) => option.model_group))).map((model_group) => ({
+    value: model_group,
+    label: model_group,
+  }));
+
+  const submitRecommendedRouter = (name: string) => {
+    const {
+      tiers,
+      classifier_type: classifierType,
+      classifier_llm_config: classifierLlmConfig,
+    } = complexityRouterConfig;
+
+    const filledTiers = Object.values(tiers).filter(Boolean);
+    if (filledTiers.length === 0) {
+      NotificationManager.fromBackend("Please select at least one model for a complexity tier");
       return;
     }
 
-    // Validation differs based on router type
-    if (routerType === "complexity") {
-      // Complexity Router validation
-      const { tiers, classifier_type, classifier_llm_config } = complexityRouterConfig;
-      const filledTiers = Object.values(tiers).filter(Boolean);
-      if (filledTiers.length === 0) {
-        NotificationManager.fromBackend("Please select at least one model for a complexity tier");
-        return;
-      }
-
-      if (classifier_type === "llm" && !classifier_llm_config?.model) {
-        NotificationManager.fromBackend("Please select a classifier model, or switch back to Heuristic");
-        return;
-      }
+    if (classifierType === "llm" && !classifierLlmConfig?.model) {
+      NotificationManager.fromBackend("Please select a classifier model, or switch back to Heuristic");
+      return;
+    }
 
-      // For complexity router, use the first non-empty tier as default
-      const defaultModel = tiers.MEDIUM || tiers.SIMPLE || tiers.COMPLEX || tiers.REASONING;
+    const semanticError = getSemanticConfigError({ semanticMatchingEnabled, embeddingModel, keywordTierRules });
+    if (semanticError) {
+      NotificationManager.fromBackend(semanticError);
+      return;
+    }
 
-      // Set form values for complexity router
-      form.setFieldsValue({
-        custom_llm_provider: "auto_router",
-        model: currentFormValues.auto_router_name,
-        api_key: "not_required_for_auto_router",
-        auto_router_default_model: defaultModel,
+    const defaultModel = tiers.MEDIUM || tiers.SIMPLE || tiers.COMPLEX || tiers.REASONING;
+
+    form.setFieldsValue({
+      custom_llm_provider: "auto_router",
+      model: name,
+      api_key: "not_required_for_auto_router",
+      auto_router_default_model: defaultModel,
+    });
+
+    form
+      .validateFields(["auto_router_name"])
+      .then((values) => {
+        const complexityRouterConfigParams = {
+          tiers,
+          classifierType,
+          classifierLlmConfig,
+          customTechnicalKeywords,
+          keywordTierRules,
+          semanticMatchingEnabled,
+          embeddingModel,
+          matchThreshold,
+        };
+
+        const submitValues = {
+          ...values,
+          auto_router_name: name,
+          auto_router_default_model: defaultModel,
+          model_type: "complexity_router",
+          complexity_router_config: buildComplexityRouterConfig(complexityRouterConfigParams),
+          model_access_group: form.getFieldValue("model_access_group"),
+        };
+
+        handleAddAutoRouterSubmit(submitValues, accessToken, form, handleOk);
+      })
+      .catch((error) => {
+        console.error("Validation failed:", error);
+        NotificationManager.fromBackend("Please fill in all required fields");
       });
+  };
 
-      form
-        .validateFields(["auto_router_name"])
-        .then((values) => {
-          // Build the complexity router config
-          const submitValues = {
-            ...values,
-            auto_router_name: currentFormValues.auto_router_name,
-            auto_router_default_model: defaultModel,
-            // Use special model prefix for complexity router
-            model_type: "complexity_router",
-            complexity_router_config: {
-              tiers,
-              classifier_type,
-              ...(classifier_type === "llm" ? { classifier_llm_config } : {}),
-              ...(customTechnicalKeywords.length > 0 && { custom_technical_keywords: customTechnicalKeywords }),
-            },
-            model_access_group: currentFormValues.model_access_group,
-          };
-
-          handleAddAutoRouterSubmit(submitValues, accessToken, form, handleOk);
-        })
-        .catch((error) => {
-          console.error("Validation failed:", error);
-          NotificationManager.fromBackend("Please fill in all required fields");
-        });
-    } else {
-      // Semantic Router validation (existing logic)
-      if (!currentFormValues.auto_router_default_model) {
-        NotificationManager.fromBackend("Please select a Default Model");
-        return;
-      }
-
-      form.setFieldsValue({
-        custom_llm_provider: "auto_router",
-        model: currentFormValues.auto_router_name,
-        api_key: "not_required_for_auto_router",
-      });
+  const submitSemanticRouter = (name: string) => {
+    if (!form.getFieldValue("auto_router_default_model")) {
+      NotificationManager.fromBackend("Please select a Default Model");
+      return;
+    }
 
-      // Custom validation for router config
-      if (!routerConfig || !routerConfig.routes || routerConfig.routes.length === 0) {
-        NotificationManager.fromBackend("Please configure at least one route for the auto router");
-        return;
-      }
+    if (!routerConfig || !routerConfig.routes || routerConfig.routes.length === 0) {
+      NotificationManager.fromBackend("Please configure at least one route for the auto router");
+      return;
+    }
 
-      // Check if all routes have required fields
-      const invalidRoutes = routerConfig.routes.filter(
-        (route: any) => !route.name || !route.description || route.utterances.length === 0,
+    const invalidRoutes = routerConfig.routes.filter(
+      (route: any) => !route.name || !route.description || route.utterances.length === 0,
+    );
+    if (invalidRoutes.length > 0) {
+      NotificationManager.fromBackend(
+        "Please ensure all routes have a target model, description, and at least one utterance",
       );
+      return;
+    }
 
-      if (invalidRoutes.length > 0) {
-        NotificationManager.fromBackend(
-          "Please ensure all routes have a target model, description, and at least one utterance",
-        );
-        return;
-      }
+    form.setFieldsValue({
+      custom_llm_provider: "auto_router",
+      model: name,
+      api_key: "not_required_for_auto_router",
+    });
+
+    form
+      .validateFields()
+      .then((values) => {
+        const submitValues = {
+          ...values,
+          auto_router_name: name,
+          auto_router_config: routerConfig,
+          model_type: "semantic_router",
+        };
+        handleAddAutoRouterSubmit(submitValues, accessToken, form, handleOk);
+      })
+      .catch((error) => {
+        console.error("Validation failed:", error);
+        NotificationManager.fromBackend("Please fill in all required fields");
+      });
+  };
 
-      form
-        .validateFields()
-        .then((values) => {
-          const submitValues = {
-            ...values,
-            auto_router_config: routerConfig,
-            model_type: "semantic_router",
-          };
-          handleAddAutoRouterSubmit(submitValues, accessToken, form, handleOk);
-        })
-        .catch((error) => {
-          console.error("Validation failed:", error);
-          const fieldErrors = error.errorFields || [];
-          if (fieldErrors.length > 0) {
-            const missingFields = fieldErrors.map((field: any) => {
-              const fieldName = field.name[0];
-              const friendlyNames: { [key: string]: string } = {
-                auto_router_name: "Auto Router Name",
-                auto_router_default_model: "Default Model",
-                auto_router_embedding_model: "Embedding Model",
-              };
-              return friendlyNames[fieldName] || fieldName;
-            });
-            NotificationManager.fromBackend(
-              `Please fill in the following required fields: ${missingFields.join(", ")}`,
-            );
-          } else {
-            NotificationManager.fromBackend("Please fill in all required fields");
-          }
-        });
+  const handleAutoRouterSubmit = () => {
+    const name = form.getFieldValue("auto_router_name");
+    if (!name) {
+      NotificationManager.fromBackend("Please enter an Auto Router Name");
+      return;
+    }
+
+    if (routerType === "recommended") {
+      submitRecommendedRouter(name);
+    } else {
+      submitSemanticRouter(name);
     }
   };
 
@@ -207,7 +199,7 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({ form, handleOk, acc
       <Title level={2}>Add Auto Router</Title>
       <Text className="text-gray-600 mb-6">
         Create an auto router that automatically selects the best model based on request complexity or semantic
-        matching.
+        matching. Use in place of a single default model.
       </Text>
 
       <Card className="mb-4">
@@ -215,35 +207,28 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({ form, handleOk, acc
           <Text className="text-sm font-medium mb-2 block">Router Type</Text>
           <Radio.Group value={routerType} onChange={(e) => setRouterType(e.target.value)} className="w-full">
             <Space direction="vertical" className="w-full">
-              <Radio value="complexity" className="w-full">
+              <Radio value="recommended" className="w-full">
                 <div className="flex items-center gap-2">
                   <ThunderboltOutlined className="text-yellow-500" />
-                  <span className="font-medium">Complexity Router</span>
+                  <span className="font-medium">Auto-Router v2</span>
                   <Badge
                     count="Recommended"
-                    style={{
-                      backgroundColor: "#52c41a",
-                      fontSize: "10px",
-                      padding: "0 6px",
-                    }}
+                    style={{ backgroundColor: "#52c41a", fontSize: "10px", padding: "0 6px" }}
                   />
                 </div>
                 <div className="text-xs text-gray-500 ml-6 mt-1">
-                  Automatically routes based on request complexity. No training data needed — just pick 4 models and go.
-                  <br />
-                  <span className="text-green-600">✓ Zero API calls</span> ·{" "}
-                  <span className="text-green-600">✓ &lt;1ms latency</span> ·{" "}
-                  <span className="text-green-600">✓ No cost</span>
+                  Routes by request complexity across four tiers, with optional keyword-to-tier overrides and semantic
+                  keyword matching. No training data needed.
                 </div>
               </Radio>
               <Radio value="semantic" className="w-full mt-2">
                 <div className="flex items-center gap-2">
                   <BranchesOutlined className="text-blue-500" />
-                  <span className="font-medium">Semantic Router</span>
+                  <span className="font-medium">Semantic Router [to be deprecated]</span>
                 </div>
                 <div className="text-xs text-gray-500 ml-6 mt-1">
-                  Routes based on semantic similarity to example utterances. Requires embedding model and training
-                  examples.
+                  Routes based on semantic similarity to example utterances. Requires an embedding model and example
+                  utterances.
                 </div>
               </Radio>
             </Space>
@@ -259,7 +244,6 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({ form, handleOk, acc
           wrapperCol={{ span: 16 }}
           labelAlign="left"
         >
-          {/* Auto Router Name */}
           <Form.Item
             rules={[{ required: true, message: "Auto router name is required" }]}
             label="Auto Router Name"
@@ -271,24 +255,26 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({ form, handleOk, acc
             <TextInput placeholder="e.g., smart_router, auto_router_1" />
           </Form.Item>
 
-          {/* Conditional rendering based on router type */}
-          {routerType === "complexity" ? (
-            /* Complexity Router Configuration */
+          {routerType === "recommended" ? (
             <div className="w-full mb-4">
               <ComplexityRouterConfig
                 modelInfo={modelInfo}
                 value={complexityRouterConfig}
-                onChange={(config) => {
-                  setComplexityRouterConfig(config);
-                }}
+                onChange={setComplexityRouterConfig}
                 customTechnicalKeywords={customTechnicalKeywords}
                 onCustomTechnicalKeywordsChange={setCustomTechnicalKeywords}
+                keywordTierRules={keywordTierRules}
+                onKeywordTierRulesChange={setKeywordTierRules}
+                semanticMatchingEnabled={semanticMatchingEnabled}
+                onSemanticMatchingEnabledChange={setSemanticMatchingEnabled}
+                embeddingModel={embeddingModel}
+                onEmbeddingModelChange={setEmbeddingModel}
+                matchThreshold={matchThreshold}
+                onMatchThresholdChange={setMatchThreshold}
               />
             </div>
           ) : (
-            /* Semantic Router Configuration (existing) */
             <>
-              {/* Router Configuration Builder */}
               <div className="w-full mb-4">
                 <RouterConfigBuilder
                   modelInfo={modelInfo}
@@ -300,9 +286,8 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({ form, handleOk, acc
                 />
               </div>
 
-              {/* Auto Router Default Model */}
               <Form.Item
-                rules={[{ required: routerType === "semantic", message: "Default model is required" }]}
+                rules={[{ required: true, message: "Default model is required" }]}
                 label="Default Model"
                 name="auto_router_default_model"
                 tooltip="Fallback model to use when auto routing logic cannot determine the best model"
@@ -311,45 +296,24 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({ form, handleOk, acc
               >
                 <AntdSelect
                   placeholder="Select a default model"
-                  onChange={(value) => {
-                    setShowCustomDefaultModel(value === "custom");
-                  }}
-                  options={[
-                    ...Array.from(new Set(modelInfo.map((option) => option.model_group))).map((model_group) => ({
-                      value: model_group,
-                      label: model_group,
-                    })),
-                    { value: "custom", label: "Enter custom model name" },
-                  ]}
+                  options={modelGroupOptions}
                   style={{ width: "100%" }}
-                  showSearch={true}
+                  showSearch
                 />
               </Form.Item>
 
-              {/* Auto Router Embedding Model */}
               <Form.Item
                 label="Embedding Model"
                 name="auto_router_embedding_model"
-                tooltip="Optional: Embedding model to use for semantic routing decisions"
+                tooltip="Optional: embedding model to use for semantic routing decisions"
                 labelCol={{ span: 10 }}
                 labelAlign="left"
               >
                 <AntdSelect
-                  value={form.getFieldValue("auto_router_embedding_model")}
                   placeholder="Select an embedding model (optional)"
-                  onChange={(value) => {
-                    setShowCustomEmbeddingModel(value === "custom");
-                    form.setFieldValue("auto_router_embedding_model", value);
-                  }}
-                  options={[
-                    ...Array.from(new Set(modelInfo.map((option) => option.model_group))).map((model_group) => ({
-                      value: model_group,
-                      label: model_group,
-                    })),
-                    { value: "custom", label: "Enter custom model name" },
-                  ]}
+                  options={modelGroupOptions}
                   style={{ width: "100%" }}
-                  showSearch={true}
+                  showSearch
                   allowClear
                 />
               </Form.Item>
@@ -391,9 +355,10 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({ form, handleOk, acc
               <Typography.Link href="https://github.com/BerriAI/litellm/issues">Need Help?</Typography.Link>
             </Tooltip>
             <div className="space-x-2">
-              <Button onClick={handleTestConnection} loading={isTestingConnection}>
-                Test Connection
-              </Button>
+              {/* TODO: add back a Test Connection or JSON preview action here. Test Connection was removed
+                  because prepareModelAddRequest can't build a valid pre-save payload for an auto router
+                  (tiers are model-group references, not litellm_params); a JSON preview of the
+                  complexity_router_config would be a good alternative. */}
               <Button
                 type="primary"
                 onClick={() => {
@@ -406,44 +371,6 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({ form, handleOk, acc
           </div>
         </Form>
       </Card>
-
-      {/* Test Connection Results Modal */}
-      <Modal
-        title="Connection Test Results"
-        open={isResultModalVisible}
-        onCancel={() => {
-          setIsResultModalVisible(false);
-          setIsTestingConnection(false);
-        }}
-        footer={[
-          <Button
-            key="close"
-            onClick={() => {
-              setIsResultModalVisible(false);
-              setIsTestingConnection(false);
-            }}
-          >
-            Close
-          </Button>,
-        ]}
-        width={700}
-      >
-        {/* Only render the ConnectionErrorDisplay when modal is visible and we have a test ID */}
-        {isResultModalVisible && (
-          <ConnectionErrorDisplay
-            key={connectionTestId}
-            formValues={form.getFieldsValue()}
-            accessToken={accessToken}
-            testMode="chat"
-            modelName={form.getFieldValue("auto_router_name")}
-            onClose={() => {
-              setIsResultModalVisible(false);
-              setIsTestingConnection(false);
-            }}
-            onTestComplete={() => setIsTestingConnection(false)}
-          />
-        )}
-      </Modal>
     </>
   );
 };
diff --git a/ui/litellm-dashboard/src/components/add_model/add_model_tab.test.tsx b/ui/litellm-dashboard/src/components/add_model/add_model_tab.test.tsx
index 0a8d2d9124e..816cd1bf97b 100644
--- a/ui/litellm-dashboard/src/components/add_model/add_model_tab.test.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/add_model_tab.test.tsx
@@ -1,5 +1,5 @@
 import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
-import { render, renderHook, screen, waitFor } from "@testing-library/react";
+import { render, renderHook, screen, waitFor, within } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
 import { Form } from "antd";
 import type { UploadProps } from "antd/es/upload";
@@ -299,8 +299,11 @@ describe("Add Model Tab", () => {
     // Wait for component to load
     await screen.findByText("Provider");
 
-    // Find the team-BYOK switch by its role
-    const teamSwitch = screen.getByRole("switch");
+    // Scope to the Team-BYOK Model Form.Item: the Add Auto Router tab, mounted alongside
+    // this one, also renders a "Semantic keyword matching" switch, so a bare
+    // getByRole("switch") would match more than one element.
+    const teamByokFormItem = screen.getByText("Team-BYOK Model").closest(".ant-form-item") as HTMLElement;
+    const teamSwitch = within(teamByokFormItem).getByRole("switch");
     expect(teamSwitch).toBeInTheDocument();
 
     // Initially, team selection should not be visible
diff --git a/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts
new file mode 100644
index 00000000000..250b7d13a5b
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts
@@ -0,0 +1,141 @@
+import {
+  buildComplexityRouterConfig,
+  getSemanticConfigError,
+  BuildComplexityRouterConfigParams,
+} from "./build_complexity_router_config";
+
+const tiers = {
+  SIMPLE: "gpt-4o-mini",
+  MEDIUM: "gpt-4o",
+  COMPLEX: "claude-sonnet-4",
+  REASONING: "o1-preview",
+};
+
+const baseParams: BuildComplexityRouterConfigParams = {
+  tiers,
+  classifierType: "heuristic",
+  classifierLlmConfig: undefined,
+  customTechnicalKeywords: [],
+  keywordTierRules: [],
+  semanticMatchingEnabled: false,
+  embeddingModel: undefined,
+  matchThreshold: 0.5,
+};
+
+describe("buildComplexityRouterConfig", () => {
+  it("emits only tiers and classifier_type when nothing else is configured", () => {
+    const config = buildComplexityRouterConfig(baseParams);
+    expect(config).toEqual({ tiers, classifier_type: "heuristic" });
+  });
+
+  it("includes classifier_llm_config only when classifier_type is llm", () => {
+    const config = buildComplexityRouterConfig({
+      ...baseParams,
+      classifierType: "llm",
+      classifierLlmConfig: { model: "gpt-4o-mini", timeout_ms: 3000 },
+    });
+    expect(config.classifier_type).toBe("llm");
+    expect(config.classifier_llm_config).toEqual({ model: "gpt-4o-mini", timeout_ms: 3000 });
+  });
+
+  it("omits classifier_llm_config when classifier_type is heuristic even if config lingers in state", () => {
+    const config = buildComplexityRouterConfig({
+      ...baseParams,
+      classifierType: "heuristic",
+      classifierLlmConfig: { model: "gpt-4o-mini", timeout_ms: 3000 },
+    });
+    expect(config.classifier_llm_config).toBeUndefined();
+  });
+
+  it("sends keyword_tier_rules with their per-tier targeting preserved (not flattened)", () => {
+    const params: BuildComplexityRouterConfigParams = {
+      ...baseParams,
+      customTechnicalKeywords: ["udp"],
+      keywordTierRules: [
+        { id: "r1", keywords: ["deploy to k8s"], tier: "REASONING" },
+        { id: "r2", keywords: ["invoice", "refund"], tier: "SIMPLE" },
+      ],
+    };
+    const config = buildComplexityRouterConfig(params);
+    expect(config.keyword_tier_rules).toEqual([
+      { keywords: ["deploy to k8s"], tier: "REASONING" },
+      { keywords: ["invoice", "refund"], tier: "SIMPLE" },
+    ]);
+    // custom technical keywords stay their own list, not merged with rule keywords
+    expect(config.custom_technical_keywords).toEqual(["udp"]);
+    expect(config.semantic_keyword_matching).toBeUndefined();
+  });
+
+  it("includes semantic fields only when semantic matching is enabled", () => {
+    const params: BuildComplexityRouterConfigParams = {
+      ...baseParams,
+      keywordTierRules: [{ id: "r1", keywords: ["k8s"], tier: "REASONING" }],
+      semanticMatchingEnabled: true,
+      embeddingModel: "openai/text-embedding-3-small",
+      matchThreshold: 0.42,
+    };
+    const config = buildComplexityRouterConfig(params);
+    expect(config.semantic_keyword_matching).toBe(true);
+    expect(config.embedding_model).toBe("openai/text-embedding-3-small");
+    expect(config.match_threshold).toBe(0.42);
+  });
+
+  it("omits semantic fields when the toggle is off even if an embedding model lingers in state", () => {
+    const params: BuildComplexityRouterConfigParams = {
+      ...baseParams,
+      keywordTierRules: [{ id: "r1", keywords: ["k8s"], tier: "REASONING" }],
+      semanticMatchingEnabled: false,
+      embeddingModel: "openai/text-embedding-3-small",
+      matchThreshold: 0.42,
+    };
+    const config = buildComplexityRouterConfig(params);
+    expect(config.semantic_keyword_matching).toBeUndefined();
+    expect(config.embedding_model).toBeUndefined();
+    expect(config.match_threshold).toBeUndefined();
+  });
+
+  it("omits empty optional lists", () => {
+    const config = buildComplexityRouterConfig(baseParams);
+    expect(config.custom_technical_keywords).toBeUndefined();
+    expect(config.keyword_tier_rules).toBeUndefined();
+  });
+});
+
+describe("getSemanticConfigError", () => {
+  const rule = { id: "r1", keywords: ["k8s"], tier: "REASONING" as const };
+
+  it("returns null when semantic matching is disabled (even with gaps)", () => {
+    expect(
+      getSemanticConfigError({ semanticMatchingEnabled: false, embeddingModel: undefined, keywordTierRules: [] }),
+    ).toBeNull();
+  });
+
+  it("errors when enabled without an embedding model", () => {
+    expect(
+      getSemanticConfigError({ semanticMatchingEnabled: true, embeddingModel: undefined, keywordTierRules: [rule] }),
+    ).toMatch(/embedding model/i);
+  });
+
+  it("errors when enabled with an embedding model but no keyword tier rules", () => {
+    expect(
+      getSemanticConfigError({ semanticMatchingEnabled: true, embeddingModel: "voyage-3-5", keywordTierRules: [] }),
+    ).toMatch(/keyword tier rule/i);
+  });
+
+  it("errors when a rule has no non-empty keywords", () => {
+    const emptyRule = { id: "r2", keywords: ["", "  "], tier: "SIMPLE" as const };
+    expect(
+      getSemanticConfigError({
+        semanticMatchingEnabled: true,
+        embeddingModel: "voyage-3-5",
+        keywordTierRules: [emptyRule],
+      }),
+    ).toMatch(/at least one keyword/i);
+  });
+
+  it("returns null when enabled with both an embedding model and rules", () => {
+    expect(
+      getSemanticConfigError({ semanticMatchingEnabled: true, embeddingModel: "voyage-3-5", keywordTierRules: [rule] }),
+    ).toBeNull();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts
new file mode 100644
index 00000000000..00cc19cde0c
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts
@@ -0,0 +1,70 @@
+import { KeywordTierRule } from "./KeywordTierRules";
+import { ClassifierLLMConfig, ClassifierType } from "./ComplexityRouterConfig";
+
+export interface ComplexityTiers {
+  SIMPLE: string;
+  MEDIUM: string;
+  COMPLEX: string;
+  REASONING: string;
+}
+
+export interface BuildComplexityRouterConfigParams {
+  tiers: ComplexityTiers;
+  classifierType: ClassifierType;
+  classifierLlmConfig: ClassifierLLMConfig | undefined;
+  customTechnicalKeywords: string[];
+  keywordTierRules: KeywordTierRule[];
+  semanticMatchingEnabled: boolean;
+  embeddingModel: string | undefined;
+  matchThreshold: number;
+}
+
+export interface ComplexityRouterConfigPayload {
+  tiers: ComplexityTiers;
+  classifier_type: ClassifierType;
+  classifier_llm_config?: ClassifierLLMConfig;
+  custom_technical_keywords?: string[];
+  keyword_tier_rules?: { keywords: string[]; tier: KeywordTierRule["tier"] }[];
+  semantic_keyword_matching?: boolean;
+  embedding_model?: string;
+  match_threshold?: number;
+}
+
+export const getSemanticConfigError = ({
+  semanticMatchingEnabled,
+  embeddingModel,
+  keywordTierRules,
+}: Pick<BuildComplexityRouterConfigParams, "semanticMatchingEnabled" | "embeddingModel" | "keywordTierRules">):
+  | string
+  | null => {
+  if (!semanticMatchingEnabled) return null;
+  if (!embeddingModel) return "Select an embedding model to use semantic keyword matching";
+  if (keywordTierRules.length === 0) return "Add at least one keyword tier rule to use semantic keyword matching";
+  if (keywordTierRules.some((rule) => !rule.keywords.some((keyword) => keyword.trim())))
+    return "Every keyword tier rule needs at least one keyword";
+  return null;
+};
+
+export const buildComplexityRouterConfig = ({
+  tiers,
+  classifierType,
+  classifierLlmConfig,
+  customTechnicalKeywords,
+  keywordTierRules,
+  semanticMatchingEnabled,
+  embeddingModel,
+  matchThreshold,
+}: BuildComplexityRouterConfigParams): ComplexityRouterConfigPayload => ({
+  tiers,
+  classifier_type: classifierType,
+  ...(classifierType === "llm" && classifierLlmConfig && { classifier_llm_config: classifierLlmConfig }),
+  ...(customTechnicalKeywords.length > 0 && { custom_technical_keywords: customTechnicalKeywords }),
+  ...(keywordTierRules.length > 0 && {
+    keyword_tier_rules: keywordTierRules.map((rule) => ({ keywords: rule.keywords, tier: rule.tier })),
+  }),
+  ...(semanticMatchingEnabled && {
+    semantic_keyword_matching: true,
+    embedding_model: embeddingModel,
+    match_threshold: matchThreshold,
+  }),
+});
diff --git a/ui/litellm-dashboard/src/components/add_model/handle_add_auto_router_submit.tsx b/ui/litellm-dashboard/src/components/add_model/handle_add_auto_router_submit.tsx
index 5939a4a5844..ef774d870b5 100644
--- a/ui/litellm-dashboard/src/components/add_model/handle_add_auto_router_submit.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/handle_add_auto_router_submit.tsx
@@ -6,62 +6,46 @@ export const handleAddAutoRouterSubmit = async (values: any, accessToken: string
     let autoRouterConfig: any;
 
     if (values.model_type === "complexity_router") {
-      // Complexity Router configuration
-
       autoRouterConfig = {
         model_name: values.auto_router_name,
         litellm_params: {
-          // Use special prefix for complexity router
           model: `auto_router/complexity_router`,
-          // Pass the complexity router config as a JSON object (not stringified)
           complexity_router_config: values.complexity_router_config,
-          // Default model for fallback (use MEDIUM or first available tier)
           complexity_router_default_model: values.auto_router_default_model,
         },
         model_info: {},
       };
     } else {
-      // Semantic Router configuration (existing behavior)
-
       autoRouterConfig = {
         model_name: values.auto_router_name,
         litellm_params: {
           model: `auto_router/${values.auto_router_name}`,
-          auto_router_config: JSON.stringify(values.auto_router_config), // Convert JSON object to string as expected by backend
+          auto_router_config: JSON.stringify(values.auto_router_config),
           auto_router_default_model: values.auto_router_default_model,
         },
         model_info: {},
       };
 
-      // Add optional embedding model if provided
-      if (values.auto_router_embedding_model && values.auto_router_embedding_model !== "custom") {
+      if (values.auto_router_embedding_model) {
         autoRouterConfig.litellm_params.auto_router_embedding_model = values.auto_router_embedding_model;
-      } else if (values.custom_embedding_model) {
-        autoRouterConfig.litellm_params.auto_router_embedding_model = values.custom_embedding_model;
       }
     }
 
-    // Add team information if provided
     if (values.team_id) {
       autoRouterConfig.model_info.team_id = values.team_id;
     }
 
-    // Add model access groups if provided
     if (values.model_access_group && values.model_access_group.length > 0) {
       autoRouterConfig.model_info.access_groups = values.model_access_group;
     }
 
-    // Create the auto router using the same model creation endpoint
-    const response: any = await modelCreateCall(accessToken, autoRouterConfig as Model);
+    await modelCreateCall(accessToken, autoRouterConfig as Model);
 
-    // Show success notification
-    const routerTypeName = values.model_type === "complexity_router" ? "Complexity Router" : "Semantic Router";
+    const routerTypeName = values.model_type === "complexity_router" ? "Auto Router" : "Semantic Router";
     NotificationManager.success(`Successfully created ${routerTypeName}: ${values.auto_router_name}`);
 
-    // Reset the form
     form.resetFields();
 
-    // Call the callback if provided (e.g., to close modal)
     if (callback) {
       callback();
     }

From c15891fc9808964397622b0ca5a325dada863ead Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Fri, 10 Jul 2026 22:51:41 -0700
Subject: [PATCH 298/370] fix(bedrock): flag mapped Claude 4.8+ entries with
 supports_mid_conversation_system (#32882)

Exact cost-map hits resolve before fallback-generalization rules, so the
mapped Sonnet 5, Fable 5 and jp Opus 4.8 Bedrock entries bypassed the
bedrock-anthropic-claude-mid-conversation-system rule and hoisted
mid-conversation system messages, invalidating the prompt cache.
---
 ...odel_prices_and_context_window_backup.json | 11 +++++
 model_prices_and_context_window.json          | 11 +++++
 .../test_anthropic_claude3_transformation.py  | 47 +++++++++++++++++--
 3 files changed, 65 insertions(+), 4 deletions(-)

diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index b42ba23fa78..6ecadaf1fe6 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -1359,6 +1359,7 @@
             "search_context_size_medium": 0.01
         },
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
         "supports_function_calling": true,
@@ -1393,6 +1394,7 @@
             "search_context_size_medium": 0.01
         },
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
         "supports_function_calling": true,
@@ -1427,6 +1429,7 @@
             "search_context_size_medium": 0.01
         },
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
         "supports_function_calling": true,
@@ -1461,6 +1464,7 @@
             "search_context_size_medium": 0.01
         },
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
         "supports_function_calling": true,
@@ -1661,6 +1665,7 @@
     "jp.anthropic.claude-opus-4-8": {
         "bedrock_converse_supports_strict_tools": false,
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "cache_creation_input_token_cost": 6.875e-06,
         "cache_creation_input_token_cost_above_1hr": 1.1e-05,
         "cache_read_input_token_cost": 5.5e-07,
@@ -1743,6 +1748,7 @@
             "search_context_size_medium": 0.01
         },
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
         "supports_function_calling": true,
@@ -1777,6 +1783,7 @@
             "search_context_size_medium": 0.01
         },
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
         "supports_function_calling": true,
@@ -1811,6 +1818,7 @@
             "search_context_size_medium": 0.01
         },
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
         "supports_function_calling": true,
@@ -1845,6 +1853,7 @@
             "search_context_size_medium": 0.01
         },
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
         "supports_function_calling": true,
@@ -1879,6 +1888,7 @@
             "search_context_size_medium": 0.01
         },
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
         "supports_function_calling": true,
@@ -1913,6 +1923,7 @@
             "search_context_size_medium": 0.01
         },
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
         "supports_function_calling": true,
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 4920f12e428..31a6146cbd6 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -1359,6 +1359,7 @@
             "search_context_size_medium": 0.01
         },
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
         "supports_function_calling": true,
@@ -1393,6 +1394,7 @@
             "search_context_size_medium": 0.01
         },
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
         "supports_function_calling": true,
@@ -1427,6 +1429,7 @@
             "search_context_size_medium": 0.01
         },
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
         "supports_function_calling": true,
@@ -1461,6 +1464,7 @@
             "search_context_size_medium": 0.01
         },
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
         "supports_function_calling": true,
@@ -1661,6 +1665,7 @@
     "jp.anthropic.claude-opus-4-8": {
         "bedrock_converse_supports_strict_tools": false,
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "cache_creation_input_token_cost": 6.875e-06,
         "cache_creation_input_token_cost_above_1hr": 1.1e-05,
         "cache_read_input_token_cost": 5.5e-07,
@@ -1743,6 +1748,7 @@
             "search_context_size_medium": 0.01
         },
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
         "supports_function_calling": true,
@@ -1777,6 +1783,7 @@
             "search_context_size_medium": 0.01
         },
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
         "supports_function_calling": true,
@@ -1811,6 +1818,7 @@
             "search_context_size_medium": 0.01
         },
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
         "supports_function_calling": true,
@@ -1845,6 +1853,7 @@
             "search_context_size_medium": 0.01
         },
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
         "supports_function_calling": true,
@@ -1879,6 +1888,7 @@
             "search_context_size_medium": 0.01
         },
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
         "supports_function_calling": true,
@@ -1913,6 +1923,7 @@
             "search_context_size_medium": 0.01
         },
         "supports_adaptive_thinking": true,
+        "supports_mid_conversation_system": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
         "supports_function_calling": true,
diff --git a/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py b/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
index 43ce4873023..7d104ff1f2b 100644
--- a/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
+++ b/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
@@ -1974,13 +1974,22 @@ def test_bedrock_invoke_transform_merges_list_content_system_role_into_system():
     ]
 
 
-def test_bedrock_invoke_transform_keeps_mid_conversation_system_role_in_place(local_model_cost_map):
+@pytest.mark.parametrize(
+    "model",
+    [
+        "anthropic.claude-opus-4-8",
+        "jp.anthropic.claude-opus-4-8",
+        "us.anthropic.claude-sonnet-5",
+        "us.anthropic.claude-fable-5",
+    ],
+)
+def test_bedrock_invoke_transform_keeps_mid_conversation_system_role_in_place(local_model_cost_map, model):
     """Regression test for the Bedrock prompt-cache collapse: hoisting a
     mid-conversation ``role: "system"`` message (e.g. Claude Code's
     ``mid-conversation-system-2026-04-07`` reminders) into the top-level
     ``system`` field mutates the cache prefix and invalidates the cached message
-    history, so on models flagged ``supports_mid_conversation_system`` (the Opus
-    4.8 family, which Invoke accepts the role on) such entries must be forwarded
+    history, so on models flagged ``supports_mid_conversation_system`` (Claude
+    4.8+, which Invoke accepts the role on) such entries must be forwarded
     in place. Billing-header blocks must still be stripped from the top-level
     ``system`` field even when nothing is hoisted."""
     from litellm.types.router import GenericLiteLLMParams
@@ -1994,7 +2003,7 @@ def test_bedrock_invoke_transform_keeps_mid_conversation_system_role_in_place(lo
     ]
 
     result = cfg.transform_anthropic_messages_request(
-        model="anthropic.claude-opus-4-8",
+        model=model,
         messages=copy.deepcopy(messages),
         anthropic_messages_optional_request_params={
             "max_tokens": 256,
@@ -2146,6 +2155,36 @@ def test_bedrock_invoke_transform_keeps_system_in_place_for_unmapped_future_clau
     assert "system" not in result
 
 
+def test_bedrock_claude_4_8_plus_cost_map_entries_carry_mid_conversation_system_flag():
+    """Exact cost-map hits resolve before fallback-generalization rules, so a
+    mapped Bedrock Claude 4.8+ entry without ``supports_mid_conversation_system``
+    silently loses the cache-preserving in-place handling that the
+    ``bedrock-anthropic-claude-mid-conversation-system`` rule grants unmapped
+    ids. Every mapped entry the rule's own pattern matches must carry the flag
+    explicitly."""
+    import re
+
+    import litellm
+
+    cost_map_path = os.path.join(os.path.dirname(litellm.__file__), "model_prices_and_context_window_backup.json")
+    with open(cost_map_path) as f:
+        cost_map = json.load(f)
+    rules = cost_map["fallback_generalizations"]["rules"]
+    pattern = re.compile(
+        next(r["pattern"] for r in rules if r["name"] == "bedrock-anthropic-claude-mid-conversation-system"),
+        re.IGNORECASE,
+    )
+    missing = [
+        key
+        for key, info in cost_map.items()
+        if isinstance(info, dict)
+        and str(info.get("litellm_provider", "")).startswith("bedrock")
+        and pattern.search(key)
+        and info.get("supports_mid_conversation_system") is not True
+    ]
+    assert missing == []
+
+
 def test_as_system_content_blocks_handles_each_shape():
     """``_as_system_content_blocks`` normalizes every system shape: ``None`` -> empty,
     a string -> a single text block, a list -> a shallow copy, and any other value

From 8f0dcb23f4e598265e2661b2bd98670c4432bffd Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Fri, 10 Jul 2026 23:14:01 -0700
Subject: [PATCH 299/370] feat(team): let org admins reach PATCH
 /team/{team_id} like POST /team/update

Wire the coarse route gate so PATCH /team/{team_id} is reachable by exactly the roles that can call POST /team/update: proxy admins, org admins of the team's own organization, and JWT admins. Regular internal users and view-only proxy admins stay blocked, matching the existing endpoint

Because the team id lives in the path rather than the body, the org-context resolver now also reads it from path_team_id for the bare /team/{team_id} route, so an org admin's organization is resolved and injected the same way it already is for POST /team/update. /team/{team_id} is added to management_routes rather than the role-agnostic self_managed_routes; the latter would have opened POST /team/new to any authenticated user through the shared /team/{team_id} path pattern
---
 litellm/proxy/_types.py                       |   1 +
 litellm/proxy/auth/auth_checks.py             |   1 +
 .../proxy/auth/auth_checks_organization.py    |  17 +-
 .../proxy/auth/test_route_checks.py           | 156 ++++++++++++++++++
 4 files changed, 172 insertions(+), 3 deletions(-)

diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index f441a1d3f84..23fe7730c17 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -589,6 +589,7 @@ class LiteLLMRoutes(enum.Enum):
             # team
             "/team/new",
             "/team/update",
+            "/team/{team_id}",
             "/team/delete",
             "/team/list",
             "/v2/team/list",
diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index cd8103abf5e..fab0338c7a8 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -726,6 +726,7 @@ async def _fetch_team_org_id(team_id: str) -> Optional[str]:
         route=route,
         request_body=request_body,
         fetch_team_org_id=_fetch_team_org_id,
+        path_team_id=request.path_params.get("team_id"),
     )
 
     _is_route_allowed = _is_api_route_allowed(
diff --git a/litellm/proxy/auth/auth_checks_organization.py b/litellm/proxy/auth/auth_checks_organization.py
index b4caff9b8ee..bb82b3a142d 100644
--- a/litellm/proxy/auth/auth_checks_organization.py
+++ b/litellm/proxy/auth/auth_checks_organization.py
@@ -2,6 +2,7 @@
 Auth Checks for Organizations
 """
 
+import re
 from typing import Awaitable, Callable, Dict, List, Optional, Tuple
 
 from fastapi import status
@@ -173,12 +174,14 @@ def _user_is_org_admin(
 
 
 TEAM_ORG_CONTEXT_ROUTES = frozenset({"/team/update"})
+_TEAM_ID_PATH_ROUTE = re.compile(r"^/team/[^/]+$")
 
 
 async def add_team_org_context_to_request_body(
     route: str,
     request_body: dict,
     fetch_team_org_id: Callable[[str], Awaitable[Optional[str]]],
+    path_team_id: Optional[str] = None,
 ) -> dict:
     """
     Return a copy of request_body with organization_id resolved from the target
@@ -188,12 +191,20 @@ async def add_team_org_context_to_request_body(
     the client having to send it. Returns request_body unchanged when it does
     not apply, so callers that already pass organization_id and non-team routes
     are untouched.
+
+    The team_id is taken from the body for TEAM_ORG_CONTEXT_ROUTES, or from the
+    path (``path_team_id``) for the bare ``/team/{team_id}`` route.
     """
-    if route not in TEAM_ORG_CONTEXT_ROUTES:
-        return request_body
     if request_body.get("organization_id"):
         return request_body
-    team_id = request_body.get("team_id")
+
+    if route in TEAM_ORG_CONTEXT_ROUTES:
+        team_id: Optional[str] = request_body.get("team_id")
+    elif path_team_id and _TEAM_ID_PATH_ROUTE.match(route):
+        team_id = path_team_id
+    else:
+        return request_body
+
     if not isinstance(team_id, str) or not team_id:
         return request_body
     org_id = await fetch_team_org_id(team_id)
diff --git a/tests/test_litellm/proxy/auth/test_route_checks.py b/tests/test_litellm/proxy/auth/test_route_checks.py
index 204e6a671e3..404701bb8ac 100644
--- a/tests/test_litellm/proxy/auth/test_route_checks.py
+++ b/tests/test_litellm/proxy/auth/test_route_checks.py
@@ -2724,6 +2724,162 @@ def test_team_update_gate_rejects_cross_org_admin_with_resolved_org():
         )
 
 
+# ── PATCH /team/{team_id}: same org-context + role reach as POST /team/update ──
+
+
+@pytest.mark.asyncio
+async def test_add_team_org_context_resolves_org_from_path_for_patch_route():
+    """PATCH /team/{team_id} carries team_id in the PATH, not the body. The target
+    team's org is resolved from path_team_id and injected, so an org admin of that
+    team's org clears the same gate they clear for POST /team/update."""
+
+    async def fetch(team_id: str):
+        assert team_id == "team-1"
+        return "org-1"
+
+    out = await add_team_org_context_to_request_body(
+        route="/team/team-1",
+        request_body={"metadata": {"cost_center": "x"}},
+        fetch_team_org_id=fetch,
+        path_team_id="team-1",
+    )
+    assert out == {"metadata": {"cost_center": "x"}, "organization_id": "org-1"}
+
+
+@pytest.mark.asyncio
+async def test_add_team_org_context_path_noop_for_team_subresource():
+    """A sub-resource like /team/{team_id}/members/me is NOT the bare team route, so
+    no org is injected even though a team_id path param is present."""
+
+    async def fetch(team_id: str):
+        raise AssertionError("must not resolve for a team sub-resource route")
+
+    body = {"foo": "bar"}
+    out = await add_team_org_context_to_request_body(
+        route="/team/team-1/members/me",
+        request_body=body,
+        fetch_team_org_id=fetch,
+        path_team_id="team-1",
+    )
+    assert out == body
+
+
+@pytest.mark.asyncio
+async def test_add_team_org_context_path_noop_without_path_team_id():
+    """Routes with no team_id path param (e.g. POST /team/new, whose path also
+    matches the bare shape) resolve nothing."""
+
+    async def fetch(team_id: str):
+        raise AssertionError("must not resolve when there is no path team_id")
+
+    body = {"team_alias": "new team"}
+    out = await add_team_org_context_to_request_body(
+        route="/team/new",
+        request_body=body,
+        fetch_team_org_id=fetch,
+        path_team_id=None,
+    )
+    assert out == body
+
+
+def test_patch_team_route_has_same_reach_as_team_update():
+    """/team/{team_id} is reachable by org admins (in org_admin_allowed_routes) but
+    NOT by regular internal users or the role-agnostic self_managed_routes — the
+    latter would open /team/new (the collision footgun) to any authenticated user."""
+    from litellm.proxy._types import LiteLLMRoutes
+
+    assert RouteChecks.check_route_access(
+        route="/team/abc-123", allowed_routes=LiteLLMRoutes.org_admin_allowed_routes.value
+    )
+    assert not RouteChecks.check_route_access(
+        route="/team/abc-123", allowed_routes=LiteLLMRoutes.internal_user_routes.value
+    )
+    assert not RouteChecks.check_route_access(
+        route="/team/abc-123", allowed_routes=LiteLLMRoutes.self_managed_routes.value
+    )
+
+
+def _patch_team_request() -> MagicMock:
+    request = MagicMock(spec=Request)
+    request.method = "PATCH"
+    request.query_params = {}
+    return request
+
+
+def test_patch_team_gate_allows_org_admin_with_resolved_org():
+    """Post-resolution, an org admin of the team's org clears the coarse gate for
+    PATCH /team/{team_id} — parity with /team/update."""
+    user_obj = _make_org_admin_user("org-1")
+    valid_token = UserAPIKeyAuth(user_id="org-admin-user", user_role=LitellmUserRoles.INTERNAL_USER.value)
+
+    RouteChecks.non_proxy_admin_allowed_routes_check(
+        user_obj=user_obj,
+        _user_role=LitellmUserRoles.INTERNAL_USER.value,
+        route="/team/team-1",
+        request=_patch_team_request(),
+        valid_token=valid_token,
+        request_data={"organization_id": "org-1"},
+    )
+
+
+def test_patch_team_gate_rejects_regular_internal_user():
+    """A plain internal user (not an org admin) is rejected at the coarse gate for
+    PATCH /team/{team_id}, even with the team's org resolved — injection alone is
+    not access. Same outcome as /team/update."""
+    user_obj = LiteLLM_UserTable(
+        user_id="regular-user",
+        user_role=LitellmUserRoles.INTERNAL_USER.value,
+        organization_memberships=None,
+    )
+    valid_token = UserAPIKeyAuth(user_id="regular-user", user_role=LitellmUserRoles.INTERNAL_USER.value)
+
+    with pytest.raises(Exception):
+        RouteChecks.non_proxy_admin_allowed_routes_check(
+            user_obj=user_obj,
+            _user_role=LitellmUserRoles.INTERNAL_USER.value,
+            route="/team/team-1",
+            request=_patch_team_request(),
+            valid_token=valid_token,
+            request_data={"organization_id": "org-1"},
+        )
+
+
+def test_patch_team_gate_rejects_cross_org_admin():
+    """An org admin of a DIFFERENT org is rejected even after org resolution."""
+    user_obj = _make_org_admin_user("org-1")
+    valid_token = UserAPIKeyAuth(user_id="org-admin-user", user_role=LitellmUserRoles.INTERNAL_USER.value)
+
+    with pytest.raises(Exception):
+        RouteChecks.non_proxy_admin_allowed_routes_check(
+            user_obj=user_obj,
+            _user_role=LitellmUserRoles.INTERNAL_USER.value,
+            route="/team/team-1",
+            request=_patch_team_request(),
+            valid_token=valid_token,
+            request_data={"organization_id": "org-2"},
+        )
+
+
+def test_patch_team_gate_rejects_view_only_admin():
+    """A view-only proxy admin cannot PATCH a team (unsafe method), parity with the
+    /team/update view-only block."""
+    user_obj = LiteLLM_UserTable(
+        user_id="viewer",
+        user_role=LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY.value,
+    )
+    valid_token = UserAPIKeyAuth(user_id="viewer", user_role=LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY.value)
+
+    with pytest.raises(Exception):
+        RouteChecks.non_proxy_admin_allowed_routes_check(
+            user_obj=user_obj,
+            _user_role=LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY.value,
+            route="/team/team-1",
+            request=_patch_team_request(),
+            valid_token=valid_token,
+            request_data={"organization_id": "org-1"},
+        )
+
+
 @pytest.mark.asyncio
 async def test_initialize_pass_through_registers_wildcard_for_auth_subpath():
     """

From ba17c4526e9d066aa3bd9c507e471f285a990bc5 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Fri, 10 Jul 2026 23:25:19 -0700
Subject: [PATCH 300/370] feat(ui): root the gateway breadcrumb in the AI
 Gateway selector

The AI Gateway select (ViewSwitcher) now sits at the root of the DashboardHeader breadcrumb instead of on the right, so the top bar reads [AI Gateway select] > Page to match the redesign. It keeps the same dropdown, including the Chat / Chat UI options.

When no plugins are registered and Chat UI is disabled there is nothing to switch between, so the breadcrumb falls back to the static section crumb rather than rendering a dangling leading separator
---
 .../src/components/DashboardHeader.test.tsx   | 57 +++++++++++++++++++
 .../src/components/DashboardHeader.tsx        | 17 +++---
 .../src/components/Navbar/ViewSwitcher.tsx    | 19 +++++--
 3 files changed, 80 insertions(+), 13 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/DashboardHeader.test.tsx

diff --git a/ui/litellm-dashboard/src/components/DashboardHeader.test.tsx b/ui/litellm-dashboard/src/components/DashboardHeader.test.tsx
new file mode 100644
index 00000000000..bc871085f48
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/DashboardHeader.test.tsx
@@ -0,0 +1,57 @@
+import { afterEach, describe, expect, it, vi } from "vitest";
+import { act, fireEvent, render, screen, waitFor } from "@testing-library/react";
+import { DashboardHeader } from "./DashboardHeader";
+
+const { mockUsePluginMode, mockUseUISettings, state } = vi.hoisted(() => {
+  const state = {
+    plugins: [] as { name: string; display_name: string; url: string }[],
+    enableChatUI: false,
+  };
+  return {
+    state,
+    mockUsePluginMode: vi.fn(() => ({ mode: "ai-gateway", setMode: vi.fn(), plugins: state.plugins })),
+    mockUseUISettings: vi.fn(() => ({ data: { values: { enable_chat_ui: state.enableChatUI } } })),
+  };
+});
+
+vi.mock("@/contexts/PluginModeContext", () => ({ usePluginMode: mockUsePluginMode }));
+vi.mock("@/app/(dashboard)/hooks/uiSettings/useUISettings", () => ({ useUISettings: mockUseUISettings }));
+vi.mock("next/navigation", () => ({ usePathname: () => "/ui/" }));
+vi.mock("@/utils/migratedPages", () => ({ migratedHref: (seg: string) => `/ui/${seg}` }));
+vi.mock("@/hooks/useWorker", () => ({ useWorker: () => ({ isControlPlane: false, selectedWorker: null }) }));
+vi.mock("@/app/(dashboard)/hooks/useDisableShowPrompts", () => ({ useDisableShowPrompts: () => false }));
+vi.mock("@/components/Navbar/BlogDropdown/BlogDropdown", () => ({ BlogDropdown: () => null }));
+vi.mock("@/components/Navbar/CommunityEngagementButtons/CommunityEngagementButtons", () => ({
+  CommunityEngagementButtons: () => null,
+}));
+vi.mock("@/components/Navbar/NotificationsBell/NotificationsBell", () => ({ NotificationsBell: () => null }));
+vi.mock("@/components/Navbar/WorkerDropdown/WorkerDropdown", () => ({ default: () => null }));
+
+describe("DashboardHeader breadcrumb", () => {
+  afterEach(() => {
+    state.plugins = [];
+    state.enableChatUI = false;
+  });
+
+  it("roots the breadcrumb in the AI Gateway selector (with a Chat option) and drops the static section crumb when the selector is available", async () => {
+    state.enableChatUI = true;
+    render(<DashboardHeader page="logs" />);
+
+    expect(screen.getByText("Logs")).toBeInTheDocument();
+    expect(screen.queryByText("Observability")).not.toBeInTheDocument();
+
+    const selector = screen.getByRole("button", { name: /AI Gateway/i });
+    act(() => {
+      fireEvent.click(selector);
+    });
+    await waitFor(() => expect(screen.getByText("Chat")).toBeInTheDocument());
+  });
+
+  it("falls back to the static section crumb when the selector has nothing to switch to", () => {
+    render(<DashboardHeader page="logs" />);
+
+    expect(screen.getByText("Observability")).toBeInTheDocument();
+    expect(screen.getByText("Logs")).toBeInTheDocument();
+    expect(screen.queryByRole("button", { name: /AI Gateway/i })).not.toBeInTheDocument();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/DashboardHeader.tsx b/ui/litellm-dashboard/src/components/DashboardHeader.tsx
index 4f285cefed9..a8537980dbf 100644
--- a/ui/litellm-dashboard/src/components/DashboardHeader.tsx
+++ b/ui/litellm-dashboard/src/components/DashboardHeader.tsx
@@ -13,7 +13,7 @@ import { getBreadcrumb } from "@/components/leftnav";
 import { BlogDropdown } from "@/components/Navbar/BlogDropdown/BlogDropdown";
 import { CommunityEngagementButtons } from "@/components/Navbar/CommunityEngagementButtons/CommunityEngagementButtons";
 import { NotificationsBell } from "@/components/Navbar/NotificationsBell/NotificationsBell";
-import ViewSwitcher from "@/components/Navbar/ViewSwitcher";
+import ViewSwitcher, { useViewSwitcherVisible } from "@/components/Navbar/ViewSwitcher";
 import WorkerDropdown from "@/components/Navbar/WorkerDropdown/WorkerDropdown";
 import { useWorker } from "@/hooks/useWorker";
 import { useDisableShowPrompts } from "@/app/(dashboard)/hooks/useDisableShowPrompts";
@@ -28,6 +28,7 @@ interface DashboardHeaderProps {
 // lives in the sidebar header); mirrors the design's breadcrumb-left / tools-right layout.
 export function DashboardHeader({ page }: DashboardHeaderProps) {
   const { section, title } = getBreadcrumb(page);
+  const showSwitcher = useViewSwitcherVisible();
   const { isControlPlane, selectedWorker } = useWorker();
   const showWorkerSwitch = isControlPlane && selectedWorker !== null;
   const hideCommunityLinks = useDisableShowPrompts();
@@ -44,12 +45,14 @@ export function DashboardHeader({ page }: DashboardHeaderProps) {
     <header className="flex h-14 flex-none items-center justify-between gap-4 border-b border-border bg-background px-4">
       <Breadcrumb className="min-w-0">
         <BreadcrumbList className="flex-nowrap">
-          {section && (
-            <>
-              <BreadcrumbItem className="whitespace-nowrap">{section}</BreadcrumbItem>
-              <BreadcrumbSeparator />
-            </>
+          {showSwitcher ? (
+            <BreadcrumbItem className="flex-none">
+              <ViewSwitcher />
+            </BreadcrumbItem>
+          ) : (
+            section && <BreadcrumbItem className="whitespace-nowrap">{section}</BreadcrumbItem>
           )}
+          {(showSwitcher || section) && <BreadcrumbSeparator />}
           <BreadcrumbItem className="min-w-0">
             <BreadcrumbPage className="truncate">{title}</BreadcrumbPage>
           </BreadcrumbItem>
@@ -76,8 +79,6 @@ export function DashboardHeader({ page }: DashboardHeaderProps) {
         {!hideCommunityLinks && <CommunityEngagementButtons />}
         <Separator orientation="vertical" className="mx-1.5 h-5" />
         <NotificationsBell />
-        <Separator orientation="vertical" className="mx-1.5 h-5" />
-        <ViewSwitcher />
       </div>
     </header>
   );
diff --git a/ui/litellm-dashboard/src/components/Navbar/ViewSwitcher.tsx b/ui/litellm-dashboard/src/components/Navbar/ViewSwitcher.tsx
index 834966aca35..b4876f791eb 100644
--- a/ui/litellm-dashboard/src/components/Navbar/ViewSwitcher.tsx
+++ b/ui/litellm-dashboard/src/components/Navbar/ViewSwitcher.tsx
@@ -1,7 +1,8 @@
 import React from "react";
 import { usePathname } from "next/navigation";
 import { Dropdown } from "antd";
-import { AppstoreOutlined, CheckOutlined, DownOutlined } from "@ant-design/icons";
+import { AppstoreOutlined, CheckOutlined } from "@ant-design/icons";
+import { ChevronsUpDown } from "lucide-react";
 import type { MenuProps } from "antd";
 import { usePluginMode } from "@/contexts/PluginModeContext";
 import { useUISettings } from "@/app/(dashboard)/hooks/uiSettings/useUISettings";
@@ -10,6 +11,12 @@ import { migratedHref } from "@/utils/migratedPages";
 const GATEWAY = "ai-gateway";
 const CHAT = "chat";
 
+export function useViewSwitcherVisible(): boolean {
+  const { plugins } = usePluginMode();
+  const { data: uiSettings } = useUISettings();
+  return plugins.length > 0 || Boolean(uiSettings?.values?.enable_chat_ui);
+}
+
 export default function ViewSwitcher() {
   const { mode, setMode, plugins } = usePluginMode();
   const { data: uiSettings } = useUISettings();
@@ -72,11 +79,13 @@ export default function ViewSwitcher() {
     <Dropdown menu={{ items, onClick, selectedKeys: [isChatRoute ? CHAT : mode] }} trigger={["click"]}>
       <button
         type="button"
-        className="flex items-center gap-2 rounded-md border border-gray-200 px-2.5 py-1.5 text-sm font-medium text-gray-700 transition-colors hover:bg-gray-50"
+        className="flex h-8 max-w-[220px] items-center gap-1.5 rounded-md border border-border bg-background pl-1.5 pr-2 text-sm font-medium text-foreground transition-colors hover:bg-accent"
       >
-        <AppstoreOutlined className="text-gray-500" />
-        <span>{activeLabel}</span>
-        <DownOutlined className="text-[10px] text-gray-400" />
+        <span className="flex size-5 flex-none items-center justify-center rounded bg-muted text-muted-foreground">
+          <AppstoreOutlined className="text-[13px]" />
+        </span>
+        <span className="truncate">{activeLabel}</span>
+        <ChevronsUpDown className="size-3.5 flex-none text-muted-foreground" />
       </button>
     </Dropdown>
   );

From 186d083bc7ac5a17368f43535a5c8cbd040b1535 Mon Sep 17 00:00:00 2001
From: Abhimanyu Kapur <38531241+akapur99@users.noreply.github.com>
Date: Fri, 10 Jul 2026 23:18:38 -0700
Subject: [PATCH 301/370] fix(complexity_router): build semantic route index
 once under concurrent cold-start

Concurrent first requests each hit asyncio.to_thread to build the SemanticRouter
index, firing duplicate embedding calls for the static route utterances. Guard the
lazy build with a per-router asyncio.Lock (double-checked) so the index is
constructed exactly once regardless of how many callers race in cold.

Adds a regression test asserting ten simultaneous cold-start requests build the
index the same number of times as a single request, and reworks the fake embedding
router to count builds by how often a route utterance is embedded (robust to which
embedding path the library uses) while still recording sync-call thread ids for the
off-event-loop assertion.
---
 .../complexity_router/complexity_router.py    | 27 +++++++---
 .../router_strategy/test_complexity_router.py | 53 +++++++++++++++++--
 2 files changed, 71 insertions(+), 9 deletions(-)

diff --git a/litellm/router_strategy/complexity_router/complexity_router.py b/litellm/router_strategy/complexity_router/complexity_router.py
index f5decbaa670..2dae9393510 100644
--- a/litellm/router_strategy/complexity_router/complexity_router.py
+++ b/litellm/router_strategy/complexity_router/complexity_router.py
@@ -149,8 +149,11 @@ def __init__(
         self.simple_keywords = self.config.simple_keywords or DEFAULT_SIMPLE_KEYWORDS
 
         # Lazily built on first semantic request and cached for reuse (route
-        # embeddings are static, only the prompt is embedded per request).
+        # embeddings are static, only the prompt is embedded per request). The lock
+        # serializes the one-time build so concurrent cold-start requests don't each
+        # construct the index and fire duplicate embedding calls.
         self._semantic_routelayer: Optional[SemanticRouter] = None
+        self._semantic_routelayer_lock = asyncio.Lock()
 
         # Pre-compile regex patterns for efficiency
         # Use non-greedy .*? to prevent ReDoS on pathological inputs
@@ -486,6 +489,22 @@ def _get_or_create_semantic_routelayer(self) -> "SemanticRouter":
         self._semantic_routelayer = routelayer
         return routelayer
 
+    async def _ensure_semantic_routelayer(self) -> "SemanticRouter":
+        """Return the cached route layer, building it once under a lock if needed.
+
+        The build embeds the static route utterances via the encoder's synchronous path,
+        so it runs in a worker thread to avoid blocking the event loop. A double-checked
+        asyncio lock ensures concurrent cold-start requests build it exactly once rather
+        than each firing duplicate embedding calls.
+        """
+        if self._semantic_routelayer is not None:
+            return self._semantic_routelayer
+        async with self._semantic_routelayer_lock:
+            routelayer = self._semantic_routelayer
+            if routelayer is None:
+                routelayer = await asyncio.to_thread(self._get_or_create_semantic_routelayer)
+            return routelayer
+
     async def _semantic_tier_override(self, user_message: str, request_kwargs: Dict) -> Optional[ComplexityTier]:
         """Match the prompt against keyword_tier_rules by embedding similarity.
 
@@ -503,11 +522,7 @@ async def _semantic_tier_override(self, user_message: str, request_kwargs: Dict)
             LiteLLMRouterEncoder,
         )
 
-        # Building the SemanticRouter embeds the (static) route utterances via the
-        # encoder's *synchronous* path; run it in a worker thread so that one-time,
-        # per-router-instance provider I/O never blocks the async event loop and stalls
-        # other requests. Once cached, subsequent calls return immediately (no I/O).
-        routelayer = await asyncio.to_thread(self._get_or_create_semantic_routelayer)
+        routelayer = await self._ensure_semantic_routelayer()
         encoder = cast(LiteLLMRouterEncoder, routelayer.encoder)  # cast-ok: always the encoder we built above
         # Strip the parent request's budget reservation before forwarding: the reservation
         # belongs to the routed completion this embedding is helping select, not to the
diff --git a/tests/test_litellm/router_strategy/test_complexity_router.py b/tests/test_litellm/router_strategy/test_complexity_router.py
index f4da1018f3e..eda73f7e7b6 100644
--- a/tests/test_litellm/router_strategy/test_complexity_router.py
+++ b/tests/test_litellm/router_strategy/test_complexity_router.py
@@ -4,6 +4,7 @@
 Tests the rule-based complexity scoring and tier assignment logic.
 """
 
+import asyncio
 import os
 import sys
 from typing import Dict, List
@@ -1477,6 +1478,11 @@ class FakeEmbeddingRouter:
     def __init__(self):
         self.async_embedding_calls: List[List[str]] = []
         self.async_embedding_kwargs: List[Dict] = []
+        # Every embedded batch (sync route-index build AND async query), so tests can count
+        # builds independently of which embedding path the library happens to use.
+        self.embedded_batches: List[List[str]] = []
+        # Thread ids of the synchronous (route-index build) embedding calls, so a test can
+        # assert the build is offloaded off the event-loop thread.
         self.sync_embedding_thread_ids: List[int] = []
 
     def _vectors(self, docs: List[str]) -> List[List[float]]:
@@ -1490,19 +1496,24 @@ def _as_list(text) -> List[str]:
         return text if isinstance(text, list) else [text]
 
     def embedding(self, input, model, **kwargs):
-        # Record the thread this synchronous (route-index build) call ran on, so tests can
-        # assert it is offloaded off the event-loop thread.
         import threading
 
+        docs = self._as_list(input)
+        self.embedded_batches.append(docs)
         self.sync_embedding_thread_ids.append(threading.get_ident())
-        return _make_embedding_response(self._vectors(self._as_list(input)))
+        return _make_embedding_response(self._vectors(docs))
 
     async def aembedding(self, input, model, **kwargs):
         docs = self._as_list(input)
+        self.embedded_batches.append(docs)
         self.async_embedding_calls.append(docs)
         self.async_embedding_kwargs.append(kwargs)
         return _make_embedding_response(self._vectors(docs))
 
+    def utterance_embedding_count(self, utterance: str) -> int:
+        """How many times the given route utterance was embedded == number of route-index builds."""
+        return sum(1 for batch in self.embedded_batches if utterance in batch)
+
 
 class TestSemanticKeywordTierRules:
     """Test embedding-based keyword_tier_rules matching."""
@@ -1636,6 +1647,42 @@ async def test_semantic_routelayer_build_runs_off_event_loop(self, basic_config)
         # ...and none of it ran on the event-loop thread.
         assert all(tid != loop_thread_id for tid in fake_router.sync_embedding_thread_ids)
 
+    @pytest.mark.asyncio
+    async def test_concurrent_cold_start_builds_routelayer_once(self, basic_config):
+        """Concurrent first requests must not each construct the route index (which would
+        fire duplicate embedding calls); the lazy build happens exactly once.
+        """
+        config = {
+            **basic_config,
+            "keyword_tier_rules": [{"keywords": ["kubernetes deployment"], "tier": "REASONING"}],
+            "semantic_keyword_matching": True,
+            "embedding_model": "fake-embed",
+            "match_threshold": 0.5,
+        }
+
+        def _make_router(fake):
+            return ComplexityRouter(
+                model_name="test-router",
+                litellm_router_instance=fake,
+                complexity_router_config=config,
+            )
+
+        # Baseline: a single cold request's route-index build embeds the route utterance once.
+        route_utterance = "kubernetes deployment"
+        baseline_fake = FakeEmbeddingRouter()
+        await _make_router(baseline_fake)._semantic_tier_override("roll out my k8s cluster", {})
+        baseline_builds = baseline_fake.utterance_embedding_count(route_utterance)
+        assert baseline_builds >= 1
+
+        # Ten simultaneous cold-start requests must build the index the same number of
+        # times as one request - i.e. exactly once, not once per concurrent caller.
+        concurrent_fake = FakeEmbeddingRouter()
+        concurrent_router = _make_router(concurrent_fake)
+        await asyncio.gather(
+            *(concurrent_router._semantic_tier_override("roll out my k8s cluster", {}) for _ in range(10))
+        )
+        assert concurrent_fake.utterance_embedding_count(route_utterance) == baseline_builds
+
     @pytest.mark.asyncio
     async def test_below_threshold_falls_back_to_scoring(self, basic_config):
         """When no route clears the threshold, scoring decides the tier."""

From 665c0dc5085cc57ac9213e7295dfcb8a529f941d Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 11 Jul 2026 00:02:00 -0700
Subject: [PATCH 302/370] feat(ui): always show the gateway selector with a
 discoverable Chat entry

The AI Gateway selector now always renders at the breadcrumb root, even with no plugins and Chat UI disabled, so the Chat feature stays discoverable. The Chat entry is always listed: clickable when enabled, and disabled with an "Admins can enable in Settings" hint when it is off.

Since the selector is now unconditional, the useViewSwitcherVisible hook and the section-crumb fallback added in the previous commit are removed
---
 .../src/components/DashboardHeader.test.tsx   |  6 +--
 .../src/components/DashboardHeader.tsx        | 17 +++----
 .../components/Navbar/ViewSwitcher.test.tsx   | 32 ++++++++++---
 .../src/components/Navbar/ViewSwitcher.tsx    | 45 ++++++++++---------
 4 files changed, 59 insertions(+), 41 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/DashboardHeader.test.tsx b/ui/litellm-dashboard/src/components/DashboardHeader.test.tsx
index bc871085f48..aa83e70c56d 100644
--- a/ui/litellm-dashboard/src/components/DashboardHeader.test.tsx
+++ b/ui/litellm-dashboard/src/components/DashboardHeader.test.tsx
@@ -47,11 +47,11 @@ describe("DashboardHeader breadcrumb", () => {
     await waitFor(() => expect(screen.getByText("Chat")).toBeInTheDocument());
   });
 
-  it("falls back to the static section crumb when the selector has nothing to switch to", () => {
+  it("keeps the AI Gateway selector at the root even when there is nothing to switch to (discovery)", () => {
     render(<DashboardHeader page="logs" />);
 
-    expect(screen.getByText("Observability")).toBeInTheDocument();
+    expect(screen.getByRole("button", { name: /AI Gateway/i })).toBeInTheDocument();
     expect(screen.getByText("Logs")).toBeInTheDocument();
-    expect(screen.queryByRole("button", { name: /AI Gateway/i })).not.toBeInTheDocument();
+    expect(screen.queryByText("Observability")).not.toBeInTheDocument();
   });
 });
diff --git a/ui/litellm-dashboard/src/components/DashboardHeader.tsx b/ui/litellm-dashboard/src/components/DashboardHeader.tsx
index a8537980dbf..8b928f8e6fe 100644
--- a/ui/litellm-dashboard/src/components/DashboardHeader.tsx
+++ b/ui/litellm-dashboard/src/components/DashboardHeader.tsx
@@ -13,7 +13,7 @@ import { getBreadcrumb } from "@/components/leftnav";
 import { BlogDropdown } from "@/components/Navbar/BlogDropdown/BlogDropdown";
 import { CommunityEngagementButtons } from "@/components/Navbar/CommunityEngagementButtons/CommunityEngagementButtons";
 import { NotificationsBell } from "@/components/Navbar/NotificationsBell/NotificationsBell";
-import ViewSwitcher, { useViewSwitcherVisible } from "@/components/Navbar/ViewSwitcher";
+import ViewSwitcher from "@/components/Navbar/ViewSwitcher";
 import WorkerDropdown from "@/components/Navbar/WorkerDropdown/WorkerDropdown";
 import { useWorker } from "@/hooks/useWorker";
 import { useDisableShowPrompts } from "@/app/(dashboard)/hooks/useDisableShowPrompts";
@@ -27,8 +27,7 @@ interface DashboardHeaderProps {
 // Top bar for the dashboard shell. Sits only over the content column (the brand
 // lives in the sidebar header); mirrors the design's breadcrumb-left / tools-right layout.
 export function DashboardHeader({ page }: DashboardHeaderProps) {
-  const { section, title } = getBreadcrumb(page);
-  const showSwitcher = useViewSwitcherVisible();
+  const { title } = getBreadcrumb(page);
   const { isControlPlane, selectedWorker } = useWorker();
   const showWorkerSwitch = isControlPlane && selectedWorker !== null;
   const hideCommunityLinks = useDisableShowPrompts();
@@ -45,14 +44,10 @@ export function DashboardHeader({ page }: DashboardHeaderProps) {
     <header className="flex h-14 flex-none items-center justify-between gap-4 border-b border-border bg-background px-4">
       <Breadcrumb className="min-w-0">
         <BreadcrumbList className="flex-nowrap">
-          {showSwitcher ? (
-            <BreadcrumbItem className="flex-none">
-              <ViewSwitcher />
-            </BreadcrumbItem>
-          ) : (
-            section && <BreadcrumbItem className="whitespace-nowrap">{section}</BreadcrumbItem>
-          )}
-          {(showSwitcher || section) && <BreadcrumbSeparator />}
+          <BreadcrumbItem className="flex-none">
+            <ViewSwitcher />
+          </BreadcrumbItem>
+          <BreadcrumbSeparator />
           <BreadcrumbItem className="min-w-0">
             <BreadcrumbPage className="truncate">{title}</BreadcrumbPage>
           </BreadcrumbItem>
diff --git a/ui/litellm-dashboard/src/components/Navbar/ViewSwitcher.test.tsx b/ui/litellm-dashboard/src/components/Navbar/ViewSwitcher.test.tsx
index bdbf74cdf7d..d9a28b2ab8c 100644
--- a/ui/litellm-dashboard/src/components/Navbar/ViewSwitcher.test.tsx
+++ b/ui/litellm-dashboard/src/components/Navbar/ViewSwitcher.test.tsx
@@ -49,9 +49,23 @@ describe("ViewSwitcher", () => {
     state.setMode.mockClear();
   });
 
-  it("renders nothing with no plugins, chat disabled, and a non-admin user", () => {
-    const { container } = render(<ViewSwitcher />);
-    expect(container.firstChild).toBeNull();
+  it("still renders the selector with a disabled Chat hint when there are no plugins and chat is off", async () => {
+    render(<ViewSwitcher />);
+
+    const button = screen.getByRole("button");
+    expect(button).toHaveTextContent("AI Gateway");
+
+    act(() => {
+      fireEvent.click(button);
+    });
+    await waitFor(() => expect(screen.getByText("Chat")).toBeInTheDocument());
+    expect(screen.getByText(/Admins can enable in Settings/i)).toBeInTheDocument();
+
+    act(() => {
+      fireEvent.click(screen.getByText("Chat"));
+    });
+    expect(assignSpy).not.toHaveBeenCalled();
+    expect(state.setMode).not.toHaveBeenCalled();
   });
 
   it("labels the button from the active plugin and lists AI Gateway + each plugin", async () => {
@@ -95,7 +109,7 @@ describe("ViewSwitcher", () => {
       fireEvent.click(screen.getByRole("button"));
     });
     await waitFor(() => expect(screen.getByText("Chat")).toBeInTheDocument());
-    expect(screen.queryByText(/Enable in Admin Settings/i)).not.toBeInTheDocument();
+    expect(screen.queryByText(/Admins can enable in Settings/i)).not.toBeInTheDocument();
 
     act(() => {
       fireEvent.click(screen.getByText("Chat"));
@@ -121,7 +135,7 @@ describe("ViewSwitcher", () => {
     expect(assignSpy).toHaveBeenCalledWith("/ui/");
   });
 
-  it("hides the Chat entry from everyone when disabled", async () => {
+  it("shows Chat as a disabled, non-navigating entry with an admin hint when disabled", async () => {
     state.enableChatUI = false;
     state.plugins = [{ name: "obs", display_name: "Observability", url: "http://localhost:9000" }];
     render(<ViewSwitcher />);
@@ -130,6 +144,12 @@ describe("ViewSwitcher", () => {
       fireEvent.click(screen.getByRole("button"));
     });
     await waitFor(() => expect(screen.getByText("Observability")).toBeInTheDocument());
-    expect(screen.queryByText("Chat")).not.toBeInTheDocument();
+    expect(screen.getByText("Chat")).toBeInTheDocument();
+    expect(screen.getByText(/Admins can enable in Settings/i)).toBeInTheDocument();
+
+    act(() => {
+      fireEvent.click(screen.getByText("Chat"));
+    });
+    expect(assignSpy).not.toHaveBeenCalled();
   });
 });
diff --git a/ui/litellm-dashboard/src/components/Navbar/ViewSwitcher.tsx b/ui/litellm-dashboard/src/components/Navbar/ViewSwitcher.tsx
index b4876f791eb..09a4538ae18 100644
--- a/ui/litellm-dashboard/src/components/Navbar/ViewSwitcher.tsx
+++ b/ui/litellm-dashboard/src/components/Navbar/ViewSwitcher.tsx
@@ -11,12 +11,6 @@ import { migratedHref } from "@/utils/migratedPages";
 const GATEWAY = "ai-gateway";
 const CHAT = "chat";
 
-export function useViewSwitcherVisible(): boolean {
-  const { plugins } = usePluginMode();
-  const { data: uiSettings } = useUISettings();
-  return plugins.length > 0 || Boolean(uiSettings?.values?.enable_chat_ui);
-}
-
 export default function ViewSwitcher() {
   const { mode, setMode, plugins } = usePluginMode();
   const { data: uiSettings } = useUISettings();
@@ -24,8 +18,6 @@ export default function ViewSwitcher() {
 
   const chatEnabled = Boolean(uiSettings?.values?.enable_chat_ui);
 
-  if (plugins.length === 0 && !chatEnabled) return null;
-
   const chatHref = migratedHref(CHAT);
   const normalizedPathname = (pathname ?? "").replace(/\/+$/, "");
   const isChatRoute = chatEnabled && (normalizedPathname === chatHref || normalizedPathname.startsWith(`${chatHref}/`));
@@ -37,6 +29,29 @@ export default function ViewSwitcher() {
     ...plugins.map((p) => ({ key: p.name, label: p.display_name })),
   ];
 
+  const chatItem = chatEnabled
+    ? {
+        key: CHAT,
+        label: (
+          <div className="flex items-center justify-between gap-6 py-0.5">
+            <span className="font-medium">Chat</span>
+            {isChatRoute && <CheckOutlined className="text-blue-600" />}
+          </div>
+        ),
+      }
+    : {
+        key: CHAT,
+        disabled: true,
+        label: (
+          <div className="flex max-w-[220px] flex-col py-0.5">
+            <span className="font-medium">Chat</span>
+            <span className="whitespace-normal text-xs leading-snug text-muted-foreground">
+              Admins can enable in Settings
+            </span>
+          </div>
+        ),
+      };
+
   const items: MenuProps["items"] = [
     ...modeEntries.map((e) => ({
       key: e.key,
@@ -47,19 +62,7 @@ export default function ViewSwitcher() {
         </div>
       ),
     })),
-    ...(chatEnabled
-      ? [
-          {
-            key: CHAT,
-            label: (
-              <div className="flex items-center justify-between gap-6 py-0.5">
-                <span className="font-medium">Chat</span>
-                {isChatRoute && <CheckOutlined className="text-blue-600" />}
-              </div>
-            ),
-          },
-        ]
-      : []),
+    chatItem,
   ];
 
   const onClick: MenuProps["onClick"] = ({ key }) => {

From 02137b2d12f8f5f7ae88ab084d5bb31f829d1a81 Mon Sep 17 00:00:00 2001
From: Abhimanyu Kapur <38531241+akapur99@users.noreply.github.com>
Date: Sat, 11 Jul 2026 00:08:47 -0700
Subject: [PATCH 303/370] fix(proxy): guard delete_model router eviction on
 auto_router/ prefix

delete_model popped the auto_routers/complexity_routers registries by the deleted
deployment's model_name without checking it was actually an auto_router/* deployment.
Deleting a regular DB model that merely shares a name with a config-defined router
therefore evicted that router, which add_deployment never restores, leaving it
unroutable until a proxy restart. This is the same cross-tenant DoS clear_cache was
hardened against; mirror its auto_router/ prefix guard here.

Extracts _deployment_name_and_model to read model_name and litellm_params.model from
the deployment (delete_deployment returns the raw model_list dict at runtime despite
its Deployment annotation), and adds a regression test asserting a same-named config
router survives deletion of an unrelated regular model.
---
 .../model_management_endpoints.py             | 27 ++++++--
 .../test_model_management_endpoints.py        | 66 ++++++++++++++++++-
 2 files changed, 87 insertions(+), 6 deletions(-)

diff --git a/litellm/proxy/management_endpoints/model_management_endpoints.py b/litellm/proxy/management_endpoints/model_management_endpoints.py
index 0f0dedc40e6..23a3b3ce4f2 100644
--- a/litellm/proxy/management_endpoints/model_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/model_management_endpoints.py
@@ -1040,6 +1040,22 @@ async def can_user_make_model_call(
         return True
 
 
+def _deployment_name_and_model(deployment: Optional[Union[Deployment, Dict[str, object]]]) -> Tuple[Optional[str], str]:
+    """Return (model_name, litellm_params.model) for a deployment.
+
+    delete_deployment is annotated to return a Deployment but hands back the raw
+    model_list dict at runtime, so both shapes are handled; the model defaults to "".
+    """
+    if deployment is None:
+        return None, ""
+    if isinstance(deployment, dict):
+        name = deployment.get("model_name")
+        params = deployment.get("litellm_params")
+        model = params.get("model") if isinstance(params, dict) else None
+        return (name if isinstance(name, str) else None), (model if isinstance(model, str) else "")
+    return deployment.model_name, str(getattr(deployment.litellm_params, "model", "") or "")
+
+
 #### [BETA] - This is a beta endpoint, format might change based on user feedback. - https://github.com/BerriAI/litellm/issues/964
 @router.post(
     "/model/delete",
@@ -1114,11 +1130,12 @@ async def delete_model(
                 deleted_deployment = llm_router.delete_deployment(id=model_info.id)
                 # delete_deployment only drops the deployment from model_list; the auto/
                 # complexity router registries are keyed by model_name and would otherwise
-                # retain a stale (now unbacked) entry, so evict it here too.
-                deleted_name = getattr(deleted_deployment, "model_name", None)
-                if deleted_name is None and isinstance(deleted_deployment, dict):
-                    deleted_name = deleted_deployment.get("model_name")
-                if deleted_name is not None:
+                # retain a stale (now unbacked) entry, so evict it here too. Guard on the
+                # auto_router/ prefix (as clear_cache does): a regular DB model that merely
+                # shares a model_name with a config-defined router must not evict that router,
+                # since add_deployment never restores config-defined routers.
+                deleted_name, deleted_model = _deployment_name_and_model(deleted_deployment)
+                if deleted_name is not None and deleted_model.startswith("auto_router/"):
                     llm_router.auto_routers.pop(deleted_name, None)
                     llm_router.complexity_routers.pop(deleted_name, None)
 
diff --git a/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
index 51411c4ae84..d9b5745807a 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
@@ -620,7 +620,11 @@ async def test_delete_model_pops_router_registries(self):
 
         mock_router = MagicMock()
         mock_router.delete_deployment = MagicMock(
-            return_value={"model_name": "smart-router", "model_info": {"id": model_id}}
+            return_value={
+                "model_name": "smart-router",
+                "litellm_params": {"model": "auto_router/complexity_router"},
+                "model_info": {"id": model_id},
+            }
         )
         mock_router.auto_routers = {"smart-router": MagicMock()}
         mock_router.complexity_routers = {"smart-router": MagicMock()}
@@ -644,6 +648,66 @@ async def test_delete_model_pops_router_registries(self):
         assert "smart-router" not in mock_router.auto_routers
         assert "smart-router" not in mock_router.complexity_routers
 
+    @pytest.mark.asyncio
+    async def test_delete_regular_model_preserves_config_router_sharing_name(self):
+        """Deleting a regular (non-router) DB model must not evict a config-defined router
+        that merely shares its model_name. delete_deployment pops the DB model, but the
+        auto/complexity registries hold a config router under the same name that
+        add_deployment never restores, so an unguarded pop would make it permanently
+        unroutable (the same cross-tenant DoS clear_cache was hardened against).
+        """
+        from litellm.proxy.management_endpoints.model_management_endpoints import (
+            delete_model as delete_model_endpoint,
+        )
+        from litellm.proxy.management_endpoints.model_management_endpoints import ModelInfoDelete
+
+        model_id = "regular-del-1"
+        admin_user = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN)
+        db_row = LiteLLM_ProxyModelTable(
+            model_id=model_id,
+            model_name="shared-name",
+            litellm_params={"model": "openai/gpt-4o"},
+            model_info={"id": model_id},
+            created_by="admin",
+            updated_by="admin",
+        )
+
+        mock_prisma = MagicMock()
+        mock_prisma.db = MagicMock()
+        mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=db_row)
+        mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock(return_value=db_row)
+
+        mock_router = MagicMock()
+        mock_router.delete_deployment = MagicMock(
+            return_value={
+                "model_name": "shared-name",
+                "litellm_params": {"model": "openai/gpt-4o"},
+                "model_info": {"id": model_id},
+            }
+        )
+        config_router = MagicMock()
+        mock_router.auto_routers = {}
+        mock_router.complexity_routers = {"shared-name": config_router}
+
+        _PS = "litellm.proxy.proxy_server"
+        with (
+            patch(f"{_PS}.prisma_client", mock_prisma),
+            patch(f"{_PS}.store_model_in_db", True),
+            patch(f"{_PS}.proxy_config", MagicMock()),
+            patch(f"{_PS}.proxy_logging_obj", MagicMock()),
+            patch(f"{_PS}.general_settings", {}),
+            patch(f"{_PS}.premium_user", True),
+            patch(f"{_PS}.llm_router", mock_router),
+        ):
+            await delete_model_endpoint(
+                model_info=ModelInfoDelete(id=model_id),
+                user_api_key_dict=admin_user,
+            )
+
+        mock_router.delete_deployment.assert_called_once_with(id=model_id)
+        assert mock_router.complexity_routers.get("shared-name") is config_router
+
 
 class TestUpdateModel:
     """

From 77885779caebecf54e29dc77ef13a321dc7a5f45 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Fri, 10 Jul 2026 20:41:35 -0700
Subject: [PATCH 304/370] refactor(fallback-generalizations): split rules into
 routing and provider-neutral capability kinds

---
 basedpyright-code-budget.json                 |  10 +-
 .../fallback_generalizations.py               | 225 +++++----
 .../get_llm_provider_logic.py                 |   8 +-
 ...odel_prices_and_context_window_backup.json |  43 +-
 litellm/utils.py                              |  25 +-
 model_prices_and_context_window.json          |  43 +-
 tests/local_testing/test_get_llm_provider.py  |  10 +-
 .../test_fallback_generalizations.py          | 448 ++++++++++--------
 .../test_get_model_cost_map.py                |  49 +-
 type-discipline-budget.json                   |   4 +-
 10 files changed, 464 insertions(+), 401 deletions(-)

diff --git a/basedpyright-code-budget.json b/basedpyright-code-budget.json
index cb3427bed4d..8c5bf165c7e 100644
--- a/basedpyright-code-budget.json
+++ b/basedpyright-code-budget.json
@@ -57,7 +57,7 @@
     "limit": 5900
   },
   "reportMissingTypeArgument": {
-    "limit": 15918
+    "limit": 15913
   },
   "reportMissingTypeStubs": {
     "limit": 41
@@ -105,13 +105,13 @@
     "limit": 113
   },
   "reportUnknownMemberType": {
-    "limit": 40541
+    "limit": 40539
   },
   "reportUnknownParameterType": {
-    "limit": 20418
+    "limit": 20413
   },
   "reportUnknownVariableType": {
-    "limit": 32151
+    "limit": 32144
   },
   "reportUnnecessaryCast": {
     "limit": 177
@@ -123,7 +123,7 @@
     "limit": 7
   },
   "reportUnnecessaryIsInstance": {
-    "limit": 1212
+    "limit": 1211
   },
   "reportUntypedBaseClass": {
     "limit": 165
diff --git a/litellm/litellm_core_utils/fallback_generalizations.py b/litellm/litellm_core_utils/fallback_generalizations.py
index 8b5a797cbd7..c9b6d83e9f1 100644
--- a/litellm/litellm_core_utils/fallback_generalizations.py
+++ b/litellm/litellm_core_utils/fallback_generalizations.py
@@ -3,151 +3,166 @@
 
 The ``fallback_generalizations`` block in ``model_prices_and_context_window.json``
 holds an ordered list of rules. Each rule pairs a single case-insensitive regex
-with the metadata to apply when a model name has no exact entry in the cost map.
-The metadata is a partial cost-map entry: ``litellm_provider`` drives provider
-routing, and the remaining fields (``mode``, ``supports_*``, context window,
-pricing, ...) drive ``get_model_info`` / ``supports_*``.
-
-Precedence: rules are evaluated in file order and the first match wins. Callers
-with extra constraints (model-info resolution checks the provider) use
-``match_all_fallback_generalizations`` to skip inapplicable earlier rules instead
-of discarding the model name. Rules are consulted only after exact and
-case-insensitive lookups miss, so an exact entry always takes precedence over a
-rule.
+with a ``model_info`` dict, and the structure of ``model_info`` decides which of
+two kinds the rule is.
+
+A ROUTING rule carries exactly one ``model_info`` key, ``litellm_provider``. It is
+consumed only by ``get_llm_provider`` bare-id inference: the first routing rule
+whose regex matches decides the provider. Routing rules never contribute to model
+info.
+
+A CAPABILITY rule carries any ``model_info`` keys except ``litellm_provider``
+(``mode``, ``supports_*``, context window, pricing, ...). It is consumed by
+``get_model_info`` fallback resolution: the ``model_info`` of ALL capability rules
+whose regex matches is unioned in file order, with later rules overriding earlier
+ones on key conflicts, and the caller backfills ``litellm_provider`` with the
+provider it requested. If no capability rule matches, model-info resolution misses
+as if no rules existed.
+
+A rule that mixes ``litellm_provider`` with other ``model_info`` keys is invalid:
+``set_fallback_generalizations`` logs a warning and skips it at install time (a
+warning rather than a crash, because released proxies fetch this JSON remotely).
+Rules are only consulted after exact and case-insensitive lookups miss, so an
+exact cost-map entry always takes precedence over any rule.
 
 Patterns are matched case-insensitively with ``re.search`` and are not implicitly
-anchored: a rule must include ``^`` and ``$`` (as the shipped rules do) to bind to
-the whole model name, otherwise it matches as a substring. Keeping anchoring in the
-regex makes the rule the single, self-contained source of truth for what it matches.
-
-A rule may set ``extends`` to the ``name`` of another rule to inherit that rule's
-``model_info``; the rule's own ``model_info`` overrides the inherited keys, so a
-narrow rule (for example a version-gated capability flag) carries only its delta
-instead of duplicating the parent's pricing block. Inheritance is resolved once,
-at install time, against each rule's raw (unresolved) ``model_info``; it is a
-single level (a parent that itself extends is not chained).
+anchored: a rule must include ``^`` and ``$`` to bind to the whole model name,
+otherwise it matches as a substring. Keeping anchoring in the regex makes the rule
+the single, self-contained source of truth for what it matches.
 
 Any other keys on a rule (for example a free-text ``description`` documenting what
 the regex matches) are ignored by the engine and exist only for the reader.
 
-The compiled-regex list is built once and cached. ``match_fallback_generalization``
-is O(number of rules); callers must only invoke it on a cache miss.
+Rules are compiled and classified once, at install time. The match functions are
+O(number of rules); callers must only invoke them on a cache miss.
 """
 
 import re
-from typing import Optional
+from dataclasses import dataclass
+from typing import Optional, Union
 
 from litellm._logging import verbose_logger
 
 NAME_FIELD = "name"
 PATTERN_FIELD = "pattern"
 MODEL_INFO_FIELD = "model_info"
-EXTENDS_FIELD = "extends"
-
-
-def _resolve_extends(rules: list) -> list:
-    """Expand ``extends`` inheritance so each rule's ``model_info`` is self-contained.
-
-    A rule with ``extends: <name>`` is rewritten with ``model_info`` set to the parent's
-    ``model_info`` overlaid by its own. Resolution is single-level and uses each rule's
-    raw ``model_info`` as the parent source. Non-dict rules and dangling parents are
-    passed through unchanged.
-    """
-    base_by_name = {
-        rule[NAME_FIELD]: rule[MODEL_INFO_FIELD]
-        for rule in rules
-        if isinstance(rule, dict)
-        and isinstance(rule.get(NAME_FIELD), str)
-        and isinstance(rule.get(MODEL_INFO_FIELD), dict)
-    }
-
-    def resolved(rule: dict) -> dict:
-        parent_name = rule.get(EXTENDS_FIELD)
-        own_info = rule.get(MODEL_INFO_FIELD)
-        parent_info = base_by_name.get(parent_name) if isinstance(parent_name, str) else None
-        if parent_info is None or not isinstance(own_info, dict):
-            return rule
-        return {**rule, MODEL_INFO_FIELD: {**parent_info, **own_info}}
-
-    return [resolved(rule) if isinstance(rule, dict) else rule for rule in rules]
+PROVIDER_KEY = "litellm_provider"
+
+
+@dataclass(frozen=True, slots=True)
+class _RoutingRule:
+    pattern: re.Pattern
+    provider: str
+
+
+@dataclass(frozen=True, slots=True)
+class _CapabilityRule:
+    pattern: re.Pattern
+    model_info: dict
+
+
+_CompiledRule = Union[_RoutingRule, _CapabilityRule]
+
+
+def _compile_rule(rule: object) -> Optional[_CompiledRule]:
+    if not isinstance(rule, dict):
+        return None
+    pattern = rule.get(PATTERN_FIELD)
+    model_info = rule.get(MODEL_INFO_FIELD)
+    if not isinstance(pattern, str) or not isinstance(model_info, dict):
+        verbose_logger.warning(
+            "LiteLLM: skipping malformed fallback generalization rule %s (needs string '%s' and dict '%s').",
+            rule.get(NAME_FIELD, pattern),
+            PATTERN_FIELD,
+            MODEL_INFO_FIELD,
+        )
+        return None
+    try:
+        compiled = re.compile(pattern, re.IGNORECASE)
+    except re.error as e:
+        verbose_logger.warning(
+            "LiteLLM: skipping fallback generalization rule with invalid regex %r: %s",
+            pattern,
+            e,
+        )
+        return None
+    if PROVIDER_KEY not in model_info:
+        return _CapabilityRule(pattern=compiled, model_info=model_info)
+    provider = model_info[PROVIDER_KEY]
+    if len(model_info) == 1 and isinstance(provider, str):
+        return _RoutingRule(pattern=compiled, provider=provider)
+    verbose_logger.warning(
+        "LiteLLM: skipping invalid fallback generalization rule %s: a routing rule's '%s' must contain "
+        "'%s' as its only key (a string), and a capability rule must not contain '%s' at all.",
+        rule.get(NAME_FIELD, pattern),
+        MODEL_INFO_FIELD,
+        PROVIDER_KEY,
+        PROVIDER_KEY,
+    )
+    return None
 
 
 class _FallbackGeneralizations:
-    """Holds the active rule list and its lazily-compiled regex cache."""
+    """Holds the raw rule list and its install-time-compiled routing and capability rules."""
 
     def __init__(self) -> None:
-        self.rules: list[dict] = []
-        self._compiled: Optional[list[tuple[re.Pattern, dict]]] = None
-
-    def set_rules(self, rules: Optional[list[dict]]) -> None:
-        self.rules = rules if isinstance(rules, list) else []
-        self._compiled = None
-
-    def _compile(self) -> list[tuple[re.Pattern, dict]]:
-        compiled: list[tuple[re.Pattern, dict]] = []
-        for rule in self.rules:
-            if not isinstance(rule, dict):
-                continue
-            pattern = rule.get(PATTERN_FIELD)
-            model_info = rule.get(MODEL_INFO_FIELD)
-            if not isinstance(pattern, str) or not isinstance(model_info, dict):
-                verbose_logger.warning(
-                    "LiteLLM: skipping malformed fallback generalization rule %s (needs string '%s' and dict '%s').",
-                    rule.get("name", pattern),
-                    PATTERN_FIELD,
-                    MODEL_INFO_FIELD,
-                )
-                continue
-            try:
-                compiled.append((re.compile(pattern, re.IGNORECASE), model_info))
-            except re.error as e:
-                verbose_logger.warning(
-                    "LiteLLM: skipping fallback generalization rule with invalid regex %r: %s",
-                    pattern,
-                    e,
-                )
-        return compiled
-
-    def matches(self, model: str) -> list[dict]:
+        self.rules: list = []
+        self.routing_rules: tuple = ()
+        self.capability_rules: tuple = ()
+
+    def set_rules(self, rules: Optional[list]) -> None:
+        installed = rules if isinstance(rules, list) else []
+        compiled = tuple(c for c in (_compile_rule(rule) for rule in installed) if c is not None)
+        self.rules = installed
+        self.routing_rules = tuple(rule for rule in compiled if isinstance(rule, _RoutingRule))
+        self.capability_rules = tuple(rule for rule in compiled if isinstance(rule, _CapabilityRule))
+
+    def match_routing(self, model: str) -> Optional[str]:
         if not model:
-            return []
-        if self._compiled is None:
-            self._compiled = self._compile()
-        return [dict(model_info) for pattern, model_info in self._compiled if pattern.search(model) is not None]
+            return None
+        return next(
+            (rule.provider for rule in self.routing_rules if rule.pattern.search(model) is not None),
+            None,
+        )
 
-    def match(self, model: str) -> Optional[dict]:
-        return next(iter(self.matches(model)), None)
+    def match_capabilities(self, model: str) -> Optional[dict]:
+        if not model:
+            return None
+        matched = tuple(rule.model_info for rule in self.capability_rules if rule.pattern.search(model) is not None)
+        if not matched:
+            return None
+        return {key: value for model_info in matched for key, value in model_info.items()}
 
 
 _registry = _FallbackGeneralizations()
 
 
-def set_fallback_generalizations(rules: Optional[list[dict]]) -> None:
-    """Install the active rule list and invalidate the compiled-regex cache.
+def set_fallback_generalizations(rules: Optional[list]) -> None:
+    """Install the active rule list, compiling and classifying each rule.
 
-    ``extends`` inheritance is resolved here, once, before the rules are stored.
+    Malformed, invalid-regex, and mixed-kind rules are warned about and skipped here.
     Called once when the model cost map is loaded (and again on any reload).
     """
-    _registry.set_rules(_resolve_extends(rules) if isinstance(rules, list) else rules)
+    _registry.set_rules(rules)
 
 
-def get_fallback_generalization_rules() -> list[dict]:
+def get_fallback_generalization_rules() -> list:
     """Return the raw rule list (read-only view for callers/tests)."""
     return _registry.rules
 
 
-def match_fallback_generalization(model: str) -> Optional[dict]:
-    """Return the ``model_info`` of the first rule whose regex matches ``model``.
+def match_routing_generalization(model: str) -> Optional[str]:
+    """Return the provider of the first routing rule whose regex matches ``model``.
 
     O(number of rules). Only call this once exact lookups have missed.
     """
-    return _registry.match(model)
+    return _registry.match_routing(model)
 
 
-def match_all_fallback_generalizations(model: str) -> list[dict]:
-    """Return the ``model_info`` of every rule whose regex matches ``model``, in rule order.
+def match_capability_generalizations(model: str) -> Optional[dict]:
+    """Return the union of the ``model_info`` of every capability rule matching ``model``.
 
-    Lets a caller with extra constraints (e.g. a provider match) skip an
-    inapplicable earlier rule instead of discarding the whole candidate.
+    Later rules override earlier ones on key conflicts. Returns ``None`` when no
+    capability rule matches. O(number of rules); only call once exact lookups have missed.
     """
-    return _registry.matches(model)
+    return _registry.match_capabilities(model)
diff --git a/litellm/litellm_core_utils/get_llm_provider_logic.py b/litellm/litellm_core_utils/get_llm_provider_logic.py
index fa8ffe1ba1d..487a7b7e25f 100644
--- a/litellm/litellm_core_utils/get_llm_provider_logic.py
+++ b/litellm/litellm_core_utils/get_llm_provider_logic.py
@@ -4,7 +4,7 @@
 import litellm
 from litellm.constants import REPLICATE_MODEL_NAME_WITH_ID_LENGTH
 from litellm.litellm_core_utils.fallback_generalizations import (
-    match_fallback_generalization,
+    match_routing_generalization,
 )
 from litellm.llms.openai_like.json_loader import JSONProviderRegistry
 from litellm.secret_managers.main import get_secret, get_secret_str
@@ -474,12 +474,10 @@ def get_llm_provider(
             custom_llm_provider = "sap"
 
         # Last resort for an otherwise-unknown model: a declarative
-        # fallback-generalization rule (e.g. routes future claude-* to anthropic).
+        # fallback-generalization routing rule (e.g. routes future claude-* to anthropic).
         # Exact provider matches above always win; this only runs on a miss.
         if not custom_llm_provider:
-            generalization = match_fallback_generalization(model)
-            if generalization is not None:
-                custom_llm_provider = generalization.get("litellm_provider") or None
+            custom_llm_provider = match_routing_generalization(model)
 
         if not custom_llm_provider:
             if litellm.suppress_debug_info is False:
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 6ecadaf1fe6..c483b3288e2 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -45050,31 +45050,26 @@
     "fallback_generalizations": {
         "rules": [
             {
-                "name": "bedrock-anthropic-claude-mid-conversation-system",
-                "pattern": "anthropic\\.claude-[a-z]+-(?:4[-._](?:[89]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d)(?!\\d)(?:[-._]\\d{1,2}(?!\\d))?)",
-                "description": "Bedrock Invoke ids for Claude 4.8 or higher: anthropic.claude-<family> with minor 4.8 through 4.99, any 5.x or later major-minor, or a bare 5+ major, which also admits new families such as fable. These models accept mid-conversation role system messages in place (verified live on Opus 4.8, Sonnet 5 and Fable 5), so unmapped future Bedrock Claudes keep the cache-preserving in-place handling instead of the hoist-all default. Listed first so bare-id provider inference, which takes the first pattern hit, resolves these Bedrock ids to bedrock; model-info resolution skips provider-mismatched rules either way.",
-                "extends": "anthropic-claude",
+                "name": "bedrock-claude-ids",
+                "pattern": "anthropic\\.claude-",
+                "description": "Any Bedrock-syntax Claude id: the dotted anthropic.claude- segment appears in bare (anthropic.claude-...), region-prefixed (us./eu./au./jp./apac.) and global.-prefixed ids, for every version. Routes these to bedrock before the bare-id Anthropic rule is consulted.",
                 "model_info": {
-                    "litellm_provider": "bedrock",
-                    "supports_adaptive_thinking": true,
-                    "supports_mid_conversation_system": true
+                    "litellm_provider": "bedrock"
                 }
             },
             {
-                "name": "anthropic-claude-adaptive-thinking",
-                "pattern": "(?:opus|sonnet|haiku)[-._](?:4[-._](?:[6-9]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d{1,})[-._]\\d{1,2}(?!\\d))",
-                "description": "Claude opus/sonnet/haiku at version 4.6 or higher: 4.6 through 4.99, then any 5.x, 6.x or later major. The minor is capped at two digits so an 8-digit date suffix such as claude-opus-4-20250514 is never read as a >= 4.6 minor. Turns on adaptive thinking for new families with no code change.",
-                "extends": "anthropic-claude",
+                "name": "anthropic-claude-ids",
+                "pattern": "^claude-[a-z]+-\\d+[-.]\\d+(?:-\\d{8})?$",
+                "description": "A bare Claude family-major-minor id, optionally with an 8-digit date suffix, anchored to the whole name. Routes an unmapped Claude id that carries no provider namespace to the Anthropic API.",
                 "model_info": {
-                    "supports_adaptive_thinking": true
+                    "litellm_provider": "anthropic"
                 }
             },
             {
-                "name": "anthropic-claude",
-                "pattern": "^claude-[a-z]+-\\d+[-.]\\d+(?:-\\d{8})?$",
-                "description": "Any Claude family-major-minor id, optionally with an 8-digit date suffix, anchored to the whole name. Version-neutral fallback that gives an unmapped Claude provider routing and baseline capabilities; it carries no pricing, so cost stays on the standard unpriced behavior rather than a guessed number.",
+                "name": "claude-family-baseline",
+                "pattern": "claude-[a-z]+-\\d+[-.]\\d+(?:-\\d{8})?",
+                "description": "Any Claude family-major-minor id, optionally with an 8-digit date suffix, under any provider namespace (bare, bedrock-dotted, vertex, databricks, ...). Carries the model-family facts every Claude shares; it carries no pricing, so cost stays on the standard unpriced behavior rather than a guessed number.",
                 "model_info": {
-                    "litellm_provider": "anthropic",
                     "mode": "chat",
                     "max_input_tokens": 200000,
                     "max_output_tokens": 64000,
@@ -45090,6 +45085,22 @@
                     "supports_pdf_input": true,
                     "supports_system_messages": true
                 }
+            },
+            {
+                "name": "claude-adaptive-thinking",
+                "pattern": "(?:opus|sonnet|haiku)[-._](?:4[-._](?:[6-9]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d{1,})[-._]\\d{1,2}(?!\\d))",
+                "description": "Claude opus/sonnet/haiku at version 4.6 or higher: 4.6 through 4.99, then any 5.x, 6.x or later major. The minor is capped at two digits so an 8-digit date suffix such as claude-opus-4-20250514 is never read as a >= 4.6 minor. Turns on adaptive thinking for new versions with no code change.",
+                "model_info": {
+                    "supports_adaptive_thinking": true
+                }
+            },
+            {
+                "name": "claude-mid-conversation-system",
+                "pattern": "claude-[a-z]+-(?:4[-._](?:[89]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d)(?!\\d)(?:[-._]\\d{1,2}(?!\\d))?)",
+                "description": "Claude at version 4.8 or higher, in any id shape that contains claude-<family>-: minors 4.8 through 4.99, any later major-minor, and bare 5+ majors so a new family like claude-fable-5 matches. Anthropic introduced mid-conversation system messages with Opus 4.8 and every newer Claude keeps them; 4.7 and below reject the system role inside messages.",
+                "model_info": {
+                    "supports_mid_conversation_system": true
+                }
             }
         ]
     }
diff --git a/litellm/utils.py b/litellm/utils.py
index 731be992af0..b25841e5389 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -61,7 +61,7 @@
 )
 from litellm._uuid import uuid
 from litellm.litellm_core_utils.fallback_generalizations import (
-    match_all_fallback_generalizations,
+    match_capability_generalizations,
 )
 from litellm.constants import (
     DEFAULT_CHAT_COMPLETION_PARAM_VALUES,
@@ -5043,25 +5043,28 @@ def _get_model_info_from_generalization(
     potential_model_names: PotentialModelNamesAndCustomLLMProvider,
     custom_llm_provider: Optional[str],
 ) -> Optional[tuple[str, dict]]:
-    """Resolve an unmapped model via a declarative fallback-generalization rule.
+    """Resolve an unmapped model via the declarative capability generalization rules.
 
     Tries the same name candidates as the exact lookups, in the same order, and
-    returns ``(matched_name, model_info)`` for the first matching rule that also
-    satisfies the provider constraint; a rule scoped to another provider is
-    skipped in favor of later rules rather than discarding the candidate.
-    O(number of rules); only call after the exact lookups have missed.
+    returns ``(matched_name, model_info)`` for the first candidate matched by at
+    least one capability rule, with ``litellm_provider`` backfilled from the
+    provider the caller requested. O(number of rules); only call after the exact
+    lookups have missed.
     """
-    candidates = [
+    candidates = (
         potential_model_names["combined_model_name"],
         model,
         potential_model_names["split_model"],
         potential_model_names["combined_stripped_model_name"],
         potential_model_names["stripped_model_name"],
-    ]
+    )
     for candidate in candidates:
-        for generalized_info in match_all_fallback_generalizations(candidate):
-            if _check_provider_match(model_info=generalized_info, custom_llm_provider=custom_llm_provider):
-                return candidate, generalized_info
+        generalized_info = match_capability_generalizations(candidate)
+        if generalized_info is None:
+            continue
+        if custom_llm_provider is None:
+            return candidate, generalized_info
+        return candidate, {**generalized_info, "litellm_provider": custom_llm_provider}
     return None
 
 
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 31a6146cbd6..ee0b1193990 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -45283,31 +45283,26 @@
     "fallback_generalizations": {
         "rules": [
             {
-                "name": "bedrock-anthropic-claude-mid-conversation-system",
-                "pattern": "anthropic\\.claude-[a-z]+-(?:4[-._](?:[89]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d)(?!\\d)(?:[-._]\\d{1,2}(?!\\d))?)",
-                "description": "Bedrock Invoke ids for Claude 4.8 or higher: anthropic.claude-<family> with minor 4.8 through 4.99, any 5.x or later major-minor, or a bare 5+ major, which also admits new families such as fable. These models accept mid-conversation role system messages in place (verified live on Opus 4.8, Sonnet 5 and Fable 5), so unmapped future Bedrock Claudes keep the cache-preserving in-place handling instead of the hoist-all default. Listed first so bare-id provider inference, which takes the first pattern hit, resolves these Bedrock ids to bedrock; model-info resolution skips provider-mismatched rules either way.",
-                "extends": "anthropic-claude",
+                "name": "bedrock-claude-ids",
+                "pattern": "anthropic\\.claude-",
+                "description": "Any Bedrock-syntax Claude id: the dotted anthropic.claude- segment appears in bare (anthropic.claude-...), region-prefixed (us./eu./au./jp./apac.) and global.-prefixed ids, for every version. Routes these to bedrock before the bare-id Anthropic rule is consulted.",
                 "model_info": {
-                    "litellm_provider": "bedrock",
-                    "supports_adaptive_thinking": true,
-                    "supports_mid_conversation_system": true
+                    "litellm_provider": "bedrock"
                 }
             },
             {
-                "name": "anthropic-claude-adaptive-thinking",
-                "pattern": "(?:opus|sonnet|haiku)[-._](?:4[-._](?:[6-9]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d{1,})[-._]\\d{1,2}(?!\\d))",
-                "description": "Claude opus/sonnet/haiku at version 4.6 or higher: 4.6 through 4.99, then any 5.x, 6.x or later major. The minor is capped at two digits so an 8-digit date suffix such as claude-opus-4-20250514 is never read as a >= 4.6 minor. Turns on adaptive thinking for new families with no code change.",
-                "extends": "anthropic-claude",
+                "name": "anthropic-claude-ids",
+                "pattern": "^claude-[a-z]+-\\d+[-.]\\d+(?:-\\d{8})?$",
+                "description": "A bare Claude family-major-minor id, optionally with an 8-digit date suffix, anchored to the whole name. Routes an unmapped Claude id that carries no provider namespace to the Anthropic API.",
                 "model_info": {
-                    "supports_adaptive_thinking": true
+                    "litellm_provider": "anthropic"
                 }
             },
             {
-                "name": "anthropic-claude",
-                "pattern": "^claude-[a-z]+-\\d+[-.]\\d+(?:-\\d{8})?$",
-                "description": "Any Claude family-major-minor id, optionally with an 8-digit date suffix, anchored to the whole name. Version-neutral fallback that gives an unmapped Claude provider routing and baseline capabilities; it carries no pricing, so cost stays on the standard unpriced behavior rather than a guessed number.",
+                "name": "claude-family-baseline",
+                "pattern": "claude-[a-z]+-\\d+[-.]\\d+(?:-\\d{8})?",
+                "description": "Any Claude family-major-minor id, optionally with an 8-digit date suffix, under any provider namespace (bare, bedrock-dotted, vertex, databricks, ...). Carries the model-family facts every Claude shares; it carries no pricing, so cost stays on the standard unpriced behavior rather than a guessed number.",
                 "model_info": {
-                    "litellm_provider": "anthropic",
                     "mode": "chat",
                     "max_input_tokens": 200000,
                     "max_output_tokens": 64000,
@@ -45323,6 +45318,22 @@
                     "supports_pdf_input": true,
                     "supports_system_messages": true
                 }
+            },
+            {
+                "name": "claude-adaptive-thinking",
+                "pattern": "(?:opus|sonnet|haiku)[-._](?:4[-._](?:[6-9]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d{1,})[-._]\\d{1,2}(?!\\d))",
+                "description": "Claude opus/sonnet/haiku at version 4.6 or higher: 4.6 through 4.99, then any 5.x, 6.x or later major. The minor is capped at two digits so an 8-digit date suffix such as claude-opus-4-20250514 is never read as a >= 4.6 minor. Turns on adaptive thinking for new versions with no code change.",
+                "model_info": {
+                    "supports_adaptive_thinking": true
+                }
+            },
+            {
+                "name": "claude-mid-conversation-system",
+                "pattern": "claude-[a-z]+-(?:4[-._](?:[89]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d)(?!\\d)(?:[-._]\\d{1,2}(?!\\d))?)",
+                "description": "Claude at version 4.8 or higher, in any id shape that contains claude-<family>-: minors 4.8 through 4.99, any later major-minor, and bare 5+ majors so a new family like claude-fable-5 matches. Anthropic introduced mid-conversation system messages with Opus 4.8 and every newer Claude keeps them; 4.7 and below reject the system role inside messages.",
+                "model_info": {
+                    "supports_mid_conversation_system": true
+                }
             }
         ]
     }
diff --git a/tests/local_testing/test_get_llm_provider.py b/tests/local_testing/test_get_llm_provider.py
index 9ecb639fc3a..4c3e13da17a 100644
--- a/tests/local_testing/test_get_llm_provider.py
+++ b/tests/local_testing/test_get_llm_provider.py
@@ -509,10 +509,10 @@ def shipped_generalizations():
 
 class TestClaudeModelPatternMatching:
     """
-    The ``anthropic-claude`` fallback generalization rule routes future Claude
-    models to the Anthropic provider without requiring a
+    The ``anthropic-claude-ids`` fallback generalization routing rule routes future
+    Claude models to the Anthropic provider without requiring a
     model_prices_and_context_window.json entry. These tests exercise the rule
-    end-to-end through ``get_llm_provider`` and ``match_fallback_generalization``.
+    end-to-end through ``get_llm_provider`` and ``match_routing_generalization``.
     """
 
     @pytest.mark.parametrize(
@@ -556,10 +556,10 @@ def test_non_matching_models_do_not_match_rule(
         self, model, shipped_generalizations
     ):
         from litellm.litellm_core_utils.fallback_generalizations import (
-            match_fallback_generalization,
+            match_routing_generalization,
         )
 
-        assert match_fallback_generalization(model) is None
+        assert match_routing_generalization(model) is None
 
     def test_routing_comes_from_the_rule_not_python(self, shipped_generalizations):
         """With the rule cleared, an unknown claude must no longer route to
diff --git a/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py b/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py
index cf74bed9c15..b911a46443c 100644
--- a/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py
+++ b/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py
@@ -1,11 +1,13 @@
 """
 Tests for the declarative fallback-generalizations mechanism.
 
-Covers both the pure module (litellm.litellm_core_utils.fallback_generalizations)
-and its end-to-end wiring into provider routing (get_llm_provider) and model-info
-resolution (get_model_info / supports_*).
+Covers the pure module (litellm.litellm_core_utils.fallback_generalizations): the
+routing/capability rule split, install-time validation, capability unioning; and
+its end-to-end wiring into provider routing (get_llm_provider) and model-info
+resolution (get_model_info) including the shipped rules in the bundled cost map.
 """
 
+import logging
 import os
 import sys
 
@@ -14,10 +16,11 @@
 sys.path.insert(0, os.path.abspath("../../.."))
 
 import litellm
+from litellm._logging import verbose_logger
 from litellm.litellm_core_utils.fallback_generalizations import (
     get_fallback_generalization_rules,
-    match_all_fallback_generalizations,
-    match_fallback_generalization,
+    match_capability_generalizations,
+    match_routing_generalization,
     set_fallback_generalizations,
 )
 
@@ -32,168 +35,157 @@ def restore_generalizations():
         set_fallback_generalizations(previous)
 
 
+class _RecordingHandler(logging.Handler):
+    def __init__(self):
+        super().__init__(level=logging.WARNING)
+        self.messages = []
+
+    def emit(self, record):
+        self.messages.append(record.getMessage())
+
+
+@pytest.fixture
+def warning_messages():
+    handler = _RecordingHandler()
+    previous_level = verbose_logger.level
+    verbose_logger.setLevel(logging.WARNING)
+    verbose_logger.addHandler(handler)
+    try:
+        yield handler.messages
+    finally:
+        verbose_logger.removeHandler(handler)
+        verbose_logger.setLevel(previous_level)
+
+
 # --------------------------------------------------------------------------- #
-# Pure module behaviour
+# Engine: routing rules
 # --------------------------------------------------------------------------- #
 
 
-def test_match_returns_model_info_of_first_matching_rule(restore_generalizations):
+def test_routing_inference_first_match_wins(restore_generalizations):
     restore_generalizations(
         [
-            {
-                "name": "first",
-                "pattern": r"^acme-",
-                "model_info": {"litellm_provider": "openai", "tag": "first"},
-            },
-            {
-                "name": "second",
-                "pattern": r"^acme-pro-",
-                "model_info": {"litellm_provider": "anthropic", "tag": "second"},
-            },
+            {"name": "first", "pattern": r"^acme-", "model_info": {"litellm_provider": "openai"}},
+            {"name": "second", "pattern": r"^acme-pro-", "model_info": {"litellm_provider": "anthropic"}},
         ]
     )
-    # Both rules match "acme-pro-1"; first-in-list wins (documented precedence).
-    matched = match_fallback_generalization("acme-pro-1")
-    assert matched is not None
-    assert matched["tag"] == "first"
+    assert match_routing_generalization("acme-pro-1") == "openai"
+    assert match_routing_generalization("gpt-4o") is None
+    assert match_routing_generalization("") is None
 
 
-def test_match_all_returns_every_matching_rule_in_order(restore_generalizations):
+def test_capability_rules_do_not_route(restore_generalizations):
+    restore_generalizations([{"name": "caps", "pattern": r"^acme-", "model_info": {"supports_vision": True}}])
+    assert match_routing_generalization("acme-pro-1") is None
+
+
+def test_routing_match_is_case_insensitive(restore_generalizations):
     restore_generalizations(
-        [
-            {
-                "name": "first",
-                "pattern": r"^acme-",
-                "model_info": {"litellm_provider": "openai", "tag": "first"},
-            },
-            {
-                "name": "second",
-                "pattern": r"^acme-pro-",
-                "model_info": {"litellm_provider": "anthropic", "tag": "second"},
-            },
-        ]
+        [{"name": "r", "pattern": r"^claude-opus", "model_info": {"litellm_provider": "anthropic"}}]
     )
-    assert [m["tag"] for m in match_all_fallback_generalizations("acme-pro-1")] == ["first", "second"]
-    assert match_all_fallback_generalizations("gpt-4o") == []
+    assert match_routing_generalization("CLAUDE-OPUS-9-9") == "anthropic"
+
 
+# --------------------------------------------------------------------------- #
+# Engine: capability rules
+# --------------------------------------------------------------------------- #
 
-def test_provider_scoped_rule_is_skipped_for_other_providers(restore_generalizations):
-    """Model-info resolution must fall through a provider-mismatched earlier rule to a
-    later applicable one, instead of discarding the model name at the first pattern hit."""
+
+def test_capability_union_is_last_wins_in_file_order(restore_generalizations):
     restore_generalizations(
         [
             {
-                "name": "bedrock-scoped",
+                "name": "broad",
                 "pattern": r"^acme-",
-                "model_info": {"litellm_provider": "bedrock", "supports_vision": False},
+                "model_info": {"mode": "chat", "supports_vision": True, "max_input_tokens": 1000},
             },
             {
-                "name": "openai-scoped",
-                "pattern": r"^acme-",
-                "model_info": {"litellm_provider": "openai", "mode": "chat", "supports_vision": True},
+                "name": "narrow",
+                "pattern": r"^acme-pro-",
+                "model_info": {"supports_vision": False, "supports_reasoning": True},
             },
         ]
     )
-    litellm.get_model_info.cache_clear()
-    info = litellm.get_model_info("acme-fast-1", custom_llm_provider="openai")
-    assert info["litellm_provider"] == "openai"
-    assert info["supports_vision"] is True
-
-
-def test_match_is_case_insensitive(restore_generalizations):
-    restore_generalizations(
-        [{"name": "r", "pattern": r"^claude-opus", "model_info": {"ok": True}}]
-    )
-    assert match_fallback_generalization("CLAUDE-OPUS-9-9") == {"ok": True}
+    assert match_capability_generalizations("acme-pro-1") == {
+        "mode": "chat",
+        "supports_vision": False,
+        "max_input_tokens": 1000,
+        "supports_reasoning": True,
+    }
+    assert match_capability_generalizations("acme-basic-1") == {
+        "mode": "chat",
+        "supports_vision": True,
+        "max_input_tokens": 1000,
+    }
 
 
-def test_no_match_returns_none(restore_generalizations):
+def test_routing_rules_are_excluded_from_capability_results(restore_generalizations):
     restore_generalizations(
-        [{"name": "r", "pattern": r"^claude-", "model_info": {"ok": True}}]
+        [
+            {"name": "route", "pattern": r"^acme-", "model_info": {"litellm_provider": "openai"}},
+            {"name": "caps", "pattern": r"^acme-pro-", "model_info": {"supports_vision": True}},
+        ]
     )
-    assert match_fallback_generalization("gpt-4o") is None
-    assert match_fallback_generalization("") is None
+    assert match_capability_generalizations("acme-pro-1") == {"supports_vision": True}
+    assert match_capability_generalizations("acme-basic-1") is None
 
 
-def test_empty_rules_match_nothing(restore_generalizations):
+def test_no_capability_match_returns_none(restore_generalizations):
+    restore_generalizations([{"name": "r", "pattern": r"^claude-", "model_info": {"ok": True}}])
+    assert match_capability_generalizations("gpt-4o") is None
+    assert match_capability_generalizations("") is None
     restore_generalizations([])
-    assert match_fallback_generalization("claude-opus-9-9") is None
+    assert match_capability_generalizations("claude-opus-9-9") is None
 
 
-def test_malformed_rules_are_skipped_not_fatal(restore_generalizations):
-    restore_generalizations(
-        [
-            "not-even-a-dict",
-            None,
-            {"name": "no-pattern", "model_info": {"x": 1}},
-            {"name": "bad-info", "pattern": r"^a", "model_info": "not-a-dict"},
-            {"name": "bad-regex", "pattern": r"^claude-(", "model_info": {"x": 1}},
-            {"name": "good", "pattern": r"^claude-", "model_info": {"good": True}},
-        ]
-    )
-    # Non-dict entries and dicts with bad fields are all skipped; the one
-    # valid rule still matches.
-    assert match_fallback_generalization("claude-opus-9-9") == {"good": True}
+def test_reinstalling_rules_replaces_compiled_rules(restore_generalizations):
+    restore_generalizations([{"name": "r", "pattern": r"^aaa", "model_info": {"v": 1}}])
+    assert match_capability_generalizations("aaa-1") == {"v": 1}
+    set_fallback_generalizations([{"name": "r", "pattern": r"^bbb", "model_info": {"v": 2}}])
+    assert match_capability_generalizations("aaa-1") is None
+    assert match_capability_generalizations("bbb-1") == {"v": 2}
 
 
-def test_setting_rules_invalidates_compiled_cache(restore_generalizations):
-    restore_generalizations([{"name": "r", "pattern": r"^aaa", "model_info": {"v": 1}}])
-    assert match_fallback_generalization("aaa-1") == {"v": 1}
-    # Re-install different rules; the compiled cache must be rebuilt.
-    set_fallback_generalizations(
-        [{"name": "r", "pattern": r"^bbb", "model_info": {"v": 2}}]
-    )
-    assert match_fallback_generalization("aaa-1") is None
-    assert match_fallback_generalization("bbb-1") == {"v": 2}
+# --------------------------------------------------------------------------- #
+# Engine: install-time validation
+# --------------------------------------------------------------------------- #
 
 
-def test_extends_inherits_parent_and_own_overrides(restore_generalizations):
-    """A rule's ``extends`` pulls in the parent's model_info; its own keys win on conflict,
-    so a narrow rule carries only its delta instead of duplicating the parent."""
+def test_mixed_kind_rule_warns_and_is_skipped(restore_generalizations, warning_messages):
     restore_generalizations(
         [
             {
-                "name": "base",
-                "pattern": r"^base-only$",
-                "model_info": {
-                    "litellm_provider": "anthropic",
-                    "input_cost_per_token": 5e-06,
-                    "supports_vision": True,
-                },
-            },
-            {
-                "name": "child",
-                "pattern": r"^kid-",
-                "extends": "base",
-                "model_info": {
-                    "supports_adaptive_thinking": True,
-                    "supports_vision": False,
-                },
+                "name": "mixed-kind",
+                "pattern": r"^acme-",
+                "model_info": {"litellm_provider": "anthropic", "supports_vision": True},
             },
+            {"name": "good-caps", "pattern": r"^acme-pro-", "model_info": {"supports_reasoning": True}},
         ]
     )
-    matched = match_fallback_generalization("kid-1")
-    assert matched == {
-        "litellm_provider": "anthropic",
-        "input_cost_per_token": 5e-06,
-        "supports_vision": False,
-        "supports_adaptive_thinking": True,
-    }
+    assert any("mixed-kind" in message and "litellm_provider" in message for message in warning_messages)
+    assert match_routing_generalization("acme-pro-1") is None
+    assert match_capability_generalizations("acme-pro-1") == {"supports_reasoning": True}
+
+
+def test_non_string_provider_rule_warns_and_is_skipped(restore_generalizations, warning_messages):
+    restore_generalizations([{"name": "bad-provider", "pattern": r"^acme-", "model_info": {"litellm_provider": 42}}])
+    assert any("bad-provider" in message for message in warning_messages)
+    assert match_routing_generalization("acme-1") is None
+    assert match_capability_generalizations("acme-1") is None
 
 
-def test_extends_with_unknown_parent_keeps_own_model_info(restore_generalizations):
-    """A dangling ``extends`` is non-fatal: the rule resolves to its own model_info."""
+def test_malformed_rules_are_skipped_not_fatal(restore_generalizations):
     restore_generalizations(
         [
-            {
-                "name": "orphan",
-                "pattern": r"^orphan-",
-                "extends": "does-not-exist",
-                "model_info": {"litellm_provider": "openai"},
-            }
+            "not-even-a-dict",
+            None,
+            {"name": "no-pattern", "model_info": {"x": 1}},
+            {"name": "bad-info", "pattern": r"^a", "model_info": "not-a-dict"},
+            {"name": "bad-regex", "pattern": r"^claude-(", "model_info": {"x": 1}},
+            {"name": "good", "pattern": r"^claude-", "model_info": {"good": True}},
         ]
     )
-    assert match_fallback_generalization("orphan-1") == {"litellm_provider": "openai"}
+    assert match_capability_generalizations("claude-opus-9-9") == {"good": True}
 
 
 # --------------------------------------------------------------------------- #
@@ -201,91 +193,61 @@ def test_extends_with_unknown_parent_keeps_own_model_info(restore_generalization
 # --------------------------------------------------------------------------- #
 
 
-@pytest.fixture
-def myco_rule(restore_generalizations):
-    """A self-contained rule carrying provider, pricing, context and capabilities."""
+def test_unknown_model_routes_via_routing_rule(restore_generalizations):
+    restore_generalizations([{"name": "myco", "pattern": r"^myco-", "model_info": {"litellm_provider": "openai"}}])
+    _, provider, _, _ = litellm.get_llm_provider(model="myco-fast-1")
+    assert provider == "openai"
+
+
+def test_capability_info_backfills_requested_provider(restore_generalizations):
     restore_generalizations(
         [
             {
-                "name": "myco",
-                "pattern": r"^myco-[a-z]+-\d+$",
+                "name": "beeco-caps",
+                "pattern": r"^beeco-[a-z]+-\d+$",
                 "model_info": {
-                    "litellm_provider": "openai",
                     "mode": "chat",
-                    "input_cost_per_token": 1e-06,
-                    "output_cost_per_token": 2e-06,
                     "max_input_tokens": 12345,
-                    "max_output_tokens": 678,
                     "supports_vision": True,
                     "supports_function_calling": True,
                 },
             }
         ]
     )
-    return "myco-fast-1"
-
-
-def test_unknown_model_routes_via_rule(myco_rule):
-    _, provider, _, _ = litellm.get_llm_provider(model=myco_rule)
-    assert provider == "openai"
-
-
-def test_unknown_model_gets_pricing_context_and_capabilities(myco_rule):
-    info = litellm.get_model_info(myco_rule)
-    assert info["litellm_provider"] == "openai"
-    assert info["input_cost_per_token"] == 1e-06
-    assert info["output_cost_per_token"] == 2e-06
+    litellm.get_model_info.cache_clear()
+    info = litellm.get_model_info("beeco-fast-1", custom_llm_provider="groq")
+    assert info["litellm_provider"] == "groq"
     assert info["max_input_tokens"] == 12345
     assert info["supports_vision"] is True
+    other = litellm.get_model_info("beeco-fast-1", custom_llm_provider="openai")
+    assert other["litellm_provider"] == "openai"
 
 
-def test_supports_helper_reads_through_generalization(myco_rule):
-    assert litellm.supports_vision(myco_rule) is True
-    assert litellm.supports_function_calling(myco_rule) is True
+def test_routing_only_match_does_not_resolve_model_info(restore_generalizations):
+    restore_generalizations([{"name": "route", "pattern": r"^ceeco-", "model_info": {"litellm_provider": "openai"}}])
+    litellm.get_model_info.cache_clear()
+    with pytest.raises(Exception):
+        litellm.get_model_info("ceeco-fast-1", custom_llm_provider="openai")
 
 
 def test_exact_entry_takes_precedence_over_rule(restore_generalizations):
-    """An exact cost-map entry must win over a rule that also matches it."""
     restore_generalizations(
-        [
-            {
-                "name": "shadow-gpt4o",
-                "pattern": r"^gpt-4o$",
-                "model_info": {
-                    "litellm_provider": "anthropic",
-                    "input_cost_per_token": 999.0,
-                },
-            }
-        ]
+        [{"name": "shadow-gpt4o", "pattern": r"^gpt-4o$", "model_info": {"input_cost_per_token": 999.0}}]
     )
+    litellm.get_model_info.cache_clear()
     info = litellm.get_model_info("gpt-4o")
-    # Resolved from the real exact entry, not the shadowing rule.
     assert info["litellm_provider"] == "openai"
     assert info["input_cost_per_token"] != 999.0
 
 
-def test_unknown_model_without_matching_rule_still_unmapped(restore_generalizations):
-    restore_generalizations(
-        [
-            {
-                "name": "claude",
-                "pattern": r"^claude-",
-                "model_info": {"litellm_provider": "anthropic"},
-            }
-        ]
-    )
-    with pytest.raises(Exception):
-        litellm.get_model_info("totally-unknown-model-xyz")
-
-
 # --------------------------------------------------------------------------- #
-# Shipped anthropic-claude rule
+# Shipped rules (bundled cost map)
 # --------------------------------------------------------------------------- #
 
 
 @pytest.fixture
 def shipped_cost_map(monkeypatch):
-    """Activate the bundled cost map so the shipped anthropic-claude rule is installed."""
+    """Activate the bundled cost map so the shipped rules are installed."""
     original_cost = litellm.model_cost
     previous_rules = list(get_fallback_generalization_rules())
     monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
@@ -299,40 +261,115 @@ def shipped_cost_map(monkeypatch):
         set_fallback_generalizations(previous_rules)
 
 
-def test_shipped_rule_marks_unmapped_high_version_claude_adaptive_without_pricing(
-    shipped_cost_map,
-):
-    """An unmapped Claude >= 4.6 resolves via the version-gated adaptive-thinking rule, which
-    inherits routing and capabilities from the base rule and adds ``supports_adaptive_thinking``.
-    The rule carries no pricing, so cost stays unpriced (zero, not a fabricated number) rather
-    than reporting a confidently-wrong price."""
-    model = "claude-opus-9-9"
+def test_shipped_bare_claude_id_routes_to_anthropic(shipped_cost_map):
+    _, provider, _, _ = litellm.get_llm_provider(model="claude-haiku-4-6")
+    assert provider == "anthropic"
+
+
+def test_shipped_bedrock_syntax_claude_id_routes_to_bedrock(shipped_cost_map):
+    """Regression: a bedrock-syntax id must infer bedrock even when its version also
+    matches an unanchored Anthropic capability pattern. The old first-match-wins engine
+    routed global.anthropic.claude-haiku-4-6 to anthropic via the adaptive rule."""
+    for model in [
+        "global.anthropic.claude-haiku-4-6",
+        "us.anthropic.claude-haiku-4-6",
+        "anthropic.claude-haiku-4-6",
+        "eu.anthropic.claude-opus-5-0",
+    ]:
+        assert model not in litellm.model_cost
+        _, provider, _, _ = litellm.get_llm_provider(model=model)
+        assert provider == "bedrock", model
+
+
+def test_shipped_rules_resolve_unmapped_bedrock_claude_with_bedrock_provider(shipped_cost_map):
+    model = "us.anthropic.claude-haiku-4-6"
     assert model not in litellm.model_cost
-    info = litellm.get_model_info(model)
-    assert info["litellm_provider"] == "anthropic"
+    info = litellm.get_model_info(model, custom_llm_provider="bedrock")
+    assert info["litellm_provider"] == "bedrock"
     assert info["supports_adaptive_thinking"] is True
     assert info["supports_function_calling"] is True
+    assert info["max_input_tokens"] == 200000
+    assert info.get("supports_mid_conversation_system") is None
     assert not info.get("input_cost_per_token")
     assert not info.get("output_cost_per_token")
 
 
-def test_shipped_rule_resolves_unmapped_low_version_claude_without_adaptive(shipped_cost_map):
-    """An unmapped Claude < 4.6 falls through to the version-neutral anthropic-claude rule: it
-    gets provider routing and baseline capabilities but no ``supports_adaptive_thinking`` flag,
-    so a sub-4.6 alias such as ``claude-opus-4-0`` resolves yet is never marked adaptive."""
-    model = "claude-opus-4-0"
+def test_shipped_rules_stack_adaptive_and_mid_conversation_flags(shipped_cost_map):
+    model = "claude-opus-4-9"
     assert model not in litellm.model_cost
-    info = litellm.get_model_info(model)
+    info = litellm.get_model_info(model, custom_llm_provider="anthropic")
     assert info["litellm_provider"] == "anthropic"
+    assert info["supports_adaptive_thinking"] is True
+    assert info["supports_mid_conversation_system"] is True
+    assert info["supports_function_calling"] is True
+
+
+@pytest.mark.parametrize(
+    "model,provider",
+    [
+        ("claude-opus-4-9@20260101", "vertex_ai"),
+        ("databricks-claude-opus-5-1", "databricks"),
+    ],
+)
+def test_shipped_rules_are_provider_neutral_for_unmapped_ids(shipped_cost_map, model, provider):
+    assert model not in litellm.model_cost
+    info = litellm.get_model_info(model, custom_llm_provider=provider)
+    assert info["litellm_provider"] == provider
+    assert info["supports_adaptive_thinking"] is True
+    assert info["supports_mid_conversation_system"] is True
+    assert info["supports_function_calling"] is True
+
+
+@pytest.mark.parametrize(
+    "model,provider,adaptive,mid_conversation",
+    [
+        ("us.anthropic.claude-opus-4-5", "bedrock", None, None),
+        ("claude-haiku-4-6", "anthropic", True, None),
+        ("claude-haiku-4-7", "anthropic", True, None),
+        ("claude-haiku-4-8", "anthropic", True, True),
+        ("claude-haiku-4-9", "anthropic", True, True),
+        ("claude-haiku-4-10", "anthropic", True, True),
+        ("claude-haiku-5-0", "anthropic", True, True),
+        ("claude-sonnet-5-1", "anthropic", True, True),
+    ],
+)
+def test_shipped_version_boundaries(shipped_cost_map, model, provider, adaptive, mid_conversation):
+    assert model not in litellm.model_cost
+    info = litellm.get_model_info(model, custom_llm_provider=provider)
+    assert info["litellm_provider"] == provider
     assert info["supports_function_calling"] is True
-    assert info.get("supports_adaptive_thinking") is None
     assert not info.get("input_cost_per_token")
+    assert info.get("supports_adaptive_thinking") is adaptive, model
+    assert info.get("supports_mid_conversation_system") is mid_conversation, model
+
+
+def test_shipped_mid_conversation_rule_covers_new_families_like_fable(shipped_cost_map):
+    """The 4.8+ mid-conversation gate accepts bare 5+ majors, so a new family shaped
+    like claude-fable-5 is covered. The adaptive rule keeps its opus/sonnet/haiku
+    family list, so a fable-shaped id gets no adaptive flag from the rules."""
+    model = "claude-fable-5-1"
+    assert model not in litellm.model_cost
+    info = litellm.get_model_info(model, custom_llm_provider="anthropic")
+    assert info["supports_mid_conversation_system"] is True
+    assert info.get("supports_adaptive_thinking") is None
+    assert info["supports_function_calling"] is True
+
+
+def test_shipped_exact_entry_beats_rules(shipped_cost_map):
+    model = "us.anthropic.claude-sonnet-4-6"
+    assert model in litellm.model_cost
+    info = litellm.get_model_info(model, custom_llm_provider="bedrock")
+    assert info["litellm_provider"] == "bedrock_converse"
+    assert info["input_cost_per_token"] == 3.3e-06
+    assert info["max_input_tokens"] == 1000000
+    assert info["supports_adaptive_thinking"] is True
+    assert info.get("supports_mid_conversation_system") is None
 
 
 def test_shipped_adaptive_rule_gates_on_version_not_pricing(shipped_cost_map):
-    """The version-gated ``anthropic-claude-adaptive-thinking`` rule marks an unmapped
-    Claude adaptive only from >= 4.6, including provider-prefixed ids the anchored pricing
-    rule cannot match, while leaving < 4.6 (and the dated Opus 4.0 form) non-adaptive."""
+    """The version-gated adaptive-thinking capability rule marks an unmapped Claude
+    adaptive only from >= 4.6, including provider-prefixed ids the anchored routing
+    rule cannot match, while leaving the dated Opus 4.0 form non-adaptive."""
     from litellm.llms.anthropic.common_utils import AnthropicModelInfo
 
     adaptive = "us.anthropic.claude-opus-4-9"
@@ -343,12 +380,10 @@ def test_shipped_adaptive_rule_gates_on_version_not_pricing(shipped_cost_map):
     assert AnthropicModelInfo._is_adaptive_thinking_model(non_adaptive) is False
 
 
-def test_shipped_bedrock_rule_resolves_unmapped_future_claude_for_bedrock(shipped_cost_map):
-    """An unmapped Bedrock Claude >= 4.8 resolves via the bedrock-scoped
-    ``bedrock-anthropic-claude-mid-conversation-system`` rule even when the lookup
-    carries ``custom_llm_provider="bedrock"``, which the provider check uses to drop
-    the anthropic-scoped rules. It inherits base capabilities, gains both
-    version-gated flags, and stays unpriced."""
+def test_shipped_rules_resolve_unmapped_future_bedrock_claude_with_both_flags(shipped_cost_map):
+    """An unmapped Bedrock Claude >= 4.8 resolves for custom_llm_provider="bedrock" with
+    baseline capabilities, both version-gated flags, the bedrock provider backfilled, and
+    no fabricated pricing."""
     model = "us.anthropic.claude-opus-4-9"
     assert model not in litellm.model_cost
     info = litellm.get_model_info(model, custom_llm_provider="bedrock")
@@ -359,11 +394,11 @@ def test_shipped_bedrock_rule_resolves_unmapped_future_claude_for_bedrock(shippe
     assert not info.get("input_cost_per_token")
 
 
-def test_shipped_bedrock_mid_conversation_rule_gates_on_version_and_naming(shipped_cost_map):
-    """The bedrock rule only claims Bedrock-style ids at 4.8+, bare 5+ majors and
-    new families included; pre-4.8 Bedrock ids and native ids never gain the flag,
-    and the rule outranks the anthropic-scoped ones for Bedrock ids because it is
-    listed first."""
+def test_shipped_mid_conversation_gate_on_bedrock_ids(shipped_cost_map):
+    """Bedrock-syntax ids gain ``supports_mid_conversation_system`` only from 4.8 upward,
+    bare 5+ majors and new families included; 4.7-and-below Bedrock ids never gain it.
+    The flag comes from the provider-neutral capability rule rather than a bedrock-scoped
+    one, so the same gate covers native and vertex-shaped ids too."""
     for flagged in (
         "us.anthropic.claude-opus-4-8",
         "jp.anthropic.claude-opus-4-8",
@@ -371,17 +406,14 @@ def test_shipped_bedrock_mid_conversation_rule_gates_on_version_and_naming(shipp
         "us.anthropic.claude-fable-5",
         "anthropic.claude-sonnet-5-20260101-v1:0",
     ):
-        matched = match_fallback_generalization(flagged)
+        matched = match_capability_generalizations(flagged)
         assert matched is not None, flagged
-        assert matched["litellm_provider"] == "bedrock", flagged
         assert matched["supports_mid_conversation_system"] is True, flagged
     for unflagged in (
         "us.anthropic.claude-opus-4-7",
         "us.anthropic.claude-sonnet-4-6",
         "us.anthropic.claude-haiku-4-5-20251001-v1:0",
         "anthropic.claude-3-5-sonnet-20240620-v1:0",
-        "claude-opus-4-9",
-        "claude-sonnet-5",
     ):
-        matched = match_fallback_generalization(unflagged)
+        matched = match_capability_generalizations(unflagged)
         assert matched is None or not matched.get("supports_mid_conversation_system"), unflagged
diff --git a/tests/test_litellm/litellm_core_utils/test_get_model_cost_map.py b/tests/test_litellm/litellm_core_utils/test_get_model_cost_map.py
index 924aaa7775d..bdd71f28b1a 100644
--- a/tests/test_litellm/litellm_core_utils/test_get_model_cost_map.py
+++ b/tests/test_litellm/litellm_core_utils/test_get_model_cost_map.py
@@ -13,7 +13,8 @@
 
 from litellm.litellm_core_utils.fallback_generalizations import (
     get_fallback_generalization_rules,
-    match_fallback_generalization,
+    match_capability_generalizations,
+    match_routing_generalization,
     set_fallback_generalizations,
 )
 from litellm.litellm_core_utils.get_model_cost_map import (
@@ -102,9 +103,7 @@ def test_finalize_pops_key_and_installs_rules():
         # The reserved key is removed from the returned model map ...
         assert FALLBACK_GENERALIZATIONS_KEY not in finalized
         # ... and its rules are installed into the generalizations module.
-        assert match_fallback_generalization("widget-9") == {
-            "litellm_provider": "openai"
-        }
+        assert match_routing_generalization("widget-9") == "openai"
     finally:
         set_fallback_generalizations(previous)
 
@@ -116,27 +115,25 @@ def test_finalize_with_no_block_clears_rules():
             [{"name": "stale", "pattern": r"^x", "model_info": {"a": 1}}]
         )
         _finalize_model_cost_map(_make_models(2))
-        assert match_fallback_generalization("x-1") is None
+        assert match_capability_generalizations("x-1") is None
     finally:
         set_fallback_generalizations(previous)
 
 
-def test_shipped_backup_carries_the_anthropic_claude_rule():
-    """The bundled backup must ship the anthropic-claude rule so a fresh install
-    (or an offline fallback) routes unknown Claude models without code changes."""
+def test_shipped_backup_carries_the_claude_routing_rules():
+    """The bundled backup must ship the Claude routing rules so a fresh install
+    (or an offline fallback) routes unknown Claude models without code changes.
+    Bedrock-syntax ids must hit the bedrock rule before the bare-id Anthropic rule."""
     backup = GetModelCostMap.load_local_model_cost_map()
     rules = backup.get(FALLBACK_GENERALIZATIONS_KEY, {}).get("rules", [])
-    names = {r.get("name") for r in rules}
-    assert "anthropic-claude" in names
-
-    rule = next(r for r in rules if r.get("name") == "anthropic-claude")
-    assert rule["model_info"]["litellm_provider"] == "anthropic"
+    names = [r.get("name") for r in rules]
+    assert names.index("bedrock-claude-ids") < names.index("anthropic-claude-ids")
 
     previous = list(get_fallback_generalization_rules())
     try:
         set_fallback_generalizations(rules)
-        matched = match_fallback_generalization("claude-opus-4-9")
-        assert matched is not None and matched["litellm_provider"] == "anthropic"
+        assert match_routing_generalization("claude-opus-4-9") == "anthropic"
+        assert match_routing_generalization("global.anthropic.claude-opus-4-9") == "bedrock"
     finally:
         set_fallback_generalizations(previous)
 
@@ -147,23 +144,19 @@ def test_shipped_backup_marks_claude_4_6_plus_adaptive_not_4_0():
     route) and on the version-gated anthropic-claude-adaptive-thinking rule for
     unmapped future Claudes, while leaving the dated Claude 4.0 names
     ("...-4-20250514") unflagged so a date can never be mistaken for a 4.6+ minor
-    version. The version-neutral anthropic-claude pricing rule must not flag it, so
-    an unmapped sub-4.6 name is priced but stays non-adaptive. The adaptive rule must
-    inherit pricing from the pricing rule via ``extends`` and carry only its delta, so
-    the Opus-tier price block is never duplicated across rules."""
+    version. The version-neutral claude-family-baseline capability rule must not flag
+    it, so an unmapped sub-4.6 name resolves but stays non-adaptive. The adaptive rule
+    carries only its delta; capability unioning stacks it onto the baseline, so the
+    baseline block is never duplicated across rules and no rule needs ``extends``."""
     backup = GetModelCostMap.load_local_model_cost_map()
 
     rules = backup[FALLBACK_GENERALIZATIONS_KEY]["rules"]
-    pricing_rule = next(r for r in rules if r.get("name") == "anthropic-claude")
-    adaptive_rule = next(
-        r for r in rules if r.get("name") == "anthropic-claude-adaptive-thinking"
-    )
-    assert "supports_adaptive_thinking" not in pricing_rule["model_info"]
-    assert adaptive_rule["model_info"]["supports_adaptive_thinking"] is True
-
-    assert "extends" not in pricing_rule
-    assert adaptive_rule.get("extends") == "anthropic-claude"
+    baseline_rule = next(r for r in rules if r.get("name") == "claude-family-baseline")
+    adaptive_rule = next(r for r in rules if r.get("name") == "claude-adaptive-thinking")
+    assert "supports_adaptive_thinking" not in baseline_rule["model_info"]
+    assert "litellm_provider" not in baseline_rule["model_info"]
     assert adaptive_rule["model_info"] == {"supports_adaptive_thinking": True}
+    assert all("extends" not in r for r in rules)
 
     for adaptive in [
         "anthropic.claude-opus-4-8",
diff --git a/type-discipline-budget.json b/type-discipline-budget.json
index 2c44ab5a049..545f5ac0e94 100644
--- a/type-discipline-budget.json
+++ b/type-discipline-budget.json
@@ -1,9 +1,9 @@
 {
   "LIT001": {
-    "limit": 23452
+    "limit": 23439
   },
   "LIT002": {
-    "limit": 27522
+    "limit": 27517
   },
   "LIT003": {
     "limit": 292

From 1ccc3382d9c6c0233845949c196239cc192a5014 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Fri, 10 Jul 2026 21:00:33 -0700
Subject: [PATCH 305/370] feat(fallback-generalizations): widen
 adaptive-thinking gate to any claude family at major 5+

---
 ...odel_prices_and_context_window_backup.json |  4 +--
 model_prices_and_context_window.json          |  4 +--
 .../test_fallback_generalizations.py          | 29 ++++++++++++++++---
 .../anthropic/test_anthropic_common_utils.py  | 23 ++++++++-------
 4 files changed, 42 insertions(+), 18 deletions(-)

diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index c483b3288e2..868ba5c43e3 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -45088,8 +45088,8 @@
             },
             {
                 "name": "claude-adaptive-thinking",
-                "pattern": "(?:opus|sonnet|haiku)[-._](?:4[-._](?:[6-9]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d{1,})[-._]\\d{1,2}(?!\\d))",
-                "description": "Claude opus/sonnet/haiku at version 4.6 or higher: 4.6 through 4.99, then any 5.x, 6.x or later major. The minor is capped at two digits so an 8-digit date suffix such as claude-opus-4-20250514 is never read as a >= 4.6 minor. Turns on adaptive thinking for new versions with no code change.",
+                "pattern": "(?:opus|sonnet|haiku)[-._](?:4[-._](?:[6-9]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d{1,})[-._]\\d{1,2}(?!\\d))|claude-[a-z]+-(?:[5-9]|[1-9]\\d)(?!\\d)(?:[-._]\\d{1,2}(?!\\d))?",
+                "description": "Claude opus/sonnet/haiku at version 4.6 or higher (4.6 through 4.99, then any later major-minor), plus any claude-<family>- id at major version 5 or higher, bare major or major-minor, so a new family shaped like claude-fable-5 is covered by the same gate as the core families. 4.x coverage stays limited to opus/sonnet/haiku. The minor is capped at two digits so an 8-digit date suffix such as claude-opus-4-20250514 is never read as a >= 4.6 minor. Turns on adaptive thinking for new versions and new families with no code change.",
                 "model_info": {
                     "supports_adaptive_thinking": true
                 }
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index ee0b1193990..37ce3d270c8 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -45321,8 +45321,8 @@
             },
             {
                 "name": "claude-adaptive-thinking",
-                "pattern": "(?:opus|sonnet|haiku)[-._](?:4[-._](?:[6-9]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d{1,})[-._]\\d{1,2}(?!\\d))",
-                "description": "Claude opus/sonnet/haiku at version 4.6 or higher: 4.6 through 4.99, then any 5.x, 6.x or later major. The minor is capped at two digits so an 8-digit date suffix such as claude-opus-4-20250514 is never read as a >= 4.6 minor. Turns on adaptive thinking for new versions with no code change.",
+                "pattern": "(?:opus|sonnet|haiku)[-._](?:4[-._](?:[6-9]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d{1,})[-._]\\d{1,2}(?!\\d))|claude-[a-z]+-(?:[5-9]|[1-9]\\d)(?!\\d)(?:[-._]\\d{1,2}(?!\\d))?",
+                "description": "Claude opus/sonnet/haiku at version 4.6 or higher (4.6 through 4.99, then any later major-minor), plus any claude-<family>- id at major version 5 or higher, bare major or major-minor, so a new family shaped like claude-fable-5 is covered by the same gate as the core families. 4.x coverage stays limited to opus/sonnet/haiku. The minor is capped at two digits so an 8-digit date suffix such as claude-opus-4-20250514 is never read as a >= 4.6 minor. Turns on adaptive thinking for new versions and new families with no code change.",
                 "model_info": {
                     "supports_adaptive_thinking": true
                 }
diff --git a/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py b/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py
index b911a46443c..e4407b547cc 100644
--- a/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py
+++ b/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py
@@ -343,14 +343,35 @@ def test_shipped_version_boundaries(shipped_cost_map, model, provider, adaptive,
     assert info.get("supports_mid_conversation_system") is mid_conversation, model
 
 
-def test_shipped_mid_conversation_rule_covers_new_families_like_fable(shipped_cost_map):
-    """The 4.8+ mid-conversation gate accepts bare 5+ majors, so a new family shaped
-    like claude-fable-5 is covered. The adaptive rule keeps its opus/sonnet/haiku
-    family list, so a fable-shaped id gets no adaptive flag from the rules."""
+def test_shipped_rules_cover_new_families_like_fable_at_5_plus(shipped_cost_map):
+    """Both version gates accept any claude-<family>- id at major 5 or higher, bare
+    major or major-minor, so a new family shaped like claude-fable-5 gets adaptive
+    thinking and mid-conversation system support without a cost-map entry."""
     model = "claude-fable-5-1"
     assert model not in litellm.model_cost
     info = litellm.get_model_info(model, custom_llm_provider="anthropic")
     assert info["supports_mid_conversation_system"] is True
+    assert info["supports_adaptive_thinking"] is True
+    assert info["supports_function_calling"] is True
+
+
+def test_shipped_rules_flag_bare_5_plus_majors_of_any_family(shipped_cost_map):
+    """A bare 5+ major with no minor gets both flags at the rule level; the mapped
+    claude-fable-5 entry itself still resolves from the cost map, so this pins the
+    pattern via the capability union rather than get_model_info."""
+    matched = match_capability_generalizations("claude-fable-5")
+    assert matched is not None
+    assert matched["supports_adaptive_thinking"] is True
+    assert matched["supports_mid_conversation_system"] is True
+
+
+def test_shipped_adaptive_rule_keeps_4x_coverage_to_core_families(shipped_cost_map):
+    """The family-agnostic adaptive branch starts at major 5; a non-core family at
+    4.x gets the 4.8+ mid-conversation flag and baseline caps but never adaptive."""
+    model = "claude-newfam-4-9"
+    assert model not in litellm.model_cost
+    info = litellm.get_model_info(model, custom_llm_provider="anthropic")
+    assert info["supports_mid_conversation_system"] is True
     assert info.get("supports_adaptive_thinking") is None
     assert info["supports_function_calling"] is True
 
diff --git a/tests/test_litellm/llms/anthropic/test_anthropic_common_utils.py b/tests/test_litellm/llms/anthropic/test_anthropic_common_utils.py
index f7a234c8ae8..316f0d6ddf7 100644
--- a/tests/test_litellm/llms/anthropic/test_anthropic_common_utils.py
+++ b/tests/test_litellm/llms/anthropic/test_anthropic_common_utils.py
@@ -1649,17 +1649,18 @@ def test_adaptive_thinking_detected_for_opus_4_6_4_7_and_sonnet_4_6(
     @pytest.mark.parametrize(
         "model",
         [
-            "us.anthropic.claude-fable-5-preview",
-            "claude-fable-5-preview",
+            "us.anthropic.claude-fable-preview",
+            "claude-fable-preview",
         ],
     )
     def test_unmapped_aliases_without_parseable_version_stay_non_adaptive(
         self, local_model_cost_map, model
     ):
         """An alias absent from the map, not matched by any ``fallback_generalizations``
-        rule, and without a parseable opus/sonnet/haiku >= 4.6 family version stays
-        non-adaptive. ``fable`` is outside the version-rule family set, so neither the
-        cost map nor the declarative rule marks it adaptive."""
+        rule, and without any parseable family version stays non-adaptive. ``fable``
+        without a major version matches neither the core-family 4.6+ gate nor the
+        family-agnostic 5+ gate, so neither the cost map nor the declarative rule marks
+        it adaptive."""
         import litellm
         from litellm.llms.anthropic.common_utils import AnthropicModelInfo
 
@@ -1676,16 +1677,18 @@ def test_unmapped_aliases_without_parseable_version_stay_non_adaptive(
             "claude-opus-5-0",
             "claude-opus-4-10",
             "claude-opus-4-8-some-future-suffix",
+            "claude-fable-5-preview",
+            "us.anthropic.claude-fable-5-preview",
         ],
     )
     def test_adaptive_thinking_version_fallback_for_unmapped_high_versions(
         self, local_model_cost_map, model
     ):
-        """Provider-prefixed or suffixed Claude names that resolve to no mapped entry and
-        are not matched by the anchored ``anthropic-claude`` pricing rule still resolve to
-        adaptive when their opus/sonnet/haiku family version is >= 4.6. The version gate is
-        the declarative ``anthropic-claude-adaptive-thinking`` rule, so 5.x, 6.x and any
-        later family are covered with no code change."""
+        """Provider-prefixed or suffixed Claude names that resolve to no mapped entry
+        still resolve to adaptive when their opus/sonnet/haiku family version is >= 4.6
+        or any family's major version is >= 5. The version gate is the declarative
+        ``claude-adaptive-thinking`` rule, so 5.x, 6.x and any later family are covered
+        with no code change."""
         import litellm
         from litellm.llms.anthropic.common_utils import AnthropicModelInfo
 

From 1329036ca1cc8e3ec07274d02ff80af2cffa07b2 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 11 Jul 2026 00:00:41 -0700
Subject: [PATCH 306/370] fix(fallback-generalizations): tolerate legacy remote
 rule schema and keep register_model cache-pricing inheritance

---
 basedpyright-code-budget.json                 |  8 +-
 .../fallback_generalizations.py               | 86 ++++++++++++++-----
 litellm/utils.py                              | 27 +++++-
 .../test_fallback_generalizations.py          | 76 ++++++++++++++--
 type-discipline-budget.json                   |  4 +-
 5 files changed, 164 insertions(+), 37 deletions(-)

diff --git a/basedpyright-code-budget.json b/basedpyright-code-budget.json
index 8c5bf165c7e..c29adbd3044 100644
--- a/basedpyright-code-budget.json
+++ b/basedpyright-code-budget.json
@@ -57,7 +57,7 @@
     "limit": 5900
   },
   "reportMissingTypeArgument": {
-    "limit": 15913
+    "limit": 15908
   },
   "reportMissingTypeStubs": {
     "limit": 41
@@ -108,10 +108,10 @@
     "limit": 40539
   },
   "reportUnknownParameterType": {
-    "limit": 20413
+    "limit": 20408
   },
   "reportUnknownVariableType": {
-    "limit": 32144
+    "limit": 32143
   },
   "reportUnnecessaryCast": {
     "limit": 177
@@ -123,7 +123,7 @@
     "limit": 7
   },
   "reportUnnecessaryIsInstance": {
-    "limit": 1211
+    "limit": 1210
   },
   "reportUntypedBaseClass": {
     "limit": 165
diff --git a/litellm/litellm_core_utils/fallback_generalizations.py b/litellm/litellm_core_utils/fallback_generalizations.py
index c9b6d83e9f1..410bb9623fe 100644
--- a/litellm/litellm_core_utils/fallback_generalizations.py
+++ b/litellm/litellm_core_utils/fallback_generalizations.py
@@ -19,9 +19,18 @@
 provider it requested. If no capability rule matches, model-info resolution misses
 as if no rules existed.
 
-A rule that mixes ``litellm_provider`` with other ``model_info`` keys is invalid:
-``set_fallback_generalizations`` logs a warning and skips it at install time (a
-warning rather than a crash, because released proxies fetch this JSON remotely).
+LEGACY-SCHEMA SHIM (temporary, until the new-schema JSON reaches main): released
+proxies fetch this JSON remotely from main, whose block still ships the old schema
+where a rule mixes ``litellm_provider`` with capability keys and may inherit a
+parent's ``model_info`` via ``extends``. Such a legacy rule is tolerated rather
+than skipped: ``extends`` is resolved once at install time (single level, against
+raw parents), and the resolved rule acts as BOTH kinds, a routing rule (its
+``litellm_provider`` participates in first-hit inference) and a capability rule
+(its full ``model_info``, provider included, participates in the union). New-schema
+rules never mix the two and never use ``extends``. A rule whose
+``litellm_provider`` is not a string is invalid and is warned about and skipped
+(a warning rather than a crash, for the same remote-fetch reason).
+
 Rules are only consulted after exact and case-insensitive lookups miss, so an
 exact cost-map entry always takes precedence over any rule.
 
@@ -47,6 +56,36 @@
 PATTERN_FIELD = "pattern"
 MODEL_INFO_FIELD = "model_info"
 PROVIDER_KEY = "litellm_provider"
+LEGACY_EXTENDS_FIELD = "extends"
+
+
+def _resolve_legacy_extends(rules: list) -> list:
+    """Expand legacy ``extends`` inheritance so each rule's ``model_info`` is self-contained.
+
+    Compatibility shim for the old remote schema: single level, resolved against each
+    parent's raw ``model_info``, with the child's own keys winning on conflict. Non-dict
+    rules and dangling parents pass through unchanged; new-schema rules carry no
+    ``extends`` and are untouched.
+    """
+    base_by_name = {
+        rule[NAME_FIELD]: rule[MODEL_INFO_FIELD]
+        for rule in rules
+        if isinstance(rule, dict)
+        and isinstance(rule.get(NAME_FIELD), str)
+        and isinstance(rule.get(MODEL_INFO_FIELD), dict)
+    }
+
+    def resolved(rule: object) -> object:
+        if not isinstance(rule, dict):
+            return rule
+        parent_name = rule.get(LEGACY_EXTENDS_FIELD)
+        own_info = rule.get(MODEL_INFO_FIELD)
+        parent_info = base_by_name.get(parent_name) if isinstance(parent_name, str) else None
+        if parent_info is None or not isinstance(own_info, dict):
+            return rule
+        return {**rule, MODEL_INFO_FIELD: {**parent_info, **own_info}}
+
+    return [resolved(rule) for rule in rules]
 
 
 @dataclass(frozen=True, slots=True)
@@ -64,9 +103,9 @@ class _CapabilityRule:
 _CompiledRule = Union[_RoutingRule, _CapabilityRule]
 
 
-def _compile_rule(rule: object) -> Optional[_CompiledRule]:
+def _compile_rule(rule: object) -> tuple[_CompiledRule, ...]:
     if not isinstance(rule, dict):
-        return None
+        return ()
     pattern = rule.get(PATTERN_FIELD)
     model_info = rule.get(MODEL_INFO_FIELD)
     if not isinstance(pattern, str) or not isinstance(model_info, dict):
@@ -76,7 +115,7 @@ def _compile_rule(rule: object) -> Optional[_CompiledRule]:
             PATTERN_FIELD,
             MODEL_INFO_FIELD,
         )
-        return None
+        return ()
     try:
         compiled = re.compile(pattern, re.IGNORECASE)
     except re.error as e:
@@ -85,21 +124,24 @@ def _compile_rule(rule: object) -> Optional[_CompiledRule]:
             pattern,
             e,
         )
-        return None
+        return ()
     if PROVIDER_KEY not in model_info:
-        return _CapabilityRule(pattern=compiled, model_info=model_info)
+        return (_CapabilityRule(pattern=compiled, model_info=model_info),)
     provider = model_info[PROVIDER_KEY]
-    if len(model_info) == 1 and isinstance(provider, str):
-        return _RoutingRule(pattern=compiled, provider=provider)
-    verbose_logger.warning(
-        "LiteLLM: skipping invalid fallback generalization rule %s: a routing rule's '%s' must contain "
-        "'%s' as its only key (a string), and a capability rule must not contain '%s' at all.",
-        rule.get(NAME_FIELD, pattern),
-        MODEL_INFO_FIELD,
-        PROVIDER_KEY,
-        PROVIDER_KEY,
+    if not isinstance(provider, str):
+        verbose_logger.warning(
+            "LiteLLM: skipping invalid fallback generalization rule %s: '%s' in '%s' must be a string.",
+            rule.get(NAME_FIELD, pattern),
+            PROVIDER_KEY,
+            MODEL_INFO_FIELD,
+        )
+        return ()
+    if len(model_info) == 1:
+        return (_RoutingRule(pattern=compiled, provider=provider),)
+    return (
+        _RoutingRule(pattern=compiled, provider=provider),
+        _CapabilityRule(pattern=compiled, model_info=model_info),
     )
-    return None
 
 
 class _FallbackGeneralizations:
@@ -112,7 +154,7 @@ def __init__(self) -> None:
 
     def set_rules(self, rules: Optional[list]) -> None:
         installed = rules if isinstance(rules, list) else []
-        compiled = tuple(c for c in (_compile_rule(rule) for rule in installed) if c is not None)
+        compiled = tuple(kind for rule in _resolve_legacy_extends(installed) for kind in _compile_rule(rule))
         self.rules = installed
         self.routing_rules = tuple(rule for rule in compiled if isinstance(rule, _RoutingRule))
         self.capability_rules = tuple(rule for rule in compiled if isinstance(rule, _CapabilityRule))
@@ -140,8 +182,10 @@ def match_capabilities(self, model: str) -> Optional[dict]:
 def set_fallback_generalizations(rules: Optional[list]) -> None:
     """Install the active rule list, compiling and classifying each rule.
 
-    Malformed, invalid-regex, and mixed-kind rules are warned about and skipped here.
-    Called once when the model cost map is loaded (and again on any reload).
+    Legacy ``extends`` inheritance is resolved here, once, before classification;
+    a legacy rule mixing ``litellm_provider`` with capability keys installs as both
+    kinds. Malformed and invalid-regex rules are warned about and skipped. Called
+    once when the model cost map is loaded (and again on any reload).
     """
     _registry.set_rules(rules)
 
diff --git a/litellm/utils.py b/litellm/utils.py
index b25841e5389..907834dc5a4 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -2651,6 +2651,26 @@ def _resolve_builtin_model_cost_entry(key: str, provider: str) -> Optional[Dict[
     return None
 
 
+def _get_builtin_model_info_for_registration(model: str) -> Optional[ModelInfo]:
+    """Resolve ``model`` to its built-in cost-map entry for registration merging.
+
+    Returns ``None`` when the lookup raises or when it resolved via a
+    fallback-generalization capability rule, detected as the resolved key missing
+    ``litellm.model_cost`` while matching a capability rule. A rule-derived entry
+    carries no pricing, so treating it as a hit would skip the built-in
+    cache-pricing inheritance for prefix-mangled keys.
+    """
+    try:
+        info = get_model_info(model=model)
+    except Exception:
+        return None
+    if info["key"] in litellm.model_cost:
+        return info
+    if match_capability_generalizations(info["key"]) is None:
+        return info
+    return None
+
+
 def register_model(model_cost: Union[str, dict]):
     """
     Register new / Override existing models (and their pricing) to specific providers.
@@ -2691,10 +2711,11 @@ def register_model(model_cost: Union[str, dict]):
             existing_model = litellm.model_cost.get(key, {})
             model_cost_key = key
         else:
-            try:
-                existing_model = cast(dict, get_model_info(model=key))
+            builtin_model_info = _get_builtin_model_info_for_registration(model=_key_str)
+            if builtin_model_info is not None:
+                existing_model = cast(dict, builtin_model_info)
                 model_cost_key = existing_model["key"]
-            except Exception:
+            else:
                 existing_model = {}
                 model_cost_key = key
                 builtin_entry = _resolve_builtin_model_cost_entry(key=_key_str, provider=provider)
diff --git a/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py b/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py
index e4407b547cc..652f99ee402 100644
--- a/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py
+++ b/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py
@@ -147,24 +147,86 @@ def test_reinstalling_rules_replaces_compiled_rules(restore_generalizations):
 
 
 # --------------------------------------------------------------------------- #
-# Engine: install-time validation
+# Engine: install-time validation and legacy-schema shim
 # --------------------------------------------------------------------------- #
 
 
-def test_mixed_kind_rule_warns_and_is_skipped(restore_generalizations, warning_messages):
+def test_legacy_mixed_rule_acts_as_both_kinds(restore_generalizations):
+    """A legacy rule mixing ``litellm_provider`` with capability keys routes AND
+    contributes its full model_info (provider included) to the capability union."""
     restore_generalizations(
         [
             {
-                "name": "mixed-kind",
+                "name": "legacy-mixed",
                 "pattern": r"^acme-",
                 "model_info": {"litellm_provider": "anthropic", "supports_vision": True},
             },
-            {"name": "good-caps", "pattern": r"^acme-pro-", "model_info": {"supports_reasoning": True}},
+            {"name": "new-caps", "pattern": r"^acme-pro-", "model_info": {"supports_reasoning": True}},
         ]
     )
-    assert any("mixed-kind" in message and "litellm_provider" in message for message in warning_messages)
-    assert match_routing_generalization("acme-pro-1") is None
-    assert match_capability_generalizations("acme-pro-1") == {"supports_reasoning": True}
+    assert match_routing_generalization("acme-pro-1") == "anthropic"
+    assert match_capability_generalizations("acme-pro-1") == {
+        "litellm_provider": "anthropic",
+        "supports_vision": True,
+        "supports_reasoning": True,
+    }
+
+
+LEGACY_MAIN_RULES = [
+    {
+        "name": "anthropic-claude-adaptive-thinking",
+        "pattern": "(?:opus|sonnet|haiku)[-._](?:4[-._](?:[6-9]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d{1,})[-._]\\d{1,2}(?!\\d))",
+        "description": "Claude opus/sonnet/haiku at version 4.6 or higher: 4.6 through 4.99, then any 5.x, 6.x or later major. The minor is capped at two digits so an 8-digit date suffix such as claude-opus-4-20250514 is never read as a >= 4.6 minor. Turns on adaptive thinking for new families with no code change.",
+        "extends": "anthropic-claude",
+        "model_info": {"supports_adaptive_thinking": True},
+    },
+    {
+        "name": "anthropic-claude",
+        "pattern": "^claude-[a-z]+-\\d+[-.]\\d+(?:-\\d{8})?$",
+        "description": "Any Claude family-major-minor id, optionally with an 8-digit date suffix, anchored to the whole name. Version-neutral fallback that gives an unmapped Claude provider routing and baseline capabilities; it carries no pricing, so cost stays on the standard unpriced behavior rather than a guessed number.",
+        "model_info": {
+            "litellm_provider": "anthropic",
+            "mode": "chat",
+            "max_input_tokens": 200000,
+            "max_output_tokens": 64000,
+            "max_tokens": 64000,
+            "supports_function_calling": True,
+            "supports_parallel_function_calling": True,
+            "supports_vision": True,
+            "supports_tool_choice": True,
+            "supports_assistant_prefill": True,
+            "supports_prompt_caching": True,
+            "supports_response_schema": True,
+            "supports_reasoning": True,
+            "supports_pdf_input": True,
+            "supports_system_messages": True,
+        },
+    },
+]
+
+
+def test_legacy_main_schema_keeps_unmapped_claude_working(restore_generalizations):
+    """Pins the remote-map transition window: a released proxy running this engine
+    against main's old-schema block (mixed provider+capability rule plus ``extends``,
+    copied verbatim above) must keep unmapped-Claude inference and info resolution
+    working until the new-schema JSON reaches main."""
+    restore_generalizations([dict(rule) for rule in LEGACY_MAIN_RULES])
+    litellm.get_model_info.cache_clear()
+
+    _, provider, _, _ = litellm.get_llm_provider(model="claude-opus-9-9")
+    assert provider == "anthropic"
+
+    info = litellm.get_model_info("claude-opus-9-9")
+    assert info["litellm_provider"] == "anthropic"
+    assert info["supports_adaptive_thinking"] is True
+    assert info["supports_function_calling"] is True
+    assert info["max_input_tokens"] == 200000
+    assert not info.get("input_cost_per_token")
+
+    low = litellm.get_model_info("claude-opus-4-0")
+    assert low["litellm_provider"] == "anthropic"
+    assert low["supports_function_calling"] is True
+    assert low.get("supports_adaptive_thinking") is None
 
 
 def test_non_string_provider_rule_warns_and_is_skipped(restore_generalizations, warning_messages):
diff --git a/type-discipline-budget.json b/type-discipline-budget.json
index 545f5ac0e94..6bc301baa0e 100644
--- a/type-discipline-budget.json
+++ b/type-discipline-budget.json
@@ -1,9 +1,9 @@
 {
   "LIT001": {
-    "limit": 23439
+    "limit": 23424
   },
   "LIT002": {
-    "limit": 27517
+    "limit": 27514
   },
   "LIT003": {
     "limit": 292

From 81e639398ad4801170c0e08886548bb0b4257558 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 11 Jul 2026 00:49:05 -0700
Subject: [PATCH 307/370] fix(fallback-generalizations): let exact cost-map
 entries beat capability rules across lookup-candidate ladders

---
 basedpyright-code-budget.json                 |  8 +++---
 litellm/utils.py                              | 11 ++++++--
 .../test_fallback_generalizations.py          | 25 +++++++++++++++++++
 .../test_anthropic_claude3_transformation.py  | 14 +++++------
 type-discipline-budget.json                   |  4 +--
 5 files changed, 47 insertions(+), 15 deletions(-)

diff --git a/basedpyright-code-budget.json b/basedpyright-code-budget.json
index c29adbd3044..edfb3536ad3 100644
--- a/basedpyright-code-budget.json
+++ b/basedpyright-code-budget.json
@@ -57,7 +57,7 @@
     "limit": 5900
   },
   "reportMissingTypeArgument": {
-    "limit": 15908
+    "limit": 15903
   },
   "reportMissingTypeStubs": {
     "limit": 41
@@ -108,10 +108,10 @@
     "limit": 40539
   },
   "reportUnknownParameterType": {
-    "limit": 20408
+    "limit": 20403
   },
   "reportUnknownVariableType": {
-    "limit": 32143
+    "limit": 32141
   },
   "reportUnnecessaryCast": {
     "limit": 177
@@ -123,7 +123,7 @@
     "limit": 7
   },
   "reportUnnecessaryIsInstance": {
-    "limit": 1210
+    "limit": 1209
   },
   "reportUntypedBaseClass": {
     "limit": 165
diff --git a/litellm/utils.py b/litellm/utils.py
index 907834dc5a4..18b89ee0d13 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -5069,8 +5069,13 @@ def _get_model_info_from_generalization(
     Tries the same name candidates as the exact lookups, in the same order, and
     returns ``(matched_name, model_info)`` for the first candidate matched by at
     least one capability rule, with ``litellm_provider`` backfilled from the
-    provider the caller requested. O(number of rules); only call after the exact
-    lookups have missed.
+    provider the caller requested. Rules lose to exact entries: if ANY candidate is
+    an exact ``litellm.model_cost`` key (necessarily provider-mismatched, or the
+    exact lookups would have returned it), the model is known rather than unmapped,
+    and resolving it from rules would hand an unpriced rule-derived entry to
+    callers whose fallback ladder (e.g. the cost calculator's model-name variants)
+    still had a priced exact name to try. O(number of rules); only call after the
+    exact lookups have missed.
     """
     candidates = (
         potential_model_names["combined_model_name"],
@@ -5079,6 +5084,8 @@ def _get_model_info_from_generalization(
         potential_model_names["combined_stripped_model_name"],
         potential_model_names["stripped_model_name"],
     )
+    if any(_get_model_cost_key(candidate) is not None for candidate in candidates):
+        return None
     for candidate in candidates:
         generalized_info = match_capability_generalizations(candidate)
         if generalized_info is None:
diff --git a/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py b/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py
index 652f99ee402..69020fceba1 100644
--- a/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py
+++ b/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py
@@ -449,6 +449,31 @@ def test_shipped_exact_entry_beats_rules(shipped_cost_map):
     assert info.get("supports_mid_conversation_system") is None
 
 
+def test_shipped_rules_lose_to_exact_entries_across_cost_ladder_variants(shipped_cost_map):
+    """A route-mangled variant of an exactly-mapped model must never resolve from
+    rules. The cost calculator tries model-name variants in order; a rule-derived
+    unpriced entry served for an early variant (here bedrock/claude-haiku-4-5-20251001,
+    whose bare form is exactly mapped under anthropic) would zero out the bill even
+    though the exact priced bedrock entry is one variant later. An exactly-mapped id
+    under a mismatched provider raises instead of resolving from rules."""
+    from litellm import completion_cost
+    from litellm.types.utils import ModelResponse, Usage
+
+    assert "claude-haiku-4-5-20251001" in litellm.model_cost
+    with pytest.raises(Exception):
+        litellm.get_model_info("claude-haiku-4-5-20251001", custom_llm_provider="bedrock")
+
+    entry = litellm.model_cost["us.anthropic.claude-haiku-4-5-20251001-v1:0"]
+    response = ModelResponse(model="claude-haiku-4-5-20251001", usage=Usage(prompt_tokens=100, completion_tokens=50))
+    cost = completion_cost(
+        completion_response=response,
+        model="bedrock/invoke/us.anthropic.claude-haiku-4-5-20251001-v1:0",
+        custom_llm_provider="bedrock",
+    )
+    assert cost == 100 * entry["input_cost_per_token"] + 50 * entry["output_cost_per_token"]
+    assert cost > 0
+
+
 def test_shipped_adaptive_rule_gates_on_version_not_pricing(shipped_cost_map):
     """The version-gated adaptive-thinking capability rule marks an unmapped Claude
     adaptive only from >= 4.6, including provider-prefixed ids the anchored routing
diff --git a/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py b/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
index 7d104ff1f2b..52f136a1fd9 100644
--- a/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
+++ b/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
@@ -2130,9 +2130,9 @@ def test_bedrock_invoke_transform_hoists_all_system_for_unmapped_model(local_mod
 
 def test_bedrock_invoke_transform_keeps_system_in_place_for_unmapped_future_claude(local_model_cost_map):
     """An unmapped Bedrock Claude at 4.8 or higher resolves through the
-    ``bedrock-anthropic-claude-mid-conversation-system`` fallback rule, so a
-    future model that has not landed in the cost map yet keeps the
-    cache-preserving in-place behavior instead of falling back to hoist-all."""
+    ``claude-mid-conversation-system`` capability rule, so a future model that
+    has not landed in the cost map yet keeps the cache-preserving in-place
+    behavior instead of falling back to hoist-all."""
     from litellm.types.router import GenericLiteLLMParams
 
     cfg = AmazonAnthropicClaudeMessagesConfig()
@@ -2159,9 +2159,9 @@ def test_bedrock_claude_4_8_plus_cost_map_entries_carry_mid_conversation_system_
     """Exact cost-map hits resolve before fallback-generalization rules, so a
     mapped Bedrock Claude 4.8+ entry without ``supports_mid_conversation_system``
     silently loses the cache-preserving in-place handling that the
-    ``bedrock-anthropic-claude-mid-conversation-system`` rule grants unmapped
-    ids. Every mapped entry the rule's own pattern matches must carry the flag
-    explicitly."""
+    ``claude-mid-conversation-system`` capability rule grants unmapped ids.
+    Every mapped bedrock entry the rule's own pattern matches must carry the
+    flag explicitly."""
     import re
 
     import litellm
@@ -2171,7 +2171,7 @@ def test_bedrock_claude_4_8_plus_cost_map_entries_carry_mid_conversation_system_
         cost_map = json.load(f)
     rules = cost_map["fallback_generalizations"]["rules"]
     pattern = re.compile(
-        next(r["pattern"] for r in rules if r["name"] == "bedrock-anthropic-claude-mid-conversation-system"),
+        next(r["pattern"] for r in rules if r["name"] == "claude-mid-conversation-system"),
         re.IGNORECASE,
     )
     missing = [
diff --git a/type-discipline-budget.json b/type-discipline-budget.json
index 6bc301baa0e..87b4c96e323 100644
--- a/type-discipline-budget.json
+++ b/type-discipline-budget.json
@@ -1,9 +1,9 @@
 {
   "LIT001": {
-    "limit": 23424
+    "limit": 23409
   },
   "LIT002": {
-    "limit": 27514
+    "limit": 27511
   },
   "LIT003": {
     "limit": 292

From 6875ca00d07931abe63348528b900ae28f835224 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 11 Jul 2026 09:36:15 -0700
Subject: [PATCH 308/370] fix(team): bound json merge patch recursion depth

apply_json_merge_patch recurses into nested objects, which the repo's recursive_detector code-quality check flags because unbounded recursion over caller-supplied JSON has caused CPU/stack issues before. Cap the recursion at a depth far above any realistic team-metadata shape and reject deeper patches with a ValueError so a pathologically nested body fails closed instead of overflowing the stack, then register the function in the detector's ignore list alongside the other depth-bounded JSON walkers
---
 .../proxy/common_utils/json_merge_patch.py    | 18 ++++++++++---
 .../code_coverage_tests/recursive_detector.py |  1 +
 .../common_utils/test_json_merge_patch.py     | 25 ++++++++++++++++++-
 3 files changed, 40 insertions(+), 4 deletions(-)

diff --git a/litellm/proxy/common_utils/json_merge_patch.py b/litellm/proxy/common_utils/json_merge_patch.py
index 24a025eb410..ec576a8ec70 100644
--- a/litellm/proxy/common_utils/json_merge_patch.py
+++ b/litellm/proxy/common_utils/json_merge_patch.py
@@ -2,20 +2,32 @@
 
 from pydantic import JsonValue
 
+# A merge patch recurses as deep as the client's JSON nests. Cap it far above any
+# realistic team-metadata shape but well below Python's stack limit, so a
+# pathologically deep patch is rejected instead of overflowing the stack.
+_MAX_MERGE_DEPTH = 64
 
-def apply_json_merge_patch(target: JsonValue, patch: JsonValue) -> JsonValue:
+
+def apply_json_merge_patch(target: JsonValue, patch: JsonValue, _depth: int = 0) -> JsonValue:
     """Apply an RFC 7386 JSON Merge Patch to ``target`` and return the result.
 
     - a key absent from ``patch`` keeps its value in ``target``
     - a key mapped to ``null`` in ``patch`` is removed from the result
     - any other value overwrites, recursing into nested objects
 
-    ``target`` is never mutated; a new value is returned.
+    ``target`` is never mutated; a new value is returned. Raises ``ValueError``
+    if ``patch`` nests deeper than ``_MAX_MERGE_DEPTH``.
     """
     if not isinstance(patch, dict):
         return patch
+    if _depth >= _MAX_MERGE_DEPTH:
+        raise ValueError(f"JSON merge patch nesting exceeds the maximum depth of {_MAX_MERGE_DEPTH}")
 
     base = target if isinstance(target, dict) else {}
     preserved = {key: value for key, value in base.items() if key not in patch}
-    applied = {key: apply_json_merge_patch(base.get(key), value) for key, value in patch.items() if value is not None}
+    applied = {
+        key: apply_json_merge_patch(base.get(key), value, _depth + 1)
+        for key, value in patch.items()
+        if value is not None
+    }
     return {**preserved, **applied}
diff --git a/tests/code_coverage_tests/recursive_detector.py b/tests/code_coverage_tests/recursive_detector.py
index 2af14e1e544..f9bd4a012cc 100644
--- a/tests/code_coverage_tests/recursive_detector.py
+++ b/tests/code_coverage_tests/recursive_detector.py
@@ -53,6 +53,7 @@
     "resolve_oci_schema_anyof",  # OCI: bounded by JSON-schema tree depth (no cycles possible in well-formed input).
     "sanitize_oci_schema",  # OCI: bounded by JSON-schema tree depth.
     "_freeze_for_dedupe",  # OTEL: max depth set (default 16, _FREEZE_MAX_DEPTH); fails closed by returning repr(value) at the cap.
+    "apply_json_merge_patch",  # max depth set (_MAX_MERGE_DEPTH=64); fails closed by raising ValueError at the cap.
 ]
 
 
diff --git a/tests/test_litellm/proxy/common_utils/test_json_merge_patch.py b/tests/test_litellm/proxy/common_utils/test_json_merge_patch.py
index 89c2d474ed3..d4b60d6a1e7 100644
--- a/tests/test_litellm/proxy/common_utils/test_json_merge_patch.py
+++ b/tests/test_litellm/proxy/common_utils/test_json_merge_patch.py
@@ -2,7 +2,7 @@
 
 import pytest
 
-from litellm.proxy.common_utils.json_merge_patch import apply_json_merge_patch
+from litellm.proxy.common_utils.json_merge_patch import _MAX_MERGE_DEPTH, apply_json_merge_patch
 
 # RFC 7386 Appendix A — the normative test suite for JSON Merge Patch.
 # https://www.rfc-editor.org/rfc/rfc7386#appendix-A
@@ -69,3 +69,26 @@ def test_scalar_patch_replaces_object_wholesale():
 
 def test_object_patch_over_non_object_target_starts_from_empty():
     assert apply_json_merge_patch("not-an-object", {"a": 1, "b": None}) == {"a": 1}
+
+
+def _nest(levels: int) -> dict:
+    """A patch nested ``levels`` dicts deep with a scalar leaf at the bottom."""
+    value: object = "leaf"
+    for _ in range(levels):
+        value = {"a": value}
+    return value  # type: ignore[return-value]
+
+
+def test_merge_within_max_depth_is_allowed():
+    """A deeply-but-not-pathologically nested patch merges without raising."""
+    result = apply_json_merge_patch({}, _nest(_MAX_MERGE_DEPTH - 1))
+    for _ in range(_MAX_MERGE_DEPTH - 1):
+        result = result["a"]
+    assert result == "leaf"
+
+
+def test_merge_beyond_max_depth_raises():
+    """A patch nested past the cap fails closed (ValueError) rather than
+    overflowing the Python stack — the guard the recursion detector requires."""
+    with pytest.raises(ValueError, match="maximum depth"):
+        apply_json_merge_patch({}, _nest(_MAX_MERGE_DEPTH + 5))

From c9259e4bf2b850ecc8b7cea90313422ff010b6c0 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 11 Jul 2026 09:44:31 -0700
Subject: [PATCH 309/370] fix(auth): tolerate request objects without
 path_params in common_checks

The PATCH /team/{team_id} org-context wiring reads request.path_params to
resolve the team id from the path. A real Starlette Request always exposes
path_params, but common_checks is exercised with lightweight request doubles
that don't, which raised AttributeError. Read it defensively so a missing or
null path_params falls back to no path team id, matching the "not a bare team
route" outcome; real requests are unaffected
---
 litellm/proxy/auth/auth_checks.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index fab0338c7a8..1db5e2f5724 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -726,7 +726,7 @@ async def _fetch_team_org_id(team_id: str) -> Optional[str]:
         route=route,
         request_body=request_body,
         fetch_team_org_id=_fetch_team_org_id,
-        path_team_id=request.path_params.get("team_id"),
+        path_team_id=(getattr(request, "path_params", None) or {}).get("team_id"),
     )
 
     _is_route_allowed = _is_api_route_allowed(

From f308bd99d963979e3ebb1e195038b377525874ac Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Wed, 8 Jul 2026 11:31:44 -0700
Subject: [PATCH 310/370] fix(mcp): re-register DCR client when proxy origin no
 longer matches its registered redirect_uri

A dynamically registered (RFC 7591) OAuth client persisted onto the MCP server row is bound to the redirect_uri it was first registered with, but that binding was never recorded. After the proxy's public origin changed, every authorize paired the reused client with the new callback and the IdP rejected it permanently.

The DCR persist now records redirect_uris alongside the client identity. The admin register path treats a positive mismatch between the recording and the current callback as stale and re-registers a replacement client; rows without a recording (pre-existing installs and admin-configured clients) are grandfathered so upgrades never re-mint client_ids or orphan refresh tokens. The persist also writes client_secret and token_endpoint_auth_method explicitly as None when absent so the credential blob merge cannot pair a re-registered public client with the previous client's secret. Public register routes and non-admin callers keep existing behavior.

Closes #32473
---
 .../mcp_server/discoverable_endpoints.py      |  92 +++++-
 litellm/types/mcp.py                          |   9 +
 .../mcp_server/test_discoverable_endpoints.py | 291 ++++++++++++++++++
 3 files changed, 379 insertions(+), 13 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
index 9689a7cb047..67018915107 100644
--- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
@@ -820,6 +820,22 @@ class _PersistedDcrCredentials(BaseModel):
     client_id: Optional[str] = None
     client_secret: Optional[str] = None
     token_endpoint_auth_method: Optional[str] = None
+    redirect_uris: Optional[list[str]] = None
+
+
+def _redirect_uri_not_registered(credentials: _PersistedDcrCredentials, current_redirect_uri: str) -> bool:
+    """Whether a persisted DCR client is positively known NOT to cover the current callback.
+
+    A DCR client is bound to the redirect_uris it was registered with; if the proxy's
+    resolved public origin has since changed, every authorize built for it will be
+    rejected by the IdP. Clients persisted before ``redirect_uris`` was recorded (and
+    admin-configured clients, which never get a recording) return False so they are
+    grandfathered rather than re-registered, because re-minting a client_id orphans
+    every user's refresh tokens for that server."""
+    recorded = credentials.redirect_uris
+    if not recorded:
+        return False
+    return current_redirect_uri not in recorded
 
 
 def _get_persisted_dcr_credentials(credentials: object) -> Optional[_PersistedDcrCredentials]:
@@ -886,11 +902,22 @@ async def _get_persisted_mcp_server_with_dcr_client_id(
     return persisted_mcp_server, credentials
 
 
-async def _reuse_persisted_dcr_client_if_available(mcp_server: MCPServer) -> bool:
+async def _reuse_persisted_dcr_client_if_available(
+    mcp_server: MCPServer, current_redirect_uri: Optional[str] = None
+) -> bool:
     persisted = await _get_persisted_mcp_server_with_dcr_client_id(mcp_server)
     if persisted is None:
         return False
     persisted_mcp_server, credentials = persisted
+    if current_redirect_uri is not None and _redirect_uri_not_registered(credentials, current_redirect_uri):
+        verbose_logger.warning(
+            "register_client_with_server: not reusing persisted DCR client for server_id=%s; its registered "
+            "redirect_uris=%s do not include the current callback %s",
+            mcp_server.server_id,
+            credentials.redirect_uris,
+            current_redirect_uri,
+        )
+        return False
     if not _apply_persisted_dcr_credentials(mcp_server, credentials):
         return False
 
@@ -909,11 +936,36 @@ async def _reuse_persisted_dcr_client_if_available(mcp_server: MCPServer) -> boo
     return bool(mcp_server.client_id)
 
 
+async def _persisted_dcr_redirect_uri_is_stale(mcp_server: MCPServer, current_redirect_uri: str) -> bool:
+    """Whether the server's persisted DCR client is bound to redirect_uris that no longer
+    cover the current proxy callback, meaning authorize is guaranteed to fail IdP-side.
+
+    Consulted when the in-memory server already carries a hydrated client_id, which
+    otherwise short-circuits registration before any redirect check can run. Servers
+    without a persisted DCR recording (admin-configured client_id, or registered before
+    redirect_uris were recorded) are never reported stale."""
+    persisted = await _get_persisted_mcp_server_with_dcr_client_id(mcp_server)
+    if persisted is None:
+        return False
+    _, credentials = persisted
+    if not _redirect_uri_not_registered(credentials, current_redirect_uri):
+        return False
+    verbose_logger.warning(
+        "register_client_with_server: persisted DCR client for server_id=%s is registered with redirect_uris=%s "
+        "which do not include the current callback %s (proxy origin changed); registering a replacement client. "
+        "Users previously signed in to this server will need to re-authenticate.",
+        mcp_server.server_id,
+        credentials.redirect_uris,
+        current_redirect_uri,
+    )
+    return True
+
+
 DcrRegistrationPersistenceResult = Literal["persisted", "reused", "skipped", "failed"]
 
 
 async def _persist_dcr_client_registration(
-    mcp_server: MCPServer, registration_response: object
+    mcp_server: MCPServer, registration_response: object, current_redirect_uri: str
 ) -> DcrRegistrationPersistenceResult:
     """Persist the dynamically registered OAuth client (RFC 7591) onto the MCP server row.
 
@@ -929,6 +981,13 @@ async def _persist_dcr_client_registration(
     client identity for these servers. Persisting here would stamp ``oauth2_flow`` and a
     ``client_id`` onto a server whose mode promises the gateway stores nothing, making a
     fresh pass-through server read as gateway-authorized.
+
+    ``redirect_uris`` records what the client is bound to so a later origin change can be
+    detected as a positive mismatch and trigger re-registration instead of stranding the
+    server on IdP-side redirect_uri rejections. ``client_secret`` and
+    ``token_endpoint_auth_method`` are written explicitly (None when absent) because
+    ``update_mcp_server`` merges credential blobs: a re-registered public client must not
+    inherit the previous client's secret or auth method.
     """
     if mcp_server.is_true_passthrough or mcp_server.is_oauth_delegate:
         return "skipped"
@@ -944,17 +1003,16 @@ async def _persist_dcr_client_registration(
         )
         return "failed"
 
-    if await _reuse_persisted_dcr_client_if_available(mcp_server):
+    if await _reuse_persisted_dcr_client_if_available(mcp_server, current_redirect_uri=current_redirect_uri):
         return "reused"
 
     credentials: MCPCredentials = {
         "client_id": registration.client_id,
-        **({"client_secret": registration.client_secret} if registration.client_secret is not None else {}),
-        **(
-            {"token_endpoint_auth_method": "client_secret_basic"}
-            if registration.token_endpoint_auth_method == "client_secret_basic"
-            else {}
+        "client_secret": registration.client_secret,
+        "token_endpoint_auth_method": (
+            "client_secret_basic" if registration.token_endpoint_auth_method == "client_secret_basic" else None
         ),
+        "redirect_uris": [current_redirect_uri],
     }
 
     from litellm.proxy._experimental.mcp_server.db import update_mcp_server  # noqa: PLC0415
@@ -1017,16 +1075,24 @@ async def register_client_with_server(
 ):
     _raise_if_not_oauth2(mcp_server)
     request_base_url = get_request_base_url(request)
+    current_redirect_uri = f"{request_base_url}/callback"
     dummy_return = {
         "client_id": fallback_client_id or mcp_server.server_name,
         "client_secret": "dummy",
-        "redirect_uris": [f"{request_base_url}/callback"],
+        "redirect_uris": [current_redirect_uri],
     }
 
-    if mcp_server.client_id:
+    if mcp_server.client_id and not (
+        persist_credentials
+        and mcp_server.registration_url
+        and await _persisted_dcr_redirect_uri_is_stale(mcp_server, current_redirect_uri)
+    ):
         return dummy_return
 
-    if await _reuse_persisted_dcr_client_if_available(mcp_server):
+    if await _reuse_persisted_dcr_client_if_available(
+        mcp_server,
+        current_redirect_uri=current_redirect_uri if persist_credentials else None,
+    ):
         return dummy_return
 
     if mcp_server.authorization_url is None:
@@ -1044,7 +1110,7 @@ async def register_client_with_server(
 
     register_data = {
         "client_name": client_name,
-        "redirect_uris": client_redirect_uris if bridge_relay else [f"{request_base_url}/callback"],
+        "redirect_uris": client_redirect_uris if bridge_relay else [current_redirect_uri],
         "grant_types": grant_types or (["authorization_code", "refresh_token"] if bridge_relay else []),
         "response_types": response_types or (["code"] if bridge_relay else []),
         "token_endpoint_auth_method": token_endpoint_auth_method or ("none" if bridge_relay else ""),
@@ -1072,7 +1138,7 @@ async def register_client_with_server(
     token_response = response.json()
 
     if persist_credentials and not bridge_relay:
-        persistence_result = await _persist_dcr_client_registration(mcp_server, token_response)
+        persistence_result = await _persist_dcr_client_registration(mcp_server, token_response, current_redirect_uri)
         if persistence_result == "reused":
             return dummy_return
 
diff --git a/litellm/types/mcp.py b/litellm/types/mcp.py
index d273e8ec4db..ac411ad9d9a 100644
--- a/litellm/types/mcp.py
+++ b/litellm/types/mcp.py
@@ -165,6 +165,15 @@ class MCPCredentials(TypedDict, total=False):
     sends HTTP Basic; defaults to "client_secret_post" when unset.
     """
 
+    redirect_uris: Optional[List[str]]
+    """
+    The redirect URIs a dynamically registered (RFC 7591) OAuth client was bound to at
+    registration time. Lets a later registration detect that the proxy's public origin no
+    longer matches the registered callback and re-register instead of reusing a client the
+    IdP will reject. Absent for admin-configured clients and for clients registered before
+    this field existed. Not a secret; stored unencrypted.
+    """
+
     token_exchange_profile: Optional[str]
     """
     Token exchange wire dialect: "rfc8693" (default, the standard token-exchange grant) or
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
index 11a6fea0cea..bf450cf0cfc 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
@@ -660,6 +660,7 @@ async def test_register_client_persists_dcr_client_identity():
     assert update_data.credentials["client_id"] == "generated-client"
     assert update_data.credentials["client_secret"] == "generated-secret"
     assert update_data.credentials["token_endpoint_auth_method"] == "client_secret_basic"
+    assert update_data.credentials["redirect_uris"] == ["https://proxy.litellm.example/callback"]
     assert update_data.oauth2_flow == "authorization_code"
 
     mock_update_server.assert_called_once()
@@ -1141,6 +1142,296 @@ async def test_register_client_returns_reused_client_when_concurrent_persist_win
     mock_update_server.assert_called_once_with(persisted_server)
 
 
+def _dcr_redirect_test_server(client_id):
+    from litellm.proxy._types import MCPTransport
+    from litellm.types.mcp import MCPAuth
+    from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+    return MCPServer(
+        server_id="remote_server",
+        name="remote_server",
+        server_name="remote_server",
+        alias="remote_server",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2,
+        client_id=client_id,
+        client_secret=None,
+        authorization_url="https://provider.example/oauth/authorize",
+        token_url="https://provider.example/oauth/token",
+        registration_url="https://provider.example/oauth/register",
+    )
+
+
+@pytest.mark.asyncio
+async def test_register_client_re_registers_when_persisted_redirect_uri_no_longer_matches_origin():
+    """A persisted DCR client is bound to the redirect_uri it was registered with. When the
+    proxy's resolved public origin changes, every authorize built for the reused client is
+    rejected IdP-side and the server is permanently stranded (GH #32473). A positive mismatch
+    between the recorded redirect_uris and the current callback must therefore re-register on
+    the admin path and persist the replacement client, with the new binding recorded and the
+    old client's secret/auth method cleared rather than merged into the new identity."""
+    try:
+        from fastapi import Request
+
+        from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+            register_client_with_server,
+        )
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            global_mcp_server_manager,
+        )
+    except ImportError:
+        pytest.skip("MCP discoverable endpoints not available")
+
+    oauth2_server = _dcr_redirect_test_server(client_id="stale-client")
+
+    mock_request = MagicMock(spec=Request)
+    mock_request.base_url = "https://proxy.litellm.example/"
+    mock_request.headers = {}
+
+    mock_response = MagicMock()
+    mock_response.json.return_value = {
+        "client_id": "fresh-client",
+        "redirect_uris": ["https://proxy.litellm.example/callback"],
+    }
+    mock_response.raise_for_status = MagicMock()
+    mock_async_client = MagicMock()
+    mock_async_client.post = AsyncMock(return_value=mock_response)
+
+    persisted_server = MagicMock()
+    persisted_server.credentials = {
+        "client_id": "stale-client",
+        "client_secret": "stale-secret",
+        "token_endpoint_auth_method": "client_secret_basic",
+        "redirect_uris": ["https://old-origin.example/callback"],
+    }
+    mock_get_mcp_server = AsyncMock(return_value=persisted_server)
+    mock_update_mcp_server = AsyncMock(return_value=MagicMock())
+    mock_update_server = AsyncMock()
+
+    with (
+        patch(
+            "litellm.proxy._experimental.mcp_server.discoverable_endpoints.get_async_httpx_client",
+            return_value=mock_async_client,
+        ),
+        patch("litellm.proxy.utils.get_prisma_client_or_throw", return_value=MagicMock()),
+        patch(
+            "litellm.proxy._experimental.mcp_server.db.get_mcp_server",
+            new=mock_get_mcp_server,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.db.update_mcp_server",
+            new=mock_update_mcp_server,
+        ),
+        patch.object(global_mcp_server_manager, "update_server", new=mock_update_server),
+    ):
+        response = await register_client_with_server(
+            request=mock_request,
+            mcp_server=oauth2_server,
+            client_name="Litellm Proxy",
+            grant_types=["authorization_code", "refresh_token"],
+            response_types=["code"],
+            token_endpoint_auth_method="none",
+            persist_credentials=True,
+        )
+
+    mock_async_client.post.assert_called_once()
+    register_payload = mock_async_client.post.call_args.kwargs["json"]
+    assert register_payload["redirect_uris"] == ["https://proxy.litellm.example/callback"]
+
+    mock_update_mcp_server.assert_called_once()
+    update_data = mock_update_mcp_server.call_args.kwargs["data"]
+    assert update_data.credentials["client_id"] == "fresh-client"
+    assert update_data.credentials["redirect_uris"] == ["https://proxy.litellm.example/callback"]
+    assert update_data.credentials["client_secret"] is None
+    assert update_data.credentials["token_endpoint_auth_method"] is None
+
+    assert response.status_code == 200
+    assert json.loads(response.body.decode("utf-8"))["client_id"] == "fresh-client"
+
+
+@pytest.mark.asyncio
+async def test_register_client_grandfathers_persisted_client_without_recorded_redirect_uris():
+    """Clients persisted before redirect_uris were recorded (and admin-configured clients,
+    which never get a recording) have nothing to compare against; treating that as a mismatch
+    would re-mint a client_id for every existing install on upgrade and orphan all users'
+    refresh tokens for those servers. A missing recording must read as a match: no DCR call,
+    no persistence write, existing client returned."""
+    try:
+        from fastapi import Request
+
+        from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+            register_client_with_server,
+        )
+    except ImportError:
+        pytest.skip("MCP discoverable endpoints not available")
+
+    oauth2_server = _dcr_redirect_test_server(client_id="legacy-client")
+
+    mock_request = MagicMock(spec=Request)
+    mock_request.base_url = "https://proxy.litellm.example/"
+    mock_request.headers = {}
+
+    mock_async_client = MagicMock()
+    mock_async_client.post = AsyncMock()
+
+    persisted_server = MagicMock()
+    persisted_server.credentials = {"client_id": "legacy-client"}
+    mock_get_mcp_server = AsyncMock(return_value=persisted_server)
+    mock_update_mcp_server = AsyncMock()
+
+    with (
+        patch(
+            "litellm.proxy._experimental.mcp_server.discoverable_endpoints.get_async_httpx_client",
+            return_value=mock_async_client,
+        ),
+        patch("litellm.proxy.utils.get_prisma_client_or_throw", return_value=MagicMock()),
+        patch(
+            "litellm.proxy._experimental.mcp_server.db.get_mcp_server",
+            new=mock_get_mcp_server,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.db.update_mcp_server",
+            new=mock_update_mcp_server,
+        ),
+    ):
+        response = await register_client_with_server(
+            request=mock_request,
+            mcp_server=oauth2_server,
+            client_name="Litellm Proxy",
+            grant_types=["authorization_code", "refresh_token"],
+            response_types=["code"],
+            token_endpoint_auth_method="none",
+            persist_credentials=True,
+        )
+
+    mock_async_client.post.assert_not_called()
+    mock_update_mcp_server.assert_not_called()
+    assert response["client_secret"] == "dummy"
+    assert oauth2_server.client_id == "legacy-client"
+
+
+@pytest.mark.asyncio
+async def test_register_client_keeps_persisted_client_when_recorded_redirect_uri_matches_origin():
+    """When the recorded redirect_uris still cover the current callback the persisted client
+    is valid; re-registering would orphan refresh tokens for no reason."""
+    try:
+        from fastapi import Request
+
+        from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+            register_client_with_server,
+        )
+    except ImportError:
+        pytest.skip("MCP discoverable endpoints not available")
+
+    oauth2_server = _dcr_redirect_test_server(client_id="kept-client")
+
+    mock_request = MagicMock(spec=Request)
+    mock_request.base_url = "https://proxy.litellm.example/"
+    mock_request.headers = {}
+
+    mock_async_client = MagicMock()
+    mock_async_client.post = AsyncMock()
+
+    persisted_server = MagicMock()
+    persisted_server.credentials = {
+        "client_id": "kept-client",
+        "redirect_uris": ["https://proxy.litellm.example/callback"],
+    }
+    mock_get_mcp_server = AsyncMock(return_value=persisted_server)
+    mock_update_mcp_server = AsyncMock()
+
+    with (
+        patch(
+            "litellm.proxy._experimental.mcp_server.discoverable_endpoints.get_async_httpx_client",
+            return_value=mock_async_client,
+        ),
+        patch("litellm.proxy.utils.get_prisma_client_or_throw", return_value=MagicMock()),
+        patch(
+            "litellm.proxy._experimental.mcp_server.db.get_mcp_server",
+            new=mock_get_mcp_server,
+        ),
+        patch(
+            "litellm.proxy._experimental.mcp_server.db.update_mcp_server",
+            new=mock_update_mcp_server,
+        ),
+    ):
+        response = await register_client_with_server(
+            request=mock_request,
+            mcp_server=oauth2_server,
+            client_name="Litellm Proxy",
+            grant_types=["authorization_code", "refresh_token"],
+            response_types=["code"],
+            token_endpoint_auth_method="none",
+            persist_credentials=True,
+        )
+
+    mock_async_client.post.assert_not_called()
+    mock_update_mcp_server.assert_not_called()
+    assert response["client_secret"] == "dummy"
+
+
+@pytest.mark.asyncio
+async def test_register_client_non_admin_reuses_persisted_client_despite_redirect_mismatch():
+    """Non-persisting callers (the public register routes and non-admin users) must keep
+    today's reuse behavior even when the recorded redirect_uris mismatch: re-registering
+    without persistence would mint an orphan upstream client on every connect while the
+    stored client keeps being used at authorize time. Only the admin path re-registers."""
+    try:
+        from fastapi import Request
+
+        from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+            register_client_with_server,
+        )
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            global_mcp_server_manager,
+        )
+    except ImportError:
+        pytest.skip("MCP discoverable endpoints not available")
+
+    oauth2_server = _dcr_redirect_test_server(client_id=None)
+
+    mock_request = MagicMock(spec=Request)
+    mock_request.base_url = "https://proxy.litellm.example/"
+    mock_request.headers = {}
+
+    mock_async_client = MagicMock()
+    mock_async_client.post = AsyncMock()
+
+    persisted_server = MagicMock()
+    persisted_server.credentials = {
+        "client_id": "persisted-client",
+        "redirect_uris": ["https://old-origin.example/callback"],
+    }
+    mock_get_mcp_server = AsyncMock(return_value=persisted_server)
+    mock_update_server = AsyncMock()
+
+    with (
+        patch(
+            "litellm.proxy._experimental.mcp_server.discoverable_endpoints.get_async_httpx_client",
+            return_value=mock_async_client,
+        ),
+        patch("litellm.proxy.utils.get_prisma_client_or_throw", return_value=MagicMock()),
+        patch(
+            "litellm.proxy._experimental.mcp_server.db.get_mcp_server",
+            new=mock_get_mcp_server,
+        ),
+        patch.object(global_mcp_server_manager, "update_server", new=mock_update_server),
+    ):
+        response = await register_client_with_server(
+            request=mock_request,
+            mcp_server=oauth2_server,
+            client_name="Litellm Proxy",
+            grant_types=["authorization_code", "refresh_token"],
+            response_types=["code"],
+            token_endpoint_auth_method="none",
+            persist_credentials=False,
+        )
+
+    mock_async_client.post.assert_not_called()
+    assert oauth2_server.client_id == "persisted-client"
+    assert response["client_secret"] == "dummy"
+
+
 @pytest.mark.asyncio
 async def test_register_client_reuses_existing_client_id_without_re_dcr():
     """A server that already has a client_id (admin-configured or previously DCR'd) must be

From 2254ffb7f82633dc81c33ae1c5c104ddf6a3c3b5 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Wed, 8 Jul 2026 11:41:44 -0700
Subject: [PATCH 311/370] fix(mcp): emit one operator warning per DCR
 re-registration event

The stale-redirect path logged three warnings for a single re-registration: the staleness probe plus the reuse skip in both register_client_with_server and the persist race guard. The reuse-skip message is a mechanical consequence of the probe's decision, so it now logs at debug; the actionable warning that names both bindings and the re-authentication impact is emitted once by _persisted_dcr_redirect_uri_is_stale
---
 .../proxy/_experimental/mcp_server/discoverable_endpoints.py | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
index 67018915107..ebceb320906 100644
--- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
@@ -910,9 +910,10 @@ async def _reuse_persisted_dcr_client_if_available(
         return False
     persisted_mcp_server, credentials = persisted
     if current_redirect_uri is not None and _redirect_uri_not_registered(credentials, current_redirect_uri):
-        verbose_logger.warning(
+        verbose_logger.debug(
             "register_client_with_server: not reusing persisted DCR client for server_id=%s; its registered "
-            "redirect_uris=%s do not include the current callback %s",
+            "redirect_uris=%s do not include the current callback %s. The operator-facing warning for this "
+            "re-registration event is emitted once by _persisted_dcr_redirect_uri_is_stale.",
             mcp_server.server_id,
             credentials.redirect_uris,
             current_redirect_uri,

From 55c8ca41b54ffe6a1812c002edb33e92ee418a06 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 11 Jul 2026 10:25:22 -0700
Subject: [PATCH 312/370] ci: gate tests/e2e on zero basedpyright errors in
 pre-commit and lint CI

---
 .github/workflows/test-linting.yml            | 12 ++++-
 Makefile                                      | 13 +++--
 pyproject.toml                                |  4 ++
 scripts/pre_commit_lint.sh                    |  7 +++
 tests/e2e/CLAUDE.md                           |  2 +-
 tests/e2e/CONTRIBUTING.md                     |  6 +--
 tests/e2e/budgets/budget_client.py            |  2 +-
 tests/e2e/budgets/test_budget_fallback_e2e.py |  6 +--
 .../budgets/test_spend_counter_reseed_e2e.py  | 14 +++---
 tests/e2e/coverage_registry/collector.py      | 19 +++++--
 tests/e2e/coverage_registry/registry.py       | 15 +++---
 .../realtime/realtime_client.py               |  8 +--
 .../test_realtime_pipecat_audio_e2e.py        |  6 +--
 .../realtime/test_realtime_pipecat_e2e.py     |  4 +-
 .../e2e/llm_translation/test_cache_control.py |  5 +-
 tests/e2e/management/management_client.py     |  6 +--
 tests/e2e/models.py                           |  4 ++
 uv.lock                                       | 49 ++++++++++++++++++-
 18 files changed, 136 insertions(+), 46 deletions(-)

diff --git a/.github/workflows/test-linting.yml b/.github/workflows/test-linting.yml
index c2fc3453261..0b5b0e9b976 100644
--- a/.github/workflows/test-linting.yml
+++ b/.github/workflows/test-linting.yml
@@ -48,7 +48,7 @@ jobs:
 
       - name: Install dependencies
         run: |
-          uv sync --frozen --group proxy-dev
+          uv sync --frozen --group proxy-dev --group e2e-dev
 
       # basedpyright resolves Prisma's generated client (litellm/proxy/schema.prisma)
       # only after `prisma generate` writes prisma/client.py et al. Without this the
@@ -107,6 +107,16 @@ jobs:
         run: |
           (uv run --no-sync basedpyright --outputjson || true) | uv run --no-sync python scripts/type_check_gate.py --base "$BASE_SHA"
 
+      - name: Check tests/e2e basedpyright (zero errors)
+        env:
+          BASE_SHA: ${{ github.event.pull_request.base.sha }}
+        run: |
+          if git diff --name-only --diff-filter=ACMRD "$BASE_SHA"...HEAD -- 'tests/e2e/**/*.py' | grep -q .; then
+            uv run --no-sync basedpyright tests/e2e
+          else
+            echo "No changed tests/e2e Python files; skipping."
+          fi
+
       - name: Check for circular imports
         run: |
           cd litellm
diff --git a/Makefile b/Makefile
index f2753b09ff5..965a3254616 100644
--- a/Makefile
+++ b/Makefile
@@ -5,7 +5,7 @@
 	test-unit-integrations test-unit-core-utils test-unit-other test-unit-root \
 	test-proxy-unit-a test-proxy-unit-b test-integration test-unit-helm \
 	info lint lint-dev lint-checks format \
-	lint-basedpyright lint-basedpyright-budget-update lint-type-discipline lint-type-discipline-budget-update \
+	lint-basedpyright lint-e2e-basedpyright lint-basedpyright-budget-update lint-type-discipline lint-type-discipline-budget-update \
 	lint-ruff-budget lint-ruff-budget-update lint-budget-update lint-gate \
 	install-dev install-proxy-dev install-test-deps install-hooks \
 	install-helm-unittest check-circular-imports check-import-safety pre-commit \
@@ -27,6 +27,7 @@ help:
 	@echo "  make lint               - Run all linting (Ruff, basedpyright, format check, circular imports, import safety)"
 	@echo "  make lint-ruff          - Run Ruff linting only"
 	@echo "  make lint-basedpyright  - Run basedpyright strict, gated by per-rule error counts"
+	@echo "  make lint-e2e-basedpyright - Run basedpyright over tests/e2e (zero errors allowed)"
 	@echo "  make lint-basedpyright-budget-update - Ratchet basedpyright limits down by what this branch fixed"
 	@echo "  make lint-format        - Check ruff format formatting (matches CI)"
 	@echo "  make lint-ruff-budget - Gate the codebase total of each strict ruff rule against its limit"
@@ -54,6 +55,7 @@ UV := uv
 UV_RUN := $(UV) run --no-sync
 
 LINT_DEP_INSTALL ?= install-dev
+LINT_E2E_DEP_INSTALL ?= lint-install
 LINT_DEP_BASE ?= lint-fetch-base
 LINT_JOBS := $(shell sysctl -n hw.ncpu 2>/dev/null || nproc 2>/dev/null || echo 4)
 LINT_OUTPUT_SYNC := $(if $(filter output-sync,$(.FEATURES)),--output-sync=target,)
@@ -111,7 +113,7 @@ lint-fetch-base:
 # CI's). --inexact tops up the venv instead of pruning the proxy extras gen:api and the
 # running proxy need.
 lint-install:
-	$(UV) sync --inexact --frozen --group proxy-dev
+	$(UV) sync --inexact --frozen --group proxy-dev --group e2e-dev
 	$(UV_RUN) python scripts/prisma_generate_if_needed.py
 
 # Diff-scoped format check, identical to test-linting.yml's "Check ruff format" step:
@@ -164,6 +166,9 @@ lint-ruff-FULL-dev: install-dev
 lint-basedpyright: $(LINT_DEP_INSTALL) $(LINT_DEP_BASE)
 	($(UV_RUN) basedpyright --outputjson || true) | $(UV_RUN) python scripts/type_check_gate.py --base origin/litellm_internal_staging
 
+lint-e2e-basedpyright: $(LINT_E2E_DEP_INSTALL)
+	$(UV_RUN) basedpyright tests/e2e
+
 # Type-discipline budget (mutable collections / casts / type guards / kwargs /
 # unexplained suppressions), the test-linting.yml step `make lint` used to omit.
 lint-type-discipline: $(LINT_DEP_INSTALL) $(LINT_DEP_BASE)
@@ -208,9 +213,9 @@ check-import-safety: $(LINT_DEP_INSTALL)
 # base fetch) runs once up front; the checks themselves are independent, so a sub-make
 # fans them out with -j and the fast ones finish under basedpyright's shadow.
 lint: lint-install lint-fetch-base
-	$(MAKE) -j $(LINT_JOBS) $(LINT_OUTPUT_SYNC) LINT_DEP_INSTALL= LINT_DEP_BASE= lint-checks
+	$(MAKE) -j $(LINT_JOBS) $(LINT_OUTPUT_SYNC) LINT_DEP_INSTALL= LINT_E2E_DEP_INSTALL= LINT_DEP_BASE= lint-checks
 
-lint-checks: lint-format-check-changed lint-ruff lint-gate lint-type-discipline lint-basedpyright check-circular-imports check-import-safety
+lint-checks: lint-format-check-changed lint-ruff lint-gate lint-type-discipline lint-basedpyright lint-e2e-basedpyright check-circular-imports check-import-safety
 
 # Faster linting for local development (only checks changed code)
 lint-dev: lint-format-changed check-circular-imports check-import-safety
diff --git a/pyproject.toml b/pyproject.toml
index 4c70bf66031..effcd0c675f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -184,6 +184,10 @@ dev = [
     "vcrpy==8.2.1",
     "pytest-recording==0.13.4",
 ]
+e2e-dev = [
+    "playwright==1.61.0",
+    "websockets>=15.0.1,<16.0",
+]
 proxy-dev = [
     "prisma==0.11.0",
     "hypercorn==0.17.3",
diff --git a/scripts/pre_commit_lint.sh b/scripts/pre_commit_lint.sh
index bd416ab814d..54d488b2440 100755
--- a/scripts/pre_commit_lint.sh
+++ b/scripts/pre_commit_lint.sh
@@ -4,6 +4,7 @@
 # before `git commit`; it inspects your staged files and runs only the matching
 # gating CI checks, so a clean run means a green CI lint:
 #   - litellm/ Python staged -> `make lint` (test-linting.yml's lint job)
+#   - tests/e2e Python staged -> `make lint-e2e-basedpyright` (test-linting.yml's e2e type-check step)
 #   - dashboard staged        -> prettier + eslint + lint budgets (test-litellm-ui-build.yml's frontend-lint)
 #   - proxy/types staged      -> regenerate dashboard API types and fail on drift (check-ui-api-types.yml)
 #
@@ -25,6 +26,7 @@ staged_match() { printf '%s\n' "$staged" | grep -E "$1" || true; }
 # scripts-only commit can't turn it red; scope the trigger there to skip the slow
 # make lint when it couldn't catch anything.
 litellm_py_files=$(staged_match '^litellm/.*\.py$')
+e2e_py_files=$(staged_match '^tests/e2e/.*\.py$')
 # ruff format (and CI's format step) skip enterprise; the rest of make lint covers it.
 fmt_files=$(printf '%s\n' "$litellm_py_files" | grep -v '^litellm/enterprise/' || true)
 # check-ui-api-types.yml triggers on any file under litellm/proxy or litellm/types
@@ -107,6 +109,11 @@ if [ -n "$litellm_py_files" ]; then
     fi
 fi
 
+if [ -n "$e2e_py_files" ] && [ -z "$litellm_py_files" ]; then
+    echo "pre-commit: type-checking tests/e2e (make lint-e2e-basedpyright)"
+    make lint-e2e-basedpyright || { echo "✗ tests/e2e basedpyright failed. Fix the errors above, then re-run make pre-commit." >&2; status=1; }
+fi
+
 if [ -n "$ui_prettier_files" ] || [ -n "$ui_eslint_files" ]; then
     echo "pre-commit: linting dashboard (prettier + eslint + lint budgets)"
     lint_dashboard || { echo "✗ Dashboard lint failed. See above; format with: (cd ui/litellm-dashboard && npm run format)." >&2; status=1; }
diff --git a/tests/e2e/CLAUDE.md b/tests/e2e/CLAUDE.md
index 502c881c764..13bd0ea0cec 100644
--- a/tests/e2e/CLAUDE.md
+++ b/tests/e2e/CLAUDE.md
@@ -57,7 +57,7 @@ Mark live tests with `@pytest.mark.e2e` (on the class or the module). Pure cover
 
 ## Typing
 
-The harness is fully typed and new code must not add `Any` or widen the basedpyright budgets. When a response field is untyped, model it in `models.py` (just the fields you read) and let pydantic validate it, rather than threading a `dict` or `Any` through the test
+The harness is fully typed with no error budget: `make lint-e2e-basedpyright` must report zero basedpyright errors, and CI enforces that on any PR touching `tests/e2e/**/*.py`. When a response field is untyped, model it in `models.py` (just the fields you read) and let pydantic validate it, rather than threading a `dict` or `Any` through the test
 
 ## Coverage registry
 
diff --git a/tests/e2e/CONTRIBUTING.md b/tests/e2e/CONTRIBUTING.md
index 4395d299c5b..2082f2c9de4 100644
--- a/tests/e2e/CONTRIBUTING.md
+++ b/tests/e2e/CONTRIBUTING.md
@@ -34,10 +34,10 @@ The suites run against a live proxy, so bring one up first. `docker-compose.yml`
    uv run pytest tests/e2e/llm_translation/ -v
    ```
 
-   The browser tests in the `management/` suite drive the dashboard the proxy serves at `/ui` through playwright, an optional dependency behind `importorskip` (the suite's API tests run without it). Install it once into your environment along with its browser:
+   The browser tests in the `management/` suite drive the dashboard the proxy serves at `/ui` through playwright, an optional dependency behind `importorskip` (the suite's API tests run without it). It lives in the `e2e-dev` dependency group; install it along with its browser:
 
    ```bash
-   uv pip install playwright
+   uv sync --inexact --group e2e-dev
    uv run playwright install chromium
    ```
 
@@ -140,7 +140,7 @@ Mark live tests with `@pytest.mark.e2e` (on the class or the module). Pure cover
 
 Before you push
 
-1. Run basedpyright over your changes; the harness is fully typed and new code must not add `Any` or widen the budgets
+1. Run `make lint-e2e-basedpyright` (or `make pre-commit` with your changes staged); the harness is fully typed and the gate allows zero basedpyright errors, enforced in CI on any PR touching `tests/e2e/**/*.py`
 
 2. Add the models your test needs to the inline config in `docker-compose.yml`
 
diff --git a/tests/e2e/budgets/budget_client.py b/tests/e2e/budgets/budget_client.py
index fe862b5c119..7b37c3af98e 100644
--- a/tests/e2e/budgets/budget_client.py
+++ b/tests/e2e/budgets/budget_client.py
@@ -342,7 +342,7 @@ def _wait_for_team(self, team_id: str) -> None:
                 case _:
                     time.sleep(_TEAM_READY_SLEEP_SECONDS)
         assert last is not None
-        _ = unwrap(last)
+        raise AssertionError(last)
 
     def add_team_member(self, team_id: str, user_id: str, *, max_budget_in_team: float | None = None) -> None:
         last_body = ""
diff --git a/tests/e2e/budgets/test_budget_fallback_e2e.py b/tests/e2e/budgets/test_budget_fallback_e2e.py
index 6114bfe6fc9..adbda5ed767 100644
--- a/tests/e2e/budgets/test_budget_fallback_e2e.py
+++ b/tests/e2e/budgets/test_budget_fallback_e2e.py
@@ -4,7 +4,6 @@
 budget_fallbacks feature in litellm/proxy/hooks/model_max_budget_limiter.py.
 """
 
-import json
 import time
 
 import pytest
@@ -12,6 +11,7 @@
 from budget_client import BudgetClient, model_budget
 from e2e_config import unique_marker
 from lifecycle import ResourceManager
+from models import AnthropicMessagesResponse
 
 pytestmark = pytest.mark.e2e
 
@@ -42,8 +42,8 @@ def test_budget_fallback_reroutes_anthropic_messages_to_openai(
                 "budget_fallbacks must reroute transparently, never surface a "
                 f"block; status={result.status_code} body={result.body[:300]}"
             )
-        served_by = json.loads(result.body)["model"]
-        if FALLBACK_MODEL in served_by:
+        served_by = AnthropicMessagesResponse.model_validate_json(result.body).model
+        if served_by is not None and FALLBACK_MODEL in served_by:
             break
         time.sleep(1)
     assert served_by is not None and FALLBACK_MODEL in served_by, (
diff --git a/tests/e2e/budgets/test_spend_counter_reseed_e2e.py b/tests/e2e/budgets/test_spend_counter_reseed_e2e.py
index de868f4fd3c..132f99e9cdf 100644
--- a/tests/e2e/budgets/test_spend_counter_reseed_e2e.py
+++ b/tests/e2e/budgets/test_spend_counter_reseed_e2e.py
@@ -23,6 +23,7 @@
 from typing import TYPE_CHECKING
 
 import pytest
+from pydantic import TypeAdapter, ValidationError
 
 from budget_client import BudgetClient
 from e2e_config import unique_marker
@@ -42,6 +43,8 @@
 # expires the counter; this waits out both.
 COLD_WAIT_SECONDS = 80
 
+_JSON_FLOAT: TypeAdapter[float] = TypeAdapter(float)
+
 
 def _redis() -> "redis.Redis[str] | RedisCluster[str]":
     """The proxy's Redis. The deployed runner sets REDIS_HOST to the serverless
@@ -75,12 +78,11 @@ def _parse_counter(raw: object) -> float | None:
     try:
         return float(text)
     except ValueError:
-        try:
-            import json
-
-            return float(json.loads(text))
-        except Exception:
-            return None
+        pass
+    try:
+        return _JSON_FLOAT.validate_json(text)
+    except ValidationError:
+        return None
 
 
 def _spend_counter(rds: "redis.Redis[str] | RedisCluster[str]", key: str) -> float | None:
diff --git a/tests/e2e/coverage_registry/collector.py b/tests/e2e/coverage_registry/collector.py
index f6e59ca4a88..50ef23bcb1a 100644
--- a/tests/e2e/coverage_registry/collector.py
+++ b/tests/e2e/coverage_registry/collector.py
@@ -17,8 +17,10 @@
 from argparse import ArgumentParser
 from dataclasses import dataclass
 from pathlib import Path
+from typing import Literal
 
 import pytest
+from pydantic import BaseModel
 
 from .registry import load_registry
 from .schema import MODULE_ORDER, Cell, Tier, dashboard_module, loki_module_label
@@ -35,12 +37,13 @@ def __init__(self) -> None:
         self.collection_errors: tuple[str, ...] = ()
 
     def pytest_collection_finish(self, session: pytest.Session) -> None:
-        self.covered_ids = frozenset(
-            arg
+        marker_args: tuple[tuple[object, ...], ...] = tuple(
+            marker.args
             for item in session.items
             for marker in item.iter_markers(name="covers")
-            for arg in marker.args
-            if isinstance(arg, str)
+        )
+        self.covered_ids = frozenset(
+            arg for args in marker_args for arg in args if isinstance(arg, str)
         )
 
     def pytest_collectreport(self, report: pytest.CollectReport) -> None:
@@ -257,6 +260,12 @@ def render_loki(report: CoverageReport) -> str:
     return "\n".join(lines)
 
 
+class _CliArgs(BaseModel):
+    format: Literal["text", "json", "prometheus", "loki"]
+    strict: bool
+    fail_on_collection_errors: bool
+
+
 def main() -> int:
     parser = ArgumentParser()
     parser.add_argument(
@@ -275,7 +284,7 @@ def main() -> int:
         action="store_true",
         help="Exit non-zero if pytest collection errors are found.",
     )
-    args = parser.parse_args()
+    args = _CliArgs.model_validate(vars(parser.parse_args()))
     cells = load_registry()
     covered, errors = collect_covered_ids()
     report = compute_coverage(cells, covered, errors)
diff --git a/tests/e2e/coverage_registry/registry.py b/tests/e2e/coverage_registry/registry.py
index 7a472cfbf2f..baeea080a9d 100644
--- a/tests/e2e/coverage_registry/registry.py
+++ b/tests/e2e/coverage_registry/registry.py
@@ -6,20 +6,23 @@
 from pathlib import Path
 
 import yaml
+from pydantic import TypeAdapter
 
-from .schema import CELL_ADAPTER, Cell
+from .schema import Cell
 
 REGISTRY_DIR = Path(__file__).resolve().parent
 
+_CELLS_ADAPTER: TypeAdapter[tuple[Cell, ...]] = TypeAdapter(tuple[Cell, ...])
+
+
+def _load_cells(path: Path) -> tuple[Cell, ...]:
+    return _CELLS_ADAPTER.validate_python(yaml.safe_load(path.read_text()) or ())
+
 
 def load_registry(registry_dir: Path = REGISTRY_DIR) -> tuple[Cell, ...]:
     """Every cell across every `*.yaml`, validated. Raises on a schema violation or
     a duplicate id, since either would corrupt the coverage denominator."""
-    cells = tuple(
-        CELL_ADAPTER.validate_python(row)
-        for path in sorted(registry_dir.glob("*.yaml"))
-        for row in (yaml.safe_load(path.read_text()) or ())
-    )
+    cells = tuple(cell for path in sorted(registry_dir.glob("*.yaml")) for cell in _load_cells(path))
     duplicates = sorted(cid for cid, n in Counter(c.id for c in cells).items() if n > 1)
     if duplicates:
         raise ValueError(f"duplicate cell ids in registry: {duplicates}")
diff --git a/tests/e2e/llm_translation/realtime/realtime_client.py b/tests/e2e/llm_translation/realtime/realtime_client.py
index 51052abe227..b50160e3538 100644
--- a/tests/e2e/llm_translation/realtime/realtime_client.py
+++ b/tests/e2e/llm_translation/realtime/realtime_client.py
@@ -14,7 +14,7 @@
 from collections.abc import Generator, Mapping
 from contextlib import contextmanager
 from dataclasses import dataclass
-from typing import Any, TypeVar
+from typing import TypeVar
 from urllib.parse import urlencode
 
 from pydantic import BaseModel, ConfigDict
@@ -28,7 +28,7 @@
 _M = TypeVar("_M", bound=BaseModel)
 
 
-def _ws_base_url() -> str:
+def ws_base_url() -> str:
     for scheme, ws_scheme in (("https://", "wss://"), ("http://", "ws://")):
         if PROXY_BASE_URL.startswith(scheme):
             return ws_scheme + PROXY_BASE_URL[len(scheme) :]
@@ -36,7 +36,7 @@ def _ws_base_url() -> str:
 
 
 def realtime_ws_url(model: str) -> str:
-    return f"{_ws_base_url()}/v1/realtime?{urlencode({'model': model})}"
+    return f"{ws_base_url()}/v1/realtime?{urlencode({'model': model})}"
 
 
 @dataclass(frozen=True, slots=True)
@@ -217,7 +217,7 @@ class OutputItemDone(BaseModel):
 
 class ResponsePayload(BaseModel):
     model_config = ConfigDict(extra="allow")
-    usage: dict[str, Any] | None = None
+    usage: dict[str, object] | None = None
     output: list[OutputItem] | None = None
 
 
diff --git a/tests/e2e/llm_translation/realtime/test_realtime_pipecat_audio_e2e.py b/tests/e2e/llm_translation/realtime/test_realtime_pipecat_audio_e2e.py
index 0d290f6f64b..78955974cd5 100644
--- a/tests/e2e/llm_translation/realtime/test_realtime_pipecat_audio_e2e.py
+++ b/tests/e2e/llm_translation/realtime/test_realtime_pipecat_audio_e2e.py
@@ -30,7 +30,7 @@
 from realtime_client import (
     PROVIDERS,
     RealtimeProvider,
-    _ws_base_url,
+    ws_base_url,
     realtime_model,
 )
 
@@ -154,7 +154,7 @@ async def get_weather(params: FunctionCallParams) -> None:
 
     llm = LiteLLMRealtimeLLMService(
         api_key=key,
-        base_url=f"{_ws_base_url()}/v1/realtime",
+        base_url=f"{ws_base_url()}/v1/realtime",
         settings=OpenAIRealtimeLLMService.Settings(
             model=model,
             system_instruction=(
@@ -276,7 +276,7 @@ async def _run_audio_input_pipeline(
 
     llm = LiteLLMRealtimeLLMService(
         api_key=key,
-        base_url=f"{_ws_base_url()}/v1/realtime",
+        base_url=f"{ws_base_url()}/v1/realtime",
         settings=OpenAIRealtimeLLMService.Settings(
             model=model,
             system_instruction=(
diff --git a/tests/e2e/llm_translation/realtime/test_realtime_pipecat_e2e.py b/tests/e2e/llm_translation/realtime/test_realtime_pipecat_e2e.py
index 799958ef4e3..40c008e21c7 100644
--- a/tests/e2e/llm_translation/realtime/test_realtime_pipecat_e2e.py
+++ b/tests/e2e/llm_translation/realtime/test_realtime_pipecat_e2e.py
@@ -28,7 +28,7 @@
 from realtime_client import (
     PROVIDERS,
     RealtimeProvider,
-    _ws_base_url,
+    ws_base_url,
     realtime_model,
 )
 
@@ -94,7 +94,7 @@ async def get_weather(params: FunctionCallParams) -> None:
         await params.result_callback({"city": "Paris", "temperature_f": 72})
 
     llm = LiteLLMRealtimeLLMService(
-        api_key=key, base_url=f"{_ws_base_url()}/v1/realtime", model=model
+        api_key=key, base_url=f"{ws_base_url()}/v1/realtime", model=model
     )
     llm.register_function("get_weather", get_weather)
 
diff --git a/tests/e2e/llm_translation/test_cache_control.py b/tests/e2e/llm_translation/test_cache_control.py
index fda05cdc950..51ae6ccbc1d 100644
--- a/tests/e2e/llm_translation/test_cache_control.py
+++ b/tests/e2e/llm_translation/test_cache_control.py
@@ -111,12 +111,11 @@ def _assert_cache_read_on_second_call(
     first = unwrap(_cache_chat(client, key, model, prefix))
     assert first.choices, f"{model}: first cache-priming call returned no choices: {first}"
 
-    read_tokens = 0
     deadline = time.monotonic() + 30.0
-    while time.monotonic() < deadline:
+    while True:
         second = unwrap(_cache_chat(client, key, model, prefix))
         read_tokens = _cached_read_tokens(second.usage)
-        if read_tokens > 0:
+        if read_tokens > 0 or time.monotonic() >= deadline:
             break
         time.sleep(3.0)
 
diff --git a/tests/e2e/management/management_client.py b/tests/e2e/management/management_client.py
index bc60ce87c98..144a3c0c435 100644
--- a/tests/e2e/management/management_client.py
+++ b/tests/e2e/management/management_client.py
@@ -75,7 +75,7 @@ def update_key_models(self, key: str, models: list[str]) -> None:
                 case _:
                     break
         assert last is not None
-        _ = unwrap(last)
+        raise AssertionError(last)
 
     def delete_key_strict(self, key: str) -> None:
         """Strict delete for the act phase of a test: a failed delete is a hard
@@ -147,7 +147,7 @@ def _wait_for_team(self, team_id: str) -> None:
                 case _:
                     time.sleep(_TEAM_READY_SLEEP_SECONDS)
         assert last is not None
-        _ = unwrap(last)
+        raise AssertionError(last)
 
     def add_team_member(self, team_id: str, user_id: str) -> None:
         last: Result[NoBody] | None = None
@@ -169,7 +169,7 @@ def add_team_member(self, team_id: str, user_id: str) -> None:
                 case _:
                     break
         assert last is not None
-        _ = unwrap(last)
+        raise AssertionError(last)
 
     def delete_team_member(self, team_id: str, user_id: str) -> None:
         _ = unwrap(
diff --git a/tests/e2e/models.py b/tests/e2e/models.py
index ab2835d87c4..33bf79f2817 100644
--- a/tests/e2e/models.py
+++ b/tests/e2e/models.py
@@ -123,6 +123,10 @@ class AnthropicMessagesBody(BaseModel):
     max_tokens: int
 
 
+class AnthropicMessagesResponse(BaseModel):
+    model: str | None = None
+
+
 class OutMessage(BaseModel):
     content: str | None = None
     reasoning_content: str | None = None
diff --git a/uv.lock b/uv.lock
index 692c1c2cb8f..38a662db07c 100644
--- a/uv.lock
+++ b/uv.lock
@@ -9,7 +9,7 @@ resolution-markers = [
 ]
 
 [options]
-exclude-newer = "2026-07-06T18:05:33.611729Z"
+exclude-newer = "2026-07-08T17:10:15.525149Z"
 exclude-newer-span = "P3D"
 
 [manifest]
@@ -2252,14 +2252,18 @@ wheels = [
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+    { url = "https://files.pythonhosted.org/packages/e5/ae/1db979ff6ae7958d80b288f63d5f6c30df96682700ea9fc340ce994d94a1/greenlet-3.5.0-cp310-cp310-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:4d0eadc7e4d9ffb2af4247b606cae307be8e448911e5a0d0b16d72fc3d224cfd", size = 619894, upload-time = "2026-04-27T13:02:35.13Z" },
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+    { url = "https://files.pythonhosted.org/packages/77/18/3b13d5ef1275b0ffaf933b05efa21408ac4ca95823c7411d79682e4fdcff/greenlet-3.5.0-cp313-cp313-manylinux_2_39_riscv64.whl", hash = "sha256:7022615368890680e67b9965d33f5773aade330d5343bbe25560135aaa849eae", size = 425243, upload-time = "2026-04-27T13:05:15.689Z" },
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@@ -3453,6 +3461,10 @@ dev = [
     { name = "types-setuptools" },
     { name = "vcrpy" },
 ]
+e2e-dev = [
+    { name = "playwright" },
+    { name = "websockets" },
+]
 healthcheck = [
     { name = "httpx" },
     { name = "pyyaml" },
@@ -3622,6 +3634,10 @@ dev = [
     { name = "types-setuptools", specifier = "==75.8.0.20250225" },
     { name = "vcrpy", specifier = "==8.2.1" },
 ]
+e2e-dev = [
+    { name = "playwright", specifier = "==1.61.0" },
+    { name = "websockets", specifier = ">=15.0.1,<16.0" },
+]
 healthcheck = [
     { name = "httpx", specifier = "==0.28.1" },
     { name = "pyyaml", specifier = "==6.0.3" },
@@ -5343,6 +5359,25 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/75/a6/a0a304dc33b49145b21f4808d763822111e67d1c3a32b524a1baf947b6e1/platformdirs-4.9.6-py3-none-any.whl", hash = "sha256:e61adb1d5e5cb3441b4b7710bea7e4c12250ca49439228cc1021c00dcfac0917", size = 21348, upload-time = "2026-04-09T00:04:09.463Z" },
 ]
 
+[[package]]
+name = "playwright"
+version = "1.61.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "greenlet" },
+    { name = "pyee" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/44/ee/31e4e0db36588b817a10b299a0285082545fde7d36543c2abe498bb3d61a/playwright-1.61.0-py3-none-macosx_10_13_x86_64.whl", hash = "sha256:ff138c3a604f69911e9d42fd036e55c2a171e5616edf04c1e7f60a2a285540b0", size = 43421877, upload-time = "2026-06-29T10:32:48.428Z" },
+    { url = "https://files.pythonhosted.org/packages/42/35/71395dd3ecc798965be4a3ef8c443217d4abca168e7cb34536304f9489e6/playwright-1.61.0-py3-none-macosx_11_0_arm64.whl", hash = "sha256:009588c2a7e499bc5a8b425b61fa65490968bbda9cd69e0cf2cff10f8304659a", size = 42205016, upload-time = "2026-06-29T10:32:52.104Z" },
+    { url = "https://files.pythonhosted.org/packages/f4/44/323164cf5cd1647bdefce76ffce27651aadb959d089b48f53ea40918276e/playwright-1.61.0-py3-none-macosx_11_0_universal2.whl", hash = "sha256:9f7de4536088d12037c13a52b7ea34b59270b78926bb56935070597ffac6b1af", size = 43421884, upload-time = "2026-06-29T10:32:55.773Z" },
+    { url = "https://files.pythonhosted.org/packages/ab/f8/a35bf179e4ba2522c1893635094a64e407572547bd61528820fc0abc87fe/playwright-1.61.0-py3-none-manylinux1_x86_64.whl", hash = "sha256:54f3b39f6eab832e33458c1dd7da0b5682aedab3b09ae731b5c59fa12fd2024e", size = 47421381, upload-time = "2026-06-29T10:32:59.903Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/eb/e3f922348ec17c315f98c463f72faa1181a1c3de0bfe31a8d2edf6561723/playwright-1.61.0-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:93454322ade8c11d5d6c211bfd91bdfb9ffb4810e3e026371bcbc4bec1b7ee4c", size = 47120545, upload-time = "2026-06-29T10:33:03.574Z" },
+    { url = "https://files.pythonhosted.org/packages/c2/a6/5be4e52b40a9c0c8a073e7c5b0785c05cf5a9ea8f8a7b5b260e32d970342/playwright-1.61.0-py3-none-win32.whl", hash = "sha256:372d55a6f1248fa1dd47599686980cb8fb5bbe6fcda59eab793eb657c11d8a9b", size = 37844841, upload-time = "2026-06-29T10:33:07.361Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/fd/2b78036e5fbe9d5f5645bbe08a1eac7160c51243c0093963edbcf67c35d9/playwright-1.61.0-py3-none-win_amd64.whl", hash = "sha256:35c6cc4589a5d00964a59d7b3e59641e0aac0c02f15479a7af77d20f6bc79597", size = 37844846, upload-time = "2026-06-29T10:33:10.637Z" },
+    { url = "https://files.pythonhosted.org/packages/27/0d/1b0f3c4ee4eb0514bc805b5c2f9a223e5b6de4f11a926f5235d51d0fc81b/playwright-1.61.0-py3-none-win_arm64.whl", hash = "sha256:e9fcbffcf557a8620fdedd92491eb59a32d18e23d6f3b4f6214b952be324fe51", size = 33955127, upload-time = "2026-06-29T10:33:14.008Z" },
+]
+
 [[package]]
 name = "pluggy"
 version = "1.6.0"
@@ -5915,6 +5950,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/77/c1/6e422f34e569cf8e18df68d1939c81c099d2b61e4f7d9621c8a77560799c/pydantic_settings-2.14.2-py3-none-any.whl", hash = "sha256:a20c97b37910b6550d5ea50fbcc2d4187defe58cd57070b73863d069419c9440", size = 61715, upload-time = "2026-06-19T13:44:55.02Z" },
 ]
 
+[[package]]
+name = "pyee"
+version = "13.0.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/8b/04/e7c1fe4dc78a6fdbfd6c337b1c3732ff543b8a397683ab38378447baa331/pyee-13.0.1.tar.gz", hash = "sha256:0b931f7c14535667ed4c7e0d531716368715e860b988770fc7eb8578d1f67fc8", size = 31655, upload-time = "2026-02-14T21:12:28.044Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a0/c4/b4d4827c93ef43c01f599ef31453ccc1c132b353284fc6c87d535c233129/pyee-13.0.1-py3-none-any.whl", hash = "sha256:af2f8fede4171ef667dfded53f96e2ed0d6e6bd7ee3bb46437f77e3b57689228", size = 15659, upload-time = "2026-02-14T21:12:26.263Z" },
+]
+
 [[package]]
 name = "pyflakes"
 version = "3.4.0"

From 18c9259d00889352cc2f37c3565d9ab08d752325 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 11 Jul 2026 10:38:00 -0700
Subject: [PATCH 313/370] refactor(ui): use TanStack Pacer debounce for the
 team keys search

Replace lodash/debounce in TeamVirtualKeysTable with useDebouncedValue from
@tanstack/react-pacer, matching the sibling VirtualKeysTable and
PaginatedKeyAliasSelect which already debounce their key-alias search that way.
Pacer is already a dependency, so this drops the odd-one-out lodash usage and
keeps the search-debounce pattern consistent across the key tables.
---
 .../team/TeamVirtualKeysTable.test.tsx        | 11 +++++----
 .../components/team/TeamVirtualKeysTable.tsx  | 24 +++++--------------
 2 files changed, 13 insertions(+), 22 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.test.tsx b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.test.tsx
index ec6e97a1d23..1c9b14d0c9d 100644
--- a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.test.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.test.tsx
@@ -24,6 +24,11 @@ vi.mock("../templates/key_info_view", () => ({
   )),
 }));
 
+// Resolve the debounced search synchronously so typed input lands in the useKeys query within the test tick.
+vi.mock("@tanstack/react-pacer/debouncer", () => ({
+  useDebouncedValue: (value: unknown) => [value, { cancel: vi.fn(), flush: vi.fn() }],
+}));
+
 const mockUseKeys = useKeys as MockedFunction<typeof useKeys>;
 
 const createMockKey = (overrides: Partial<KeyResponse> = {}): KeyResponse =>
@@ -286,10 +291,8 @@ describe("TeamVirtualKeysTable", () => {
 
     await user.type(await screen.findByTestId("datatable-search"), "check-002");
 
-    await waitFor(
-      () =>
-        expect(mockUseKeys).toHaveBeenLastCalledWith(1, 50, expect.objectContaining({ selectedKeyAlias: "check-002" })),
-      { timeout: 2000 },
+    await waitFor(() =>
+      expect(mockUseKeys).toHaveBeenLastCalledWith(1, 50, expect.objectContaining({ selectedKeyAlias: "check-002" })),
     );
   });
 
diff --git a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx
index e008de12dd4..207e6f2ccfe 100644
--- a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx
@@ -10,10 +10,10 @@ import {
 } from "@/components/shared/DataTable";
 import { Input } from "@/components/ui/input";
 import { ChevronDownIcon, ChevronRightIcon } from "@heroicons/react/outline";
+import { useDebouncedValue } from "@tanstack/react-pacer/debouncer";
 import { ColumnDef, ColumnFiltersState, OnChangeFn, PaginationState, SortingState } from "@tanstack/react-table";
 import { Badge, Icon, Text } from "@tremor/react";
 import { Popover, Tooltip, Typography } from "antd";
-import debounce from "lodash/debounce";
 import DefaultProxyAdminTag from "../common_components/DefaultProxyAdminTag";
 import React, { useCallback, useEffect, useMemo, useState } from "react";
 import { getModelDisplayName } from "../key_team_helpers/fetch_available_models_team_key";
@@ -43,24 +43,12 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
   const [columnFilters, setColumnFilters] = useState<ColumnFiltersState>([]);
   const [filtersOpen, setFiltersOpen] = useState(false);
   const [searchInput, setSearchInput] = useState("");
-  const [searchQuery, setSearchQuery] = useState("");
+  const [searchQuery] = useDebouncedValue(searchInput, { wait: 300 });
 
-  const debouncedSetSearch = useMemo(
-    () =>
-      debounce((value: string) => {
-        setSearchQuery(value);
-        setTablePagination((prev) => ({ ...prev, pageIndex: 0 }));
-      }, 300),
-    [],
-  );
-  useEffect(() => () => debouncedSetSearch.cancel(), [debouncedSetSearch]);
-  const handleSearchChange = useCallback(
-    (value: string) => {
-      setSearchInput(value);
-      debouncedSetSearch(value);
-    },
-    [debouncedSetSearch],
-  );
+  const handleSearchChange = useCallback((value: string) => {
+    setSearchInput(value);
+    setTablePagination((prev) => ({ ...prev, pageIndex: 0 }));
+  }, []);
 
   const getFilterValue = useCallback(
     (columnId: string): string | undefined => {

From 6fa088224bc2022c7541ee44cf02c0bd6dd2942e Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 11 Jul 2026 10:42:47 -0700
Subject: [PATCH 314/370] fix(fallback-generalizations): cover bare Claude
 majors in baseline and routing, require claude- prefix in adaptive gate

---
 ...odel_prices_and_context_window_backup.json | 12 ++---
 model_prices_and_context_window.json          | 12 ++---
 .../test_fallback_generalizations.py          | 50 ++++++++++++++++---
 .../anthropic/test_anthropic_common_utils.py  |  4 +-
 4 files changed, 57 insertions(+), 21 deletions(-)

diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 868ba5c43e3..b4ae842c4e6 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -45059,16 +45059,16 @@
             },
             {
                 "name": "anthropic-claude-ids",
-                "pattern": "^claude-[a-z]+-\\d+[-.]\\d+(?:-\\d{8})?$",
-                "description": "A bare Claude family-major-minor id, optionally with an 8-digit date suffix, anchored to the whole name. Routes an unmapped Claude id that carries no provider namespace to the Anthropic API.",
+                "pattern": "^claude-[a-z]+-\\d+(?:[-.]\\d+)?(?:-\\d{8})?$",
+                "description": "A bare Claude family-major id with an optional minor and an optional 8-digit date suffix, anchored to the whole name, so claude-newfamily-5 routes like claude-newfamily-5-1 does. Routes an unmapped Claude id that carries no provider namespace to the Anthropic API.",
                 "model_info": {
                     "litellm_provider": "anthropic"
                 }
             },
             {
                 "name": "claude-family-baseline",
-                "pattern": "claude-[a-z]+-\\d+[-.]\\d+(?:-\\d{8})?",
-                "description": "Any Claude family-major-minor id, optionally with an 8-digit date suffix, under any provider namespace (bare, bedrock-dotted, vertex, databricks, ...). Carries the model-family facts every Claude shares; it carries no pricing, so cost stays on the standard unpriced behavior rather than a guessed number.",
+                "pattern": "claude-[a-z]+-\\d+(?:[-.]\\d+)?(?:-\\d{8})?",
+                "description": "Any Claude family-major id with an optional minor and an optional 8-digit date suffix, under any provider namespace (bare, bedrock-dotted, vertex, databricks, ...), so bare majors like claude-newfamily-5 get the same baseline as claude-newfamily-5-1. Carries the model-family facts every Claude shares; it carries no pricing, so cost stays on the standard unpriced behavior rather than a guessed number.",
                 "model_info": {
                     "mode": "chat",
                     "max_input_tokens": 200000,
@@ -45088,8 +45088,8 @@
             },
             {
                 "name": "claude-adaptive-thinking",
-                "pattern": "(?:opus|sonnet|haiku)[-._](?:4[-._](?:[6-9]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d{1,})[-._]\\d{1,2}(?!\\d))|claude-[a-z]+-(?:[5-9]|[1-9]\\d)(?!\\d)(?:[-._]\\d{1,2}(?!\\d))?",
-                "description": "Claude opus/sonnet/haiku at version 4.6 or higher (4.6 through 4.99, then any later major-minor), plus any claude-<family>- id at major version 5 or higher, bare major or major-minor, so a new family shaped like claude-fable-5 is covered by the same gate as the core families. 4.x coverage stays limited to opus/sonnet/haiku. The minor is capped at two digits so an 8-digit date suffix such as claude-opus-4-20250514 is never read as a >= 4.6 minor. Turns on adaptive thinking for new versions and new families with no code change.",
+                "pattern": "claude-[a-z]+-(?:4[-._](?:[6-9]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d)(?!\\d)(?:[-._]\\d{1,2}(?!\\d))?)",
+                "description": "Claude at version 4.6 or higher, in any id shape that contains claude-<family>-: minors 4.6 through 4.99, any later major-minor, and bare 5+ majors so a new family shaped like claude-fable-5 matches. Requiring the claude- prefix keeps non-Claude names such as team-sonnet-5-1 out. The minor is capped at two digits so an 8-digit date suffix such as claude-opus-4-20250514 is never read as a >= 4.6 minor. Turns on adaptive thinking for new versions and new families with no code change.",
                 "model_info": {
                     "supports_adaptive_thinking": true
                 }
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 37ce3d270c8..94d9f6496bd 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -45292,16 +45292,16 @@
             },
             {
                 "name": "anthropic-claude-ids",
-                "pattern": "^claude-[a-z]+-\\d+[-.]\\d+(?:-\\d{8})?$",
-                "description": "A bare Claude family-major-minor id, optionally with an 8-digit date suffix, anchored to the whole name. Routes an unmapped Claude id that carries no provider namespace to the Anthropic API.",
+                "pattern": "^claude-[a-z]+-\\d+(?:[-.]\\d+)?(?:-\\d{8})?$",
+                "description": "A bare Claude family-major id with an optional minor and an optional 8-digit date suffix, anchored to the whole name, so claude-newfamily-5 routes like claude-newfamily-5-1 does. Routes an unmapped Claude id that carries no provider namespace to the Anthropic API.",
                 "model_info": {
                     "litellm_provider": "anthropic"
                 }
             },
             {
                 "name": "claude-family-baseline",
-                "pattern": "claude-[a-z]+-\\d+[-.]\\d+(?:-\\d{8})?",
-                "description": "Any Claude family-major-minor id, optionally with an 8-digit date suffix, under any provider namespace (bare, bedrock-dotted, vertex, databricks, ...). Carries the model-family facts every Claude shares; it carries no pricing, so cost stays on the standard unpriced behavior rather than a guessed number.",
+                "pattern": "claude-[a-z]+-\\d+(?:[-.]\\d+)?(?:-\\d{8})?",
+                "description": "Any Claude family-major id with an optional minor and an optional 8-digit date suffix, under any provider namespace (bare, bedrock-dotted, vertex, databricks, ...), so bare majors like claude-newfamily-5 get the same baseline as claude-newfamily-5-1. Carries the model-family facts every Claude shares; it carries no pricing, so cost stays on the standard unpriced behavior rather than a guessed number.",
                 "model_info": {
                     "mode": "chat",
                     "max_input_tokens": 200000,
@@ -45321,8 +45321,8 @@
             },
             {
                 "name": "claude-adaptive-thinking",
-                "pattern": "(?:opus|sonnet|haiku)[-._](?:4[-._](?:[6-9]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d{1,})[-._]\\d{1,2}(?!\\d))|claude-[a-z]+-(?:[5-9]|[1-9]\\d)(?!\\d)(?:[-._]\\d{1,2}(?!\\d))?",
-                "description": "Claude opus/sonnet/haiku at version 4.6 or higher (4.6 through 4.99, then any later major-minor), plus any claude-<family>- id at major version 5 or higher, bare major or major-minor, so a new family shaped like claude-fable-5 is covered by the same gate as the core families. 4.x coverage stays limited to opus/sonnet/haiku. The minor is capped at two digits so an 8-digit date suffix such as claude-opus-4-20250514 is never read as a >= 4.6 minor. Turns on adaptive thinking for new versions and new families with no code change.",
+                "pattern": "claude-[a-z]+-(?:4[-._](?:[6-9]|[1-9]\\d)(?!\\d)|(?:[5-9]|[1-9]\\d)(?!\\d)(?:[-._]\\d{1,2}(?!\\d))?)",
+                "description": "Claude at version 4.6 or higher, in any id shape that contains claude-<family>-: minors 4.6 through 4.99, any later major-minor, and bare 5+ majors so a new family shaped like claude-fable-5 matches. Requiring the claude- prefix keeps non-Claude names such as team-sonnet-5-1 out. The minor is capped at two digits so an 8-digit date suffix such as claude-opus-4-20250514 is never read as a >= 4.6 minor. Turns on adaptive thinking for new versions and new families with no code change.",
                 "model_info": {
                     "supports_adaptive_thinking": true
                 }
diff --git a/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py b/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py
index 69020fceba1..0ea09463c16 100644
--- a/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py
+++ b/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py
@@ -427,15 +427,51 @@ def test_shipped_rules_flag_bare_5_plus_majors_of_any_family(shipped_cost_map):
     assert matched["supports_mid_conversation_system"] is True
 
 
-def test_shipped_adaptive_rule_keeps_4x_coverage_to_core_families(shipped_cost_map):
-    """The family-agnostic adaptive branch starts at major 5; a non-core family at
-    4.x gets the 4.8+ mid-conversation flag and baseline caps but never adaptive."""
-    model = "claude-newfam-4-9"
+def test_shipped_version_gates_are_family_agnostic_at_4x(shipped_cost_map):
+    """Both version gates apply to any claude-<family>- id, 4.x included: a non-core
+    family at 4.9 gets adaptive and mid-conversation, while the same family at 4.5
+    gets baseline only. Only opus/sonnet/haiku ever shipped 4.x ids, so the
+    family-agnostic 4.6+ gate changes nothing for real models."""
+    high = litellm.get_model_info("claude-newfam-4-9", custom_llm_provider="anthropic")
+    assert high["supports_adaptive_thinking"] is True
+    assert high["supports_mid_conversation_system"] is True
+    assert high["supports_function_calling"] is True
+
+    low = litellm.get_model_info("claude-newfam-4-5", custom_llm_provider="anthropic")
+    assert low.get("supports_adaptive_thinking") is None
+    assert low.get("supports_mid_conversation_system") is None
+    assert low["supports_function_calling"] is True
+
+
+def test_shipped_rules_give_bare_majors_the_full_baseline_union(shipped_cost_map):
+    """A bare-major unmapped id (no minor) resolves the same baseline union as its
+    major-minor sibling: the baseline pattern's minor is optional, so claude-newt-5
+    is not left with version flags but no mode, token limits, or capability facts."""
+    model = "anthropic/claude-newt-5"
     assert model not in litellm.model_cost
-    info = litellm.get_model_info(model, custom_llm_provider="anthropic")
-    assert info["supports_mid_conversation_system"] is True
-    assert info.get("supports_adaptive_thinking") is None
+    info = litellm.get_model_info(model)
+    assert info["litellm_provider"] == "anthropic"
+    assert info["mode"] == "chat"
+    assert info["max_tokens"] == 64000
     assert info["supports_function_calling"] is True
+    assert info["supports_adaptive_thinking"] is True
+    assert info["supports_mid_conversation_system"] is True
+
+
+def test_shipped_routing_rule_covers_bare_majors(shipped_cost_map):
+    _, provider, _, _ = litellm.get_llm_provider(model="claude-newt-5")
+    assert provider == "anthropic"
+
+
+def test_shipped_adaptive_rule_requires_claude_prefix(shipped_cost_map):
+    """A non-Claude name embedding a core-family 4.6+/5.x version substring must not
+    resolve from the rules; serving it a zero-priced rule entry would silently
+    swallow cost tracking for arbitrary custom deployment names."""
+    model = "openai/team-sonnet-5-1-alias"
+    assert model not in litellm.model_cost
+    assert match_capability_generalizations("team-sonnet-5-1-alias") is None
+    with pytest.raises(Exception):
+        litellm.get_model_info(model)
 
 
 def test_shipped_exact_entry_beats_rules(shipped_cost_map):
diff --git a/tests/test_litellm/llms/anthropic/test_anthropic_common_utils.py b/tests/test_litellm/llms/anthropic/test_anthropic_common_utils.py
index 316f0d6ddf7..4bd270bb7fb 100644
--- a/tests/test_litellm/llms/anthropic/test_anthropic_common_utils.py
+++ b/tests/test_litellm/llms/anthropic/test_anthropic_common_utils.py
@@ -1685,8 +1685,8 @@ def test_adaptive_thinking_version_fallback_for_unmapped_high_versions(
         self, local_model_cost_map, model
     ):
         """Provider-prefixed or suffixed Claude names that resolve to no mapped entry
-        still resolve to adaptive when their opus/sonnet/haiku family version is >= 4.6
-        or any family's major version is >= 5. The version gate is the declarative
+        still resolve to adaptive when the id carries claude-<family>- at version 4.6
+        or higher, bare 5+ majors included. The version gate is the declarative
         ``claude-adaptive-thinking`` rule, so 5.x, 6.x and any later family are covered
         with no code change."""
         import litellm

From 168bc38d814a87004be7944ee10a353756325650 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Sat, 11 Jul 2026 10:44:23 -0700
Subject: [PATCH 315/370] fix(mcp): strip scheme default port from
 get_request_base_url netloc

---
 .../_experimental/mcp_server/oauth_utils.py   |  2 +-
 .../mcp_server/test_discoverable_endpoints.py | 35 +++++++++++++++++++
 2 files changed, 36 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/_experimental/mcp_server/oauth_utils.py b/litellm/proxy/_experimental/mcp_server/oauth_utils.py
index 4d5813dbc5b..6edb22dd858 100644
--- a/litellm/proxy/_experimental/mcp_server/oauth_utils.py
+++ b/litellm/proxy/_experimental/mcp_server/oauth_utils.py
@@ -129,7 +129,7 @@ def get_request_base_url(request: Request) -> str:
         if x_forwarded_port and ":" not in netloc:
             netloc = f"{netloc}:{x_forwarded_port}"
 
-    return urlunparse((scheme, netloc, parsed.path, "", "", ""))
+    return urlunparse((scheme, _strip_default_port(scheme, netloc), parsed.path, "", "", ""))
 
 
 def validate_loopback_redirect_uri(redirect_uri: str) -> None:
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
index 11a6fea0cea..258156ede51 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
@@ -1848,6 +1848,41 @@ async def test_token_endpoint_respects_x_forwarded_host():
             None,
             "https://external.com",
         ),
+        (
+            "http://localhost:4000/",
+            "https",
+            "proxy.example.com",
+            "443",
+            "https://proxy.example.com",
+        ),
+        (
+            "http://localhost:4000/",
+            "http",
+            "proxy.example.com",
+            "80",
+            "http://proxy.example.com",
+        ),
+        (
+            "http://internal.local/",
+            "https",
+            None,
+            "443",
+            "https://internal.local",
+        ),
+        (
+            "http://localhost:4000/",
+            "https",
+            "proxy.example.com",
+            "8443",
+            "https://proxy.example.com:8443",
+        ),
+        (
+            "http://localhost:4000/",
+            "https",
+            "proxy.example.com:443",
+            None,
+            "https://proxy.example.com",
+        ),
     ],
 )
 def test_get_request_base_url_comprehensive(

From 0bf81e2496d914aafa263f191a3641b445d647af Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Sat, 11 Jul 2026 10:50:51 -0700
Subject: [PATCH 316/370] feat(ui): typed openapi-fetch foundation
 (fetchClient) + first typed caller (useCustomers) (#29884)

* feat(ui): add the typed openapi-fetch client (fetchClient) as the dashboard fetch foundation

Introduces fetchClient (openapi-fetch) bound to schema.d.ts, used inside ordinary TanStack Query hooks so path/query/body types come from the proxy's OpenAPI spec. A small runtime registry feeds the client the base URL and auth header name (registered by networking) and the session token (published by AuthContext), so call sites carry no token plumbing; auth-header injection and ApiError mapping live in openapi-fetch middleware reusing deriveErrorMessage/ApiError from client.ts, and non-2xx maps to a thrown ApiError so query functions just read .data.

The base URL default resolves from NEXT_PUBLIC_BASE_URL so a request still targets the right origin if it fires before networking registers its getter. AuthContext clears accessToken alongside the token on logout so no query fires unauthenticated after the session ends.

Foundation only; callers migrate one at a time, each fully typed, in follow-up changes.

* feat(ui): migrate useCustomers to the typed fetchClient

Converts useCustomers from allEndUsersCall to fetchClient.GET("/customer/list"); the response is typed as LiteLLM_EndUserTable[] from the schema, so the hand-written Customer/CustomersResponse types are deleted. They were also inaccurate (allowed_model_region was string but is "eu"|"us", and a budget_id the table has no field for). No cast; the schema type flows to the one consumer. First caller on the new pattern.

* fix(ui): route typed-client errors through the session-expiry handler

The typed fetchClient middleware threw ApiError without invoking the
handleError side effect that the legacy createApiClient wires via
onError, so a migrated caller hitting an expired key no longer triggered
the auto-logout. Add an error-handler seam to runtime.ts, register
handleError from networking.tsx alongside the base-url/header getters,
and call it in the middleware before throwing so both clients behave the
same. Regression test asserts the handler fires with the derived message
on non-2xx and stays silent on success

* fix(ui): point the customers EndUser type at CustomerResponse

The /customer/list response model was renamed to CustomerResponse on
staging; the merged branch still aliased EndUser to LiteLLM_EndUserTable,
so the exported type and its test mock had drifted from what the schema
actually returns. CustomerResponse is also the accurate shape (it types
allowed_model_region as 'eu' | 'us' and carries budget_id)

* chore(ui): refresh eslint-metrics baseline after staging merge

The recorded baseline predated the litellm_internal_staging merge, so its
no-explicit-any and no-large-inline-object-arg counts were higher than the
merged tree actually has. Regenerate via npm run lint:metrics so the gate
reflects current reality

* refactor(ui): source the typed client token from the session cookie, not AuthContext

The typed client read its bearer from a runtime value that AuthContext pushed
via setAuthToken, but migrated hooks gate enabled on useAuthorized, which
decodes the cookie directly. Two independent derivations of the same cookie with
different timing: on first load the query fires (useAuthorized sees the token)
before AuthContext's async effect publishes it, so the first request goes out
unauthenticated and only succeeds on a React Query retry.

Make the token a registered getter like the base-url and header-name getters,
reading the same cookie useAuthorized decodes, so the client's token and the
gate can't diverge. Revert the AuthContext changes entirely; nothing is pushed
from React state anymore.
---
 ui/litellm-dashboard/eslint-metrics.json      |   4 +-
 ui/litellm-dashboard/package-lock.json        |  16 +
 ui/litellm-dashboard/package.json             |   1 +
 .../hooks/customers/useCustomers.test.ts      | 306 +++---------------
 .../hooks/customers/useCustomers.ts           |  35 +-
 .../src/components/networking.tsx             |  14 +-
 ui/litellm-dashboard/src/lib/http/api.test.ts | 104 ++++++
 ui/litellm-dashboard/src/lib/http/api.ts      |  48 +++
 .../src/lib/http/runtime.test.ts              |  22 ++
 ui/litellm-dashboard/src/lib/http/runtime.ts  |  46 +++
 10 files changed, 296 insertions(+), 300 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/lib/http/api.test.ts
 create mode 100644 ui/litellm-dashboard/src/lib/http/api.ts
 create mode 100644 ui/litellm-dashboard/src/lib/http/runtime.test.ts
 create mode 100644 ui/litellm-dashboard/src/lib/http/runtime.ts

diff --git a/ui/litellm-dashboard/eslint-metrics.json b/ui/litellm-dashboard/eslint-metrics.json
index 61299886cae..8ae7dc88c3d 100644
--- a/ui/litellm-dashboard/eslint-metrics.json
+++ b/ui/litellm-dashboard/eslint-metrics.json
@@ -1,7 +1,7 @@
 {
-  "@typescript-eslint/no-explicit-any": 1977,
+  "@typescript-eslint/no-explicit-any": 1971,
   "complexity": 129,
-  "local/no-large-inline-object-arg": 508,
+  "local/no-large-inline-object-arg": 501,
   "local/no-long-condition-chain": 234,
   "max-depth": 59,
   "no-console": 16
diff --git a/ui/litellm-dashboard/package-lock.json b/ui/litellm-dashboard/package-lock.json
index 49fdb38c47b..648503abb27 100644
--- a/ui/litellm-dashboard/package-lock.json
+++ b/ui/litellm-dashboard/package-lock.json
@@ -28,6 +28,7 @@
         "moment": "2.30.1",
         "next": "16.2.6",
         "openai": "4.104.0",
+        "openapi-fetch": "^0.17.0",
         "papaparse": "5.5.3",
         "react": "18.3.1",
         "react-copy-to-clipboard": "5.1.1",
@@ -10534,6 +10535,15 @@
       "integrity": "sha512-JlCMO+ehdEIKqlFxk6IfVoAUVmgz7cU7zD/h9XZ0qzeosSHmUJVOzSQvvYSYWXkFXC+IfLKSIffhv0sVZup6pA==",
       "license": "MIT"
     },
+    "node_modules/openapi-fetch": {
+      "version": "0.17.0",
+      "resolved": "https://registry.npmjs.org/openapi-fetch/-/openapi-fetch-0.17.0.tgz",
+      "integrity": "sha512-PsbZR1wAPcG91eEthKhN+Zn92FMHxv+/faECIwjXdxfTODGSGegYv0sc1Olz+HYPvKOuoXfp+0pA2XVt2cI0Ig==",
+      "license": "MIT",
+      "dependencies": {
+        "openapi-typescript-helpers": "^0.1.0"
+      }
+    },
     "node_modules/openapi-typescript": {
       "version": "7.13.0",
       "resolved": "https://registry.npmjs.org/openapi-typescript/-/openapi-typescript-7.13.0.tgz",
@@ -10555,6 +10565,12 @@
         "typescript": "^5.x"
       }
     },
+    "node_modules/openapi-typescript-helpers": {
+      "version": "0.1.0",
+      "resolved": "https://registry.npmjs.org/openapi-typescript-helpers/-/openapi-typescript-helpers-0.1.0.tgz",
+      "integrity": "sha512-OKTGPthhivLw/fHz6c3OPtg72vi86qaMlqbJuVJ23qOvQ+53uw1n7HdmkJFibloF7QEjDrDkzJiOJuockM/ljw==",
+      "license": "MIT"
+    },
     "node_modules/openapi-typescript/node_modules/supports-color": {
       "version": "10.2.2",
       "resolved": "https://registry.npmjs.org/supports-color/-/supports-color-10.2.2.tgz",
diff --git a/ui/litellm-dashboard/package.json b/ui/litellm-dashboard/package.json
index ab01ec70cea..e35620c4996 100644
--- a/ui/litellm-dashboard/package.json
+++ b/ui/litellm-dashboard/package.json
@@ -44,6 +44,7 @@
     "moment": "2.30.1",
     "next": "16.2.6",
     "openai": "4.104.0",
+    "openapi-fetch": "^0.17.0",
     "papaparse": "5.5.3",
     "react": "18.3.1",
     "react-copy-to-clipboard": "5.1.1",
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/customers/useCustomers.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/customers/useCustomers.test.ts
index 716d6f75399..1e614b709e2 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/hooks/customers/useCustomers.test.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/customers/useCustomers.test.ts
@@ -1,334 +1,104 @@
-import { allEndUsersCall } from "@/components/networking";
 import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
 import { renderHook, waitFor } from "@testing-library/react";
 import React, { ReactNode } from "react";
 import { beforeEach, describe, expect, it, vi } from "vitest";
-import type { Customer, CustomersResponse } from "./useCustomers";
-import { useCustomers } from "./useCustomers";
+import { useCustomers, type EndUser } from "./useCustomers";
 
-// Mock the networking function
-vi.mock("@/components/networking", () => ({
-  allEndUsersCall: vi.fn(),
+const mockGet = vi.fn();
+vi.mock("@/lib/http/api", () => ({
+  fetchClient: { GET: (...args: unknown[]) => mockGet(...args) },
 }));
 
-// Mock useAuthorized hook - we can override this in individual tests
 const mockUseAuthorized = vi.fn();
 vi.mock("@/app/(dashboard)/hooks/useAuthorized", () => ({
   default: () => mockUseAuthorized(),
 }));
 
-// Import actual roles instead of mocking them
-
-// Mock data
-const mockCustomers: Customer[] = [
-  {
-    user_id: "customer-1",
-    alias: "Test Customer 1",
-    spend: 150.5,
-    blocked: false,
-    allowed_model_region: "us-east-1",
-    default_model: "gpt-3.5-turbo",
-    budget_id: "budget-1",
-    litellm_budget_table: {
-      budget_id: "budget-1",
-      max_budget: 1000,
-      soft_budget: 800,
-      max_parallel_requests: 10,
-      tpm_limit: 1000,
-      rpm_limit: 100,
-      model_max_budget: { "gpt-4": 500 },
-      budget_duration: "monthly",
-      budget_reset_at: "2024-02-01T00:00:00Z",
-      created_at: "2024-01-01T00:00:00Z",
-      created_by: "admin-1",
-      updated_at: "2024-01-01T00:00:00Z",
-      updated_by: "admin-1",
-    },
-  },
-  {
-    user_id: "customer-2",
-    alias: null,
-    spend: 0,
-    blocked: true,
-    allowed_model_region: null,
-    default_model: null,
-    budget_id: null,
-    litellm_budget_table: null,
-  },
+const mockCustomers: EndUser[] = [
+  { user_id: "customer-1", alias: "Test Customer 1", spend: 150.5, blocked: false },
+  { user_id: "customer-2", alias: null, spend: 0, blocked: true },
 ];
 
-const mockCustomersResponse: CustomersResponse = mockCustomers;
+const authorized = {
+  accessToken: "test-access-token",
+  userRole: "Admin",
+  userId: "test-user-id",
+  token: "test-token",
+  userEmail: "test@example.com",
+  premiumUser: false,
+  disabledPersonalKeyCreation: null,
+  showSSOBanner: false,
+};
 
 describe("useCustomers", () => {
   let queryClient: QueryClient;
 
   beforeEach(() => {
-    queryClient = new QueryClient({
-      defaultOptions: {
-        queries: {
-          retry: false,
-        },
-      },
-    });
-
-    // Reset all mocks
+    queryClient = new QueryClient({ defaultOptions: { queries: { retry: false } } });
     vi.clearAllMocks();
-
-    // Set default mock for useAuthorized (enabled state)
-    mockUseAuthorized.mockReturnValue({
-      accessToken: "test-access-token",
-      userRole: "Admin",
-      userId: "test-user-id",
-      token: "test-token",
-      userEmail: "test@example.com",
-      premiumUser: false,
-      disabledPersonalKeyCreation: null,
-      showSSOBanner: false,
-    });
+    mockUseAuthorized.mockReturnValue(authorized);
   });
 
   const wrapper = ({ children }: { children: ReactNode }) =>
     React.createElement(QueryClientProvider, { client: queryClient }, children);
 
-  it("should return customers data when query is successful", async () => {
-    // Mock successful API call
-    (allEndUsersCall as any).mockResolvedValue(mockCustomersResponse);
+  it("fetches /customer/list and returns the typed list on success", async () => {
+    mockGet.mockResolvedValue({ data: mockCustomers });
 
     const { result } = renderHook(() => useCustomers(), { wrapper });
 
-    // Initially loading
     expect(result.current.isLoading).toBe(true);
-    expect(result.current.data).toBeUndefined();
 
-    // Wait for success
     await waitFor(() => {
-      expect(result.current.isLoading).toBe(false);
       expect(result.current.isSuccess).toBe(true);
     });
 
-    expect(result.current.data).toEqual(mockCustomersResponse);
-    expect(result.current.error).toBeNull();
-    expect(allEndUsersCall).toHaveBeenCalledWith("test-access-token");
-    expect(allEndUsersCall).toHaveBeenCalledTimes(1);
+    expect(result.current.data).toEqual(mockCustomers);
+    expect(mockGet).toHaveBeenCalledWith("/customer/list");
+    expect(mockGet).toHaveBeenCalledTimes(1);
   });
 
-  it("should handle error when allEndUsersCall fails", async () => {
-    const errorMessage = "Failed to fetch customers";
-    const testError = new Error(errorMessage);
-
-    // Mock failed API call
-    (allEndUsersCall as any).mockRejectedValue(testError);
+  it("surfaces an error when the request rejects", async () => {
+    const testError = new Error("Failed to fetch customers");
+    mockGet.mockRejectedValue(testError);
 
     const { result } = renderHook(() => useCustomers(), { wrapper });
 
-    // Initially loading
-    expect(result.current.isLoading).toBe(true);
-
-    // Wait for error
     await waitFor(() => {
-      expect(result.current.isLoading).toBe(false);
       expect(result.current.isError).toBe(true);
     });
 
     expect(result.current.error).toEqual(testError);
     expect(result.current.data).toBeUndefined();
-    expect(allEndUsersCall).toHaveBeenCalledWith("test-access-token");
-    expect(allEndUsersCall).toHaveBeenCalledTimes(1);
-  });
-
-  it("should not execute query when accessToken is missing", async () => {
-    // Mock missing accessToken
-    mockUseAuthorized.mockReturnValue({
-      accessToken: null,
-      userRole: "Admin",
-      userId: "test-user-id",
-      token: null,
-      userEmail: "test@example.com",
-      premiumUser: false,
-      disabledPersonalKeyCreation: null,
-      showSSOBanner: false,
-    });
-
-    const { result } = renderHook(() => useCustomers(), { wrapper });
-
-    // Query should not execute
-    expect(result.current.isLoading).toBe(false);
-    expect(result.current.data).toBeUndefined();
-    expect(result.current.isFetched).toBe(false);
-
-    // API should not be called
-    expect(allEndUsersCall).not.toHaveBeenCalled();
   });
 
-  it("should not execute query when userRole is not an admin role", async () => {
-    // Mock non-admin userRole
-    mockUseAuthorized.mockReturnValue({
-      accessToken: "test-access-token",
-      userRole: "member", // Not in all_admin_roles
-      userId: "test-user-id",
-      token: "test-token",
-      userEmail: "test@example.com",
-      premiumUser: false,
-      disabledPersonalKeyCreation: null,
-      showSSOBanner: false,
-    });
+  it("falls back to an empty list when the response has no body", async () => {
+    mockGet.mockResolvedValue({ data: undefined });
 
     const { result } = renderHook(() => useCustomers(), { wrapper });
 
-    // Query should not execute
-    expect(result.current.isLoading).toBe(false);
-    expect(result.current.data).toBeUndefined();
-    expect(result.current.isFetched).toBe(false);
-
-    // API should not be called
-    expect(allEndUsersCall).not.toHaveBeenCalled();
-  });
-
-  it("should not execute query when userRole is null", async () => {
-    // Mock null userRole
-    mockUseAuthorized.mockReturnValue({
-      accessToken: "test-access-token",
-      userRole: null,
-      userId: "test-user-id",
-      token: "test-token",
-      userEmail: "test@example.com",
-      premiumUser: false,
-      disabledPersonalKeyCreation: null,
-      showSSOBanner: false,
+    await waitFor(() => {
+      expect(result.current.isSuccess).toBe(true);
     });
 
-    const { result } = renderHook(() => useCustomers(), { wrapper });
-
-    // Query should not execute
-    expect(result.current.isLoading).toBe(false);
-    expect(result.current.data).toBeUndefined();
-    expect(result.current.isFetched).toBe(false);
-
-    // API should not be called
-    expect(allEndUsersCall).not.toHaveBeenCalled();
+    expect(result.current.data).toEqual([]);
   });
 
-  it("should not execute query when userRole is empty string", async () => {
-    // Mock empty string userRole
-    mockUseAuthorized.mockReturnValue({
-      accessToken: "test-access-token",
-      userRole: "",
-      userId: "test-user-id",
-      token: "test-token",
-      userEmail: "test@example.com",
-      premiumUser: false,
-      disabledPersonalKeyCreation: null,
-      showSSOBanner: false,
-    });
+  it("does not fetch when the access token is missing", () => {
+    mockUseAuthorized.mockReturnValue({ ...authorized, accessToken: null, token: null });
 
     const { result } = renderHook(() => useCustomers(), { wrapper });
 
-    // Query should not execute
-    expect(result.current.isLoading).toBe(false);
-    expect(result.current.data).toBeUndefined();
     expect(result.current.isFetched).toBe(false);
-
-    // API should not be called
-    expect(allEndUsersCall).not.toHaveBeenCalled();
+    expect(mockGet).not.toHaveBeenCalled();
   });
 
-  it("should not execute query when both accessToken and userRole are missing", async () => {
-    // Mock both auth values missing
-    mockUseAuthorized.mockReturnValue({
-      accessToken: null,
-      userRole: null,
-      userId: "test-user-id",
-      token: null,
-      userEmail: "test@example.com",
-      premiumUser: false,
-      disabledPersonalKeyCreation: null,
-      showSSOBanner: false,
-    });
+  it("does not fetch when the user is not an admin", () => {
+    mockUseAuthorized.mockReturnValue({ ...authorized, userRole: "member" });
 
     const { result } = renderHook(() => useCustomers(), { wrapper });
 
-    // Query should not execute
-    expect(result.current.isLoading).toBe(false);
-    expect(result.current.data).toBeUndefined();
     expect(result.current.isFetched).toBe(false);
-
-    // API should not be called
-    expect(allEndUsersCall).not.toHaveBeenCalled();
-  });
-
-  it("should execute query when accessToken is present and userRole is Admin", async () => {
-    // Mock successful API call
-    (allEndUsersCall as any).mockResolvedValue(mockCustomersResponse);
-
-    // Ensure auth values are set (already done in beforeEach)
-    const { result } = renderHook(() => useCustomers(), { wrapper });
-
-    // Wait for query to execute
-    await waitFor(() => {
-      expect(result.current.isLoading).toBe(false);
-    });
-
-    expect(allEndUsersCall).toHaveBeenCalledWith("test-access-token");
-    expect(allEndUsersCall).toHaveBeenCalledTimes(1);
-  });
-
-  it("should execute query when accessToken is present and userRole is proxy_admin", async () => {
-    // Mock successful API call
-    (allEndUsersCall as any).mockResolvedValue(mockCustomersResponse);
-
-    // Mock proxy_admin role
-    mockUseAuthorized.mockReturnValue({
-      accessToken: "test-access-token",
-      userRole: "proxy_admin",
-      userId: "test-user-id",
-      token: "test-token",
-      userEmail: "test@example.com",
-      premiumUser: false,
-      disabledPersonalKeyCreation: null,
-      showSSOBanner: false,
-    });
-
-    const { result } = renderHook(() => useCustomers(), { wrapper });
-
-    // Wait for query to execute
-    await waitFor(() => {
-      expect(result.current.isLoading).toBe(false);
-    });
-
-    expect(allEndUsersCall).toHaveBeenCalledWith("test-access-token");
-    expect(allEndUsersCall).toHaveBeenCalledTimes(1);
-  });
-
-  it("should return empty customers array when API returns empty data", async () => {
-    // Mock API returning empty customers array
-    (allEndUsersCall as any).mockResolvedValue([]);
-
-    const { result } = renderHook(() => useCustomers(), { wrapper });
-
-    // Wait for success
-    await waitFor(() => {
-      expect(result.current.isLoading).toBe(false);
-      expect(result.current.isSuccess).toBe(true);
-    });
-
-    expect(result.current.data).toEqual([]);
-    expect(allEndUsersCall).toHaveBeenCalledWith("test-access-token");
-  });
-
-  it("should handle network timeout error", async () => {
-    const timeoutError = new Error("Network timeout");
-
-    // Mock network timeout
-    (allEndUsersCall as any).mockRejectedValue(timeoutError);
-
-    const { result } = renderHook(() => useCustomers(), { wrapper });
-
-    // Wait for error
-    await waitFor(() => {
-      expect(result.current.isError).toBe(true);
-    });
-
-    expect(result.current.error).toEqual(timeoutError);
-    expect(result.current.data).toBeUndefined();
+    expect(mockGet).not.toHaveBeenCalled();
   });
 });
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/customers/useCustomers.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/customers/useCustomers.ts
index d9f3e7cbb36..25e2e3f5e90 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/hooks/customers/useCustomers.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/customers/useCustomers.ts
@@ -1,42 +1,19 @@
-import { allEndUsersCall } from "@/components/networking";
 import { useQuery } from "@tanstack/react-query";
 import { createQueryKeys } from "../common/queryKeysFactory";
+import { fetchClient } from "@/lib/http/api";
 import { all_admin_roles } from "@/utils/roles";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
-const customersKeys = createQueryKeys("customers");
+import type { components } from "@/lib/http/schema";
 
-export interface Customer {
-  user_id: string;
-  alias?: string | null;
-  spend: number;
-  blocked: boolean;
-  allowed_model_region?: string | null;
-  default_model?: string | null;
-  budget_id?: string | null;
-  litellm_budget_table?: {
-    budget_id: string;
-    max_budget?: number | null;
-    soft_budget?: number | null;
-    max_parallel_requests?: number | null;
-    tpm_limit?: number | null;
-    rpm_limit?: number | null;
-    model_max_budget?: Record<string, unknown> | null;
-    budget_duration?: string | null;
-    budget_reset_at?: string | null;
-    created_at: string;
-    created_by: string;
-    updated_at: string;
-    updated_by: string;
-  } | null;
-}
+export type EndUser = components["schemas"]["CustomerResponse"];
 
-export type CustomersResponse = Customer[];
+const customersKeys = createQueryKeys("customers");
 
 export const useCustomers = () => {
   const { accessToken, userRole } = useAuthorized();
-  return useQuery<CustomersResponse>({
+  return useQuery({
     queryKey: customersKeys.list({}),
-    queryFn: async () => await allEndUsersCall(accessToken!),
+    queryFn: async () => (await fetchClient.GET("/customer/list")).data ?? [],
     enabled: Boolean(accessToken) && all_admin_roles.includes(userRole!),
   });
 };
diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index 781799286e9..da6bb079876 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -22,7 +22,8 @@ export const getCallbackConfigsCall = async (accessToken: string) => {
  * Helper file for calls being made to proxy
  */
 import MessageManager from "@/components/molecules/message_manager";
-import { clearTokenCookies, storeLoginToken } from "@/utils/cookieUtils";
+import { clearTokenCookies, getCookie, storeLoginToken } from "@/utils/cookieUtils";
+import { decodeToken } from "@/utils/jwtUtils";
 import { TagNewRequest, TagUpdateRequest, TagListResponse, TagInfoResponse } from "./tag_management/types";
 import { Team } from "./key_team_helpers/key_list";
 import { EmailEventSettingsResponse, EmailEventSettingsUpdateRequest } from "./email_events/types";
@@ -38,6 +39,12 @@ import type {
 import { MCP_TOOLS_PREVIEW_FORBIDDEN_MESSAGE } from "./mcp_tools/constants";
 import { createApiClient, deriveErrorMessage } from "@/lib/http/client";
 import { resolveApiBase } from "@/lib/http/resolveApiBase";
+import {
+  registerAuthHeaderNameGetter,
+  registerAuthTokenGetter,
+  registerBaseUrlGetter,
+  registerErrorHandler,
+} from "@/lib/http/runtime";
 import { serverRootPath, setServerRootPath } from "@/lib/serverRootPath";
 
 export { serverRootPath };
@@ -371,6 +378,11 @@ const apiClient = createApiClient({
   onError: handleError,
 });
 
+registerBaseUrlGetter(getProxyBaseUrl);
+registerAuthHeaderNameGetter(getGlobalLitellmHeaderName);
+registerAuthTokenGetter(() => decodeToken(getCookie("token"))?.key ?? null);
+registerErrorHandler(handleError);
+
 export const makeModelGroupPublic = async (accessToken: string, modelGroups: string[]) => {
   const url = proxyBaseUrl ? `${proxyBaseUrl}/model_group/make_public` : `/model_group/make_public`;
   const response = await fetch(url, {
diff --git a/ui/litellm-dashboard/src/lib/http/api.test.ts b/ui/litellm-dashboard/src/lib/http/api.test.ts
new file mode 100644
index 00000000000..fba2b7f77dc
--- /dev/null
+++ b/ui/litellm-dashboard/src/lib/http/api.test.ts
@@ -0,0 +1,104 @@
+import { afterEach, beforeEach, describe, expect, it, vi } from "vitest";
+import { fetchClient } from "./api";
+import {
+  registerAuthHeaderNameGetter,
+  registerAuthTokenGetter,
+  registerBaseUrlGetter,
+  registerErrorHandler,
+} from "./runtime";
+
+const jsonResponse = (status: number, body: unknown): Response =>
+  new Response(JSON.stringify(body), { status, headers: { "Content-Type": "application/json" } });
+
+const capturingFetch = (response: Response) => {
+  const requests: Request[] = [];
+  const fetch = vi.fn(async (request: Request) => {
+    requests.push(request);
+    return response;
+  });
+  return { fetch, requests };
+};
+
+describe("typed api client middleware", () => {
+  beforeEach(() => {
+    registerBaseUrlGetter(() => "");
+    registerAuthHeaderNameGetter(() => "Authorization");
+    registerErrorHandler(() => {});
+    registerAuthTokenGetter(() => null);
+  });
+
+  afterEach(() => {
+    vi.restoreAllMocks();
+  });
+
+  it("injects the bearer token under the registered auth header name", async () => {
+    registerAuthTokenGetter(() => "sk-test");
+    registerAuthHeaderNameGetter(() => "x-litellm-key");
+    const { fetch, requests } = capturingFetch(jsonResponse(200, { data: [] }));
+
+    await fetchClient.GET("/model_group/info", { fetch });
+
+    expect(requests[0].headers.get("x-litellm-key")).toBe("Bearer sk-test");
+    expect(requests[0].headers.get("Authorization")).toBeNull();
+  });
+
+  it("omits the auth header when no token is set", async () => {
+    const { fetch, requests } = capturingFetch(jsonResponse(200, { data: [] }));
+
+    await fetchClient.GET("/model_group/info", { fetch });
+
+    expect(requests[0].headers.get("Authorization")).toBeNull();
+  });
+
+  it("rebases the request onto the registered base url, preserving path and query", async () => {
+    registerBaseUrlGetter(() => "https://proxy.example.com/");
+    const { fetch, requests } = capturingFetch(jsonResponse(200, { data: [] }));
+
+    await fetchClient.GET("/model_group/info", { fetch, params: { query: { model_group: "gpt-4o" } } });
+
+    const url = new URL(requests[0].url);
+    expect(url.origin).toBe("https://proxy.example.com");
+    expect(url.pathname).toBe("/model_group/info");
+    expect(url.searchParams.get("model_group")).toBe("gpt-4o");
+  });
+
+  it("maps a non-2xx response to an ApiError carrying status and the derived message", async () => {
+    const { fetch } = capturingFetch(jsonResponse(403, { error: { message: "no access" } }));
+
+    await expect(fetchClient.GET("/model_group/info", { fetch })).rejects.toMatchObject({
+      name: "ApiError",
+      status: 403,
+      message: "no access",
+    });
+  });
+
+  it("returns the parsed body on a successful response", async () => {
+    const body = { data: [{ model_group: "gpt-4o" }] };
+    const { fetch } = capturingFetch(jsonResponse(200, body));
+
+    const { data, error } = await fetchClient.GET("/model_group/info", { fetch });
+
+    expect(error).toBeUndefined();
+    expect(data).toEqual(body);
+  });
+
+  it("reports the derived message to the registered error handler on a non-2xx response", async () => {
+    const onError = vi.fn();
+    registerErrorHandler(onError);
+    const { fetch } = capturingFetch(jsonResponse(401, { error: { message: "Authentication Error - Expired Key" } }));
+
+    await expect(fetchClient.GET("/model_group/info", { fetch })).rejects.toBeInstanceOf(Error);
+
+    expect(onError).toHaveBeenCalledWith("Authentication Error - Expired Key");
+  });
+
+  it("does not call the error handler on a successful response", async () => {
+    const onError = vi.fn();
+    registerErrorHandler(onError);
+    const { fetch } = capturingFetch(jsonResponse(200, { data: [] }));
+
+    await fetchClient.GET("/model_group/info", { fetch });
+
+    expect(onError).not.toHaveBeenCalled();
+  });
+});
diff --git a/ui/litellm-dashboard/src/lib/http/api.ts b/ui/litellm-dashboard/src/lib/http/api.ts
new file mode 100644
index 00000000000..2e8e1d36c5b
--- /dev/null
+++ b/ui/litellm-dashboard/src/lib/http/api.ts
@@ -0,0 +1,48 @@
+import createFetchClient, { type Middleware } from "openapi-fetch";
+import type { paths } from "./schema";
+import { ApiError, deriveErrorMessage } from "./client";
+import { getAuthHeaderName, getAuthToken, getRequestBaseUrl, reportError } from "./runtime";
+
+const rebaseUrl = (requestUrl: string, base: string): string => {
+  const { pathname, search } = new URL(requestUrl);
+  return `${base.replace(/\/+$/, "")}${pathname}${search}`;
+};
+
+const middleware: Middleware = {
+  onRequest({ request }) {
+    const base = getRequestBaseUrl();
+    const next = new Request(base ? rebaseUrl(request.url, base) : request.url, request);
+    const token = getAuthToken();
+    if (token) {
+      next.headers.set(getAuthHeaderName(), `Bearer ${token}`);
+    }
+    return next;
+  },
+  async onResponse({ response }) {
+    if (response.ok) return response;
+    const raw = await response.clone().text();
+    let body: unknown = raw;
+    let message: string;
+    try {
+      body = JSON.parse(raw);
+      message = deriveErrorMessage(body);
+    } catch {
+      message = raw || `HTTP ${response.status}`;
+    }
+    reportError(message);
+    throw new ApiError(message, response.status, body);
+  },
+};
+
+/**
+ * The typed, schema-bound HTTP client. Use it inside TanStack Query hooks
+ * (`fetchClient.GET("/path", { params })`) and for imperative calls; path
+ * params, query params, and request bodies are inferred from schema.d.ts.
+ *
+ * The creation-time base is the current origin so request URLs are absolute; the
+ * middleware rebases each call onto the runtime base when one is registered (a
+ * split-origin proxy or worker URL), injects the auth header, and maps non-2xx
+ * responses to ApiError so query functions can just read `.data`.
+ */
+export const fetchClient = createFetchClient<paths>({ baseUrl: globalThis.location?.origin ?? "" });
+fetchClient.use(middleware);
diff --git a/ui/litellm-dashboard/src/lib/http/runtime.test.ts b/ui/litellm-dashboard/src/lib/http/runtime.test.ts
new file mode 100644
index 00000000000..a475cc2bb10
--- /dev/null
+++ b/ui/litellm-dashboard/src/lib/http/runtime.test.ts
@@ -0,0 +1,22 @@
+import { afterEach, describe, expect, it, vi } from "vitest";
+import { getAuthHeaderName, getRequestBaseUrl } from "./runtime";
+
+describe("runtime request config defaults", () => {
+  afterEach(() => {
+    vi.unstubAllEnvs();
+  });
+
+  it("resolves the default base URL from NEXT_PUBLIC_BASE_URL before a getter is registered", () => {
+    vi.stubEnv("NEXT_PUBLIC_BASE_URL", "https://proxy.example.com/");
+    expect(getRequestBaseUrl()).toBe("https://proxy.example.com");
+  });
+
+  it("defaults the base URL to same-origin when NEXT_PUBLIC_BASE_URL is unset", () => {
+    vi.stubEnv("NEXT_PUBLIC_BASE_URL", "");
+    expect(getRequestBaseUrl()).toBe("");
+  });
+
+  it("defaults the auth header name to Authorization", () => {
+    expect(getAuthHeaderName()).toBe("Authorization");
+  });
+});
diff --git a/ui/litellm-dashboard/src/lib/http/runtime.ts b/ui/litellm-dashboard/src/lib/http/runtime.ts
new file mode 100644
index 00000000000..dd105255fb1
--- /dev/null
+++ b/ui/litellm-dashboard/src/lib/http/runtime.ts
@@ -0,0 +1,46 @@
+import { resolveApiBase } from "./resolveApiBase";
+
+/**
+ * Runtime request config the typed client reads on every call. The values are
+ * mutable at runtime (base URL can switch to a worker origin; the auth header
+ * name and token come from the logged-in session), and they are owned outside
+ * this module: networking.tsx registers the base URL / header-name / token
+ * getters and the error handler. The token getter reads the session cookie, the
+ * same source useAuthorized decodes, so the client's token and the gate that
+ * enables a query cannot diverge. Keeping the seam here (not importing from the
+ * component tree) lets api.ts stay in lib/http without a layering inversion.
+ *
+ * The base URL default resolves from NEXT_PUBLIC_BASE_URL so a request still
+ * hits the right origin if it fires before networking registers its fuller
+ * getter (which additionally folds in the server root path from the live UI
+ * config). The auth header name has no build-time source, so it defaults to
+ * "Authorization" until the session's JWT supplies a custom one.
+ */
+
+type Getter<T> = () => T;
+
+let baseUrlGetter: Getter<string> = () => resolveApiBase({ explicitBase: process.env.NEXT_PUBLIC_BASE_URL });
+let authHeaderNameGetter: Getter<string> = () => "Authorization";
+let authTokenGetter: Getter<string | null> = () => null;
+let errorHandler: (message: string) => void = () => {};
+
+export const registerBaseUrlGetter = (getter: Getter<string>): void => {
+  baseUrlGetter = getter;
+};
+
+export const registerAuthHeaderNameGetter = (getter: Getter<string>): void => {
+  authHeaderNameGetter = getter;
+};
+
+export const registerAuthTokenGetter = (getter: Getter<string | null>): void => {
+  authTokenGetter = getter;
+};
+
+export const registerErrorHandler = (handler: (message: string) => void): void => {
+  errorHandler = handler;
+};
+
+export const getRequestBaseUrl = (): string => baseUrlGetter();
+export const getAuthHeaderName = (): string => authHeaderNameGetter();
+export const getAuthToken = (): string | null => authTokenGetter();
+export const reportError = (message: string): void => errorHandler(message);

From 1bf98c068762725e2bc5dec5598036456716c869 Mon Sep 17 00:00:00 2001
From: mubashir1osmani <mubashir.osmani777@gmail.com>
Date: Sat, 11 Jul 2026 14:11:00 -0400
Subject: [PATCH 317/370] test(e2e): cover Langfuse logging.yaml P0 logs_spend
 cells (#32857)

* test(e2e): cover Langfuse logging.yaml P0 logs_spend cells

Team, user/key, and org-scoped dynamic Langfuse callbacks drive real chat
traffic and assert calculatedTotalCost matches StandardLogging response_cost
and proxy spend. Also assert tool calls and applied guardrails land on the
trace. Missing env or proxy is a hard failure, never a skip

* test(e2e): use langfuse_otel callback for Langfuse spend coverage

Team and key dynamic logging attach callback_name=langfuse_otel (OTLP to
Langfuse) instead of the classic langfuse SDK. Match generations named
litellm_request by prompt marker and user_api_key_alias

* test(e2e): require Langfuse spend assert; drop AGENTS.md

Guardrail path no longer soft-gates logs_spend. Non-stream responses must
return positive x-litellm-response-cost; remove tests/e2e/AGENTS.md

* test(e2e): fail when Langfuse spend is missing on guardrail path

Always run logs_spend assertions for tool_permission; require positive
x-litellm-response-cost on non-stream and positive /spend/logs spend

* test(e2e): do not fall back to unmatched spend log rows

poll_proxy_spend_for_key returns None when response_id or positive-spend
filters match nothing, instead of silently using rows[0]
---
 tests/e2e/conftest.py                  |  48 +--
 tests/e2e/e2e_http.py                  |  23 +-
 tests/e2e/logging/conftest.py          |  32 +-
 tests/e2e/logging/logging_client.py    | 547 ++++++++++++++++++++++++-
 tests/e2e/logging/test_langfuse_e2e.py | 534 ++++++++++++++++++++++++
 tests/e2e/models.py                    |  33 ++
 6 files changed, 1164 insertions(+), 53 deletions(-)
 create mode 100644 tests/e2e/logging/test_langfuse_e2e.py

diff --git a/tests/e2e/conftest.py b/tests/e2e/conftest.py
index 82f2604d492..4c4c8fe735b 100644
--- a/tests/e2e/conftest.py
+++ b/tests/e2e/conftest.py
@@ -1,9 +1,9 @@
 """Shared fixtures for all live e2e suites under tests/e2e/.
 
-Design rule: skip on environment, fail on behavior. Live tests (marked `e2e`)
-skip when no proxy answers; once a request reaches the proxy, behavior is
-asserted. Pure unit coverage of the harness itself carries no `e2e` marker and
-runs regardless of whether a proxy is up.
+Design rule: hard failures only. Live tests (marked `e2e`) fail when no proxy
+answers or when credentials/env are missing; they never skip. Pure unit coverage
+of the harness itself carries no `e2e` marker and runs regardless of whether a
+proxy is up.
 
 Lifecycle: the `resources` fixture maps the init -> run -> teardown contract
 (lifecycle.E2ECase) onto pytest - setup is init(), the test body is run(), and
@@ -40,7 +40,7 @@ def pytest_configure(config: pytest.Config) -> None:
 
 
 def _liveness_reason(label: str, base_url: str) -> str | None:
-    """None if `base_url` answers its liveness probe, else a skip reason."""
+    """None if `base_url` answers its liveness probe, else a failure reason."""
     try:
         resp = requests.get(f"{base_url}/health/liveliness", timeout=5)
     except requests.RequestException as exc:
@@ -51,10 +51,10 @@ def _liveness_reason(label: str, base_url: str) -> str | None:
 
 
 @functools.lru_cache(maxsize=1)
-def _proxy_skip_reason() -> str | None:
-    """Probe the proxy once per session. None if it answers, else a skip reason. In
-    a split deployment the management/admin control plane is a separate service, so
-    require it too (when it differs) - else its tests would fail rather than skip."""
+def _proxy_fail_reason() -> str | None:
+    """Probe the proxy once per session. None if it answers, else a failure reason.
+    In a split deployment the management/admin control plane is a separate service,
+    so require it too when it differs."""
     reason = _liveness_reason("proxy", PROXY_BASE_URL)
     if reason is not None:
         return reason
@@ -64,19 +64,19 @@ def _proxy_skip_reason() -> str | None:
 
 
 def pytest_runtest_setup(item: pytest.Item) -> None:
-    """Skip `e2e`-marked tests unless a proxy answers its liveness probe. Unmarked
-    tests (unit coverage of the harness) don't touch the proxy, so they run even
-    when none is up."""
+    """Hard-fail `e2e`-marked tests unless a proxy answers its liveness probe.
+    Unmarked tests (unit coverage of the harness) don't touch the proxy, so they
+    run even when none is up. Never skip for a missing proxy."""
     if item.get_closest_marker("e2e") is None:
         return
-    reason = _proxy_skip_reason()
+    reason = _proxy_fail_reason()
     if reason is not None:
-        pytest.skip(reason)
+        pytest.fail(reason)
 
 
 def pytest_runtest_call(item: pytest.Item) -> None:
-    """Mark that an e2e test body actually ran (not skipped at setup). Skipped
-    sessions never reach this hook, so the session-finish cleanup can use it as a
+    """Mark that an e2e test body actually ran (setup passed). Sessions that fail
+    setup never reach this hook, so the session-finish cleanup can use it as a
     guard before truncating the spend-log DB. Tests under `tests/e2e/` without the
     `e2e` marker (pure unit coverage for the harness itself) never hit the proxy,
     so they must not arm the destructive DB truncate."""
@@ -87,12 +87,12 @@ def pytest_runtest_call(item: pytest.Item) -> None:
 
 def pytest_sessionfinish(session: pytest.Session, exitstatus: int) -> None:
     """Once the whole e2e session is done (all suites), truncate the spend logs so
-    the DB doesn't accumulate test rows. Skipped sessions (no live proxy, no test
-    actually executed) leave the DB alone so a `DATABASE_URL` pointing at a shared
-    instance is never wiped without an e2e run. Best-effort: a cleanup failure (no
-    DB reachable) must not fail the run. The spend_tracking dir goes on sys.path
-    only for this import and is removed after, so a broader `pytest tests/` run is
-    not left with a mutated path."""
+    the DB doesn't accumulate test rows. Sessions where no e2e test body ran leave
+    the DB alone so a `DATABASE_URL` pointing at a shared instance is never wiped
+    without an e2e run. Best-effort: a cleanup failure (no DB reachable) must not
+    fail the run. The spend_tracking dir goes on sys.path only for this import and
+    is removed after, so a broader `pytest tests/` run is not left with a mutated
+    path."""
     if not session.stash.get(_E2E_TEST_RAN, False):
         return
     spend_dir = str(Path(__file__).parent / "spend_tracking")
@@ -102,7 +102,7 @@ def pytest_sessionfinish(session: pytest.Session, exitstatus: int) -> None:
 
         reset_spend_logs()
     except Exception as exc:  # noqa: BLE001 - cleanup is best-effort
-        print(f"spend-log cleanup skipped: {exc}")
+        print(f"spend-log cleanup best-effort failed: {exc}")
     finally:
         if spend_dir in sys.path:
             sys.path.remove(spend_dir)
@@ -112,7 +112,7 @@ def pytest_sessionfinish(session: pytest.Session, exitstatus: int) -> None:
 
         remediate(session)
     except Exception as exc:  # noqa: BLE001 - remediation is best-effort
-        print(f"devin remediation skipped: {exc}")
+        print(f"devin remediation best-effort failed: {exc}")
 
 
 @pytest.fixture
diff --git a/tests/e2e/e2e_http.py b/tests/e2e/e2e_http.py
index 7b8d3045d3b..32005faed4b 100644
--- a/tests/e2e/e2e_http.py
+++ b/tests/e2e/e2e_http.py
@@ -107,13 +107,15 @@ def healthy(self) -> bool:
 
 class StreamingResponse(BaseModel):
     """Raw outcome for calls whose body is provider-native or streamed: status, the
-    x-litellm-call-id header (== SpendLogs.request_id), the content-type (which
-    tells streaming `text/event-stream` from non-streaming `application/json`), and
-    the body. Used by passthrough and streaming, where one validated JSON model
-    does not fit."""
+    x-litellm-call-id header, the x-litellm-response-cost header (StandardLogging
+    response_cost), the content-type (which tells streaming `text/event-stream` from
+    non-streaming `application/json`), and the body. SpendLogs.request_id is the
+    completion body id, not call_id. Used by passthrough and streaming, where one
+    validated JSON model does not fit."""
 
     status_code: int
     call_id: str | None = None  # x-litellm-call-id header
+    response_cost: float | None = None  # x-litellm-response-cost header
     content_type: str | None = None
     body: str
     chunks: int = 0  # streamed events (0 for non-streaming)
@@ -260,13 +262,25 @@ def probe(
     return ProbeResult(status_code=resp.status_code, body=resp.text)
 
 
+def _parse_response_cost(resp: requests.Response) -> float | None:
+    raw = _hdr(resp, "x-litellm-response-cost")
+    if raw is None or raw == "":
+        return None
+    try:
+        return float(raw)
+    except ValueError:
+        return None
+
+
 def _streaming_outcome(resp: requests.Response, stream: bool) -> StreamingResponse:
     call_id = _hdr(resp, "x-litellm-call-id")
+    response_cost = _parse_response_cost(resp)
     content_type = _hdr(resp, "content-type")
     if not stream or not (200 <= resp.status_code < 300):
         return StreamingResponse(
             status_code=resp.status_code,
             call_id=call_id,
+            response_cost=response_cost,
             content_type=content_type,
             body=resp.text,
         )
@@ -275,6 +289,7 @@ def _streaming_outcome(resp: requests.Response, stream: bool) -> StreamingRespon
     return StreamingResponse(
         status_code=resp.status_code,
         call_id=call_id,
+        response_cost=response_cost,
         content_type=content_type,
         body="<streamed>",
         chunks=chunks,
diff --git a/tests/e2e/logging/conftest.py b/tests/e2e/logging/conftest.py
index 40c19aefca7..567355f23ac 100644
--- a/tests/e2e/logging/conftest.py
+++ b/tests/e2e/logging/conftest.py
@@ -1,37 +1,43 @@
-"""Fixtures for the Datadog logging suite.
+"""Fixtures for the logging e2e suite.
 
-These tests drive the Datadog batch-send path (#25663) directly against the real
-Datadog logs intake with synthetic events - no LLM calls, no proxy, no log
-read-back - so they need only the shipping credentials DD_API_KEY + DD_SITE
-(DD_SERVICE is an optional tag). No Datadog Application key is required, and they
-skip when the shipping credentials are absent from the environment.
+Missing proxy, provider keys, or integration credentials are hard failures.
+Never pytest.skip from this suite for environment gaps.
 """
 
+from __future__ import annotations
+
 import os
 
 import pytest
 
-from logging_client import LoggingClient, build_logging_client
+from logging_client import LangfuseCreds, LoggingClient, build_logging_client, load_langfuse_creds
 
 
 def pytest_configure(config: pytest.Config) -> None:
     config.addinivalue_line(
         "markers",
-        "covers: registry cell a test covers, e.g. logging.datadog.success.writes_object",
+        "covers: registry cell a test covers, e.g. logging.langfuse.success.logs_spend",
     )
 
 
 @pytest.fixture(scope="session")
 def client() -> LoggingClient:
     """The logging suite's client: holds the shared Gateway so `resources` /
-    `scoped_key` clean up keys, and adds `/metrics` scraping."""
+    `scoped_key` clean up keys and teams, and adds `/metrics` scraping plus
+    Langfuse read-back."""
     return build_logging_client()
 
 
 @pytest.fixture
 def datadog_creds() -> None:
-    """Gate the suite on the Datadog shipping credentials. The DataDogLogger is built
-    inside each async test, not here, because its __init__ schedules a periodic-flush
-    task via asyncio.create_task and so needs a running event loop."""
+    """Require Datadog shipping credentials. Hard-fail when absent; never skip."""
     if not (os.getenv("DD_API_KEY") and os.getenv("DD_SITE")):
-        pytest.skip("set DD_API_KEY and DD_SITE to run the Datadog logging suite")
+        pytest.fail(
+            "Datadog e2e requires DD_API_KEY and DD_SITE; missing credentials is a hard failure, not a skip"
+        )
+
+
+@pytest.fixture(scope="session")
+def langfuse_creds() -> LangfuseCreds:
+    """Require real Langfuse cloud credentials for team callback + trace poll."""
+    return load_langfuse_creds()
diff --git a/tests/e2e/logging/logging_client.py b/tests/e2e/logging/logging_client.py
index a3213fbdb00..06b219fc6e2 100644
--- a/tests/e2e/logging/logging_client.py
+++ b/tests/e2e/logging/logging_client.py
@@ -1,48 +1,571 @@
-"""Client for the logging e2e suite: drive traffic and scrape the proxy's
-Prometheus ``/metrics`` endpoint.
+"""Client for the logging e2e suite: team/key/org-scoped Langfuse OTEL callbacks,
+chat (including tools), Prometheus scrape, and Langfuse observation read-back.
 
-Holds the shared Gateway so the ``resources`` fixture cleans up keys it creates.
-``/metrics`` is exposed as plaintext (not a typed JSON body), so scraping goes
-through ``transport.probe`` and returns the raw exposition text for a Prometheus
-parser to read.
+Holds the shared Gateway so the ``resources`` fixture cleans up keys, teams,
+users, orgs, and models it creates. External Langfuse reads go through
+``e2e_http`` (the only module allowed to call ``requests.*``).
+
+Uses the ``langfuse_otel`` callback (OTLP to ``{host}/api/public/otel``), not
+the classic ``langfuse`` SDK callback. OTEL generations land as name
+``litellm_request``; correlate by unique prompt marker and ``user_api_key_alias``
+in metadata. Spend is on ``calculatedTotalCost`` (StandardLogging response_cost).
 """
 
 from __future__ import annotations
 
+import base64
+import json
+import os
+import time
 from dataclasses import dataclass
+from typing import Literal
+
+import pytest
+from pydantic import BaseModel, ConfigDict, Field
 
+from e2e_config import POLL_INTERVAL, POLL_TIMEOUT
 from e2e_gateway import Gateway, build_gateway
-from e2e_http import NoBody, unwrap
-from models import ChatBody, ChatMessage, ChatResponse, KeyGenerateBody
+from e2e_http import (
+    URL,
+    AuthHeaders,
+    NoBody,
+    StreamingResponse,
+    Success,
+    get,
+    unwrap,
+)
+from models import (
+    ChatBody,
+    ChatMessage,
+    ChatResponse,
+    ChatTool,
+    ChatToolFunction,
+    KeyGenerateBody,
+    KeyLoggingCallback,
+    KeyLoggingCallbackVars,
+    KeyMetadata,
+    LiteLLMParamsBody,
+    OrgDeleteBody,
+    OrgNewBody,
+    OrgNewResponse,
+    SpendLogRow,
+    TeamDeleteBody,
+    TeamNewBody,
+    TeamNewResponse,
+    UserDeleteBody,
+    UserNewBody,
+    UserNewResponse,
+)
+
+# Deliberately invalid *upstream provider* key for failure-path tests.
+# Not a LiteLLM virtual key; OpenAI must reject it after the proxy accepts the call.
+INVALID_UPSTREAM_API_KEY = "sk-upstream-invalid-for-langfuse-e2e-only"
+
+WEATHER_TOOL = ChatTool(
+    type="function",
+    function=ChatToolFunction(
+        name="get_weather",
+        description="Get the current weather for a city",
+        parameters={
+            "type": "object",
+            "properties": {"city": {"type": "string"}},
+            "required": ["city"],
+        },
+    ),
+)
+
+
+class TeamCallbackBody(BaseModel):
+    callback_name: Literal["langfuse_otel", "langfuse", "langsmith", "gcs"]
+    callback_type: Literal["success", "failure", "success_and_failure"]
+    callback_vars: dict[str, str]
+
+
+class TeamCallbackResponse(BaseModel):
+    model_config = ConfigDict(extra="ignore")
+
+    status: str
+
+
+class GuardrailLitellmParams(BaseModel):
+    guardrail: str
+    mode: str
+    default_on: bool = False
+    rules: list[dict[str, object]] | None = None
+    default_action: str | None = None
+    on_disallowed_action: str | None = None
+
+
+class GuardrailSpec(BaseModel):
+    guardrail_name: str
+    litellm_params: GuardrailLitellmParams
+
+
+class CreateGuardrailBody(BaseModel):
+    guardrail: GuardrailSpec
+
+
+class CreateGuardrailResponse(BaseModel):
+    model_config = ConfigDict(extra="ignore")
+
+    guardrail_id: str | None = None
+    guardrail_name: str | None = None
+
+
+class LangfuseObservation(BaseModel):
+    model_config = ConfigDict(extra="ignore", populate_by_name=True)
+
+    id: str
+    trace_id: str | None = Field(default=None, alias="traceId")
+    name: str | None = None
+    type: str | None = None
+    calculated_total_cost: float | None = Field(default=None, alias="calculatedTotalCost")
+    level: str | None = None
+    input: object | None = None
+    output: object | None = None
+    metadata: object | None = None
+    usage: object | None = None
+    usage_details: object | None = Field(default=None, alias="usageDetails")
+    model: str | None = None
+
+
+class LangfuseObservationList(BaseModel):
+    model_config = ConfigDict(extra="ignore")
+
+    data: list[LangfuseObservation] = []
+
+
+class LangfuseListParams(BaseModel):
+    model_config = ConfigDict(populate_by_name=True)
+
+    limit: int = 100
+    trace_id: str | None = Field(default=None, alias="traceId")
+    name: str | None = None
+    from_start_time: str | None = Field(default=None, alias="fromStartTime")
+
+
+@dataclass(frozen=True, slots=True)
+class LangfuseCreds:
+    public_key: str
+    secret_key: str
+    host: str
+
+    @property
+    def auth_headers(self) -> AuthHeaders:
+        token = base64.b64encode(f"{self.public_key}:{self.secret_key}".encode()).decode()
+        return AuthHeaders(authorization=f"Basic {token}")
+
+    def callback_vars(self) -> dict[str, str]:
+        return {
+            "langfuse_public_key": self.public_key,
+            "langfuse_secret_key": self.secret_key,
+            "langfuse_host": self.host,
+        }
+
+    def key_logging_metadata(self) -> KeyMetadata:
+        return KeyMetadata(
+            logging=[
+                KeyLoggingCallback(
+                    callback_name="langfuse_otel",
+                    callback_type="success_and_failure",
+                    callback_vars=KeyLoggingCallbackVars(
+                        langfuse_public_key=self.public_key,
+                        langfuse_secret_key=self.secret_key,
+                        langfuse_host=self.host,
+                    ),
+                )
+            ]
+        )
+
+
+def load_langfuse_creds() -> LangfuseCreds:
+    public_key = os.getenv("LANGFUSE_PUBLIC_KEY")
+    secret_key = os.getenv("LANGFUSE_SECRET_KEY")
+    host = (os.getenv("LANGFUSE_BASE_URL") or os.getenv("LANGFUSE_HOST") or "").rstrip("/")
+    if not (public_key and secret_key and host):
+        pytest.fail(
+            "Langfuse e2e requires LANGFUSE_PUBLIC_KEY, LANGFUSE_SECRET_KEY, and "
+            "LANGFUSE_BASE_URL (or LANGFUSE_HOST); missing credentials is a hard failure, not a skip"
+        )
+    return LangfuseCreds(public_key=public_key, secret_key=secret_key, host=host)
+
+
+def observation_spend(obs: LangfuseObservation) -> float | None:
+    """Langfuse calculatedTotalCost is populated from StandardLogging response_cost."""
+    return obs.calculated_total_cost
+
+
+def costs_agree(expected: float, actual: float, *, rel_tol: float = 0.05) -> bool:
+    """Costs agree within 5% relative (or 1e-9 absolute for near-zero)."""
+    return abs(expected - actual) <= max(1e-9, abs(expected) * rel_tol)
+
+
+def completion_response_id(body: str) -> str | None:
+    """SpendLogs.request_id is the chat completion body id, not x-litellm-call-id."""
+    if not body or body == "<streamed>":
+        return None
+    try:
+        parsed = json.loads(body)
+    except json.JSONDecodeError:
+        return None
+    if not isinstance(parsed, dict):
+        return None
+    raw = parsed.get("id")
+    return raw if isinstance(raw, str) and raw else None
+
+
+def _matches_run(obs: LangfuseObservation, *, key_alias: str, prompt_marker: str) -> bool:
+    """Match a Langfuse generation for this run.
+
+    langfuse_otel names generations ``litellm_request`` (not ``litellm:{alias}``).
+    Prefer the unique prompt marker in input; fall back to key alias in metadata
+    (user_api_key_alias) or the classic SDK generation name.
+    """
+    if prompt_marker and prompt_marker in json.dumps(obs.input, default=str):
+        return True
+    meta_blob = json.dumps(obs.metadata, default=str) if obs.metadata is not None else ""
+    if key_alias and key_alias in meta_blob:
+        return True
+    if obs.name == f"litellm:{key_alias}":
+        return True
+    return False
+
+
+def observation_mentions_tool(obs: LangfuseObservation, tool_name: str) -> bool:
+    blob = json.dumps(
+        {"input": obs.input, "output": obs.output, "metadata": obs.metadata},
+        default=str,
+    )
+    return tool_name in blob
+
+
+def observation_has_guardrail(obs: LangfuseObservation, *, guardrail_name: str) -> bool:
+    blob = json.dumps(obs.metadata, default=str) if obs.metadata is not None else ""
+    if guardrail_name in blob or "guardrail" in blob.lower():
+        return True
+    if obs.name is not None and "guardrail" in obs.name.lower():
+        return True
+    return False
 
 
 @dataclass(frozen=True, slots=True)
 class LoggingClient:
     gateway: Gateway
 
-    def key_with_alias(self, alias: str, *, models: list[str]) -> str:
+    def key_with_alias(
+        self,
+        alias: str,
+        *,
+        models: list[str],
+        team_id: str | None = None,
+        user_id: str | None = None,
+        organization_id: str | None = None,
+        metadata: KeyMetadata | None = None,
+    ) -> str:
         return self.gateway.generate_key(
-            KeyGenerateBody(key_alias=alias, models=models, user_id=f"e2e-{alias}")
+            KeyGenerateBody(
+                key_alias=alias,
+                models=models,
+                user_id=user_id or f"e2e-{alias}",
+                team_id=team_id,
+                organization_id=organization_id,
+                metadata=metadata,
+            )
         )
 
     def delete_key(self, key: str) -> None:
         self.gateway.delete_key(key)
 
+    def create_team(
+        self,
+        alias: str,
+        *,
+        models: list[str],
+        organization_id: str | None = None,
+    ) -> str:
+        return unwrap(
+            self.gateway.transport.post(
+                "/team/new",
+                headers=self.gateway.transport.master,
+                json=TeamNewBody(
+                    team_alias=alias,
+                    models=models,
+                    organization_id=organization_id,
+                ),
+                response_type=TeamNewResponse,
+            )
+        ).team_id
+
+    def delete_team(self, team_id: str) -> None:
+        _ = self.gateway.transport.post(
+            "/team/delete",
+            headers=self.gateway.transport.master,
+            json=TeamDeleteBody(team_ids=[team_id]),
+            response_type=NoBody,
+        )
+
+    def create_user(self, *, user_email: str, user_id: str | None = None) -> str:
+        return unwrap(
+            self.gateway.transport.post(
+                "/user/new",
+                headers=self.gateway.transport.master,
+                json=UserNewBody(
+                    user_email=user_email,
+                    user_role="internal_user",
+                    user_id=user_id,
+                ),
+                response_type=UserNewResponse,
+            )
+        ).user_id
+
+    def delete_user(self, user_id: str) -> None:
+        _ = self.gateway.transport.post(
+            "/user/delete",
+            headers=self.gateway.transport.master,
+            json=UserDeleteBody(user_ids=[user_id]),
+            response_type=NoBody,
+        )
+
+    def create_org(self, alias: str, *, models: list[str]) -> str:
+        return unwrap(
+            self.gateway.transport.post(
+                "/organization/new",
+                headers=self.gateway.transport.master,
+                json=OrgNewBody(organization_alias=alias, models=models),
+                response_type=OrgNewResponse,
+            )
+        ).organization_id
+
+    def delete_org(self, organization_id: str) -> None:
+        _ = self.gateway.transport.delete(
+            "/organization/delete",
+            headers=self.gateway.transport.master,
+            json=OrgDeleteBody(organization_ids=[organization_id]),
+            response_type=NoBody,
+        )
+
+    def add_team_langfuse_callback(
+        self,
+        team_id: str,
+        creds: LangfuseCreds,
+        *,
+        callback_type: Literal["success", "failure", "success_and_failure"] = "success_and_failure",
+    ) -> None:
+        response = unwrap(
+            self.gateway.transport.post(
+                f"/team/{team_id}/callback",
+                headers=self.gateway.transport.master,
+                json=TeamCallbackBody(
+                    callback_name="langfuse_otel",
+                    callback_type=callback_type,
+                    callback_vars=creds.callback_vars(),
+                ),
+                response_type=TeamCallbackResponse,
+            )
+        )
+        assert response.status == "success", (
+            f"POST /team/{team_id}/callback must return status=success; got {response.status!r}"
+        )
+
+    def create_tool_permission_guardrail(self, name: str, *, allowed_tool: str) -> str:
+        """Register a tool_permission guardrail that allows one tool and denies the rest."""
+        response = unwrap(
+            self.gateway.transport.post(
+                "/guardrails",
+                headers=self.gateway.transport.master,
+                json=CreateGuardrailBody(
+                    guardrail=GuardrailSpec(
+                        guardrail_name=name,
+                        litellm_params=GuardrailLitellmParams(
+                            guardrail="tool_permission",
+                            mode="post_call",
+                            default_on=False,
+                            default_action="deny",
+                            on_disallowed_action="block",
+                            rules=[
+                                {
+                                    "id": "allow-named-tool",
+                                    "tool_name": allowed_tool,
+                                    "decision": "allow",
+                                }
+                            ],
+                        ),
+                    )
+                ),
+                response_type=CreateGuardrailResponse,
+            )
+        )
+        guardrail_id = response.guardrail_id
+        assert guardrail_id, f"create guardrail returned no id: {response!r}"
+        return guardrail_id
+
+    def delete_guardrail(self, guardrail_id: str) -> None:
+        _ = self.gateway.transport.delete(
+            f"/guardrails/{guardrail_id}",
+            headers=self.gateway.transport.master,
+            json=NoBody(),
+            response_type=NoBody,
+        )
+
+    def create_model(self, model_name: str, litellm_params: LiteLLMParamsBody) -> str:
+        return self.gateway.create_model(model_name, litellm_params)
+
+    def delete_model(self, model_id: str) -> None:
+        self.gateway.delete_model(model_id)
+
     def chat(self, key: str, model: str, text: str) -> ChatResponse:
         return unwrap(
             self.gateway.chat(
                 key,
                 ChatBody(
                     model=model,
-                messages=[ChatMessage(role="user", content=text)],
-                max_tokens=64,
+                    messages=[ChatMessage(role="user", content=text)],
+                    max_tokens=64,
                 ),
             )
         )
 
+    def chat_raw(
+        self,
+        key: str,
+        model: str,
+        text: str,
+        *,
+        stream: bool = False,
+        tools: list[ChatTool] | None = None,
+        tool_choice: str | None = None,
+        guardrails: list[str] | None = None,
+        max_tokens: int = 64,
+    ) -> StreamingResponse:
+        body = ChatBody(
+            model=model,
+            messages=[ChatMessage(role="user", content=text)],
+            max_tokens=max_tokens,
+            stream=stream,
+            tools=tools,
+            tool_choice=tool_choice,
+            guardrails=guardrails,
+        )
+        if stream:
+            return self.gateway.chat_stream(key, body)
+        return self.gateway.transport.send(
+            "/chat/completions",
+            headers=self.gateway.transport.bearer(key),
+            json=body,
+        )
+
     def scrape_metrics(self) -> str:
         return self.gateway.probe("/metrics", params=NoBody()).body
 
+    def poll_proxy_spend_for_key(
+        self,
+        key: str,
+        *,
+        response_id: str | None = None,
+        require_positive_spend: bool = True,
+    ) -> SpendLogRow | None:
+        """Poll /spend/logs by virtual key.
+
+        When ``response_id`` is set, only that SpendLogs.request_id may match.
+        When unset, any positive-spend row for the key is accepted. Never falls
+        back to an unmatched row; missing match returns None.
+        """
+
+        def _matches(row: SpendLogRow) -> bool:
+            if response_id is not None and row.request_id != response_id:
+                return False
+            if require_positive_spend and not (row.spend is not None and row.spend > 0):
+                return False
+            return True
+
+        rows = self.gateway.poll_logs_for_key(
+            key, min_rows=1, predicate=lambda rs: any(_matches(r) for r in rs)
+        )
+        for row in rows:
+            if _matches(row):
+                return row
+        return None
+
+    def list_langfuse_observations(
+        self,
+        creds: LangfuseCreds,
+        *,
+        trace_id: str | None = None,
+        name: str | None = None,
+        from_start_time: str | None = None,
+    ) -> list[LangfuseObservation]:
+        result = get(
+            URL(f"{creds.host}/api/public/observations"),
+            headers=creds.auth_headers,
+            params=LangfuseListParams(
+                limit=100,
+                trace_id=trace_id,
+                name=name,
+                from_start_time=from_start_time,
+            ),
+            response_type=LangfuseObservationList,
+            timeout=30.0,
+        )
+        match result:
+            case Success(data=page):
+                return page.data
+            case _:
+                return []
+
+    def find_langfuse_observation(
+        self,
+        creds: LangfuseCreds,
+        *,
+        key_alias: str,
+        prompt_marker: str,
+    ) -> LangfuseObservation | None:
+        # langfuse_otel generations are named litellm_request; classic SDK used
+        # litellm:{key_alias}. Search both, then a recent unfiltered page.
+        for name in ("litellm_request", f"litellm:{key_alias}"):
+            for obs in self.list_langfuse_observations(creds, name=name):
+                if _matches_run(obs, key_alias=key_alias, prompt_marker=prompt_marker):
+                    return obs
+        for obs in self.list_langfuse_observations(creds):
+            if _matches_run(obs, key_alias=key_alias, prompt_marker=prompt_marker):
+                return obs
+        return None
+
+    def poll_langfuse_observation(
+        self,
+        creds: LangfuseCreds,
+        *,
+        key_alias: str,
+        prompt_marker: str,
+        require_positive_cost: bool = False,
+    ) -> LangfuseObservation | None:
+        deadline = time.monotonic() + POLL_TIMEOUT
+        last: LangfuseObservation | None = None
+        while time.monotonic() < deadline:
+            last = self.find_langfuse_observation(
+                creds, key_alias=key_alias, prompt_marker=prompt_marker
+            )
+            if last is not None:
+                cost = observation_spend(last)
+                if not require_positive_cost or (cost is not None and cost > 0):
+                    return last
+            time.sleep(POLL_INTERVAL)
+        return last
+
+    def poll_langfuse_trace_observations(
+        self,
+        creds: LangfuseCreds,
+        *,
+        key_alias: str,
+        prompt_marker: str,
+    ) -> list[LangfuseObservation]:
+        """Generation plus any sibling/child observations (guardrail spans, etc.)."""
+        gen = self.poll_langfuse_observation(
+            creds, key_alias=key_alias, prompt_marker=prompt_marker
+        )
+        if gen is None or not gen.trace_id:
+            return [] if gen is None else [gen]
+        return self.list_langfuse_observations(creds, trace_id=gen.trace_id) or [gen]
+
 
 def build_logging_client() -> LoggingClient:
     return LoggingClient(gateway=build_gateway())
diff --git a/tests/e2e/logging/test_langfuse_e2e.py b/tests/e2e/logging/test_langfuse_e2e.py
new file mode 100644
index 00000000000..d014b5d8291
--- /dev/null
+++ b/tests/e2e/logging/test_langfuse_e2e.py
@@ -0,0 +1,534 @@
+"""Live e2e: Langfuse OTEL logs_spend for registry cells in logging.yaml P0.
+
+Registry cells:
+- logging.langfuse.success.logs_spend  (exercised_on chat_completions, messages, embeddings)
+- logging.langfuse.failure.logs_spend  (exercised_on chat_completions, messages)
+- logging.langfuse.stream.logs_spend   (exercised_on chat_completions, messages)
+
+Integration under test is ``langfuse_otel`` (OTLP to Langfuse), not the classic
+``langfuse`` SDK callback. StandardLoggingPayload.response_cost is the spend
+source of truth. Generations are named ``litellm_request``; correlate by unique
+prompt marker and user_api_key_alias in metadata.
+
+Dynamic credentials by product surface:
+- team: POST /team/{id}/callback with callback_name=langfuse_otel
+- user/key: key metadata.logging with callback_name=langfuse_otel
+- org: organization + team under it + team callback (no org-level callback API)
+
+Extra success paths assert tool calls and applied guardrails land on the trace.
+"""
+
+from __future__ import annotations
+
+import json
+
+import pytest
+
+from e2e_config import unique_marker
+from e2e_http import StreamingResponse, require_successful_call
+from lifecycle import ResourceManager
+from logging_client import (
+    INVALID_UPSTREAM_API_KEY,
+    WEATHER_TOOL,
+    LangfuseCreds,
+    LoggingClient,
+    completion_response_id,
+    costs_agree,
+    observation_has_guardrail,
+    observation_mentions_tool,
+    observation_spend,
+)
+from models import LiteLLMParamsBody
+
+pytestmark = pytest.mark.e2e
+
+DRIVER_MODEL = "gemini-2.5-flash"
+FAIL_BACKEND = "openai/gpt-4o-mini"
+
+
+def _json_blob(value: object) -> str:
+    return json.dumps(value, default=str)
+
+
+def _assert_logs_spend(
+    client: LoggingClient,
+    *,
+    key: str,
+    outcome: StreamingResponse,
+    obs_cost: float | None,
+    scope: str,
+    require_positive: bool = True,
+) -> None:
+    """logs_spend: Langfuse cost matches StandardLogging response_cost and proxy spend.
+
+    Non-stream responses expose response_cost on x-litellm-response-cost. Streaming
+    sends headers before final cost is known, so stream paths rely on /spend/logs.
+    """
+    if not require_positive:
+        assert obs_cost is not None, (
+            f"{scope}: failure path must still track spend (0 is fine); cost={obs_cost!r}"
+        )
+        return
+
+    assert obs_cost is not None and obs_cost > 0, (
+        f"{scope}: Langfuse must log positive spend; calculatedTotalCost={obs_cost!r}"
+    )
+    # Stream responses send headers before final cost is known, so the cost header
+    # is often absent; non-stream must always expose x-litellm-response-cost.
+    if not outcome.is_streaming:
+        assert outcome.response_cost is not None and outcome.response_cost > 0, (
+            f"{scope}: proxy must return positive x-litellm-response-cost; "
+            f"got {outcome.response_cost!r}"
+        )
+        assert costs_agree(outcome.response_cost, obs_cost), (
+            f"{scope}: Langfuse cost {obs_cost!r} disagrees with "
+            f"x-litellm-response-cost {outcome.response_cost!r}"
+        )
+    elif outcome.response_cost is not None and outcome.response_cost > 0:
+        assert costs_agree(outcome.response_cost, obs_cost), (
+            f"{scope}: Langfuse cost {obs_cost!r} disagrees with "
+            f"x-litellm-response-cost {outcome.response_cost!r}"
+        )
+    spend_row = client.poll_proxy_spend_for_key(
+        key,
+        response_id=completion_response_id(outcome.body),
+        require_positive_spend=True,
+    )
+    assert spend_row is not None and spend_row.spend is not None and spend_row.spend > 0, (
+        f"{scope}: proxy /spend/logs never produced a positive spend row for key"
+    )
+    assert costs_agree(spend_row.spend, obs_cost), (
+        f"{scope}: Langfuse cost {obs_cost!r} disagrees with proxy spend "
+        f"{spend_row.spend!r} (request_id={spend_row.request_id!r})"
+    )
+
+
+class TestLangfuseTeamLogging:
+    """Team-scoped callback via POST /team/{id}/callback."""
+
+    def _team_key(
+        self,
+        client: LoggingClient,
+        resources: ResourceManager,
+        creds: LangfuseCreds,
+        *,
+        models: list[str],
+        organization_id: str | None = None,
+    ) -> tuple[str, str, str]:
+        marker = unique_marker()
+        key_alias = f"e2e-lf-team-key-{marker}"
+        team_id = client.create_team(
+            f"e2e-lf-team-{marker}",
+            models=models,
+            organization_id=organization_id,
+        )
+        resources.defer(lambda: client.delete_team(team_id))
+        client.add_team_langfuse_callback(team_id, creds)
+        key = client.key_with_alias(key_alias, models=models, team_id=team_id)
+        resources.defer(lambda: client.delete_key(key))
+        return team_id, key, key_alias
+
+    @pytest.mark.covers("logging.langfuse.success.logs_spend", exercised_on=["chat_completions"])
+    def test_success_logs_spend(
+        self,
+        client: LoggingClient,
+        resources: ResourceManager,
+        langfuse_creds: LangfuseCreds,
+    ) -> None:
+        _, key, key_alias = self._team_key(
+            client, resources, langfuse_creds, models=[DRIVER_MODEL]
+        )
+        prompt_marker = unique_marker()
+        outcome = client.chat_raw(
+            key, DRIVER_MODEL, f"reply with one word only {prompt_marker}"
+        )
+        require_successful_call(outcome)
+
+        obs = client.poll_langfuse_observation(
+            langfuse_creds,
+            key_alias=key_alias,
+            prompt_marker=prompt_marker,
+            require_positive_cost=True,
+        )
+        assert obs is not None, (
+            f"team scope: Langfuse never received generation for key_alias={key_alias!r}"
+        )
+        _assert_logs_spend(
+            client,
+            key=key,
+            outcome=outcome,
+            obs_cost=observation_spend(obs),
+            scope="team-success",
+        )
+
+    @pytest.mark.covers("logging.langfuse.failure.logs_spend", exercised_on=["chat_completions"])
+    def test_failure_logs_spend(
+        self,
+        client: LoggingClient,
+        resources: ResourceManager,
+        langfuse_creds: LangfuseCreds,
+    ) -> None:
+        """Provider-auth failure still ships a Langfuse observation with spend tracked.
+
+        Uses a throwaway deployment whose upstream OpenAI key is
+        INVALID_UPSTREAM_API_KEY (not a LiteLLM virtual key).
+        """
+        prompt_marker = unique_marker()
+        model_name = f"e2e-lf-fail-{prompt_marker}"
+        model_id = client.create_model(
+            model_name,
+            LiteLLMParamsBody(model=FAIL_BACKEND, api_key=INVALID_UPSTREAM_API_KEY),
+        )
+        resources.defer(lambda: client.delete_model(model_id))
+
+        _, key, key_alias = self._team_key(
+            client, resources, langfuse_creds, models=[model_name]
+        )
+        outcome = client.chat_raw(key, model_name, f"this must fail {prompt_marker}")
+        assert not outcome.ok, (
+            f"expected upstream provider failure for {INVALID_UPSTREAM_API_KEY!r}, "
+            f"got {outcome.status_code}: {outcome.body[:200]}"
+        )
+
+        obs = client.poll_langfuse_observation(
+            langfuse_creds,
+            key_alias=key_alias,
+            prompt_marker=prompt_marker,
+            require_positive_cost=False,
+        )
+        assert obs is not None, (
+            f"team failure path: Langfuse never received generation for key_alias={key_alias!r}"
+        )
+        _assert_logs_spend(
+            client,
+            key=key,
+            outcome=outcome,
+            obs_cost=observation_spend(obs),
+            scope="team-failure",
+            require_positive=False,
+        )
+
+    @pytest.mark.covers("logging.langfuse.stream.logs_spend", exercised_on=["chat_completions"])
+    def test_stream_logs_spend(
+        self,
+        client: LoggingClient,
+        resources: ResourceManager,
+        langfuse_creds: LangfuseCreds,
+    ) -> None:
+        _, key, key_alias = self._team_key(
+            client, resources, langfuse_creds, models=[DRIVER_MODEL]
+        )
+        prompt_marker = unique_marker()
+        outcome = client.chat_raw(
+            key, DRIVER_MODEL, f"reply with one word only {prompt_marker}", stream=True
+        )
+        require_successful_call(outcome)
+        assert outcome.is_streaming
+        assert outcome.chunks > 0
+
+        obs = client.poll_langfuse_observation(
+            langfuse_creds,
+            key_alias=key_alias,
+            prompt_marker=prompt_marker,
+            require_positive_cost=True,
+        )
+        assert obs is not None
+        # Streamed body is elided; correlate cost via header + key spend row.
+        _assert_logs_spend(
+            client,
+            key=key,
+            outcome=outcome,
+            obs_cost=observation_spend(obs),
+            scope="team-stream",
+        )
+
+    @pytest.mark.covers("logging.langfuse.success.logs_spend", exercised_on=["chat_completions"])
+    def test_tool_calls_logged_with_cost(
+        self,
+        client: LoggingClient,
+        resources: ResourceManager,
+        langfuse_creds: LangfuseCreds,
+    ) -> None:
+        _, key, key_alias = self._team_key(
+            client, resources, langfuse_creds, models=[DRIVER_MODEL]
+        )
+        prompt_marker = unique_marker()
+        outcome = client.chat_raw(
+            key,
+            DRIVER_MODEL,
+            f"Use get_weather for Paris. marker={prompt_marker}",
+            tools=[WEATHER_TOOL],
+            tool_choice="required",
+            max_tokens=128,
+        )
+        require_successful_call(outcome)
+        assert "get_weather" in outcome.body or "tool_calls" in outcome.body, (
+            f"gateway response must include a tool call; body={outcome.body[:300]}"
+        )
+
+        obs = client.poll_langfuse_observation(
+            langfuse_creds,
+            key_alias=key_alias,
+            prompt_marker=prompt_marker,
+            require_positive_cost=True,
+        )
+        assert obs is not None
+        assert observation_mentions_tool(obs, "get_weather"), (
+            f"Langfuse generation must record the tool; name={obs.name!r} "
+            f"input={str(obs.input)[:200]} output={str(obs.output)[:200]}"
+        )
+        _assert_logs_spend(
+            client,
+            key=key,
+            outcome=outcome,
+            obs_cost=observation_spend(obs),
+            scope="team-tools",
+        )
+
+    @pytest.mark.covers("logging.langfuse.success.logs_spend", exercised_on=["chat_completions"])
+    def test_tool_permission_guardrail_logged(
+        self,
+        client: LoggingClient,
+        resources: ResourceManager,
+        langfuse_creds: LangfuseCreds,
+    ) -> None:
+        """tool_permission post_call guardrail must appear on the Langfuse trace
+        (StandardLogging guardrail_information -> Langfuse guardrail span)."""
+        marker = unique_marker()
+        guardrail_name = f"e2e-lf-tool-perm-{marker}"
+        guardrail_id = client.create_tool_permission_guardrail(
+            guardrail_name, allowed_tool="get_weather"
+        )
+        resources.defer(lambda: client.delete_guardrail(guardrail_id))
+
+        _, key, key_alias = self._team_key(
+            client, resources, langfuse_creds, models=[DRIVER_MODEL]
+        )
+        prompt_marker = unique_marker()
+        outcome = client.chat_raw(
+            key,
+            DRIVER_MODEL,
+            f"Use get_weather for Berlin. marker={prompt_marker}",
+            tools=[WEATHER_TOOL],
+            tool_choice="required",
+            guardrails=[guardrail_name],
+            max_tokens=128,
+        )
+        require_successful_call(outcome)
+
+        observations = client.poll_langfuse_trace_observations(
+            langfuse_creds, key_alias=key_alias, prompt_marker=prompt_marker
+        )
+        assert observations, (
+            f"team+guardrail: no Langfuse observations for key_alias={key_alias!r}"
+        )
+        gen = next(
+            (
+                o
+                for o in observations
+                if prompt_marker in _json_blob(o.input)
+                or key_alias in _json_blob(o.metadata)
+                or o.name in (f"litellm:{key_alias}", "litellm_request")
+            ),
+            observations[0],
+        )
+        _assert_logs_spend(
+            client,
+            key=key,
+            outcome=outcome,
+            obs_cost=observation_spend(gen),
+            scope="team-guardrail",
+        )
+        assert any(
+            observation_has_guardrail(o, guardrail_name=guardrail_name)
+            or (o.name is not None and "guardrail" in o.name.lower())
+            for o in observations
+        ), (
+            f"Langfuse trace must include applied guardrail {guardrail_name!r}; "
+            f"observation names={[o.name for o in observations]}"
+        )
+
+
+class TestLangfuseUserKeyLogging:
+    """User-owned key with metadata.logging (key-level dynamic Langfuse credentials).
+
+    Product surface: key metadata.logging on /key/generate, not a separate
+    /user/.../callback route. The key is bound to a real /user/new user_id.
+    """
+
+    def _user_key(
+        self,
+        client: LoggingClient,
+        resources: ResourceManager,
+        creds: LangfuseCreds,
+        *,
+        models: list[str],
+    ) -> tuple[str, str, str]:
+        marker = unique_marker()
+        key_alias = f"e2e-lf-user-key-{marker}"
+        user_id = client.create_user(
+            user_email=f"e2e-lf-user-{marker}@example.com",
+            user_id=f"e2e-lf-user-{marker}",
+        )
+        resources.defer(lambda: client.delete_user(user_id))
+        key = client.key_with_alias(
+            key_alias,
+            models=models,
+            user_id=user_id,
+            metadata=creds.key_logging_metadata(),
+        )
+        resources.defer(lambda: client.delete_key(key))
+        return user_id, key, key_alias
+
+    @pytest.mark.covers("logging.langfuse.success.logs_spend", exercised_on=["chat_completions"])
+    def test_success_logs_spend(
+        self,
+        client: LoggingClient,
+        resources: ResourceManager,
+        langfuse_creds: LangfuseCreds,
+    ) -> None:
+        user_id, key, key_alias = self._user_key(
+            client, resources, langfuse_creds, models=[DRIVER_MODEL]
+        )
+        prompt_marker = unique_marker()
+        outcome = client.chat_raw(
+            key, DRIVER_MODEL, f"reply with one word only {prompt_marker}"
+        )
+        require_successful_call(outcome)
+
+        obs = client.poll_langfuse_observation(
+            langfuse_creds,
+            key_alias=key_alias,
+            prompt_marker=prompt_marker,
+            require_positive_cost=True,
+        )
+        assert obs is not None, (
+            f"user/key scope: Langfuse never received generation for key_alias={key_alias!r}"
+        )
+        meta_blob = _json_blob(obs.metadata)
+        assert user_id in meta_blob or key_alias in (obs.name or ""), (
+            f"user/key scope should attribute the user or key; metadata={meta_blob[:300]}"
+        )
+        _assert_logs_spend(
+            client,
+            key=key,
+            outcome=outcome,
+            obs_cost=observation_spend(obs),
+            scope="user-key",
+        )
+
+    @pytest.mark.covers("logging.langfuse.success.logs_spend", exercised_on=["chat_completions"])
+    def test_tool_calls_logged_with_cost(
+        self,
+        client: LoggingClient,
+        resources: ResourceManager,
+        langfuse_creds: LangfuseCreds,
+    ) -> None:
+        _, key, key_alias = self._user_key(
+            client, resources, langfuse_creds, models=[DRIVER_MODEL]
+        )
+        prompt_marker = unique_marker()
+        outcome = client.chat_raw(
+            key,
+            DRIVER_MODEL,
+            f"Use get_weather for Tokyo. marker={prompt_marker}",
+            tools=[WEATHER_TOOL],
+            tool_choice="required",
+            max_tokens=128,
+        )
+        require_successful_call(outcome)
+
+        obs = client.poll_langfuse_observation(
+            langfuse_creds,
+            key_alias=key_alias,
+            prompt_marker=prompt_marker,
+            require_positive_cost=True,
+        )
+        assert obs is not None
+        assert observation_mentions_tool(obs, "get_weather"), (
+            f"user/key tool path: tool missing from Langfuse; output={str(obs.output)[:200]}"
+        )
+        _assert_logs_spend(
+            client,
+            key=key,
+            outcome=outcome,
+            obs_cost=observation_spend(obs),
+            scope="user-key-tools",
+        )
+
+
+class TestLangfuseOrgScopedLogging:
+    """Org-scoped run: organization + team under it + team Langfuse callback.
+
+    There is no /organization/.../callback today; logging attaches at the team
+    (or key) under the org. This class proves org-linked team keys still deliver
+    accurate Langfuse spend and team attribution (StandardLogging metadata
+    user_api_key_team_id / user_api_key_org_id).
+    """
+
+    def _org_team_key(
+        self,
+        client: LoggingClient,
+        resources: ResourceManager,
+        creds: LangfuseCreds,
+        *,
+        models: list[str],
+    ) -> tuple[str, str, str, str]:
+        marker = unique_marker()
+        key_alias = f"e2e-lf-org-key-{marker}"
+        org_id = client.create_org(f"e2e-lf-org-{marker}", models=models)
+        resources.defer(lambda: client.delete_org(org_id))
+        team_id = client.create_team(
+            f"e2e-lf-org-team-{marker}",
+            models=models,
+            organization_id=org_id,
+        )
+        resources.defer(lambda: client.delete_team(team_id))
+        client.add_team_langfuse_callback(team_id, creds)
+        key = client.key_with_alias(
+            key_alias,
+            models=models,
+            team_id=team_id,
+            organization_id=org_id,
+        )
+        resources.defer(lambda: client.delete_key(key))
+        return org_id, team_id, key, key_alias
+
+    @pytest.mark.covers("logging.langfuse.success.logs_spend", exercised_on=["chat_completions"])
+    def test_success_logs_spend_with_team_attribution(
+        self,
+        client: LoggingClient,
+        resources: ResourceManager,
+        langfuse_creds: LangfuseCreds,
+    ) -> None:
+        org_id, team_id, key, key_alias = self._org_team_key(
+            client, resources, langfuse_creds, models=[DRIVER_MODEL]
+        )
+        prompt_marker = unique_marker()
+        outcome = client.chat_raw(
+            key, DRIVER_MODEL, f"reply with one word only {prompt_marker}"
+        )
+        require_successful_call(outcome)
+
+        obs = client.poll_langfuse_observation(
+            langfuse_creds,
+            key_alias=key_alias,
+            prompt_marker=prompt_marker,
+            require_positive_cost=True,
+        )
+        assert obs is not None, (
+            f"org scope: Langfuse never received generation for key_alias={key_alias!r}"
+        )
+        meta_blob = _json_blob(obs.metadata)
+        assert team_id in meta_blob, (
+            f"org-scoped team key must stamp team_id on Langfuse metadata; "
+            f"team_id={team_id!r} metadata={meta_blob[:400]}"
+        )
+        _ = org_id
+        _assert_logs_spend(
+            client,
+            key=key,
+            outcome=outcome,
+            obs_cost=observation_spend(obs),
+            scope="org-team",
+        )
diff --git a/tests/e2e/models.py b/tests/e2e/models.py
index ab2835d87c4..e79d19215bf 100644
--- a/tests/e2e/models.py
+++ b/tests/e2e/models.py
@@ -23,6 +23,22 @@ class BudgetWindow(BaseModel):
     max_budget: float
 
 
+class KeyLoggingCallbackVars(BaseModel):
+    langfuse_public_key: str | None = None
+    langfuse_secret_key: str | None = None
+    langfuse_host: str | None = None
+
+
+class KeyLoggingCallback(BaseModel):
+    callback_name: str
+    callback_type: str = "success_and_failure"
+    callback_vars: KeyLoggingCallbackVars
+
+
+class KeyMetadata(BaseModel):
+    logging: list[KeyLoggingCallback] | None = None
+
+
 class KeyGenerateBody(BaseModel):
     models: list[str] = []
     duration: str | None = None
@@ -31,6 +47,7 @@ class KeyGenerateBody(BaseModel):
     budget_duration: str | None = None
     user_id: str | None = None
     team_id: str | None = None
+    organization_id: str | None = None
     budget_id: str | None = None
     key_alias: str | None = None
     model_max_budget: dict[str, ModelBudgetEntry] | None = None
@@ -39,6 +56,7 @@ class KeyGenerateBody(BaseModel):
     tpm_limit: int | None = None
     rpm_limit: int | None = None
     allowed_routes: list[str] | None = None
+    metadata: KeyMetadata | None = None
 
 
 class KeyGenerateResponse(BaseModel):
@@ -105,6 +123,17 @@ class ThinkingParam(BaseModel):
     budget_tokens: int | None = None
 
 
+class ChatToolFunction(BaseModel):
+    name: str
+    description: str | None = None
+    parameters: dict[str, object] | None = None
+
+
+class ChatTool(BaseModel):
+    type: str = "function"
+    function: ChatToolFunction
+
+
 class ChatBody(BaseModel):
     model: str
     messages: list[ChatMessage]
@@ -115,6 +144,9 @@ class ChatBody(BaseModel):
     reasoning_effort: str | None = None
     thinking: ThinkingParam | None = None
     service_tier: str | None = None
+    tools: list[ChatTool] | None = None
+    tool_choice: str | None = None
+    guardrails: list[str] | None = None
 
 
 class AnthropicMessagesBody(BaseModel):
@@ -459,6 +491,7 @@ class TeamNewBody(BaseModel):
     team_alias: str
     models: list[str] = []
     team_id: str | None = None
+    organization_id: str | None = None
 
 
 class TeamNewResponse(BaseModel):

From eb0c9662550a674f296c2ff8830af84c37ebcd49 Mon Sep 17 00:00:00 2001
From: Abhimanyu Kapur <38531241+akapur99@users.noreply.github.com>
Date: Sat, 11 Jul 2026 11:14:59 -0700
Subject: [PATCH 318/370] fix(complexity_router): use max aggregation for
 semantic keyword route scoring
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

SemanticRouter defaults to mean aggregation across a route's utterances. Since
each tier's route holds one utterance per configured keyword, a real semantic
match on one keyword was averaged together with the tier's other, unrelated
keywords and dragged below match_threshold — e.g. a MEDIUM tier with keywords
[beep, boop, new york] never fired for a genuine "new york" paraphrase, because
mean(sim_to_beep, sim_to_boop, sim_to_new_york) landed well under the threshold
even though sim_to_new_york alone cleared it. Pass aggregation="max" so a tier
matches if the query is close enough to any one of its keywords, not the
average of all of them.

Verified against live Voyage embeddings: raw cosine similarity for "new york"
vs a paraphrase was 0.54 (above a 0.5 threshold), but the route scored 0.28
under mean aggregation and never matched; max aggregation fixes it.

Adds a regression test with a tier holding one matching and two unrelated
keywords, asserting the tier still fires; fails without aggregation="max".
---
 .../complexity_router/complexity_router.py    |  1 +
 .../router_strategy/test_complexity_router.py | 34 +++++++++++++++++++
 2 files changed, 35 insertions(+)

diff --git a/litellm/router_strategy/complexity_router/complexity_router.py b/litellm/router_strategy/complexity_router/complexity_router.py
index 2dae9393510..2eb69aad2de 100644
--- a/litellm/router_strategy/complexity_router/complexity_router.py
+++ b/litellm/router_strategy/complexity_router/complexity_router.py
@@ -485,6 +485,7 @@ def _get_or_create_semantic_routelayer(self) -> "SemanticRouter":
                 score_threshold=self.config.match_threshold,
             ),
             auto_sync="local",
+            aggregation="max",
         )
         self._semantic_routelayer = routelayer
         return routelayer
diff --git a/tests/test_litellm/router_strategy/test_complexity_router.py b/tests/test_litellm/router_strategy/test_complexity_router.py
index eda73f7e7b6..3d92700032b 100644
--- a/tests/test_litellm/router_strategy/test_complexity_router.py
+++ b/tests/test_litellm/router_strategy/test_complexity_router.py
@@ -1546,6 +1546,40 @@ async def test_semantic_match_routes_to_rule_tier(self, basic_config):
         assert result.model == "o1-preview"  # REASONING via semantic match
         assert fake_router.async_embedding_calls, "expected an embedding call for the prompt"
 
+    @pytest.mark.asyncio
+    async def test_tier_matches_on_best_utterance_not_diluted_by_others(self, basic_config):
+        """A tier with several keywords must match if the query is close to ANY of them,
+        not the average across all of them. A tier's route holds one utterance per keyword;
+        mean aggregation (the semantic_router library default) scores the query against the
+        *average* similarity across every utterance in the route, so a real match on one
+        keyword gets dragged below threshold by the tier's other, unrelated keywords.
+        """
+        fake_router = FakeEmbeddingRouter()
+        config = {
+            **basic_config,
+            "keyword_tier_rules": [
+                {"keywords": ["kubernetes deployment", "thanks", "goodbye"], "tier": "REASONING"},
+            ],
+            "semantic_keyword_matching": True,
+            "embedding_model": "fake-embed",
+            "match_threshold": 0.5,
+        }
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=fake_router,
+            complexity_router_config=config,
+        )
+        # Only "kubernetes deployment" is close to this query (cos 1.0); "thanks" and
+        # "goodbye" are orthogonal (cos 0.0). Mean over the three would be ~0.33, below the
+        # 0.5 threshold; the best (max) utterance alone clears it.
+        result = await router.async_pre_routing_hook(
+            model="test-model",
+            request_kwargs={},
+            messages=[{"role": "user", "content": "help me roll out my k8s cluster today"}],
+        )
+        assert result is not None
+        assert result.model == "o1-preview"  # REASONING via best-utterance semantic match
+
     @pytest.mark.asyncio
     async def test_semantic_embedding_call_carries_caller_metadata(self, basic_config):
         """The query embedding call must carry the caller's metadata/litellm_metadata

From 368342cdde895bce9009d9f1d8f3d5930f88a34d Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 11 Jul 2026 11:24:41 -0700
Subject: [PATCH 319/370] refactor(auth): resolve PATCH team org-context from
 the route template

Replace the request.path_params read (and its defensive getattr guard) with
the route template. A real Starlette request always exposes path_params, but
common_checks runs on lightweight request doubles that don't, so reading it
directly forced a getattr workaround that only existed to tolerate those
doubles.

Instead, match the route template (/team/{team_id}) to identify the RESTful
update route and take the team id from the last path segment. This drops the
path_params dependency entirely, and because the template distinguishes the
PATCH route from its single-segment siblings (/team/new, /team/list, ...), it
also avoids a spurious team lookup those routes would otherwise trigger if we
matched the resolved path shape alone.
---
 litellm/proxy/auth/auth_checks.py             |  4 ++--
 .../proxy/auth/auth_checks_organization.py    | 14 ++++++-----
 .../proxy/auth/test_route_checks.py           | 24 ++++++++++---------
 3 files changed, 23 insertions(+), 19 deletions(-)

diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index 1db5e2f5724..230b9b70ff0 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -102,7 +102,7 @@
     add_team_org_context_to_request_body,
     organization_role_based_access_check,
 )
-from .auth_utils import get_model_from_request
+from .auth_utils import get_model_from_request, get_request_route_template
 
 if TYPE_CHECKING:
     from opentelemetry.trace import Span as _Span
@@ -726,7 +726,7 @@ async def _fetch_team_org_id(team_id: str) -> Optional[str]:
         route=route,
         request_body=request_body,
         fetch_team_org_id=_fetch_team_org_id,
-        path_team_id=(getattr(request, "path_params", None) or {}).get("team_id"),
+        route_template=get_request_route_template(request),
     )
 
     _is_route_allowed = _is_api_route_allowed(
diff --git a/litellm/proxy/auth/auth_checks_organization.py b/litellm/proxy/auth/auth_checks_organization.py
index bb82b3a142d..9b9e0661084 100644
--- a/litellm/proxy/auth/auth_checks_organization.py
+++ b/litellm/proxy/auth/auth_checks_organization.py
@@ -2,7 +2,6 @@
 Auth Checks for Organizations
 """
 
-import re
 from typing import Awaitable, Callable, Dict, List, Optional, Tuple
 
 from fastapi import status
@@ -174,14 +173,17 @@ def _user_is_org_admin(
 
 
 TEAM_ORG_CONTEXT_ROUTES = frozenset({"/team/update"})
-_TEAM_ID_PATH_ROUTE = re.compile(r"^/team/[^/]+$")
+# The RESTful update route carries the team id in the path. Match on the route
+# template so the sibling /team/<verb> routes (which share the single-segment
+# shape) are not mistaken for it and don't trigger a team lookup.
+PATCH_TEAM_ROUTE_TEMPLATE = "/team/{team_id}"
 
 
 async def add_team_org_context_to_request_body(
     route: str,
     request_body: dict,
     fetch_team_org_id: Callable[[str], Awaitable[Optional[str]]],
-    path_team_id: Optional[str] = None,
+    route_template: Optional[str] = None,
 ) -> dict:
     """
     Return a copy of request_body with organization_id resolved from the target
@@ -193,15 +195,15 @@ async def add_team_org_context_to_request_body(
     are untouched.
 
     The team_id is taken from the body for TEAM_ORG_CONTEXT_ROUTES, or from the
-    path (``path_team_id``) for the bare ``/team/{team_id}`` route.
+    last path segment when ``route_template`` is the ``/team/{team_id}`` route.
     """
     if request_body.get("organization_id"):
         return request_body
 
     if route in TEAM_ORG_CONTEXT_ROUTES:
         team_id: Optional[str] = request_body.get("team_id")
-    elif path_team_id and _TEAM_ID_PATH_ROUTE.match(route):
-        team_id = path_team_id
+    elif route_template == PATCH_TEAM_ROUTE_TEMPLATE:
+        team_id = route.rsplit("/", 1)[-1]
     else:
         return request_body
 
diff --git a/tests/test_litellm/proxy/auth/test_route_checks.py b/tests/test_litellm/proxy/auth/test_route_checks.py
index 404701bb8ac..a6d4dc63697 100644
--- a/tests/test_litellm/proxy/auth/test_route_checks.py
+++ b/tests/test_litellm/proxy/auth/test_route_checks.py
@@ -2730,8 +2730,9 @@ def test_team_update_gate_rejects_cross_org_admin_with_resolved_org():
 @pytest.mark.asyncio
 async def test_add_team_org_context_resolves_org_from_path_for_patch_route():
     """PATCH /team/{team_id} carries team_id in the PATH, not the body. The target
-    team's org is resolved from path_team_id and injected, so an org admin of that
-    team's org clears the same gate they clear for POST /team/update."""
+    team's org is resolved from the last path segment (identified by the route
+    template) and injected, so an org admin of that team's org clears the same gate
+    they clear for POST /team/update."""
 
     async def fetch(team_id: str):
         assert team_id == "team-1"
@@ -2741,15 +2742,15 @@ async def fetch(team_id: str):
         route="/team/team-1",
         request_body={"metadata": {"cost_center": "x"}},
         fetch_team_org_id=fetch,
-        path_team_id="team-1",
+        route_template="/team/{team_id}",
     )
     assert out == {"metadata": {"cost_center": "x"}, "organization_id": "org-1"}
 
 
 @pytest.mark.asyncio
 async def test_add_team_org_context_path_noop_for_team_subresource():
-    """A sub-resource like /team/{team_id}/members/me is NOT the bare team route, so
-    no org is injected even though a team_id path param is present."""
+    """A sub-resource like /team/{team_id}/members/me has a different route template,
+    so it is not mistaken for the bare team route and no org is injected."""
 
     async def fetch(team_id: str):
         raise AssertionError("must not resolve for a team sub-resource route")
@@ -2759,25 +2760,26 @@ async def fetch(team_id: str):
         route="/team/team-1/members/me",
         request_body=body,
         fetch_team_org_id=fetch,
-        path_team_id="team-1",
+        route_template="/team/{team_id}/members/me",
     )
     assert out == body
 
 
 @pytest.mark.asyncio
-async def test_add_team_org_context_path_noop_without_path_team_id():
-    """Routes with no team_id path param (e.g. POST /team/new, whose path also
-    matches the bare shape) resolve nothing."""
+async def test_add_team_org_context_noop_for_static_team_route():
+    """A static sibling route (e.g. POST /team/new) whose resolved path also has the
+    single-segment shape has its own template, not /team/{team_id}, so no team lookup
+    is attempted — the guard against a spurious DB hit on every /team/<verb> call."""
 
     async def fetch(team_id: str):
-        raise AssertionError("must not resolve when there is no path team_id")
+        raise AssertionError("must not resolve for a static /team/<verb> route")
 
     body = {"team_alias": "new team"}
     out = await add_team_org_context_to_request_body(
         route="/team/new",
         request_body=body,
         fetch_team_org_id=fetch,
-        path_team_id=None,
+        route_template="/team/new",
     )
     assert out == body
 

From 7cdf42d7707d54051645890c472d4916f05bbff5 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 11 Jul 2026 11:54:42 -0700
Subject: [PATCH 320/370] chore(ui): remove eslint-metrics.json lint-count
 snapshot

The eslint-metrics.json snapshot duplicated the violation counts already
enforced by eslint-budgets.json. Keeping it current added a CI drift check,
a pre-commit regenerate-and-flag step, and a standalone npm run lint:metrics
script, none of which caught anything the budget gate did not, yet all of
which failed noisily whenever the snapshot went stale. This drops the file
and that machinery while leaving eslint-budgets.json as the actual ratchet
gate
---
 .github/workflows/test-litellm-ui-lint.yml    |  2 +-
 scripts/pre_commit_lint.sh                    | 13 ++----
 ui/litellm-dashboard/eslint-metrics.json      |  8 ----
 ui/litellm-dashboard/package.json             |  1 -
 .../scripts/check-lint-budgets.mjs            | 40 ++-----------------
 .../scripts/lint-budget-lib.mjs               |  7 ----
 .../scripts/update-lint-metrics.mjs           | 25 ------------
 .../tests/lint-budget-lib.test.ts             | 20 +---------
 8 files changed, 8 insertions(+), 108 deletions(-)
 delete mode 100644 ui/litellm-dashboard/eslint-metrics.json
 delete mode 100644 ui/litellm-dashboard/scripts/update-lint-metrics.mjs

diff --git a/.github/workflows/test-litellm-ui-lint.yml b/.github/workflows/test-litellm-ui-lint.yml
index 226cbf6a879..5a5c4709ca2 100644
--- a/.github/workflows/test-litellm-ui-lint.yml
+++ b/.github/workflows/test-litellm-ui-lint.yml
@@ -85,7 +85,7 @@ jobs:
         if: ${{ !cancelled() && steps.changed.outputs.has_files == 'true' }}
         run: |
           npx eslint . -f json -o "$RUNNER_TEMP/lint-report.json" || true
-          node scripts/check-lint-budgets.mjs "$RUNNER_TEMP/lint-report.json" eslint-budgets.json --check eslint-metrics.json
+          node scripts/check-lint-budgets.mjs "$RUNNER_TEMP/lint-report.json" eslint-budgets.json
 
       - name: Check for dead code (knip)
         if: ${{ !cancelled() && steps.changed.outputs.has_files == 'true' }}
diff --git a/scripts/pre_commit_lint.sh b/scripts/pre_commit_lint.sh
index bd416ab814d..d6b79f0111a 100755
--- a/scripts/pre_commit_lint.sh
+++ b/scripts/pre_commit_lint.sh
@@ -75,19 +75,12 @@ EOF
             npx eslint --no-warn-ignored --pass-on-unpruned-suppressions "${eslint_rel[@]}" || rc=1
         fi
         # Whole-folder lint budgets, exactly as the frontend-lint job runs them: the
-        # counts and the committed metrics file are not diff-scoped, so a local pass
-        # here means the budget step will pass in CI too. Unlike CI (which --checks and
-        # fails), regenerate eslint-metrics.json from the same report — same as the
-        # gen:api block below regenerates schema.d.ts — then flag drift so you re-stage
-        # it, instead of making you run npm run lint:metrics by hand.
+        # counts are not diff-scoped, so a local pass here means the budget step will
+        # pass in CI too.
         report=$(mktemp)
         npx eslint . -f json -o "$report" || true
-        node scripts/check-lint-budgets.mjs "$report" eslint-budgets.json --write eslint-metrics.json || rc=1
+        node scripts/check-lint-budgets.mjs "$report" eslint-budgets.json || rc=1
         rm -f "$report"
-        if ! git diff --quiet -- eslint-metrics.json; then
-            echo "✗ eslint-metrics.json was stale; regenerated it. Stage it and re-run make pre-commit." >&2
-            rc=1
-        fi
         exit $rc
     )
 }
diff --git a/ui/litellm-dashboard/eslint-metrics.json b/ui/litellm-dashboard/eslint-metrics.json
deleted file mode 100644
index 8ae7dc88c3d..00000000000
--- a/ui/litellm-dashboard/eslint-metrics.json
+++ /dev/null
@@ -1,8 +0,0 @@
-{
-  "@typescript-eslint/no-explicit-any": 1971,
-  "complexity": 129,
-  "local/no-large-inline-object-arg": 501,
-  "local/no-long-condition-chain": 234,
-  "max-depth": 59,
-  "no-console": 16
-}
diff --git a/ui/litellm-dashboard/package.json b/ui/litellm-dashboard/package.json
index e35620c4996..40c495cebf1 100644
--- a/ui/litellm-dashboard/package.json
+++ b/ui/litellm-dashboard/package.json
@@ -8,7 +8,6 @@
     "build": "next build",
     "start": "next start",
     "lint": "eslint .",
-    "lint:metrics": "node scripts/update-lint-metrics.mjs",
     "test": "vitest",
     "test:dot": "vitest --reporter=dot",
     "test:watch": "vitest -w",
diff --git a/ui/litellm-dashboard/scripts/check-lint-budgets.mjs b/ui/litellm-dashboard/scripts/check-lint-budgets.mjs
index db0842fb2ec..3eec15a3a26 100644
--- a/ui/litellm-dashboard/scripts/check-lint-budgets.mjs
+++ b/ui/litellm-dashboard/scripts/check-lint-budgets.mjs
@@ -1,20 +1,7 @@
-import { readFileSync, writeFileSync } from "fs";
-import { countBudgetViolations, findDrift } from "./lint-budget-lib.mjs";
+import { readFileSync } from "fs";
+import { countBudgetViolations } from "./lint-budget-lib.mjs";
 
-const argv = process.argv.slice(2);
-const positional = [];
-const flags = {};
-for (let i = 0; i < argv.length; i += 1) {
-  if (argv[i] === "--check") {
-    flags.check = argv[(i += 1)];
-  } else if (argv[i] === "--write") {
-    flags.write = argv[(i += 1)];
-  } else {
-    positional.push(argv[i]);
-  }
-}
-
-const [reportPath, budgetsPath] = positional;
+const [reportPath, budgetsPath] = process.argv.slice(2);
 const report = JSON.parse(readFileSync(reportPath, "utf8"));
 const budgets = JSON.parse(readFileSync(budgetsPath, "utf8"));
 const counts = countBudgetViolations(report, budgets);
@@ -32,25 +19,4 @@ for (const [rule, { max, target }] of Object.entries(budgets)) {
   }
 }
 
-if (flags.write) {
-  writeFileSync(flags.write, JSON.stringify(counts, null, 2) + "\n");
-  console.log(`Wrote ${flags.write}.`);
-}
-
-if (flags.check) {
-  const committed = JSON.parse(readFileSync(flags.check, "utf8"));
-  const drift = findDrift(committed, counts);
-  for (const { rule, committed: was, actual } of drift) {
-    console.error(
-      `::error::${flags.check} is stale for ${rule}: committed ${was ?? "missing"}, actual ${actual ?? "not a tracked rule"}.`,
-    );
-  }
-  if (drift.length > 0) {
-    console.error(`::error::Run \`npm run lint:metrics\` and commit ${flags.check}.`);
-    failed = true;
-  } else {
-    console.log(`${flags.check} is up to date.`);
-  }
-}
-
 process.exit(failed ? 1 : 0);
diff --git a/ui/litellm-dashboard/scripts/lint-budget-lib.mjs b/ui/litellm-dashboard/scripts/lint-budget-lib.mjs
index a43305fc4ed..9b32bb0d3a0 100644
--- a/ui/litellm-dashboard/scripts/lint-budget-lib.mjs
+++ b/ui/litellm-dashboard/scripts/lint-budget-lib.mjs
@@ -13,10 +13,3 @@ export function countBudgetViolations(report, budgets) {
       .map((rule) => [rule, counts[rule] || 0]),
   );
 }
-
-export function findDrift(committed, actual) {
-  const rules = [...new Set([...Object.keys(actual), ...Object.keys(committed)])].sort();
-  return rules
-    .filter((rule) => committed[rule] !== actual[rule])
-    .map((rule) => ({ rule, committed: committed[rule] ?? null, actual: actual[rule] ?? null }));
-}
diff --git a/ui/litellm-dashboard/scripts/update-lint-metrics.mjs b/ui/litellm-dashboard/scripts/update-lint-metrics.mjs
deleted file mode 100644
index 16704d1f7a2..00000000000
--- a/ui/litellm-dashboard/scripts/update-lint-metrics.mjs
+++ /dev/null
@@ -1,25 +0,0 @@
-import { execSync } from "child_process";
-import { mkdtempSync, readFileSync, writeFileSync, rmSync } from "fs";
-import { tmpdir } from "os";
-import { join } from "path";
-import { countBudgetViolations } from "./lint-budget-lib.mjs";
-
-const ESLINT_EXIT_LINT_ERRORS = 1;
-
-const budgets = JSON.parse(readFileSync("eslint-budgets.json", "utf8"));
-const dir = mkdtempSync(join(tmpdir(), "litellm-lint-"));
-const reportPath = join(dir, "report.json");
-
-try {
-  execSync(`npx eslint . -f json -o "${reportPath}"`, { stdio: "inherit" });
-} catch (err) {
-  if (err.status !== ESLINT_EXIT_LINT_ERRORS) throw err;
-}
-
-const report = JSON.parse(readFileSync(reportPath, "utf8"));
-rmSync(dir, { recursive: true, force: true });
-
-const metrics = countBudgetViolations(report, budgets);
-writeFileSync("eslint-metrics.json", JSON.stringify(metrics, null, 2) + "\n");
-console.log("Updated eslint-metrics.json");
-console.table(metrics);
diff --git a/ui/litellm-dashboard/tests/lint-budget-lib.test.ts b/ui/litellm-dashboard/tests/lint-budget-lib.test.ts
index 75b5efe6d1d..c66cdd1e2ab 100644
--- a/ui/litellm-dashboard/tests/lint-budget-lib.test.ts
+++ b/ui/litellm-dashboard/tests/lint-budget-lib.test.ts
@@ -1,5 +1,5 @@
 import { describe, it, expect } from "vitest";
-import { countBudgetViolations, findDrift } from "../scripts/lint-budget-lib.mjs";
+import { countBudgetViolations } from "../scripts/lint-budget-lib.mjs";
 
 const budgets = {
   "@typescript-eslint/no-explicit-any": { max: 10, target: 5 },
@@ -35,21 +35,3 @@ describe("countBudgetViolations", () => {
     ]);
   });
 });
-
-describe("findDrift", () => {
-  it("reports no drift when the snapshot matches the actual counts", () => {
-    expect(findDrift({ complexity: 5 }, { complexity: 5 })).toEqual([]);
-  });
-
-  it("detects a changed count", () => {
-    expect(findDrift({ complexity: 5 }, { complexity: 7 })).toEqual([{ rule: "complexity", committed: 5, actual: 7 }]);
-  });
-
-  it("detects a rule missing from the committed snapshot", () => {
-    expect(findDrift({}, { complexity: 7 })).toEqual([{ rule: "complexity", committed: null, actual: 7 }]);
-  });
-
-  it("detects a phantom rule the committed snapshot still carries", () => {
-    expect(findDrift({ "removed-rule": 3 }, {})).toEqual([{ rule: "removed-rule", committed: 3, actual: null }]);
-  });
-});

From 4a4262aa0d0490ead1859fa34cf999d6dec53736 Mon Sep 17 00:00:00 2001
From: Abhimanyu Kapur <38531241+akapur99@users.noreply.github.com>
Date: Sat, 11 Jul 2026 11:57:32 -0700
Subject: [PATCH 321/370] fix(complexity_router): preserve user_api_key_auth in
 sub-call metadata

Removing user_api_key_auth entirely from classifier/embedding sub-call
metadata (as _BUDGET_RESERVATION_METADATA_KEYS previously did) prevented
_filter_deployments_by_model_access_groups from scoping those sub-calls to
the caller's authorized access groups. An access-group-scoped caller could
therefore reach embedding/classifier deployments outside their group.

Only strip user_api_key_budget_reservation, which is the actual budget-
reservation state that must not reach sub-calls. user_api_key_auth is now
kept so access-group filtering works correctly for both the embedding path
and the LLM classifier path.
---
 .../complexity_router/complexity_router.py     | 18 ++++++++++++------
 .../router_strategy/test_complexity_router.py  | 17 ++++++++++++++---
 2 files changed, 26 insertions(+), 9 deletions(-)

diff --git a/litellm/router_strategy/complexity_router/complexity_router.py b/litellm/router_strategy/complexity_router/complexity_router.py
index 2eb69aad2de..e14c1091d3e 100644
--- a/litellm/router_strategy/complexity_router/complexity_router.py
+++ b/litellm/router_strategy/complexity_router/complexity_router.py
@@ -70,12 +70,18 @@ def _append_custom_keywords(base_keywords: list[str], custom_keywords: Optional[
     return [*base_keywords, *deduped_custom.values()]
 
 
-# Metadata keys that carry the parent request's budget reservation. These must not
-# reach the classifier's internal acompletion call: the reservation belongs to the
-# routed completion that the classifier is deciding on, not to the classifier call
-# itself, and forwarding it would let the classifier's cost-tracking reconcile
-# against a reservation it isn't responsible for.
-_BUDGET_RESERVATION_METADATA_KEYS = frozenset({"user_api_key_budget_reservation", "user_api_key_auth"})
+# Metadata keys that carry only the parent request's budget reservation state. These
+# must not reach internal sub-calls (classifier, embedding): the reservation belongs to
+# the routed completion being decided on, not to the sub-call itself, and forwarding it
+# would let the sub-call's cost callback finalize the reservation, causing the routed
+# completion's callback to skip incrementing key/team budget counters.
+#
+# Note: user_api_key_auth itself is intentionally kept; it is required by
+# _filter_deployments_by_model_access_groups to scope embedding/classifier model
+# selection to the caller's authorized access groups. Only the budget reservation
+# sub-field inside it is the problem -- stripping the whole object would allow
+# an access-group-scoped caller to reach embedding deployments outside their group.
+_BUDGET_RESERVATION_METADATA_KEYS = frozenset({"user_api_key_budget_reservation"})
 
 
 def _classifier_call_metadata(metadata: Optional[dict[str, Any]]) -> Optional[dict[str, Any]]:
diff --git a/tests/test_litellm/router_strategy/test_complexity_router.py b/tests/test_litellm/router_strategy/test_complexity_router.py
index 3d92700032b..5f408d1eae4 100644
--- a/tests/test_litellm/router_strategy/test_complexity_router.py
+++ b/tests/test_litellm/router_strategy/test_complexity_router.py
@@ -1254,15 +1254,19 @@ async def test_aclassify_strips_budget_reservation_from_classifier_metadata(
             "user_api_key": "sk-abc",
             "user_api_key_team_id": "team-1",
             "user_api_key_budget_reservation": {"reserved_cost": 1.0},
-            "user_api_key_auth": {"budget_reservation": {"reserved_cost": 1.0}},
+            "user_api_key_auth": {"models": ["gpt-4o"], "budget_reservation": {"reserved_cost": 1.0}},
         }
         await llm_complexity_router.aclassify(
             "hi", request_kwargs={"litellm_metadata": request_metadata}
         )
         call_kwargs = mock_router_instance.acompletion.call_args.kwargs
+        # user_api_key_budget_reservation is stripped (budget enforcement) but
+        # user_api_key_auth is kept so _filter_deployments_by_model_access_groups
+        # can scope the classifier's model selection to the caller's access groups.
         assert call_kwargs["metadata"] == {
             "user_api_key": "sk-abc",
             "user_api_key_team_id": "team-1",
+            "user_api_key_auth": {"models": ["gpt-4o"], "budget_reservation": {"reserved_cost": 1.0}},
         }
 
     @pytest.mark.asyncio
@@ -1638,7 +1642,7 @@ async def test_semantic_embedding_call_strips_budget_reservation(self, basic_con
             "user_api_key_hash": "hash-abc",
             "user_api_key_team_id": "team-1",
             "user_api_key_budget_reservation": {"reserved_cost": 1.0},
-            "user_api_key_auth": {"budget_reservation": {"reserved_cost": 1.0}},
+            "user_api_key_auth": {"models": ["voyage-3-5"], "budget_reservation": {"reserved_cost": 1.0}},
         }
         await router.async_pre_routing_hook(
             model="test-model",
@@ -1646,7 +1650,14 @@ async def test_semantic_embedding_call_strips_budget_reservation(self, basic_con
             messages=[{"role": "user", "content": "roll out my k8s cluster"}],
         )
         assert fake_router.async_embedding_kwargs, "expected an embedding call for the prompt"
-        expected = {"user_api_key_hash": "hash-abc", "user_api_key_team_id": "team-1"}
+        # user_api_key_budget_reservation is stripped to prevent budget-bypass.
+        # user_api_key_auth is kept so _filter_deployments_by_model_access_groups
+        # scopes the embedding model selection to the caller's authorized groups.
+        expected = {
+            "user_api_key_hash": "hash-abc",
+            "user_api_key_team_id": "team-1",
+            "user_api_key_auth": {"models": ["voyage-3-5"], "budget_reservation": {"reserved_cost": 1.0}},
+        }
         assert fake_router.async_embedding_kwargs[0]["metadata"] == expected
         assert fake_router.async_embedding_kwargs[0]["litellm_metadata"] == expected
 

From b0c8701b8c9557999218ea327fa61ae74d49e482 Mon Sep 17 00:00:00 2001
From: mubashir1osmani <mubashir.osmani777@gmail.com>
Date: Sat, 11 Jul 2026 15:00:08 -0400
Subject: [PATCH 322/370] test(e2e): drop vertex from pipecat tool smoke
 (#32925)

Exclude vertex_ai from pipecat tool smoke; raw-ws tool_call_round_trip
remains the Vertex source of truth. Also remove the Playwright key models
dropdown suite so stage is not blocked by that UI harness
---
 .../realtime/REALTIME_COVERAGE_MATRIX.md        | 17 +++++++++--------
 .../realtime/test_realtime_pipecat_e2e.py       |  7 ++++++-
 2 files changed, 15 insertions(+), 9 deletions(-)

diff --git a/tests/e2e/llm_translation/realtime/REALTIME_COVERAGE_MATRIX.md b/tests/e2e/llm_translation/realtime/REALTIME_COVERAGE_MATRIX.md
index ffec7176f10..4795c3b9f54 100644
--- a/tests/e2e/llm_translation/realtime/REALTIME_COVERAGE_MATRIX.md
+++ b/tests/e2e/llm_translation/realtime/REALTIME_COVERAGE_MATRIX.md
@@ -17,14 +17,15 @@ transcript, and that `response.done` carries normalized usage.
 normalized `response.function_call_arguments.done` with valid JSON arguments and
 a matching `function_call` output item, the test sends a `function_call_output`
 back, and the follow-up response incorporates the result (the temperature 72
-appears).
+appears). That raw-websocket tool path is the source of truth for tool calling.
 
-`test_realtime_pipecat_e2e` is a realism layer that drives the same providers
-through pipecat's GA `OpenAIRealtimeLLMService` (base_url pointed at the proxy)
-rather than speaking the protocol by hand. Its assertions are coarse (the tool
-callback fired, assistant text was produced); the raw-websocket suite is the
-source of truth. It skips unless `pipecat-ai` is installed
-(`uv pip install "pipecat-ai[openai]"`).
+`test_pipecat_tool_smoke` is a realism layer through pipecat for openai, azure,
+and gemini only (not vertex_ai: native-audio live is flaky under pipecat tool
+calling while raw-ws tools pass; see pipecat-ai/pipecat#2544). Assertions are
+coarse; raw-ws remains authoritative. Requires `pipecat-ai`.
+
+Pipecat audio coverage lives in `test_realtime_pipecat_audio_e2e.py` (VAD / audio
+I/O).
 
 ## Provisioning
 
@@ -43,7 +44,7 @@ at call time. The provider table below is the source of truth; edit `PROVIDERS`
 | gemini | `gemini-realtime` | `gemini/gemini-3.1-flash-live-preview` |
 | vertex_ai | `vertex-realtime` | `vertex_ai/gemini-live-2.5-flash-preview-native-audio-09-2025` |
 
-Bedrock and xai (`xai/grok-4-1-fast`) are supported by the proxy but
+Bedrock and xai (`xai/grok-4-1-fast-non-reasoning`) are supported by the proxy but
 kept commented out in `PROVIDERS` until they pass end-to-end here; re-enable them by
 uncommenting their entry.
 
diff --git a/tests/e2e/llm_translation/realtime/test_realtime_pipecat_e2e.py b/tests/e2e/llm_translation/realtime/test_realtime_pipecat_e2e.py
index 799958ef4e3..b7c8f991f92 100644
--- a/tests/e2e/llm_translation/realtime/test_realtime_pipecat_e2e.py
+++ b/tests/e2e/llm_translation/realtime/test_realtime_pipecat_e2e.py
@@ -60,7 +60,12 @@
 
 from pipecat_service import LiteLLMRealtimeLLMService  # noqa: E402
 
-PROVIDER_PARAMS = [pytest.param(p, id=p.id) for p in PROVIDERS]
+# Vertex native-audio live is flaky through pipecat tool calling (upstream
+# pipecat-ai/pipecat#2544); raw-ws tool_call_round_trip[vertex_ai] is the
+# source of truth for that provider. Keep openai/azure/gemini here.
+PROVIDER_PARAMS = [
+    pytest.param(p, id=p.id) for p in PROVIDERS if p.id != "vertex_ai"
+]
 
 WEATHER_TOOL = ToolsSchema(
     standard_tools=[

From 9388d030895433f5ff3b053d3aecf3c993ba5410 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 11 Jul 2026 19:10:10 +0000
Subject: [PATCH 323/370] fix(complexity_router): sanitize budget reservation
 inside forwarded user_api_key_auth

---
 .../complexity_router/complexity_router.py    | 22 +++++-
 .../router_strategy/test_complexity_router.py | 74 +++++++++++++++++--
 2 files changed, 87 insertions(+), 9 deletions(-)

diff --git a/litellm/router_strategy/complexity_router/complexity_router.py b/litellm/router_strategy/complexity_router/complexity_router.py
index e14c1091d3e..8dea8144dc2 100644
--- a/litellm/router_strategy/complexity_router/complexity_router.py
+++ b/litellm/router_strategy/complexity_router/complexity_router.py
@@ -78,16 +78,30 @@ def _append_custom_keywords(base_keywords: list[str], custom_keywords: Optional[
 #
 # Note: user_api_key_auth itself is intentionally kept; it is required by
 # _filter_deployments_by_model_access_groups to scope embedding/classifier model
-# selection to the caller's authorized access groups. Only the budget reservation
-# sub-field inside it is the problem -- stripping the whole object would allow
-# an access-group-scoped caller to reach embedding deployments outside their group.
+# selection to the caller's authorized access groups. It is forwarded as a sanitized
+# copy with its budget_reservation sub-field removed, because the proxy cost callback
+# (_get_budget_reservation_from_metadata) falls back to reading the reservation from
+# inside the auth object when the top-level key is absent; forwarding it unsanitized
+# would re-create the exact double-finalization this stripping exists to prevent.
 _BUDGET_RESERVATION_METADATA_KEYS = frozenset({"user_api_key_budget_reservation"})
 
 
+def _sanitize_user_api_key_auth(auth: Any) -> Any:
+    if isinstance(auth, dict):
+        return {k: v for k, v in auth.items() if k != "budget_reservation"}
+    if getattr(auth, "budget_reservation", None) is not None and hasattr(auth, "model_copy"):
+        return auth.model_copy(update={"budget_reservation": None})
+    return auth
+
+
 def _classifier_call_metadata(metadata: Optional[dict[str, Any]]) -> Optional[dict[str, Any]]:
     if not metadata:
         return metadata
-    return {k: v for k, v in metadata.items() if k not in _BUDGET_RESERVATION_METADATA_KEYS}
+    return {
+        k: _sanitize_user_api_key_auth(v) if k == "user_api_key_auth" else v
+        for k, v in metadata.items()
+        if k not in _BUDGET_RESERVATION_METADATA_KEYS
+    }
 
 
 class DimensionScore:
diff --git a/tests/test_litellm/router_strategy/test_complexity_router.py b/tests/test_litellm/router_strategy/test_complexity_router.py
index 5f408d1eae4..fdc12b6f25b 100644
--- a/tests/test_litellm/router_strategy/test_complexity_router.py
+++ b/tests/test_litellm/router_strategy/test_complexity_router.py
@@ -1260,13 +1260,20 @@ async def test_aclassify_strips_budget_reservation_from_classifier_metadata(
             "hi", request_kwargs={"litellm_metadata": request_metadata}
         )
         call_kwargs = mock_router_instance.acompletion.call_args.kwargs
-        # user_api_key_budget_reservation is stripped (budget enforcement) but
+        # user_api_key_budget_reservation is stripped (budget enforcement) while
         # user_api_key_auth is kept so _filter_deployments_by_model_access_groups
-        # can scope the classifier's model selection to the caller's access groups.
+        # can scope the classifier's model selection to the caller's access groups,
+        # but only as a sanitized copy without its budget_reservation sub-field:
+        # the cost callback falls back to reading the reservation from inside the
+        # auth object when the top-level key is absent.
         assert call_kwargs["metadata"] == {
             "user_api_key": "sk-abc",
             "user_api_key_team_id": "team-1",
-            "user_api_key_auth": {"models": ["gpt-4o"], "budget_reservation": {"reserved_cost": 1.0}},
+            "user_api_key_auth": {"models": ["gpt-4o"]},
+        }
+        assert request_metadata["user_api_key_auth"] == {
+            "models": ["gpt-4o"],
+            "budget_reservation": {"reserved_cost": 1.0},
         }
 
     @pytest.mark.asyncio
@@ -1652,14 +1659,20 @@ async def test_semantic_embedding_call_strips_budget_reservation(self, basic_con
         assert fake_router.async_embedding_kwargs, "expected an embedding call for the prompt"
         # user_api_key_budget_reservation is stripped to prevent budget-bypass.
         # user_api_key_auth is kept so _filter_deployments_by_model_access_groups
-        # scopes the embedding model selection to the caller's authorized groups.
+        # scopes the embedding model selection to the caller's authorized groups,
+        # but its budget_reservation sub-field is removed because the cost callback
+        # falls back to reading the reservation from inside the auth object.
         expected = {
             "user_api_key_hash": "hash-abc",
             "user_api_key_team_id": "team-1",
-            "user_api_key_auth": {"models": ["voyage-3-5"], "budget_reservation": {"reserved_cost": 1.0}},
+            "user_api_key_auth": {"models": ["voyage-3-5"]},
         }
         assert fake_router.async_embedding_kwargs[0]["metadata"] == expected
         assert fake_router.async_embedding_kwargs[0]["litellm_metadata"] == expected
+        assert caller_metadata["user_api_key_auth"] == {
+            "models": ["voyage-3-5"],
+            "budget_reservation": {"reserved_cost": 1.0},
+        }
 
     @pytest.mark.asyncio
     async def test_semantic_routelayer_build_runs_off_event_loop(self, basic_config):
@@ -1943,3 +1956,54 @@ async def test_semantic_embedding_error_falls_back_to_scoring(self, mock_router_
         )
         assert result is not None
         assert result.model in {"gpt-4o-mini", "gpt-4o", "claude-sonnet-4-20250514", "o1-preview"}
+
+
+class TestSubCallMetadataSanitization:
+    """The proxy cost callback must not be able to recover the parent budget reservation
+    from sub-call metadata, in either of the shapes it knows how to read."""
+
+    def test_cost_callback_cannot_recover_reservation_from_sanitized_metadata(self):
+        from litellm.proxy._types import UserAPIKeyAuth
+        from litellm.proxy.hooks.proxy_track_cost_callback import (
+            _get_budget_reservation_from_metadata,
+        )
+        from litellm.router_strategy.complexity_router.complexity_router import (
+            _classifier_call_metadata,
+        )
+
+        reservation = {"reserved_cost": 1.0}
+        auth_shapes = (
+            {"models": ["gpt-4o"], "budget_reservation": dict(reservation)},
+            UserAPIKeyAuth(api_key="sk-abc", budget_reservation=dict(reservation)),
+        )
+        for auth in auth_shapes:
+            metadata = {
+                "user_api_key_hash": "hash-abc",
+                "user_api_key_budget_reservation": dict(reservation),
+                "user_api_key_auth": auth,
+            }
+            assert _get_budget_reservation_from_metadata(metadata) == reservation
+
+            sanitized = _classifier_call_metadata(metadata)
+            assert sanitized is not None
+            assert sanitized["user_api_key_auth"] is not None
+            assert _get_budget_reservation_from_metadata(sanitized) is None
+
+    def test_sanitized_auth_keeps_access_group_fields_and_leaves_original_untouched(self):
+        from litellm.proxy._types import UserAPIKeyAuth
+        from litellm.router_strategy.complexity_router.complexity_router import (
+            _classifier_call_metadata,
+        )
+
+        auth = UserAPIKeyAuth(
+            api_key="sk-abc",
+            team_id="team-1",
+            budget_reservation={"reserved_cost": 1.0},
+        )
+        sanitized = _classifier_call_metadata({"user_api_key_auth": auth})
+        assert sanitized is not None
+        sanitized_auth = sanitized["user_api_key_auth"]
+        assert sanitized_auth.budget_reservation is None
+        assert sanitized_auth.team_id == "team-1"
+        assert sanitized_auth.api_key == auth.api_key
+        assert auth.budget_reservation == {"reserved_cost": 1.0}

From 952127647c10c14fb3025f1c939ca5338545e067 Mon Sep 17 00:00:00 2001
From: Abhimanyu Kapur <38531241+akapur99@users.noreply.github.com>
Date: Sat, 11 Jul 2026 12:15:24 -0700
Subject: [PATCH 324/370] fix(complexity_router): review hardening - blank
 keywords, router registry eviction, edit-modal controls

- config: KeywordTierRule now strips and drops blank/whitespace keywords (a stray
  "" makes _keyword_matches match every prompt, silently forcing that tier for all
  traffic); still requires at least one real keyword to remain
- frontend build_complexity_router_config: trim keywords and drop rules left empty so
  an unfilled "Add keyword rule" row no longer ships a rule the backend rejects with a
  400 in the heuristic (non-semantic) flow, where the client-side semantic guard doesn't run
- proxy clear_cache / delete_model: the auto_router/ prefix also covers quality_router/
  and adaptive_router/, so pop the model_name from all four router registries (no-op
  where absent) instead of only auto/complexity; otherwise a DB quality_router's stale
  entry made reload raise "already exists" and abort, and adaptive left a leak
- frontend ComplexityRouterConfig: only render the Keyword Tier Overrides and Semantic
  keyword matching sections when their change handlers are provided, so the edit-auto-
  router modal (which omits them) no longer shows interactive-but-dead controls
---
 litellm/proxy/dev_config.yaml                 |  6 +++
 .../model_management_endpoints.py             | 13 ++++--
 .../complexity_router/config.py               | 10 ++++-
 .../test_model_management_endpoints.py        | 42 +++++++++++++++++++
 .../router_strategy/test_complexity_router.py | 12 ++++++
 .../add_model/ComplexityRouterConfig.test.tsx | 10 +++++
 .../add_model/ComplexityRouterConfig.tsx      | 41 +++++++++++-------
 .../build_complexity_router_config.test.ts    | 23 ++++++++++
 .../build_complexity_router_config.ts         | 36 +++++++++-------
 9 files changed, 158 insertions(+), 35 deletions(-)

diff --git a/litellm/proxy/dev_config.yaml b/litellm/proxy/dev_config.yaml
index 65a4b8e7cbf..4e9c710d446 100644
--- a/litellm/proxy/dev_config.yaml
+++ b/litellm/proxy/dev_config.yaml
@@ -33,6 +33,12 @@ model_list:
       model: anthropic/claude-sonnet-5
       api_key: os.environ/ANTHROPIC_API_KEY
 
+  # ---------- Embeddings (for complexity router semantic keyword matching) ----------
+  - model_name: voyage-4-large
+    litellm_params:
+      model: voyage/voyage-4-large
+      api_key: os.environ/VOYAGE_API_KEY
+
   # ---------- Bedrock Invoke ----------
   - model_name: bedrock-invoke-haiku-4-5
     litellm_params:
diff --git a/litellm/proxy/management_endpoints/model_management_endpoints.py b/litellm/proxy/management_endpoints/model_management_endpoints.py
index 23a3b3ce4f2..18d95d4e083 100644
--- a/litellm/proxy/management_endpoints/model_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/model_management_endpoints.py
@@ -1138,6 +1138,8 @@ async def delete_model(
                 if deleted_name is not None and deleted_model.startswith("auto_router/"):
                     llm_router.auto_routers.pop(deleted_name, None)
                     llm_router.complexity_routers.pop(deleted_name, None)
+                    llm_router.adaptive_routers.pop(deleted_name, None)
+                    llm_router.quality_routers.pop(deleted_name, None)
 
             # Runs after the row delete so the sibling check sees post-delete state.
             if model_params.model_info.team_id is not None:
@@ -1741,12 +1743,15 @@ async def clear_cache():
         for model_id in db_model_ids:
             llm_router.delete_deployment(id=model_id)
 
-        # Clear only DB-backed auto/complexity routers, keyed by model_name, so the reload
-        # below rebuilds them fresh. A blanket .clear() would also drop config-defined
+        # Clear only DB-backed auto-router-family entries, keyed by model_name, so the
+        # reload below rebuilds them fresh. A blanket .clear() would also drop config-defined
         # routers, which are never re-added below (add_deployment only reloads DB models),
         # leaving them permanently unroutable until a full proxy restart for every tenant.
         # Restrict to deployments whose model is actually an auto_router/* so a config
-        # router that merely shares a model_name with a regular DB model isn't evicted.
+        # router that merely shares a model_name with a regular DB model isn't evicted. The
+        # auto_router/ prefix also covers quality_router/ and adaptive_router/, so pop the
+        # name from every router registry (no-op where absent); missing quality/adaptive
+        # entries would otherwise make init raise "already exists" on reload and abort it.
         db_router_names = {
             model.get("model_name")
             for model in current_models
@@ -1756,6 +1761,8 @@ async def clear_cache():
         for model_name in db_router_names:
             llm_router.auto_routers.pop(model_name, None)
             llm_router.complexity_routers.pop(model_name, None)
+            llm_router.adaptive_routers.pop(model_name, None)
+            llm_router.quality_routers.pop(model_name, None)
 
         # Reload only DB models
         await proxy_config.add_deployment(prisma_client=prisma_client, proxy_logging_obj=proxy_logging_obj)
diff --git a/litellm/router_strategy/complexity_router/config.py b/litellm/router_strategy/complexity_router/config.py
index 9901ae6f813..125de6f7489 100644
--- a/litellm/router_strategy/complexity_router/config.py
+++ b/litellm/router_strategy/complexity_router/config.py
@@ -40,9 +40,15 @@ class KeywordTierRule(BaseModel):
     )
 
     @model_validator(mode="after")
-    def _validate_non_empty_keywords(self) -> "KeywordTierRule":
-        if not any(keyword.strip() for keyword in self.keywords):
+    def _normalize_keywords(self) -> "KeywordTierRule":
+        # Strip and drop blank keywords. An empty/whitespace keyword is a routing foot-gun:
+        # _keyword_matches treats "" / " " as a substring that matches essentially every
+        # prompt, so a single stray blank would silently force this rule's tier for all
+        # traffic. Require at least one real keyword to remain.
+        cleaned = [stripped for keyword in self.keywords if (stripped := keyword.strip())]
+        if not cleaned:
             raise ValueError("keyword_tier_rules entries must contain at least one non-empty keyword")
+        self.keywords = cleaned
         return self
 
 
diff --git a/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
index d9b5745807a..8c6bdefedae 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
@@ -588,6 +588,48 @@ async def test_config_router_sharing_name_with_regular_db_model_is_preserved(sel
         # The DB model isn't a router, so the same-named config router must be left intact.
         assert "shared-name" in mock_router.complexity_routers
 
+    @pytest.mark.asyncio
+    async def test_db_quality_and_adaptive_routers_are_evicted(self):
+        """The auto_router/ prefix also covers quality_router/ and adaptive_router/. Their
+        registry entries must be popped too, or reload's init raises 'already exists'
+        (quality) or leaves a stale entry (adaptive).
+        """
+        from litellm.proxy.management_endpoints.model_management_endpoints import clear_cache
+
+        mock_router = MagicMock()
+        mock_router.model_list = [
+            {
+                "model_name": "q1",
+                "model_info": {"id": "db-q", "db_model": True},
+                "litellm_params": {"model": "auto_router/quality_router/q1"},
+            },
+            {
+                "model_name": "a1",
+                "model_info": {"id": "db-a", "db_model": True},
+                "litellm_params": {"model": "auto_router/adaptive_router/a1"},
+            },
+        ]
+        mock_router.delete_deployment = MagicMock(return_value=True)
+        mock_router.auto_routers = {}
+        mock_router.complexity_routers = {}
+        mock_router.quality_routers = {"q1": MagicMock()}
+        mock_router.adaptive_routers = {"a1": MagicMock()}
+
+        mock_config = MagicMock()
+        mock_config.add_deployment = AsyncMock(return_value=True)
+
+        with (
+            patch("litellm.proxy.proxy_server.llm_router", mock_router),
+            patch("litellm.proxy.proxy_server.proxy_config", mock_config),
+            patch("litellm.proxy.proxy_server.prisma_client", MagicMock()),
+            patch("litellm.proxy.proxy_server.proxy_logging_obj", MagicMock()),
+            patch("litellm.proxy.proxy_server.verbose_proxy_logger"),
+        ):
+            await clear_cache()
+
+        assert "q1" not in mock_router.quality_routers
+        assert "a1" not in mock_router.adaptive_routers
+
 
 class TestDeleteModelClearsRouterRegistry:
     """delete_model must evict the deleted deployment from the auto/complexity router maps,
diff --git a/tests/test_litellm/router_strategy/test_complexity_router.py b/tests/test_litellm/router_strategy/test_complexity_router.py
index fdc12b6f25b..12a8a47e1f1 100644
--- a/tests/test_litellm/router_strategy/test_complexity_router.py
+++ b/tests/test_litellm/router_strategy/test_complexity_router.py
@@ -1836,6 +1836,18 @@ def test_keyword_tier_rule_rejects_blank_only_keywords(self):
         with pytest.raises(ValidationError):
             ComplexityRouterConfig(keyword_tier_rules=[{"keywords": ["   ", ""], "tier": "SIMPLE"}])
 
+    def test_keyword_tier_rule_strips_and_drops_blank_keywords(self):
+        """Blank keywords mixed with real ones are dropped (not kept), and survivors trimmed.
+
+        A stray "" would otherwise match-all in _keyword_matches and silently force this
+        tier for every request.
+        """
+        config = ComplexityRouterConfig(
+            keyword_tier_rules=[{"keywords": ["", "  deploy to k8s  ", " ", "kubernetes"], "tier": "REASONING"}]
+        )
+        assert config.keyword_tier_rules is not None
+        assert config.keyword_tier_rules[0].keywords == ["deploy to k8s", "kubernetes"]
+
 
 class _StubEncoder:
     """Minimal stand-in for LiteLLMRouterEncoder.aencode_queries, capturing the kwargs it was called with."""
diff --git a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx
index 5bfcd94398d..a433808085b 100644
--- a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx
@@ -143,6 +143,16 @@ describe("ComplexityRouterConfig", () => {
     expect(screen.getByText("No keyword tier overrides configured")).toBeInTheDocument();
   });
 
+  it("hides the keyword-tier and semantic sections when their change handlers are absent (edit modal)", () => {
+    // The edit-auto-router modal renders ComplexityRouterConfig without these handlers;
+    // the sections must stay hidden rather than render interactive-but-dead controls.
+    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultValue} onChange={vi.fn()} />);
+    expect(screen.queryByText("Keyword Tier Overrides")).not.toBeInTheDocument();
+    expect(screen.queryByText("Semantic keyword matching")).not.toBeInTheDocument();
+    // Core tier config still renders.
+    expect(screen.getByText("Complexity Tier Configuration")).toBeInTheDocument();
+  });
+
   it("should call onKeywordTierRulesChange with a new rule when 'Add keyword rule' is clicked", async () => {
     const user = userEvent.setup();
     const onKeywordTierRulesChange = vi.fn();
diff --git a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
index ae2e03e576f..555648db8ad 100644
--- a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
@@ -77,9 +77,9 @@ const ComplexityRouterConfig: React.FC<ComplexityRouterConfigProps> = ({
   customTechnicalKeywords,
   onCustomTechnicalKeywordsChange,
   keywordTierRules = [],
-  onKeywordTierRulesChange = () => {},
+  onKeywordTierRulesChange,
   semanticMatchingEnabled = false,
-  onSemanticMatchingEnabledChange = () => {},
+  onSemanticMatchingEnabledChange,
   embeddingModel,
   onEmbeddingModelChange = () => {},
   matchThreshold = 0.5,
@@ -302,21 +302,30 @@ const ComplexityRouterConfig: React.FC<ComplexityRouterConfigProps> = ({
         </ul>
       </Card>
 
-      <Divider />
-
-      <KeywordTierRules rules={keywordTierRules} onChange={onKeywordTierRulesChange} />
+      {/* Keyword-tier and semantic sections only render when their change handlers are
+          wired (the add-router flow). The edit-auto-router modal doesn't pass them yet, so
+          they stay hidden there rather than rendering interactive-but-dead controls. */}
+      {onKeywordTierRulesChange && (
+        <>
+          <Divider />
+          <KeywordTierRules rules={keywordTierRules} onChange={onKeywordTierRulesChange} />
+        </>
+      )}
 
-      <Divider />
-
-      <SemanticKeywordMatching
-        enabled={semanticMatchingEnabled}
-        onEnabledChange={onSemanticMatchingEnabledChange}
-        embeddingModel={embeddingModel}
-        onEmbeddingModelChange={onEmbeddingModelChange}
-        matchThreshold={matchThreshold}
-        onMatchThresholdChange={onMatchThresholdChange}
-        modelInfo={modelInfo}
-      />
+      {onSemanticMatchingEnabledChange && (
+        <>
+          <Divider />
+          <SemanticKeywordMatching
+            enabled={semanticMatchingEnabled}
+            onEnabledChange={onSemanticMatchingEnabledChange}
+            embeddingModel={embeddingModel}
+            onEmbeddingModelChange={onEmbeddingModelChange}
+            matchThreshold={matchThreshold}
+            onMatchThresholdChange={onMatchThresholdChange}
+            modelInfo={modelInfo}
+          />
+        </>
+      )}
     </div>
   );
 };
diff --git a/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts
index 250b7d13a5b..3c252646b57 100644
--- a/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts
+++ b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts
@@ -99,6 +99,29 @@ describe("buildComplexityRouterConfig", () => {
     expect(config.custom_technical_keywords).toBeUndefined();
     expect(config.keyword_tier_rules).toBeUndefined();
   });
+
+  it("trims keywords and drops rules left empty, so unfilled rows never 400 the backend", () => {
+    const params: BuildComplexityRouterConfigParams = {
+      ...baseParams,
+      keywordTierRules: [
+        { id: "r1", keywords: [" deploy to k8s ", "", "  "], tier: "REASONING" },
+        { id: "r2", keywords: [], tier: "COMPLEX" }, // seeded by "Add keyword rule", never filled
+        { id: "r3", keywords: ["   "], tier: "SIMPLE" }, // whitespace only
+      ],
+    };
+    const config = buildComplexityRouterConfig(params);
+    // r1 keeps only its real keyword (trimmed); r2 and r3 are dropped entirely.
+    expect(config.keyword_tier_rules).toEqual([{ keywords: ["deploy to k8s"], tier: "REASONING" }]);
+  });
+
+  it("omits keyword_tier_rules entirely when every rule is empty", () => {
+    const params: BuildComplexityRouterConfigParams = {
+      ...baseParams,
+      keywordTierRules: [{ id: "r1", keywords: ["", "  "], tier: "COMPLEX" }],
+    };
+    const config = buildComplexityRouterConfig(params);
+    expect(config.keyword_tier_rules).toBeUndefined();
+  });
 });
 
 describe("getSemanticConfigError", () => {
diff --git a/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts
index 00cc19cde0c..82ea4f8c12f 100644
--- a/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts
+++ b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts
@@ -54,17 +54,25 @@ export const buildComplexityRouterConfig = ({
   semanticMatchingEnabled,
   embeddingModel,
   matchThreshold,
-}: BuildComplexityRouterConfigParams): ComplexityRouterConfigPayload => ({
-  tiers,
-  classifier_type: classifierType,
-  ...(classifierType === "llm" && classifierLlmConfig && { classifier_llm_config: classifierLlmConfig }),
-  ...(customTechnicalKeywords.length > 0 && { custom_technical_keywords: customTechnicalKeywords }),
-  ...(keywordTierRules.length > 0 && {
-    keyword_tier_rules: keywordTierRules.map((rule) => ({ keywords: rule.keywords, tier: rule.tier })),
-  }),
-  ...(semanticMatchingEnabled && {
-    semantic_keyword_matching: true,
-    embedding_model: embeddingModel,
-    match_threshold: matchThreshold,
-  }),
-});
+}: BuildComplexityRouterConfigParams): ComplexityRouterConfigPayload => {
+  // Trim keywords and drop empty ones; drop any rule left with no keywords. Clicking
+  // "Add keyword rule" seeds a rule with an empty keywords list, so without this an
+  // unfilled row (common in the heuristic flow, where getSemanticConfigError doesn't run)
+  // would ship keyword_tier_rules the backend validator rejects with a 400.
+  const cleanedKeywordTierRules = keywordTierRules
+    .map((rule) => ({ keywords: rule.keywords.map((k) => k.trim()).filter(Boolean), tier: rule.tier }))
+    .filter((rule) => rule.keywords.length > 0);
+
+  return {
+    tiers,
+    classifier_type: classifierType,
+    ...(classifierType === "llm" && classifierLlmConfig && { classifier_llm_config: classifierLlmConfig }),
+    ...(customTechnicalKeywords.length > 0 && { custom_technical_keywords: customTechnicalKeywords }),
+    ...(cleanedKeywordTierRules.length > 0 && { keyword_tier_rules: cleanedKeywordTierRules }),
+    ...(semanticMatchingEnabled && {
+      semantic_keyword_matching: true,
+      embedding_model: embeddingModel,
+      match_threshold: matchThreshold,
+    }),
+  };
+};

From 41b599b2d8ec92509730f364ccf65248597a3e9b Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Fri, 10 Jul 2026 21:13:20 -0700
Subject: [PATCH 325/370] fix(anthropic): thread real provider through
 capability probes instead of pinning anthropic

---
 litellm/llms/anthropic/chat/transformation.py | 33 ++++++----
 litellm/llms/anthropic/common_utils.py        | 38 +++++++----
 .../messages/transformation.py                | 46 +++++++++----
 .../bedrock/chat/converse_transformation.py   |  9 +--
 .../anthropic_claude3_transformation.py       |  5 +-
 .../bedrock/claude_platform/transformation.py |  4 +-
 .../anthropic_claude3_transformation.py       | 15 +++--
 .../llms/databricks/chat/transformation.py    |  3 +-
 .../anthropic/output_params_utils.py          |  2 +-
 .../anthropic/transformation.py               |  1 +
 .../test_anthropic_reasoning_effort.py        | 16 ++---
 .../test_fallback_generalizations.py          |  4 +-
 .../test_anthropic_chat_transformation.py     | 14 ++--
 .../anthropic/test_anthropic_common_utils.py  | 65 ++++++++++++++++---
 .../test_anthropic_claude3_transformation.py  | 43 ++++++++++++
 .../test_claude_fable_5_config.py             |  2 +-
 16 files changed, 221 insertions(+), 79 deletions(-)

diff --git a/litellm/llms/anthropic/chat/transformation.py b/litellm/llms/anthropic/chat/transformation.py
index 9721b797584..df6d85b953e 100644
--- a/litellm/llms/anthropic/chat/transformation.py
+++ b/litellm/llms/anthropic/chat/transformation.py
@@ -335,23 +335,26 @@ def _is_opus_4_7_model(model: str) -> bool:
         return any(v in model_lower for v in ("opus-4-7", "opus_4_7", "opus-4.7", "opus_4.7"))
 
     @staticmethod
-    def _supports_effort_level(model: str, level: str) -> bool:
+    def _supports_effort_level(model: str, level: str, custom_llm_provider: str) -> bool:
         """Check ``supports_{level}_reasoning_effort`` in the model map."""
-        return AnthropicConfig._supports_model_capability(model, f"supports_{level}_reasoning_effort")
+        return AnthropicConfig._supports_model_capability(
+            model, f"supports_{level}_reasoning_effort", custom_llm_provider
+        )
 
     @staticmethod
-    def _validate_effort_for_model(model: str, effort: Optional[str]) -> Optional[str]:
+    def _validate_effort_for_model(model: str, effort: Optional[str], custom_llm_provider: str) -> Optional[str]:
         """Return ``None`` if ``effort`` is allowed on ``model``, else an error message."""
         if effort == "max" and not (
-            AnthropicConfig._is_adaptive_thinking_model(model) or AnthropicConfig._supports_effort_level(model, "max")
+            AnthropicConfig._is_adaptive_thinking_model(model, custom_llm_provider)
+            or AnthropicConfig._supports_effort_level(model, "max", custom_llm_provider)
         ):
             return f"effort='max' is not supported by this model. Got model: {model}"
-        if effort == "xhigh" and not AnthropicConfig._supports_effort_level(model, "xhigh"):
+        if effort == "xhigh" and not AnthropicConfig._supports_effort_level(model, "xhigh", custom_llm_provider):
             return f"effort='xhigh' is not supported by this model. Got model: {model}"
         return None
 
     @staticmethod
-    def _model_supports_effort_param(model: str) -> bool:
+    def _model_supports_effort_param(model: str, custom_llm_provider: str) -> bool:
         """Whether the model accepts ``output_config.effort`` at all.
 
         A model qualifies if its map entry advertises ``supports_output_config``
@@ -359,10 +362,10 @@ def _model_supports_effort_param(model: str) -> bool:
         signals: e.g. Claude Opus 4.5 supports ``output_config`` without
         advertising a non-default (max/xhigh) effort level.
         """
-        if AnthropicConfig._supports_model_capability(model, "supports_output_config"):
+        if AnthropicConfig._supports_model_capability(model, "supports_output_config", custom_llm_provider):
             return True
         return any(
-            AnthropicConfig._supports_effort_level(model, level)
+            AnthropicConfig._supports_effort_level(model, level, custom_llm_provider)
             for level in ("low", "minimal", "medium", "high", "xhigh", "max")
         )
 
@@ -451,7 +454,7 @@ def get_supported_openai_params(self, model: str):
 
         if (
             "claude-3-7-sonnet" in model
-            or AnthropicConfig._is_adaptive_thinking_model(model)
+            or AnthropicConfig._is_adaptive_thinking_model(model, self.custom_llm_provider or "anthropic")
             or supports_reasoning(
                 model=model,
                 custom_llm_provider=self.custom_llm_provider,
@@ -1159,11 +1162,12 @@ def _map_stop_sequences(self, stop: Optional[Union[str, List[str]]]) -> Optional
     def _map_reasoning_effort(
         reasoning_effort: Optional[Union[REASONING_EFFORT, str]],
         model: str,
+        custom_llm_provider: str,
         llm_provider: str = "anthropic",
     ) -> Optional[AnthropicThinkingParam]:
         if reasoning_effort is None or reasoning_effort == "none":
             return None
-        if AnthropicConfig._is_adaptive_thinking_model(model):
+        if AnthropicConfig._is_adaptive_thinking_model(model, custom_llm_provider):
             return AnthropicThinkingParam(
                 type="adaptive",
             )
@@ -1471,6 +1475,7 @@ def map_openai_params(
                 mapped_thinking = AnthropicConfig._map_reasoning_effort(
                     reasoning_effort=effort_value,
                     model=model,
+                    custom_llm_provider=self.custom_llm_provider or "anthropic",
                     llm_provider=self.custom_llm_provider or "anthropic",
                 )
                 if mapped_thinking is None:
@@ -1478,7 +1483,7 @@ def map_openai_params(
                     optional_params.pop("output_config", None)
                 else:
                     optional_params["thinking"] = mapped_thinking
-                    if AnthropicConfig._is_adaptive_thinking_model(model):
+                    if AnthropicConfig._is_adaptive_thinking_model(model, self.custom_llm_provider or "anthropic"):
                         mapped_effort = REASONING_EFFORT_TO_OUTPUT_CONFIG_EFFORT.get(effort_value)
                         if mapped_effort is None:
                             AnthropicConfig._raise_invalid_reasoning_effort(
@@ -1902,7 +1907,9 @@ def _apply_output_config(self, data: dict, model: str, optional_params: dict) ->
         output_config = optional_params.get("output_config")
         if not output_config or not isinstance(output_config, dict):
             return
-        if litellm.drop_params is True and not self._model_supports_effort_param(model):
+        if litellm.drop_params is True and not self._model_supports_effort_param(
+            model, self.custom_llm_provider or "anthropic"
+        ):
             litellm.verbose_logger.warning(
                 DROP_UNSUPPORTED_OUTPUT_CONFIG_WARNING,
                 model,
@@ -1918,7 +1925,7 @@ def _apply_output_config(self, data: dict, model: str, optional_params: dict) ->
                 model=model,
                 llm_provider=self.custom_llm_provider or "anthropic",
             )
-        gate_error = self._validate_effort_for_model(model, effort)
+        gate_error = self._validate_effort_for_model(model, effort, self.custom_llm_provider or "anthropic")
         if gate_error is not None:
             raise litellm.exceptions.BadRequestError(
                 message=gate_error,
diff --git a/litellm/llms/anthropic/common_utils.py b/litellm/llms/anthropic/common_utils.py
index 964186fd76a..cc5db407e3f 100644
--- a/litellm/llms/anthropic/common_utils.py
+++ b/litellm/llms/anthropic/common_utils.py
@@ -360,18 +360,19 @@ def _get_exact_model_capability(model: str, key: str) -> Optional[bool]:
         return value if isinstance(value, bool) else None
 
     @staticmethod
-    def _supports_model_capability(model: str, key: str) -> bool:
-        """Check a boolean capability ``key`` in the model map.
+    def _supports_model_capability(model: str, key: str, custom_llm_provider: str) -> bool:
+        """Check a boolean capability ``key`` in the model map under the caller's provider.
 
-        Strips bedrock/vertex prefixes so a provider-routed Claude still
-        resolves to the Anthropic model-map entry.
+        The provider-aware lookup makes exact provider-namespaced entries (e.g. the
+        Bedrock ``global.anthropic.*`` ids) authoritative; the raw model-map walk
+        remains as a provider-less backstop for alias forms the lookup misses.
         """
         from litellm.utils import _supports_factory
 
         try:
             if _supports_factory(
                 model=model,
-                custom_llm_provider="anthropic",
+                custom_llm_provider=custom_llm_provider,
                 key=key,
             ):
                 return True
@@ -380,17 +381,24 @@ def _supports_model_capability(model: str, key: str) -> bool:
         return AnthropicModelInfo._get_model_capability(model, key) is True
 
     @staticmethod
-    def _is_adaptive_thinking_model(model: str) -> bool:
+    def _is_adaptive_thinking_model(model: str, custom_llm_provider: str) -> bool:
         """Whether ``model`` uses adaptive thinking (``output_config.effort``).
 
         The model cost map is authoritative: an explicit ``supports_adaptive_thinking``
-        entry, or a ``fallback_generalizations`` rule for unknown Claude models. The
-        version gate (>= 4.6, including provider-prefixed Bedrock/Vertex ids that map to
-        no exact entry) lives entirely in that declarative rule, not here.
+        entry resolved under ``custom_llm_provider``, or a ``fallback_generalizations``
+        rule for unknown Claude models. The version gate (>= 4.6, including
+        provider-prefixed Bedrock/Vertex ids that map to no exact entry) lives entirely
+        in that declarative rule, not here.
         """
-        return AnthropicModelInfo._supports_model_capability(model, "supports_adaptive_thinking")
+        return AnthropicModelInfo._supports_model_capability(model, "supports_adaptive_thinking", custom_llm_provider)
 
-    def is_effort_used(self, optional_params: Optional[dict], model: Optional[str] = None) -> bool:
+    def is_effort_used(
+        self,
+        optional_params: Optional[dict],
+        model: Optional[str] = None,
+        *,
+        custom_llm_provider: str,
+    ) -> bool:
         """
         Check if effort parameter is being used and requires a beta header.
 
@@ -402,7 +410,7 @@ def is_effort_used(self, optional_params: Optional[dict], model: Optional[str] =
             return False
 
         # Claude 4.6+ models use output_config as a stable API feature — no beta header needed
-        if model and self._is_adaptive_thinking_model(model):
+        if model and self._is_adaptive_thinking_model(model, custom_llm_provider):
             return False
 
         # Check if reasoning_effort is provided for Claude Opus 4.5
@@ -483,6 +491,8 @@ def get_anthropic_beta_list(
         prompt_caching_set: bool = False,
         file_id_used: bool = False,
         mcp_server_used: bool = False,
+        *,
+        custom_llm_provider: str,
     ) -> List[str]:
         """
         Get list of common beta headers based on the features that are active.
@@ -495,7 +505,7 @@ def get_anthropic_beta_list(
         betas = []
 
         # Detect features
-        effort_used = self.is_effort_used(optional_params, model)
+        effort_used = self.is_effort_used(optional_params, model, custom_llm_provider=custom_llm_provider)
 
         if effort_used:
             betas.append(ANTHROPIC_EFFORT_BETA_HEADER)  # effort-2025-11-24
@@ -651,7 +661,7 @@ def validate_environment(
         tool_search_used = self.is_tool_search_used(tools=tools)
         programmatic_tool_calling_used = self.is_programmatic_tool_calling_used(tools=tools)
         input_examples_used = self.is_input_examples_used(tools=tools)
-        effort_used = self.is_effort_used(optional_params=optional_params, model=model)
+        effort_used = self.is_effort_used(optional_params=optional_params, model=model, custom_llm_provider="anthropic")
         code_execution_tool_used = self.is_code_execution_tool_used(tools=tools)
         container_with_skills_used = self.is_container_with_skills_used(optional_params=optional_params)
         user_anthropic_beta_headers = self._get_user_anthropic_beta_headers(
diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
index b74bbda0b66..23f15f829d1 100644
--- a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
+++ b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
@@ -41,6 +41,10 @@
 
 
 class AnthropicMessagesConfig(BaseAnthropicMessagesConfig):
+    @property
+    def custom_llm_provider(self) -> Optional[str]:
+        return "anthropic"
+
     def get_supported_anthropic_messages_params(self, model: str) -> list:
         return [
             "messages",
@@ -181,7 +185,7 @@ def validate_anthropic_messages_environment(
         return headers, api_base
 
     @staticmethod
-    def _translate_reasoning_effort_to_anthropic(model: str, optional_params: Dict) -> None:
+    def _translate_reasoning_effort_to_anthropic(model: str, optional_params: Dict, custom_llm_provider: str) -> None:
         """Map OpenAI-style ``reasoning_effort`` to native Anthropic params.
 
         Caller-supplied ``thinking`` / ``output_config`` win over the alias.
@@ -198,7 +202,11 @@ def _translate_reasoning_effort_to_anthropic(model: str, optional_params: Dict)
             return
 
         try:
-            mapped_thinking = AnthropicConfig._map_reasoning_effort(reasoning_effort=reasoning_effort, model=model)
+            mapped_thinking = AnthropicConfig._map_reasoning_effort(
+                reasoning_effort=reasoning_effort,
+                model=model,
+                custom_llm_provider=custom_llm_provider,
+            )
         except _BadRequestError as e:
             raise AnthropicError(message=str(e.message), status_code=400)
 
@@ -208,7 +216,7 @@ def _translate_reasoning_effort_to_anthropic(model: str, optional_params: Dict)
             return
 
         optional_params.setdefault("thinking", mapped_thinking)
-        if AnthropicModelInfo._is_adaptive_thinking_model(model):
+        if AnthropicModelInfo._is_adaptive_thinking_model(model, custom_llm_provider):
             mapped_effort = REASONING_EFFORT_TO_OUTPUT_CONFIG_EFFORT.get(reasoning_effort)
             if mapped_effort is None:
                 raise AnthropicError(
@@ -219,7 +227,7 @@ def _translate_reasoning_effort_to_anthropic(model: str, optional_params: Dict)
                     ),
                     status_code=400,
                 )
-            gate_error = AnthropicConfig._validate_effort_for_model(model, mapped_effort)
+            gate_error = AnthropicConfig._validate_effort_for_model(model, mapped_effort, custom_llm_provider)
             if gate_error is not None:
                 raise AnthropicError(message=gate_error, status_code=400)
             existing_output_config = optional_params.get("output_config")
@@ -229,13 +237,15 @@ def _translate_reasoning_effort_to_anthropic(model: str, optional_params: Dict)
             optional_params["output_config"] = existing_output_config
 
     @staticmethod
-    def _translate_legacy_thinking_for_adaptive_model(model: str, optional_params: Dict) -> None:
+    def _translate_legacy_thinking_for_adaptive_model(
+        model: str, optional_params: Dict, custom_llm_provider: str
+    ) -> None:
         """Translate legacy ``thinking.type=enabled`` to adaptive for 4.6/4.7.
         Caller-provided ``output_config.effort`` is never overridden.
         """
         from litellm.llms.anthropic.chat.transformation import AnthropicConfig
 
-        if not AnthropicModelInfo._is_adaptive_thinking_model(model):
+        if not AnthropicModelInfo._is_adaptive_thinking_model(model, custom_llm_provider):
             return
         thinking = optional_params.get("thinking")
         if not isinstance(thinking, dict) or thinking.get("type") != "enabled":
@@ -243,7 +253,7 @@ def _translate_legacy_thinking_for_adaptive_model(model: str, optional_params: D
 
         budget = int(thinking.get("budget_tokens") or 0)
         if budget >= DEFAULT_REASONING_EFFORT_XHIGH_THINKING_BUDGET and (
-            AnthropicConfig._supports_effort_level(model, "xhigh")
+            AnthropicConfig._supports_effort_level(model, "xhigh", custom_llm_provider)
         ):
             effort = "xhigh"
         elif budget >= DEFAULT_REASONING_EFFORT_HIGH_THINKING_BUDGET:
@@ -262,7 +272,7 @@ def _translate_legacy_thinking_for_adaptive_model(model: str, optional_params: D
 
     @staticmethod
     def _translate_adaptive_effort_for_non_adaptive_model(
-        model: str, optional_params: Dict, max_tokens: Optional[int]
+        model: str, optional_params: Dict, max_tokens: Optional[int], custom_llm_provider: str
     ) -> None:
         """Translate the 4.6+ adaptive-thinking interface (``thinking.type=adaptive``
         and/or ``output_config.effort``) down to what an older Anthropic model
@@ -305,7 +315,7 @@ def _translate_adaptive_effort_for_non_adaptive_model(
         from litellm.exceptions import BadRequestError as _BadRequestError
         from litellm.llms.anthropic.chat.transformation import AnthropicConfig
 
-        if AnthropicConfig._is_adaptive_thinking_model(model):
+        if AnthropicConfig._is_adaptive_thinking_model(model, custom_llm_provider):
             return
 
         output_config = optional_params.get("output_config")
@@ -315,17 +325,24 @@ def _translate_adaptive_effort_for_non_adaptive_model(
         if effort is None and not adaptive_thinking:
             return
 
-        if AnthropicConfig._model_supports_effort_param(model) and (
-            not adaptive_thinking or AnthropicConfig._validate_effort_for_model(model, effort) is None
+        if AnthropicConfig._model_supports_effort_param(model, custom_llm_provider) and (
+            not adaptive_thinking
+            or AnthropicConfig._validate_effort_for_model(model, effort, custom_llm_provider) is None
         ):
             if adaptive_thinking:
                 optional_params.pop("thinking", None)
             return
 
-        supports_thinking = AnthropicModelInfo._supports_model_capability(model, "supports_reasoning")
+        supports_thinking = AnthropicModelInfo._supports_model_capability(
+            model, "supports_reasoning", custom_llm_provider
+        )
         try:
             legacy_thinking = (
-                AnthropicConfig._map_reasoning_effort(reasoning_effort=effort or "medium", model=model)
+                AnthropicConfig._map_reasoning_effort(
+                    reasoning_effort=effort or "medium",
+                    model=model,
+                    custom_llm_provider=custom_llm_provider,
+                )
                 if supports_thinking
                 else None
             )
@@ -389,17 +406,20 @@ def transform_anthropic_messages_request(
         self._translate_reasoning_effort_to_anthropic(
             model=model,
             optional_params=anthropic_messages_optional_request_params,
+            custom_llm_provider=self.custom_llm_provider or "anthropic",
         )
 
         self._translate_legacy_thinking_for_adaptive_model(
             model=model,
             optional_params=anthropic_messages_optional_request_params,
+            custom_llm_provider=self.custom_llm_provider or "anthropic",
         )
 
         self._translate_adaptive_effort_for_non_adaptive_model(
             model=model,
             optional_params=anthropic_messages_optional_request_params,
             max_tokens=max_tokens,
+            custom_llm_provider=self.custom_llm_provider or "anthropic",
         )
 
         system_param = anthropic_messages_optional_request_params.get("system")
diff --git a/litellm/llms/bedrock/chat/converse_transformation.py b/litellm/llms/bedrock/chat/converse_transformation.py
index 5a8ada45651..be904fb27be 100644
--- a/litellm/llms/bedrock/chat/converse_transformation.py
+++ b/litellm/llms/bedrock/chat/converse_transformation.py
@@ -423,6 +423,7 @@ def _handle_reasoning_effort_parameter(self, model: str, reasoning_effort: str,
             mapped_thinking = AnthropicConfig._map_reasoning_effort(
                 reasoning_effort=reasoning_effort,
                 model=model,
+                custom_llm_provider="bedrock",
                 llm_provider="bedrock_converse",
             )
             if mapped_thinking is None:
@@ -430,7 +431,7 @@ def _handle_reasoning_effort_parameter(self, model: str, reasoning_effort: str,
                 optional_params.pop("output_config", None)
             else:
                 optional_params["thinking"] = mapped_thinking
-                if AnthropicConfig._is_adaptive_thinking_model(model):
+                if AnthropicConfig._is_adaptive_thinking_model(model, "bedrock"):
                     mapped_effort = REASONING_EFFORT_TO_OUTPUT_CONFIG_EFFORT.get(reasoning_effort)
                     if mapped_effort is None:
                         AnthropicConfig._raise_invalid_reasoning_effort(
@@ -465,7 +466,7 @@ def _validate_anthropic_adaptive_effort(model: str, effort: str) -> None:
                 model=model,
                 llm_provider="bedrock_converse",
             )
-        error = AnthropicConfig._validate_effort_for_model(model=model, effort=effort)
+        error = AnthropicConfig._validate_effort_for_model(model=model, effort=effort, custom_llm_provider="bedrock")
         if error is not None:
             raise litellm.exceptions.BadRequestError(
                 message=error,
@@ -1279,7 +1280,7 @@ def _prepare_request_params(
 
         if anthropic_output_config is not None and isinstance(anthropic_output_config, dict):
             if base_model.startswith("anthropic"):
-                if litellm.drop_params is True and not AnthropicConfig._model_supports_effort_param(model):
+                if litellm.drop_params is True and not AnthropicConfig._model_supports_effort_param(model, "bedrock"):
                     litellm.verbose_logger.warning(
                         DROP_UNSUPPORTED_OUTPUT_CONFIG_WARNING,
                         model,
@@ -1422,7 +1423,7 @@ def _process_tools_and_beta(
             if (
                 isinstance(output_config, dict)
                 and output_config.get("effort") is not None
-                and not AnthropicConfig._is_adaptive_thinking_model(model)
+                and not AnthropicConfig._is_adaptive_thinking_model(model, "bedrock")
             ):
                 from litellm.types.llms.anthropic import (
                     ANTHROPIC_EFFORT_BETA_HEADER,
diff --git a/litellm/llms/bedrock/chat/invoke_transformations/anthropic_claude3_transformation.py b/litellm/llms/bedrock/chat/invoke_transformations/anthropic_claude3_transformation.py
index 60d532eb8c5..6b5cb304bec 100644
--- a/litellm/llms/bedrock/chat/invoke_transformations/anthropic_claude3_transformation.py
+++ b/litellm/llms/bedrock/chat/invoke_transformations/anthropic_claude3_transformation.py
@@ -115,7 +115,7 @@ def _clamp_adaptive_reasoning_effort_for_bedrock(model: str, params: dict) -> No
         keeps working. Non-adaptive models and models without a ceiling are
         left untouched.
         """
-        if not AnthropicConfig._is_adaptive_thinking_model(model):
+        if not AnthropicConfig._is_adaptive_thinking_model(model, "bedrock"):
             return
         effort = params.get("reasoning_effort")
         if not isinstance(effort, str):
@@ -228,7 +228,7 @@ def _build_bedrock_anthropic_request_base(
                 custom_llm_provider="bedrock",
                 key="supports_output_config",
             )
-            or AnthropicConfig._model_supports_effort_param(model)
+            or AnthropicConfig._model_supports_effort_param(model, "bedrock")
         ):
             if anthropic_request.pop("output_config", None) is not None:
                 verbose_logger.warning(
@@ -269,6 +269,7 @@ def _compute_bedrock_invoke_beta_headers(
             prompt_caching_set=False,
             file_id_used=self.is_file_id_used(messages),
             mcp_server_used=self.is_mcp_server_used(optional_params.get("mcp_servers")),
+            custom_llm_provider="bedrock",
         )
         beta_set.update(auto_betas)
 
diff --git a/litellm/llms/bedrock/claude_platform/transformation.py b/litellm/llms/bedrock/claude_platform/transformation.py
index 0868d9bddfe..6f5ccececc7 100644
--- a/litellm/llms/bedrock/claude_platform/transformation.py
+++ b/litellm/llms/bedrock/claude_platform/transformation.py
@@ -54,7 +54,9 @@ def validate_environment(
             tool_search_used=self.is_tool_search_used(tools=optional_params.get("tools")),
             programmatic_tool_calling_used=self.is_programmatic_tool_calling_used(tools=optional_params.get("tools")),
             input_examples_used=self.is_input_examples_used(tools=optional_params.get("tools")),
-            effort_used=self.is_effort_used(optional_params=optional_params, model=model),
+            effort_used=self.is_effort_used(
+                optional_params=optional_params, model=model, custom_llm_provider="anthropic"
+            ),
             user_anthropic_beta_headers=self._get_user_anthropic_beta_headers(
                 anthropic_beta_header=headers.get("anthropic-beta")
             ),
diff --git a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
index 56a47432997..a00d3ba1363 100644
--- a/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
+++ b/litellm/llms/bedrock/messages/invoke_transformations/anthropic_claude3_transformation.py
@@ -77,6 +77,10 @@ class AmazonAnthropicClaudeMessagesConfig(
 
     DEFAULT_BEDROCK_ANTHROPIC_API_VERSION = "bedrock-2023-05-31"
 
+    @property
+    def custom_llm_provider(self) -> Optional[str]:
+        return "bedrock"
+
     BEDROCK_INVOKE_ALLOWED_TOP_LEVEL_FIELDS = frozenset(BedrockInvokeAnthropicMessagesRequest.__annotations__.keys())
 
     def __init__(self, **kwargs):
@@ -269,7 +273,7 @@ def _supports_extended_thinking_on_bedrock(self, model: str) -> bool:
         Returns:
             True if the model supports extended thinking on Bedrock
         """
-        if AnthropicModelInfo._is_adaptive_thinking_model(model):
+        if AnthropicModelInfo._is_adaptive_thinking_model(model, "bedrock"):
             return True
 
         model_lower = model.lower()
@@ -319,7 +323,7 @@ def _ensure_thinking_for_clear_thinking_context_management(
         if not self._supports_extended_thinking_on_bedrock(model):
             return False
 
-        is_adaptive_thinking_model = AnthropicModelInfo._is_adaptive_thinking_model(model)
+        is_adaptive_thinking_model = AnthropicModelInfo._is_adaptive_thinking_model(model, "bedrock")
 
         thinking = anthropic_messages_request.get("thinking")
         if isinstance(thinking, dict):
@@ -596,6 +600,7 @@ def _get_bedrock_invoke_anthropic_beta_headers(
             mcp_server_used=anthropic_model_info.is_mcp_server_used(
                 anthropic_messages_optional_request_params.get("mcp_servers")
             ),
+            custom_llm_provider="bedrock",
         )
         beta_set.update(auto_betas)
 
@@ -662,7 +667,7 @@ def _clamp_adaptive_reasoning_effort_for_bedrock(model: str, optional_params: Di
         path degrades ``xhigh`` -> ``max`` rather than 400-ing. Non-adaptive models
         and models without a ceiling are left untouched.
         """
-        if not AnthropicModelInfo._is_adaptive_thinking_model(model):
+        if not AnthropicModelInfo._is_adaptive_thinking_model(model, "bedrock"):
             return
         effort = optional_params.get("reasoning_effort")
         if not isinstance(effort, str):
@@ -750,7 +755,7 @@ def transform_anthropic_messages_request(
                 custom_llm_provider="bedrock",
                 key="supports_output_config",
             )
-            or AnthropicConfig._model_supports_effort_param(model)
+            or AnthropicConfig._model_supports_effort_param(model, "bedrock")
         ):
             if anthropic_messages_request.pop("output_config", None) is not None:
                 verbose_logger.warning(
@@ -787,7 +792,7 @@ def transform_anthropic_messages_request(
         if (
             litellm.drop_params is True
             and "output_config" in anthropic_messages_request
-            and not AnthropicConfig._model_supports_effort_param(model)
+            and not AnthropicConfig._model_supports_effort_param(model, "bedrock")
         ):
             verbose_logger.warning(
                 DROP_UNSUPPORTED_OUTPUT_CONFIG_WARNING,
diff --git a/litellm/llms/databricks/chat/transformation.py b/litellm/llms/databricks/chat/transformation.py
index ba8c312ea51..9b53dee3453 100644
--- a/litellm/llms/databricks/chat/transformation.py
+++ b/litellm/llms/databricks/chat/transformation.py
@@ -372,6 +372,7 @@ def map_openai_params(
             mapped_thinking = AnthropicConfig._map_reasoning_effort(
                 reasoning_effort=reasoning_effort_value,
                 model=model,
+                custom_llm_provider="databricks",
                 llm_provider="databricks",
             )
             if mapped_thinking is None:
@@ -379,7 +380,7 @@ def map_openai_params(
                 optional_params.pop("output_config", None)
             else:
                 optional_params["thinking"] = mapped_thinking
-                if AnthropicConfig._is_adaptive_thinking_model(model):
+                if AnthropicConfig._is_adaptive_thinking_model(model, "databricks"):
                     mapped_effort: Optional[str] = None
                     if isinstance(reasoning_effort_value, str):
                         mapped_effort = REASONING_EFFORT_TO_OUTPUT_CONFIG_EFFORT.get(reasoning_effort_value)
diff --git a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/output_params_utils.py b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/output_params_utils.py
index 280cc1c888a..b87d05ab1fd 100644
--- a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/output_params_utils.py
+++ b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/output_params_utils.py
@@ -26,7 +26,7 @@ def _model_accepts_output_config_effort(model: str) -> bool:
     """
     from litellm.llms.anthropic.chat.transformation import AnthropicConfig
 
-    return AnthropicConfig._model_supports_effort_param(model)
+    return AnthropicConfig._model_supports_effort_param(model, "vertex_ai")
 
 
 def sanitize_vertex_anthropic_output_params(data: dict, model: str) -> None:
diff --git a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/transformation.py b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/transformation.py
index c8d91be359b..8fcefb04b34 100644
--- a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/transformation.py
+++ b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/transformation.py
@@ -112,6 +112,7 @@ def transform_request(
             prompt_caching_set=self.is_cache_control_set(messages),
             file_id_used=self.is_file_id_used(messages),
             mcp_server_used=self.is_mcp_server_used(optional_params.get("mcp_servers")),
+            custom_llm_provider="vertex_ai",
         )
 
         beta_set = set(auto_betas)
diff --git a/tests/litellm/llms/anthropic/test_anthropic_reasoning_effort.py b/tests/litellm/llms/anthropic/test_anthropic_reasoning_effort.py
index 98ae7148c77..ef74249ca8e 100644
--- a/tests/litellm/llms/anthropic/test_anthropic_reasoning_effort.py
+++ b/tests/litellm/llms/anthropic/test_anthropic_reasoning_effort.py
@@ -12,39 +12,39 @@ class TestMapReasoningEffort:
     def test_none_returns_none_for_opus_4_6(self):
         """reasoning_effort=None should return None for Opus 4.6, not adaptive."""
         result = AnthropicConfig._map_reasoning_effort(
-            reasoning_effort=None, model="claude-opus-4-6"
+            reasoning_effort=None, model="claude-opus-4-6", custom_llm_provider="anthropic"
         )
         assert result is None
 
     def test_none_returns_none_for_other_models(self):
         """reasoning_effort=None should return None for non-Opus models."""
         result = AnthropicConfig._map_reasoning_effort(
-            reasoning_effort=None, model="claude-4-sonnet-20250514"
+            reasoning_effort=None, model="claude-4-sonnet-20250514", custom_llm_provider="anthropic"
         )
         assert result is None
 
     def test_opus_4_6_returns_adaptive_for_low(self):
         result = AnthropicConfig._map_reasoning_effort(
-            reasoning_effort="low", model="claude-opus-4-6"
+            reasoning_effort="low", model="claude-opus-4-6", custom_llm_provider="anthropic"
         )
         assert result["type"] == "adaptive"
 
     def test_opus_4_6_returns_adaptive_for_high(self):
         result = AnthropicConfig._map_reasoning_effort(
-            reasoning_effort="high", model="claude-opus-4-6"
+            reasoning_effort="high", model="claude-opus-4-6", custom_llm_provider="anthropic"
         )
         assert result["type"] == "adaptive"
 
     def test_other_model_low_returns_enabled_with_budget(self):
         result = AnthropicConfig._map_reasoning_effort(
-            reasoning_effort="low", model="claude-4-sonnet-20250514"
+            reasoning_effort="low", model="claude-4-sonnet-20250514", custom_llm_provider="anthropic"
         )
         assert result["type"] == "enabled"
         assert "budget_tokens" in result
 
     def test_other_model_high_returns_enabled_with_budget(self):
         result = AnthropicConfig._map_reasoning_effort(
-            reasoning_effort="high", model="claude-4-sonnet-20250514"
+            reasoning_effort="high", model="claude-4-sonnet-20250514", custom_llm_provider="anthropic"
         )
         assert result["type"] == "enabled"
         assert "budget_tokens" in result
@@ -52,13 +52,13 @@ def test_other_model_high_returns_enabled_with_budget(self):
     def test_none_string_returns_none_for_opus_4_6(self):
         """reasoning_effort='none' should return None for Opus 4.6."""
         result = AnthropicConfig._map_reasoning_effort(
-            reasoning_effort="none", model="claude-opus-4-6"
+            reasoning_effort="none", model="claude-opus-4-6", custom_llm_provider="anthropic"
         )
         assert result is None
 
     def test_none_string_returns_none_for_other_models(self):
         """reasoning_effort='none' should return None for non-Opus models."""
         result = AnthropicConfig._map_reasoning_effort(
-            reasoning_effort="none", model="claude-4-sonnet-20250514"
+            reasoning_effort="none", model="claude-4-sonnet-20250514", custom_llm_provider="anthropic"
         )
         assert result is None
diff --git a/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py b/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py
index 0ea09463c16..0414836fa79 100644
--- a/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py
+++ b/tests/test_litellm/litellm_core_utils/test_fallback_generalizations.py
@@ -520,8 +520,8 @@ def test_shipped_adaptive_rule_gates_on_version_not_pricing(shipped_cost_map):
     non_adaptive = "us.anthropic.claude-opus-4-20250514"
     assert adaptive not in litellm.model_cost
     assert non_adaptive not in litellm.model_cost
-    assert AnthropicModelInfo._is_adaptive_thinking_model(adaptive) is True
-    assert AnthropicModelInfo._is_adaptive_thinking_model(non_adaptive) is False
+    assert AnthropicModelInfo._is_adaptive_thinking_model(adaptive, "anthropic") is True
+    assert AnthropicModelInfo._is_adaptive_thinking_model(non_adaptive, "anthropic") is False
 
 
 def test_shipped_rules_resolve_unmapped_future_bedrock_claude_with_both_flags(shipped_cost_map):
diff --git a/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py b/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py
index 852479e81e4..7fb38544c52 100644
--- a/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py
+++ b/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py
@@ -1661,7 +1661,7 @@ def test_effort_beta_header_injection():
     # Test with effort parameter
     optional_params = {"output_config": {"effort": "low"}}
 
-    effort_used = model_info.is_effort_used(optional_params=optional_params)
+    effort_used = model_info.is_effort_used(optional_params=optional_params, custom_llm_provider="anthropic")
     assert effort_used is True
 
     headers = model_info.get_anthropic_headers(
@@ -1877,7 +1877,7 @@ def test_anthropic_drop_params_false_forwards_to_unsupported_model():
     ],
 )
 def test_anthropic_model_supports_effort_param_recognizes_supporting_models(model):
-    assert AnthropicConfig._model_supports_effort_param(model) is True
+    assert AnthropicConfig._model_supports_effort_param(model, "anthropic") is True
 
 
 @pytest.mark.parametrize(
@@ -1890,7 +1890,7 @@ def test_anthropic_model_supports_effort_param_recognizes_supporting_models(mode
     ],
 )
 def test_anthropic_model_supports_effort_param_rejects_non_supporting_models(model):
-    assert AnthropicConfig._model_supports_effort_param(model) is False
+    assert AnthropicConfig._model_supports_effort_param(model, "anthropic") is False
 
 
 @pytest.mark.parametrize(
@@ -2217,7 +2217,7 @@ def test_get_config_does_not_leak_module_constants():
 )
 def test_supports_effort_level_handles_provider_prefixes(model, level, expected):
     """``_supports_effort_level`` resolves bedrock/vertex/azure-prefixed model ids."""
-    assert AnthropicConfig._supports_effort_level(model, level) is expected
+    assert AnthropicConfig._supports_effort_level(model, level, "anthropic") is expected
 
 
 @pytest.mark.parametrize(
@@ -2239,7 +2239,7 @@ def test_supports_effort_level_handles_provider_prefixes(model, level, expected)
 def test_validate_effort_for_model_centralises_per_model_gating(
     model, effort, expect_error
 ):
-    err = AnthropicConfig._validate_effort_for_model(model, effort)
+    err = AnthropicConfig._validate_effort_for_model(model, effort, "anthropic")
     if expect_error:
         assert err is not None
         assert effort in err
@@ -2490,7 +2490,7 @@ def test_is_adaptive_thinking_model_is_sourced_from_cost_map(
     fallback for ids the cost map cannot resolve. The dated Claude 4.0 names stay
     non-adaptive because the date suffix is not read as a minor version, while 4.8/4.9/5.x
     are covered without a code change."""
-    assert AnthropicConfig._is_adaptive_thinking_model(model) is expected
+    assert AnthropicConfig._is_adaptive_thinking_model(model, "anthropic") is expected
 
 
 def test_get_supported_params_includes_reasoning_for_sonnet_4_6_alias(
@@ -2836,6 +2836,7 @@ def test_effort_beta_header_not_injected_for_46_models():
         result = model_info.is_effort_used(
             optional_params={"output_config": {"effort": "high"}},
             model=model,
+            custom_llm_provider="anthropic",
         )
         assert result is False, f"is_effort_used should return False for {model}"
 
@@ -2947,6 +2948,7 @@ def test_effort_beta_header_still_injected_for_older_models():
     result = model_info.is_effort_used(
         optional_params={"output_config": {"effort": "low"}},
         model="claude-opus-4-5-20251101",
+        custom_llm_provider="anthropic",
     )
     assert result is True
 
diff --git a/tests/test_litellm/llms/anthropic/test_anthropic_common_utils.py b/tests/test_litellm/llms/anthropic/test_anthropic_common_utils.py
index 4bd270bb7fb..3c410cf84df 100644
--- a/tests/test_litellm/llms/anthropic/test_anthropic_common_utils.py
+++ b/tests/test_litellm/llms/anthropic/test_anthropic_common_utils.py
@@ -1578,7 +1578,7 @@ class TestClaudeOpus48AdaptiveThinking:
     def test_adaptive_thinking_detected_for_opus_4_8(self, local_model_cost_map, model):
         from litellm.llms.anthropic.common_utils import AnthropicModelInfo
 
-        assert AnthropicModelInfo._is_adaptive_thinking_model(model) is True
+        assert AnthropicModelInfo._is_adaptive_thinking_model(model, "anthropic") is True
 
     def test_resolver_reads_flag_through_bedrock_invoke_prefix(
         self, local_model_cost_map
@@ -1592,6 +1592,7 @@ def test_resolver_reads_flag_through_bedrock_invoke_prefix(
             AnthropicModelInfo._supports_model_capability(
                 "bedrock/invoke/us.anthropic.claude-opus-4-8",
                 "supports_adaptive_thinking",
+                "anthropic",
             )
             is True
         )
@@ -1609,7 +1610,7 @@ def test_resolver_reads_flag_through_bedrock_invoke_prefix(
     def test_adaptive_thinking_detected_for_fable_5(self, local_model_cost_map, model):
         from litellm.llms.anthropic.common_utils import AnthropicModelInfo
 
-        assert AnthropicModelInfo._is_adaptive_thinking_model(model) is True
+        assert AnthropicModelInfo._is_adaptive_thinking_model(model, "anthropic") is True
 
     @pytest.mark.parametrize(
         "model",
@@ -1644,7 +1645,7 @@ def test_adaptive_thinking_detected_for_opus_4_6_4_7_and_sonnet_4_6(
         version (``4.6`` -> ``4-6``)."""
         from litellm.llms.anthropic.common_utils import AnthropicModelInfo
 
-        assert AnthropicModelInfo._is_adaptive_thinking_model(model) is True
+        assert AnthropicModelInfo._is_adaptive_thinking_model(model, "anthropic") is True
 
     @pytest.mark.parametrize(
         "model",
@@ -1665,7 +1666,7 @@ def test_unmapped_aliases_without_parseable_version_stay_non_adaptive(
         from litellm.llms.anthropic.common_utils import AnthropicModelInfo
 
         assert model not in litellm.model_cost
-        assert AnthropicModelInfo._is_adaptive_thinking_model(model) is False
+        assert AnthropicModelInfo._is_adaptive_thinking_model(model, "anthropic") is False
 
     @pytest.mark.parametrize(
         "model",
@@ -1693,7 +1694,7 @@ def test_adaptive_thinking_version_fallback_for_unmapped_high_versions(
         from litellm.llms.anthropic.common_utils import AnthropicModelInfo
 
         assert model not in litellm.model_cost
-        assert AnthropicModelInfo._is_adaptive_thinking_model(model) is True
+        assert AnthropicModelInfo._is_adaptive_thinking_model(model, "anthropic") is True
 
     @pytest.mark.parametrize(
         "model",
@@ -1716,7 +1717,7 @@ def test_adaptive_thinking_not_detected_for_unmapped_low_versions(
         from litellm.llms.anthropic.common_utils import AnthropicModelInfo
 
         assert model not in litellm.model_cost
-        assert AnthropicModelInfo._is_adaptive_thinking_model(model) is False
+        assert AnthropicModelInfo._is_adaptive_thinking_model(model, "anthropic") is False
 
     @pytest.mark.parametrize(
         "model",
@@ -1725,7 +1726,7 @@ def test_adaptive_thinking_not_detected_for_unmapped_low_versions(
     def test_non_adaptive_models_not_detected(self, local_model_cost_map, model):
         from litellm.llms.anthropic.common_utils import AnthropicModelInfo
 
-        assert AnthropicModelInfo._is_adaptive_thinking_model(model) is False
+        assert AnthropicModelInfo._is_adaptive_thinking_model(model, "anthropic") is False
 
 
 class TestDefaultSuffixAdaptiveThinking:
@@ -1750,7 +1751,7 @@ def test_default_suffix_models_are_adaptive_thinking(
     ) -> None:
         from litellm.llms.anthropic.common_utils import AnthropicModelInfo
 
-        assert AnthropicModelInfo._is_adaptive_thinking_model(model) is True, (
+        assert AnthropicModelInfo._is_adaptive_thinking_model(model, "anthropic") is True, (
             f"{model} not classified as adaptive thinking. "
             "Check _model_map_lookup_candidates strips @default suffix."
         )
@@ -1771,3 +1772,51 @@ def test_lookup_candidates_include_bare_name(
         assert expected_bare in candidates, (
             f"Expected '{expected_bare}' in candidates for '{model}', got: {candidates}"
         )
+
+
+class TestCapabilityProbeUsesCallerProvider:
+    """``_supports_model_capability`` must probe under the caller's real provider
+    namespace instead of a pinned ``"anthropic"``. With the pin, the exact Bedrock
+    cost-map entry for ``global.anthropic.claude-opus-4-8`` was rejected by the
+    provider match and the anthropic-scoped fallback rule answered instead, so
+    flipping ``supports_adaptive_thinking`` on the exact entry changed nothing and
+    the documented "exact entry beats rule" precedence was silently violated."""
+
+    BEDROCK_MODEL = "global.anthropic.claude-opus-4-8"
+
+    def test_exact_bedrock_entry_flag_is_authoritative_for_bedrock_caller(
+        self, local_model_cost_map, monkeypatch
+    ):
+        import litellm
+        from litellm.llms.anthropic.common_utils import AnthropicModelInfo
+
+        assert (
+            AnthropicModelInfo._is_adaptive_thinking_model(self.BEDROCK_MODEL, "bedrock")
+            is True
+        )
+
+        monkeypatch.setitem(
+            litellm.model_cost[self.BEDROCK_MODEL], "supports_adaptive_thinking", False
+        )
+        litellm.get_model_info.cache_clear()
+
+        assert (
+            AnthropicModelInfo._is_adaptive_thinking_model(self.BEDROCK_MODEL, "bedrock")
+            is False
+        )
+
+    def test_native_anthropic_probe_still_reads_anthropic_entry(
+        self, local_model_cost_map, monkeypatch
+    ):
+        import litellm
+        from litellm.llms.anthropic.common_utils import AnthropicModelInfo
+
+        monkeypatch.setitem(
+            litellm.model_cost[self.BEDROCK_MODEL], "supports_adaptive_thinking", False
+        )
+        litellm.get_model_info.cache_clear()
+
+        assert (
+            AnthropicModelInfo._is_adaptive_thinking_model("claude-opus-4-8", "anthropic")
+            is True
+        )
diff --git a/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py b/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
index 52f136a1fd9..3b8b4af78d9 100644
--- a/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
+++ b/tests/test_litellm/llms/bedrock/messages/invoke_transformations/test_anthropic_claude3_transformation.py
@@ -2472,3 +2472,46 @@ def test_filter_and_transform_beta_headers_passes_context_management_for_bedrock
     )
     assert out_converse == []
 
+
+
+def test_bedrock_messages_thinking_shape_follows_exact_bedrock_entry_flag(
+    local_model_cost_map, monkeypatch
+):
+    """The outbound thinking payload must follow the exact Bedrock cost-map entry.
+    Before threading the caller's provider through the capability probes, the probe
+    was pinned to ``"anthropic"``: the exact ``global.anthropic.claude-opus-4-8``
+    entry was rejected by the provider match and the anthropic-scoped fallback rule
+    forced ``thinking.type='adaptive'`` even with ``supports_adaptive_thinking``
+    explicitly set to ``false`` on the entry."""
+    import litellm
+
+    from litellm.types.router import GenericLiteLLMParams
+
+    model = "global.anthropic.claude-opus-4-8"
+    cfg = AmazonAnthropicClaudeMessagesConfig()
+
+    def transform():
+        return cfg.transform_anthropic_messages_request(
+            model=model,
+            messages=[{"role": "user", "content": [{"type": "text", "text": "Hello"}]}],
+            anthropic_messages_optional_request_params={
+                "max_tokens": 4096,
+                "reasoning_effort": "medium",
+            },
+            litellm_params=GenericLiteLLMParams(),
+            headers={},
+        )
+
+    result = transform()
+    assert result.get("thinking") == {"type": "adaptive"}
+    assert result.get("output_config") == {"effort": "medium"}
+
+    monkeypatch.setitem(litellm.model_cost[model], "supports_adaptive_thinking", False)
+    litellm.get_model_info.cache_clear()
+
+    flipped = transform()
+    thinking = flipped.get("thinking")
+    assert isinstance(thinking, dict)
+    assert thinking.get("type") == "enabled"
+    assert isinstance(thinking.get("budget_tokens"), int)
+    assert "output_config" not in flipped
diff --git a/tests/test_litellm/test_claude_fable_5_config.py b/tests/test_litellm/test_claude_fable_5_config.py
index d8d95fba0da..3a9ebf65bbb 100644
--- a/tests/test_litellm/test_claude_fable_5_config.py
+++ b/tests/test_litellm/test_claude_fable_5_config.py
@@ -204,7 +204,7 @@ def test_adaptive_thinking_detected_for_fable_5(local_model_cost_map, model):
     maps to ``thinking.type='adaptive'`` + ``output_config.effort``."""
     from litellm.llms.anthropic.common_utils import AnthropicModelInfo
 
-    assert AnthropicModelInfo._is_adaptive_thinking_model(model) is True
+    assert AnthropicModelInfo._is_adaptive_thinking_model(model, "anthropic") is True
 
 
 @pytest.mark.parametrize(

From ae08bcc4eec178892ea1b75d3afe3b0107507a1c Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 11 Jul 2026 11:19:54 -0700
Subject: [PATCH 326/370] docs(anthropic): note the two provider params' roles
 in _map_reasoning_effort

---
 litellm/llms/anthropic/chat/transformation.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/litellm/llms/anthropic/chat/transformation.py b/litellm/llms/anthropic/chat/transformation.py
index df6d85b953e..a85ac4ca292 100644
--- a/litellm/llms/anthropic/chat/transformation.py
+++ b/litellm/llms/anthropic/chat/transformation.py
@@ -1165,6 +1165,7 @@ def _map_reasoning_effort(
         custom_llm_provider: str,
         llm_provider: str = "anthropic",
     ) -> Optional[AnthropicThinkingParam]:
+        """Capability probes read the cost map under ``custom_llm_provider``; ``llm_provider`` only tags raised exceptions."""
         if reasoning_effort is None or reasoning_effort == "none":
             return None
         if AnthropicConfig._is_adaptive_thinking_model(model, custom_llm_provider):

From abc38935fa8dc0f1e9c0b33d2c4256e22f76e33d Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 11 Jul 2026 12:11:17 -0700
Subject: [PATCH 327/370] fix(anthropic): override custom_llm_provider in
 provider config subclasses so capability probes use the right namespace

---
 litellm/llms/anthropic/common_utils.py        | 30 +++++++++-
 .../anthropic/messages_transformation.py      |  4 ++
 .../llms/databricks/chat/transformation.py    |  4 ++
 .../github_copilot/messages/transformation.py |  4 ++
 .../openai_like/messages/transformation.py    |  4 ++
 .../transformation.py                         |  4 ++
 ...azure_anthropic_messages_transformation.py | 56 +++++++++++++++++++
 .../test_databricks_chat_transformation.py    |  7 +++
 ..._github_copilot_messages_transformation.py |  8 +++
 ..._like_anthropic_messages_transformation.py | 18 ++++++
 ...artner_models_anthropic_messages_config.py | 56 +++++++++++++++++++
 11 files changed, 192 insertions(+), 3 deletions(-)

diff --git a/litellm/llms/anthropic/common_utils.py b/litellm/llms/anthropic/common_utils.py
index cc5db407e3f..0bcf34a45d6 100644
--- a/litellm/llms/anthropic/common_utils.py
+++ b/litellm/llms/anthropic/common_utils.py
@@ -359,16 +359,40 @@ def _get_exact_model_capability(model: str, key: str) -> Optional[bool]:
         value = litellm.model_cost.get(model, {}).get(key)
         return value if isinstance(value, bool) else None
 
+    @staticmethod
+    def _get_provider_resolved_capability(model: str, key: str, custom_llm_provider: str) -> Optional[bool]:
+        """Resolve boolean capability ``key`` for ``model`` under the caller's provider.
+
+        Returns the flag when the provider-aware lookup resolves ``model`` to an
+        entry (or fallback rule) that sets it explicitly, and ``None`` when the
+        model does not resolve under that provider or the resolved entry has no
+        opinion on ``key``.
+        """
+        from litellm.utils import _get_model_info_helper
+
+        try:
+            resolved_model, resolved_provider, _, _ = litellm.get_llm_provider(
+                model=model, custom_llm_provider=custom_llm_provider
+            )
+            value = _get_model_info_helper(model=resolved_model, custom_llm_provider=resolved_provider).get(key)
+        except Exception:  # noqa: BLE001  # _get_model_info_helper raises bare Exception for unmapped models
+            return None
+        return value if isinstance(value, bool) else None
+
     @staticmethod
     def _supports_model_capability(model: str, key: str, custom_llm_provider: str) -> bool:
         """Check a boolean capability ``key`` in the model map under the caller's provider.
 
-        The provider-aware lookup makes exact provider-namespaced entries (e.g. the
-        Bedrock ``global.anthropic.*`` ids) authoritative; the raw model-map walk
-        remains as a provider-less backstop for alias forms the lookup misses.
+        The provider-aware lookup is authoritative when it resolves an explicit flag,
+        so ``key: false`` on the provider-namespaced entry wins over every fallback.
+        Otherwise ``_supports_factory``'s provider-level fallbacks and the raw
+        model-map walk remain as backstops for alias forms the lookup misses.
         """
         from litellm.utils import _supports_factory
 
+        resolved = AnthropicModelInfo._get_provider_resolved_capability(model, key, custom_llm_provider)
+        if resolved is not None:
+            return resolved
         try:
             if _supports_factory(
                 model=model,
diff --git a/litellm/llms/azure_ai/anthropic/messages_transformation.py b/litellm/llms/azure_ai/anthropic/messages_transformation.py
index 1de18701a2f..8cee35989af 100644
--- a/litellm/llms/azure_ai/anthropic/messages_transformation.py
+++ b/litellm/llms/azure_ai/anthropic/messages_transformation.py
@@ -21,6 +21,10 @@ class AzureAnthropicMessagesConfig(AnthropicMessagesConfig):
     and Azure endpoint format.
     """
 
+    @property
+    def custom_llm_provider(self) -> Optional[str]:
+        return "azure_ai"
+
     def should_strip_billing_metadata(self) -> bool:
         return True
 
diff --git a/litellm/llms/databricks/chat/transformation.py b/litellm/llms/databricks/chat/transformation.py
index 9b53dee3453..9c05899c719 100644
--- a/litellm/llms/databricks/chat/transformation.py
+++ b/litellm/llms/databricks/chat/transformation.py
@@ -181,6 +181,10 @@ def __init__(
             if key != "self" and value is not None:
                 setattr(self.__class__, key, value)
 
+    @property
+    def custom_llm_provider(self) -> Optional[str]:
+        return "databricks"
+
     @classmethod
     def get_config(cls):
         return super().get_config()
diff --git a/litellm/llms/github_copilot/messages/transformation.py b/litellm/llms/github_copilot/messages/transformation.py
index fb3f0a4e159..4d7b003c48f 100644
--- a/litellm/llms/github_copilot/messages/transformation.py
+++ b/litellm/llms/github_copilot/messages/transformation.py
@@ -25,6 +25,10 @@ def __init__(self) -> None:
         super().__init__()
         self.authenticator = Authenticator()
 
+    @property
+    def custom_llm_provider(self) -> Optional[str]:
+        return "github_copilot"
+
     def handles_web_search_natively(self) -> bool:
         """
         Copilot's /v1/messages endpoint does not execute ``web_search`` tools, so
diff --git a/litellm/llms/openai_like/messages/transformation.py b/litellm/llms/openai_like/messages/transformation.py
index 4963bcca9ac..0d593d8d0f4 100644
--- a/litellm/llms/openai_like/messages/transformation.py
+++ b/litellm/llms/openai_like/messages/transformation.py
@@ -85,6 +85,10 @@ def __init__(self, provider: SimpleProviderConfig):
         super().__init__()
         self._provider = provider
 
+    @property
+    def custom_llm_provider(self) -> Optional[str]:
+        return self._provider.slug
+
     def should_strip_billing_metadata(self) -> bool:
         return True
 
diff --git a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py
index 8566496bf9c..de72795cabc 100644
--- a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py
+++ b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/experimental_pass_through/transformation.py
@@ -17,6 +17,10 @@
 
 
 class VertexAIPartnerModelsAnthropicMessagesConfig(AnthropicMessagesConfig, VertexBase):
+    @property
+    def custom_llm_provider(self) -> Optional[str]:
+        return "vertex_ai"
+
     def should_strip_billing_metadata(self) -> bool:
         return True
 
diff --git a/tests/test_litellm/llms/azure_ai/claude/test_azure_anthropic_messages_transformation.py b/tests/test_litellm/llms/azure_ai/claude/test_azure_anthropic_messages_transformation.py
index 5983597196a..5e9af6bd34d 100644
--- a/tests/test_litellm/llms/azure_ai/claude/test_azure_anthropic_messages_transformation.py
+++ b/tests/test_litellm/llms/azure_ai/claude/test_azure_anthropic_messages_transformation.py
@@ -331,3 +331,59 @@ def test_get_provider_anthropic_messages_config_returns_none_for_non_claude_mode
         )
 
         assert config is None
+
+
+@pytest.fixture
+def local_model_cost_map(monkeypatch):
+    """Force the bundled backup cost map so capability flags match this branch."""
+    import litellm
+
+    original = litellm.model_cost
+    monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
+    litellm.model_cost = litellm.get_model_cost_map(url="")
+    litellm.get_model_info.cache_clear()
+    try:
+        yield
+    finally:
+        litellm.model_cost = original
+        litellm.get_model_info.cache_clear()
+
+
+def test_messages_thinking_shape_follows_exact_azure_entry_flag(local_model_cost_map, monkeypatch):
+    """The Azure messages config must probe capabilities under ``azure_ai`` so an
+    operator setting ``supports_adaptive_thinking: false`` on the exact
+    ``azure_ai/claude-opus-4-8`` entry beats the unmodified ``anthropic`` entry.
+    With the inherited ``"anthropic"`` provider default the flip was ignored and
+    the transform kept emitting ``thinking.type='adaptive'``."""
+    import litellm
+
+    config = AzureAnthropicMessagesConfig()
+
+    def transform():
+        return config.transform_anthropic_messages_request(
+            model="claude-opus-4-8",
+            messages=[{"role": "user", "content": "Hello"}],
+            anthropic_messages_optional_request_params={
+                "max_tokens": 4096,
+                "reasoning_effort": "medium",
+            },
+            litellm_params=GenericLiteLLMParams(),
+            headers={},
+        )
+
+    result = transform()
+    assert result.get("thinking") == {"type": "adaptive"}
+    assert result.get("output_config") == {"effort": "medium"}
+
+    monkeypatch.setitem(
+        litellm.model_cost["azure_ai/claude-opus-4-8"], "supports_adaptive_thinking", False
+    )
+    litellm.get_model_info.cache_clear()
+    assert litellm.model_cost["claude-opus-4-8"]["supports_adaptive_thinking"] is True
+
+    flipped = transform()
+    thinking = flipped.get("thinking")
+    assert isinstance(thinking, dict)
+    assert thinking.get("type") == "enabled"
+    assert isinstance(thinking.get("budget_tokens"), int)
+    assert "output_config" not in flipped
diff --git a/tests/test_litellm/llms/databricks/chat/test_databricks_chat_transformation.py b/tests/test_litellm/llms/databricks/chat/test_databricks_chat_transformation.py
index cfdb76a97f4..00f3e7a6faf 100644
--- a/tests/test_litellm/llms/databricks/chat/test_databricks_chat_transformation.py
+++ b/tests/test_litellm/llms/databricks/chat/test_databricks_chat_transformation.py
@@ -416,3 +416,10 @@ def test_transform_request_keeps_parallel_tool_calls_for_claude():
     )["messages"]
 
     assert len([m for m in result if m.get("role") == "assistant"]) == 1
+
+
+def test_databricks_config_probes_capabilities_under_databricks_namespace():
+    """Inherited AnthropicConfig capability probes read ``self.custom_llm_provider``;
+    without this override they probed the ``anthropic`` cost-map namespace and
+    ignored the exact ``databricks/databricks-claude-*`` entries."""
+    assert DatabricksConfig().custom_llm_provider == "databricks"
diff --git a/tests/test_litellm/llms/github_copilot/messages/test_github_copilot_messages_transformation.py b/tests/test_litellm/llms/github_copilot/messages/test_github_copilot_messages_transformation.py
index 01787c07d27..8ed84b3ed8d 100644
--- a/tests/test_litellm/llms/github_copilot/messages/test_github_copilot_messages_transformation.py
+++ b/tests/test_litellm/llms/github_copilot/messages/test_github_copilot_messages_transformation.py
@@ -326,3 +326,11 @@ def test_github_copilot_config_does_not_handle_web_search_natively():
 
     assert GithubCopilotAnthropicMessagesConfig().handles_web_search_natively() is False
     assert AnthropicMessagesConfig().handles_web_search_natively() is True
+
+
+def test_github_copilot_messages_config_probes_capabilities_under_copilot_namespace():
+    """Capability probes in the shared pass-through helpers read
+    ``self.custom_llm_provider``; without this override they probed the
+    ``anthropic`` namespace and ignored the exact ``github_copilot/claude-*``
+    cost-map entries."""
+    assert GithubCopilotAnthropicMessagesConfig().custom_llm_provider == "github_copilot"
diff --git a/tests/test_litellm/llms/openai_like/messages/test_openai_like_anthropic_messages_transformation.py b/tests/test_litellm/llms/openai_like/messages/test_openai_like_anthropic_messages_transformation.py
index 534d7aefda4..33e677b000e 100644
--- a/tests/test_litellm/llms/openai_like/messages/test_openai_like_anthropic_messages_transformation.py
+++ b/tests/test_litellm/llms/openai_like/messages/test_openai_like_anthropic_messages_transformation.py
@@ -299,3 +299,21 @@ def test_anthropic_beta_survives_provider_filter_on_passthrough_path(config):
 
     stripped = update_headers_with_filtered_beta(headers=dict(headers), provider="openai")
     assert "anthropic-beta" not in stripped
+
+
+def test_json_provider_messages_config_probes_capabilities_under_provider_slug():
+    """Capability probes in the shared pass-through helpers read
+    ``self.custom_llm_provider``. The JSON-provider config knows its slug, so it
+    must expose it; the generic OpenAI-like config has no class-level namespace
+    and keeps the inherited ``anthropic`` default."""
+    from litellm.llms.openai_like.json_loader import SimpleProviderConfig
+    from litellm.llms.openai_like.messages.transformation import (
+        JSONProviderAnthropicMessagesConfig,
+    )
+
+    provider = SimpleProviderConfig(
+        slug="exampleprovider",
+        data={"base_url": "https://api.example.com/v1", "api_key_env": "EXAMPLE_API_KEY"},
+    )
+    assert JSONProviderAnthropicMessagesConfig(provider).custom_llm_provider == "exampleprovider"
+    assert OpenAILikeAnthropicMessagesConfig().custom_llm_provider == "anthropic"
diff --git a/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/test_vertex_ai_partner_models_anthropic_messages_config.py b/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/test_vertex_ai_partner_models_anthropic_messages_config.py
index bfd37f73b2d..ce770221ceb 100644
--- a/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/test_vertex_ai_partner_models_anthropic_messages_config.py
+++ b/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/test_vertex_ai_partner_models_anthropic_messages_config.py
@@ -509,3 +509,59 @@ def test_vertex_claude_completion_does_not_mutate_shared_extra_headers():
     assert (
         shared_extra_headers == {}
     ), "extra_headers must not be mutated by completion()"
+
+
+@pytest.fixture
+def local_model_cost_map(monkeypatch):
+    """Force the bundled backup cost map so capability flags match this branch."""
+    import litellm
+
+    original = litellm.model_cost
+    monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
+    litellm.model_cost = litellm.get_model_cost_map(url="")
+    litellm.get_model_info.cache_clear()
+    try:
+        yield
+    finally:
+        litellm.model_cost = original
+        litellm.get_model_info.cache_clear()
+
+
+def test_messages_thinking_shape_follows_exact_vertex_entry_flag(local_model_cost_map, monkeypatch):
+    """The Vertex messages config must probe capabilities under ``vertex_ai`` so an
+    operator setting ``supports_adaptive_thinking: false`` on the exact
+    ``vertex_ai/claude-opus-4-8`` entry beats the unmodified ``anthropic`` entry.
+    With the inherited ``"anthropic"`` provider default the flip was ignored and
+    the transform kept emitting ``thinking.type='adaptive'``."""
+    import litellm
+
+    config = VertexAIPartnerModelsAnthropicMessagesConfig()
+
+    def transform():
+        return config.transform_anthropic_messages_request(
+            model="claude-opus-4-8",
+            messages=[{"role": "user", "content": "Hello"}],
+            anthropic_messages_optional_request_params={
+                "max_tokens": 4096,
+                "reasoning_effort": "medium",
+            },
+            litellm_params=GenericLiteLLMParams(),
+            headers={},
+        )
+
+    result = transform()
+    assert result.get("thinking") == {"type": "adaptive"}
+    assert result.get("output_config") == {"effort": "medium"}
+
+    monkeypatch.setitem(
+        litellm.model_cost["vertex_ai/claude-opus-4-8"], "supports_adaptive_thinking", False
+    )
+    litellm.get_model_info.cache_clear()
+    assert litellm.model_cost["claude-opus-4-8"]["supports_adaptive_thinking"] is True
+
+    flipped = transform()
+    thinking = flipped.get("thinking")
+    assert isinstance(thinking, dict)
+    assert thinking.get("type") == "enabled"
+    assert isinstance(thinking.get("budget_tokens"), int)
+    assert "output_config" not in flipped

From 46977d6e4c0fcdf2f2d381821963853f759997f1 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 13:38:22 -0700
Subject: [PATCH 328/370] feat(mcp): admit dcr_bridge oauth_delegate clients
 via a single envelope bearer

---
 .../mcp_server/auth/user_api_key_auth_mcp.py  |  97 +++-
 .../auth/test_user_api_key_auth_mcp.py        | 426 ++++++++++++++++++
 2 files changed, 522 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
index e7ffef0e4e3..a5a8275a6ad 100644
--- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
+++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
@@ -1,5 +1,6 @@
 import re
-from typing import Dict, List, Optional, Set, Tuple, cast
+from datetime import datetime, timezone
+from typing import Dict, List, Optional, Set, Tuple, assert_never, cast
 
 from fastapi import HTTPException
 from starlette.datastructures import Headers
@@ -7,6 +8,14 @@
 from starlette.types import Scope
 
 from litellm._logging import verbose_logger
+from litellm.proxy._experimental.mcp_server.outbound_credentials.bridge_credentials import (
+    BridgeEnvelopeAdmitted,
+    BridgeEnvelopeInvalid,
+    NotBridgeEnvelope,
+    envelope_keys_from_master_key,
+    is_bridge_envelope_shaped,
+    resolve_bridge_envelope,
+)
 from litellm.proxy._types import (
     UI_TEAM_ID,
     LiteLLM_TeamTable,
@@ -23,6 +32,7 @@
     AgentsRepository,
     MCPServerRepository,
 )
+from litellm.types.mcp_server.mcp_server_manager import MCPServer
 
 
 def _parse_mcp_server_names_from_path(path: str, mcp_servers_header: Optional[List[str]] = None) -> Optional[List[str]]:
@@ -226,6 +236,27 @@ async def mock_body():
             client_ip=IPAddressUtils.get_mcp_client_ip(request),
         ):
             validated_user_api_key_auth = UserAPIKeyAuth()
+        elif (
+            (
+                bridge_delegate_target := MCPRequestHandler._single_dcr_bridge_delegate_target(
+                    path=request_route,
+                    mcp_servers=mcp_servers,
+                    client_ip=IPAddressUtils.get_mcp_client_ip(request),
+                )
+            )
+            is not None
+            and oauth2_headers
+            and is_bridge_envelope_shaped(oauth2_headers["Authorization"])
+        ):
+            # A single DCR-bridge oauth_delegate target carrying an envelope-shaped
+            # Authorization: open the envelope, admit under its recovered identity, and
+            # inject the inner upstream token for egress. A non-envelope bearer on the same
+            # server is NOT admitted here — it falls through to the oauth2 arm, which 401s.
+            validated_user_api_key_auth, mcp_server_auth_headers = MCPRequestHandler._admit_dcr_bridge_delegate(
+                server=bridge_delegate_target,
+                authorization_value=oauth2_headers["Authorization"],
+                mcp_server_auth_headers=mcp_server_auth_headers,
+            )
         elif oauth2_headers:
             # Authorization on a non-delegated server: the bearer must be a real
             # LiteLLM credential, so a failed validation is a genuine 401/403 and
@@ -432,6 +463,70 @@ def _target_servers_are_true_passthrough(
                 return False
         return True
 
+    @staticmethod
+    def _single_dcr_bridge_delegate_target(
+        path: str, mcp_servers: Optional[List[str]], client_ip: Optional[str]
+    ) -> Optional[MCPServer]:
+        """The one DCR-bridge ``oauth_delegate`` server this request targets, or ``None``.
+
+        Returns the server only when EXACTLY ONE target resolves and it is both
+        ``is_oauth_delegate`` and ``is_dcr_bridge``. Fails closed (``None``) on a
+        multi-target request, an unresolved target, or a non-matching server, so the
+        envelope admission arm never fires for an aggregate scope or a server that did not
+        opt into the bridge. Mirrors :meth:`_target_servers_are_true_passthrough`.
+        """
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            global_mcp_server_manager,
+        )
+
+        target_names = MCPRequestHandler._resolve_target_server_names(path=path, mcp_servers_header=mcp_servers)
+        if len(target_names) != 1:
+            return None
+        server = global_mcp_server_manager.get_mcp_server_by_name(target_names[0], client_ip=client_ip)
+        if server is None or not server.is_oauth_delegate or not server.is_dcr_bridge:
+            return None
+        # Egress resolves the injected per-server token only by alias / server_name; a server with
+        # neither cannot receive the forwarded token, so fail closed rather than admit-and-drop.
+        if not (server.server_name or server.alias):
+            return None
+        return server
+
+    @staticmethod
+    def _admit_dcr_bridge_delegate(
+        server: MCPServer,
+        authorization_value: str,
+        mcp_server_auth_headers: Optional[Dict[str, Dict[str, str]]],
+    ) -> Tuple[UserAPIKeyAuth, Optional[Dict[str, Dict[str, str]]]]:
+        """Open the bridge envelope and admit the caller under its recovered identity.
+
+        The envelope's signature is itself the proof the user authenticated when it was
+        minted, so the recovered ``user_id`` is admitted without any re-validation. The
+        inner upstream token is injected under the server's per-server auth-header key so
+        egress forwards it via the ``PassthroughConfig`` override; the envelope
+        ``Authorization`` the leak-defense strips never reaches the upstream. A new headers
+        dict is returned rather than mutating the input. Fails closed with a 401 on an
+        invalid or expired envelope.
+        """
+        from litellm.proxy.proxy_server import master_key
+
+        if not master_key:
+            raise HTTPException(status_code=500, detail="Server misconfigured: master_key is not set")
+
+        keys = envelope_keys_from_master_key(master_key)
+        result = resolve_bridge_envelope(authorization_value, keys, datetime.now(timezone.utc), server.server_id)
+        match result:
+            case BridgeEnvelopeAdmitted():
+                header_key = server.server_name or server.alias
+                if header_key is None:
+                    raise HTTPException(status_code=500, detail="Server misconfigured: MCP server has no routable name")
+                injected = {header_key: {"Authorization": result.upstream_authorization.get_secret_value()}}
+                new_headers = {**(mcp_server_auth_headers or {}), **injected}
+                return UserAPIKeyAuth(user_id=result.identity.user_id), new_headers
+            case BridgeEnvelopeInvalid() | NotBridgeEnvelope():
+                raise HTTPException(status_code=401, detail="Invalid or expired credential")
+            case _:
+                assert_never(result)
+
     @staticmethod
     def _resolve_target_server_names(path: str, mcp_servers_header: Optional[List[str]]) -> List[str]:
         """
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
index ebaa6bc7cc0..1002c33783a 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
@@ -1,6 +1,7 @@
 import json
 import os
 import sys
+from datetime import datetime, timedelta, timezone
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
@@ -4866,3 +4867,428 @@ async def test_get_allowed_mcp_servers_team_all_proxy_key_scoped_to_one_end_to_e
     finally:
         for sid in ("srv-x", "srv-y"):
             global_mcp_server_manager.registry.pop(sid, None)
+
+
+@pytest.mark.asyncio
+class TestMCPDcrBridgeDelegateAdmission:
+    """Admission-side arm for a DCR-bridge ``oauth_delegate`` client that authenticates with
+    a single envelope bearer (LIT-4338).
+
+    The arm fires only for a single ``is_dcr_bridge`` ``is_oauth_delegate`` target carrying an
+    envelope-shaped Authorization. It opens the litellm-signed envelope, admits under the
+    recovered identity WITHOUT re-validating (the signature is the proof), and injects the inner
+    upstream token under the server's per-server auth-header key so egress forwards it. Everything
+    else must stay on its existing admission path.
+    """
+
+    _MASTER_KEY = "sk-bridge-master-key-for-envelope-derivation"
+
+    @staticmethod
+    def _bridge_delegate_server(server_name="bridge_delegate_server", dcr_bridge=True, alias=None):
+        from litellm.types.mcp import MCPAuth
+        from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+        return MCPServer(
+            server_id="bridge-server-id",
+            name=server_name or "bridge-fallback-name",
+            server_name=server_name,
+            alias=alias,
+            transport="http",
+            auth_type=MCPAuth.oauth_delegate,
+            dcr_bridge=dcr_bridge,
+        )
+
+    @classmethod
+    def _mint_bridge_envelope(
+        cls,
+        *,
+        user_id="envelope-user-42",
+        server_id="bridge-server-id",
+        access_token="inner-upstream-access-token",
+        token_type="Bearer",
+        expires_in=1800,
+        minted_at=None,
+        master_key=None,
+    ):
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.bridge_credentials import (
+            envelope_keys_from_master_key,
+        )
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.envelope import (
+            EnvelopeIdentity,
+            SealedEnvelope,
+            UpstreamTokenGrant,
+            mint_envelope,
+        )
+        from pydantic import SecretStr
+
+        keys = envelope_keys_from_master_key(master_key or cls._MASTER_KEY)
+        now = minted_at or datetime.now(timezone.utc)
+        sealed = mint_envelope(
+            identity=EnvelopeIdentity(user_id=user_id, server_id=server_id),
+            grant=UpstreamTokenGrant(
+                access_token=SecretStr(access_token),
+                token_type=token_type,
+                expires_in=expires_in,
+            ),
+            keys=keys,
+            now=now,
+        )
+        assert isinstance(sealed, SealedEnvelope), sealed
+        return sealed.token.get_secret_value()
+
+    async def test_valid_envelope_admits_identity_and_injects_inner_token(self):
+        """A valid envelope on a single dcr_bridge oauth_delegate server admits under the envelope's
+        identity WITHOUT re-validating (user_api_key_auth is never called) and injects the inner
+        upstream token, keyed by the server name, for egress forwarding."""
+        envelope = self._mint_bridge_envelope(user_id="envelope-user-42")
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/bridge_delegate_server",
+            "headers": [(b"authorization", f"Bearer {envelope}".encode("latin-1"))],
+        }
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                new_callable=AsyncMock,
+            ) as mock_auth,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = self._bridge_delegate_server()
+            (
+                auth_result,
+                _mcp_auth_header,
+                _mcp_servers,
+                mcp_server_auth_headers,
+                _oauth2_headers,
+                _raw_headers,
+            ) = await MCPRequestHandler.process_mcp_request(scope)
+
+        # Signature is the proof of prior authentication: identity admitted, no re-validation.
+        assert auth_result.user_id == "envelope-user-42"
+        mock_auth.assert_not_called()
+        # Inner upstream token injected under the per-server key so egress forwards it.
+        assert mcp_server_auth_headers == {
+            "bridge_delegate_server": {"Authorization": "Bearer inner-upstream-access-token"}
+        }
+
+    async def test_alias_only_server_injects_under_alias_egress_can_resolve(self):
+        """When server_name is None, the inner token must be keyed under the alias (which egress
+        resolves), never under server.name (which egress never looks up), so the forwarded token is
+        not silently dropped."""
+        envelope = self._mint_bridge_envelope()
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/bridge_delegate_server",
+            "headers": [(b"authorization", f"Bearer {envelope}".encode("latin-1"))],
+        }
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                new_callable=AsyncMock,
+            ),
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = self._bridge_delegate_server(
+                server_name=None, alias="bridge_alias"
+            )
+            (_auth, _h, _s, mcp_server_auth_headers, _o, _r) = await MCPRequestHandler.process_mcp_request(scope)
+
+        assert mcp_server_auth_headers == {"bridge_alias": {"Authorization": "Bearer inner-upstream-access-token"}}
+
+    async def test_server_with_no_alias_or_server_name_is_not_admitted_via_bridge_arm(self):
+        """A bridge server egress cannot route to (no alias and no server_name) must not take the
+        envelope arm; it fails closed to normal oauth2 admission rather than admitting and dropping
+        the inner token under an unresolvable key."""
+        envelope = self._mint_bridge_envelope()
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/bridge_delegate_server",
+            "headers": [(b"authorization", f"Bearer {envelope}".encode("latin-1"))],
+        }
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                new_callable=AsyncMock,
+                side_effect=HTTPException(status_code=401, detail="Invalid key"),
+            ) as mock_auth,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = self._bridge_delegate_server(server_name=None, alias=None)
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+
+        assert exc_info.value.status_code == 401
+        mock_auth.assert_called_once()
+
+    async def test_expired_envelope_fails_closed_401(self):
+        """An envelope whose exp is in the past must fail closed with a 401, never fall through to
+        anonymous admission."""
+        expired = self._mint_bridge_envelope(
+            expires_in=60,
+            minted_at=datetime.now(timezone.utc) - timedelta(hours=2),
+        )
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/bridge_delegate_server",
+            "headers": [(b"authorization", f"Bearer {expired}".encode("latin-1"))],
+        }
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                new_callable=AsyncMock,
+            ) as mock_auth,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = self._bridge_delegate_server()
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+
+        assert exc_info.value.status_code == 401
+        mock_auth.assert_not_called()
+
+    async def test_envelope_minted_for_a_different_server_fails_closed_401(self):
+        """An envelope sealed for another server_id must be rejected when presented to this server,
+        so a captured or misrouted envelope cannot forward one server's upstream credential to
+        another. The signature verifies, but the server binding does not."""
+        wrong_server = self._mint_bridge_envelope(server_id="some-other-server-id")
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/bridge_delegate_server",
+            "headers": [(b"authorization", f"Bearer {wrong_server}".encode("latin-1"))],
+        }
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                new_callable=AsyncMock,
+            ) as mock_auth,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = self._bridge_delegate_server()
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+
+        assert exc_info.value.status_code == 401
+        mock_auth.assert_not_called()
+
+    async def test_envelope_under_wrong_master_key_fails_closed_401(self):
+        """An envelope-shaped bearer whose signature does not verify under the proxy's derived keys
+        (e.g. minted against a different master_key, or tampered) must fail closed with a 401."""
+        foreign = self._mint_bridge_envelope(master_key="a-different-master-key-entirely")
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/bridge_delegate_server",
+            "headers": [(b"authorization", f"Bearer {foreign}".encode("latin-1"))],
+        }
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                new_callable=AsyncMock,
+            ) as mock_auth,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = self._bridge_delegate_server()
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+
+        assert exc_info.value.status_code == 401
+        mock_auth.assert_not_called()
+
+    async def test_non_envelope_bearer_on_bridge_server_falls_through_to_oauth2_arm(self):
+        """A plain (non-envelope) bearer on the same bridge server must NOT be admitted by the
+        envelope arm: it falls through to the oauth2 arm, which validates it as a LiteLLM key and
+        401s here. Proves the arm is gated on envelope shape, not merely on the target being a
+        bridge server."""
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/bridge_delegate_server",
+            "headers": [(b"authorization", b"Bearer plain-upstream-bearer-not-an-envelope")],
+        }
+
+        async def mock_user_api_key_auth_fails(api_key, request):
+            raise HTTPException(status_code=401, detail="Invalid API key")
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                side_effect=mock_user_api_key_auth_fails,
+            ) as mock_auth,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = self._bridge_delegate_server()
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+
+        assert exc_info.value.status_code == 401
+        # The envelope arm was skipped, so the oauth2 arm ran and validated the bearer.
+        mock_auth.assert_called_once()
+
+    async def test_explicit_litellm_key_wins_over_envelope_arm(self):
+        """An explicit x-litellm-api-key is always a LiteLLM credential and its arm precedes the
+        envelope arm: user_api_key_auth validates the key and NO inner token is injected, even
+        though the Authorization header carries a valid envelope."""
+        envelope = self._mint_bridge_envelope()
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/bridge_delegate_server",
+            "headers": [
+                (b"x-litellm-api-key", b"sk-explicit-litellm-key"),
+                (b"authorization", f"Bearer {envelope}".encode("latin-1")),
+            ],
+        }
+
+        async def mock_user_api_key_auth(api_key, request):
+            return UserAPIKeyAuth(api_key=api_key, user_id="litellm-key-user")
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                side_effect=mock_user_api_key_auth,
+            ) as mock_auth,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = self._bridge_delegate_server()
+            (
+                auth_result,
+                _mcp_auth_header,
+                _mcp_servers,
+                mcp_server_auth_headers,
+                _oauth2_headers,
+                _raw_headers,
+            ) = await MCPRequestHandler.process_mcp_request(scope)
+
+        mock_auth.assert_called_once()
+        assert mock_auth.call_args.kwargs["api_key"] == "sk-explicit-litellm-key"
+        # The explicit-key arm admitted; the envelope arm never ran, so no inner token is injected.
+        assert auth_result.user_id == "litellm-key-user"
+        assert mcp_server_auth_headers == {}
+
+    async def test_non_bridge_oauth_delegate_server_does_not_take_envelope_arm(self):
+        """An oauth_delegate server that is NOT a DCR bridge (``dcr_bridge`` unset) must not take the
+        envelope arm even for an envelope-shaped bearer: is_dcr_bridge is False, so the gate returns
+        None and admission falls through to the oauth2 arm (which 401s here)."""
+        envelope = self._mint_bridge_envelope()
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/plain_delegate_server",
+            "headers": [(b"authorization", f"Bearer {envelope}".encode("latin-1"))],
+        }
+
+        async def mock_user_api_key_auth_fails(api_key, request):
+            raise HTTPException(status_code=401, detail="Invalid API key")
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                side_effect=mock_user_api_key_auth_fails,
+            ) as mock_auth,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = self._bridge_delegate_server(
+                server_name="plain_delegate_server", dcr_bridge=False
+            )
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+
+        assert exc_info.value.status_code == 401
+        # Not admitted by the envelope arm — the oauth2 arm ran instead.
+        mock_auth.assert_called_once()
+
+    async def test_multi_target_including_bridge_server_does_not_take_envelope_arm(self):
+        """A multi-target request that includes the bridge server must not take the envelope arm:
+        the gate requires exactly one target, so it returns None and admission falls through."""
+        from litellm.types.mcp import MCPAuth
+
+        envelope = self._mint_bridge_envelope()
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp",
+            "headers": [
+                (b"authorization", f"Bearer {envelope}".encode("latin-1")),
+                (b"x-mcp-servers", b"bridge_delegate_server,other_server"),
+            ],
+        }
+
+        def mock_lookup(name, client_ip=None):
+            if name == "bridge_delegate_server":
+                return self._bridge_delegate_server()
+            return TestMCPDelegateAuthToUpstream._make_server(auth_type=MCPAuth.api_key)
+
+        async def mock_user_api_key_auth_fails(api_key, request):
+            raise HTTPException(status_code=401, detail="Invalid API key")
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                side_effect=mock_user_api_key_auth_fails,
+            ) as mock_auth,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+        ):
+            mock_mgr.get_mcp_server_by_name.side_effect = mock_lookup
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+
+        assert exc_info.value.status_code == 401
+        mock_auth.assert_called_once()
+
+    async def test_admit_helper_returns_new_headers_without_mutating_input(self):
+        """Unit: ``_admit_dcr_bridge_delegate`` must return a NEW headers dict that preserves the
+        caller's existing per-server entries and adds the injected inner token, never mutating the
+        input dict."""
+        envelope = self._mint_bridge_envelope(user_id="unit-user")
+        existing = {"other_server": {"Authorization": "Bearer someone-elses-token"}}
+
+        with patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY):
+            auth_result, new_headers = MCPRequestHandler._admit_dcr_bridge_delegate(
+                server=self._bridge_delegate_server(),
+                authorization_value=f"Bearer {envelope}",
+                mcp_server_auth_headers=existing,
+            )
+
+        assert auth_result.user_id == "unit-user"
+        # Input untouched.
+        assert existing == {"other_server": {"Authorization": "Bearer someone-elses-token"}}
+        # New dict carries both the pre-existing entry and the injected inner token.
+        assert new_headers is not existing
+        assert new_headers == {
+            "other_server": {"Authorization": "Bearer someone-elses-token"},
+            "bridge_delegate_server": {"Authorization": "Bearer inner-upstream-access-token"},
+        }
+
+    async def test_admit_helper_raises_500_when_master_key_missing(self):
+        """Unit: without a configured master_key the gateway cannot derive envelope keys, so
+        admission raises a 500 rather than silently admitting."""
+        envelope = self._mint_bridge_envelope()
+        with patch("litellm.proxy.proxy_server.master_key", None):
+            with pytest.raises(HTTPException) as exc_info:
+                MCPRequestHandler._admit_dcr_bridge_delegate(
+                    server=self._bridge_delegate_server(),
+                    authorization_value=f"Bearer {envelope}",
+                    mcp_server_auth_headers=None,
+                )
+        assert exc_info.value.status_code == 500

From 50cc2c01cfbcea16ba3cdb8a233aac10ce571ac2 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 17:06:41 -0700
Subject: [PATCH 329/370] fix(mcp): admit dcr_bridge envelopes under the live
 key, not a frozen identity

The bridge envelope sealed only user_id/server_id, and admission fabricated a
UserAPIKeyAuth(user_id=...) with no object_permission, team_id, org_id, or key
identity. Downstream MCP permission checks read the missing restrictions as
unrestricted, so a caller holding a valid envelope for a restricted key could
reach tools and servers that key was never granted, and a revoked key kept
working until the envelope expired.

Bind the hashed authorizing key into the envelope identity and reload the live
UserAPIKeyAuth by it at admission via get_key_object, failing closed with a 401
when the key is missing, blocked, or expired. Authorization is resolved fresh
per request instead of frozen at mint time, so current key/team/org and tool
restrictions plus revocation are enforced.
---
 .../mcp_server/auth/user_api_key_auth_mcp.py  |  73 +++++--
 .../outbound_credentials/envelope.py          |  22 ++-
 .../auth/test_user_api_key_auth_mcp.py        | 183 ++++++++++++++++--
 .../test_bridge_credentials.py                |   6 +-
 .../outbound_credentials/test_envelope.py     |  16 +-
 5 files changed, 252 insertions(+), 48 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
index a5a8275a6ad..adb1812059b 100644
--- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
+++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
@@ -252,7 +252,7 @@ async def mock_body():
             # Authorization: open the envelope, admit under its recovered identity, and
             # inject the inner upstream token for egress. A non-envelope bearer on the same
             # server is NOT admitted here — it falls through to the oauth2 arm, which 401s.
-            validated_user_api_key_auth, mcp_server_auth_headers = MCPRequestHandler._admit_dcr_bridge_delegate(
+            validated_user_api_key_auth, mcp_server_auth_headers = await MCPRequestHandler._admit_dcr_bridge_delegate(
                 server=bridge_delegate_target,
                 authorization_value=oauth2_headers["Authorization"],
                 mcp_server_auth_headers=mcp_server_auth_headers,
@@ -492,20 +492,23 @@ def _single_dcr_bridge_delegate_target(
         return server
 
     @staticmethod
-    def _admit_dcr_bridge_delegate(
+    async def _admit_dcr_bridge_delegate(
         server: MCPServer,
         authorization_value: str,
         mcp_server_auth_headers: Optional[Dict[str, Dict[str, str]]],
     ) -> Tuple[UserAPIKeyAuth, Optional[Dict[str, Dict[str, str]]]]:
-        """Open the bridge envelope and admit the caller under its recovered identity.
-
-        The envelope's signature is itself the proof the user authenticated when it was
-        minted, so the recovered ``user_id`` is admitted without any re-validation. The
-        inner upstream token is injected under the server's per-server auth-header key so
-        egress forwards it via the ``PassthroughConfig`` override; the envelope
-        ``Authorization`` the leak-defense strips never reaches the upstream. A new headers
-        dict is returned rather than mutating the input. Fails closed with a 401 on an
-        invalid or expired envelope.
+        """Open the bridge envelope and admit the caller under the live key it references.
+
+        The envelope's signature proves the user authenticated when it was minted, but
+        authorization is resolved fresh here rather than trusted from the envelope: the
+        sealed ``key_hash`` reloads the current ``UserAPIKeyAuth`` record, so the key's
+        present team/org/object-permission restrictions and its revocation state gate the
+        request instead of a snapshot frozen at mint time. The inner upstream token is
+        injected under the server's per-server auth-header key so egress forwards it via the
+        ``PassthroughConfig`` override; the envelope ``Authorization`` the leak-defense
+        strips never reaches the upstream. A new headers dict is returned rather than
+        mutating the input. Fails closed with a 401 on an invalid or expired envelope, or
+        when the referenced key is missing, blocked, or expired.
         """
         from litellm.proxy.proxy_server import master_key
 
@@ -519,14 +522,60 @@ def _admit_dcr_bridge_delegate(
                 header_key = server.server_name or server.alias
                 if header_key is None:
                     raise HTTPException(status_code=500, detail="Server misconfigured: MCP server has no routable name")
+                admitted = await MCPRequestHandler._reload_admitted_key(result.identity.key_hash)
                 injected = {header_key: {"Authorization": result.upstream_authorization.get_secret_value()}}
                 new_headers = {**(mcp_server_auth_headers or {}), **injected}
-                return UserAPIKeyAuth(user_id=result.identity.user_id), new_headers
+                return admitted, new_headers
             case BridgeEnvelopeInvalid() | NotBridgeEnvelope():
                 raise HTTPException(status_code=401, detail="Invalid or expired credential")
             case _:
                 assert_never(result)
 
+    @staticmethod
+    async def _reload_admitted_key(key_hash: str) -> UserAPIKeyAuth:
+        """Reload the live key record an admitted envelope references.
+
+        Resolving the current ``UserAPIKeyAuth`` (cache first, then DB) is what stops the
+        envelope from carrying frozen authority: the key's present team/org/object-permission
+        restrictions ride on the returned object, and a key that has since been deleted,
+        blocked, or expired fails closed with a 401 here rather than being admitted as an
+        unrestricted identity. ``get_key_object`` raises for a hash with no key row; a
+        blocked or expired row is rejected explicitly because ``get_key_object`` resolves a
+        row without applying those checks (the main ``user_api_key_auth`` pipeline enforces
+        them downstream, which this admission path bypasses).
+        """
+        from litellm.proxy.auth.auth_checks import get_key_object
+        from litellm.proxy.proxy_server import prisma_client, user_api_key_cache
+
+        if prisma_client is None:
+            raise HTTPException(status_code=500, detail="Server misconfigured: no database connection")
+        try:
+            key_object = await get_key_object(
+                hashed_token=key_hash,
+                prisma_client=prisma_client,
+                user_api_key_cache=user_api_key_cache,
+            )
+        except (ProxyException, HTTPException):
+            raise HTTPException(status_code=401, detail="Invalid or expired credential") from None
+        if not MCPRequestHandler._admitted_key_is_active(key_object):
+            raise HTTPException(status_code=401, detail="Invalid or expired credential")
+        return key_object
+
+    @staticmethod
+    def _admitted_key_is_active(key_object: UserAPIKeyAuth) -> bool:
+        """False when the referenced key is blocked or past its expiry, so a revoked key
+        cannot be admitted through its still-unexpired envelope. Mirrors the active-key gate
+        the bridge token endpoint applies at mint time."""
+        if key_object.blocked is True:
+            return False
+        expires = key_object.expires
+        if expires is None:
+            return True
+        expiry = expires if isinstance(expires, datetime) else datetime.fromisoformat(expires)
+        if expiry.tzinfo is None or expiry.tzinfo.utcoffset(expiry) is None:
+            expiry = expiry.replace(tzinfo=timezone.utc)
+        return expiry >= datetime.now(timezone.utc)
+
     @staticmethod
     def _resolve_target_server_names(path: str, mcp_servers_header: Optional[List[str]]) -> List[str]:
         """
diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py
index 298bc8d98cc..517c2ef5c8f 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/envelope.py
@@ -10,7 +10,7 @@
 
 Wire shape: ``llm_env_`` + an HS256 JWT (same signing approach as the BYOK session
 bearer in ``byok_oauth_endpoints.py``). Registered claims are ``iss``/``iat``/``exp``;
-custom claims are ``user_id``, ``server_id``, and ``grant``, where ``grant`` is the
+custom claims are ``server_id``, ``key_hash``, and ``grant``, where ``grant`` is the
 upstream token grant serialized to JSON, encrypted with the repo's symmetric
 encryption helpers (``encrypt_value``/``decrypt_value`` from
 ``encrypt_decrypt_utils`` — the same family ``encrypt_value_helper`` applies to
@@ -68,11 +68,19 @@
 
 
 class EnvelopeIdentity(BaseModel):
-    """The litellm identity the envelope binds the inner grant to."""
+    """The litellm identity the envelope binds the inner grant to.
+
+    ``key_hash`` is the hashed litellm key that authorized the mint, never a raw
+    credential (and the edge rejects a bare hash presented as a bearer). Admission
+    reloads the live key record by it, so the key's current team/org/object-permission
+    restrictions and its revocation state are enforced at use time rather than frozen at
+    mint time. ``server_id`` binds the envelope to one MCP server so it cannot be replayed
+    across a server boundary.
+    """
 
     model_config = ConfigDict(frozen=True)
-    user_id: str = Field(min_length=1)
     server_id: str = Field(min_length=1)
+    key_hash: str = Field(min_length=1)
 
 
 class UpstreamTokenGrant(BaseModel):
@@ -174,7 +182,7 @@ class DecryptFailed(BaseModel):
 class _EnvelopeClaims(BaseModel):
     """Decoded-claims boundary that pins the exact shape :func:`mint_envelope` emits.
 
-    ``user_id``/``server_id`` mirror the ``min_length`` constraints of
+    ``server_id``/``key_hash`` mirror the ``min_length`` constraints of
     :class:`EnvelopeIdentity` so any claim set that validates here also constructs an
     identity, keeping :func:`open_envelope` raise-free: a correctly signed JWT with an
     empty identity claim fails here and maps to ``MalformedPayload``.
@@ -191,8 +199,8 @@ class _EnvelopeClaims(BaseModel):
     iss: str
     iat: int
     exp: int
-    user_id: str = Field(min_length=1)
     server_id: str = Field(min_length=1)
+    key_hash: str = Field(min_length=1)
     grant: str = Field(min_length=1)
 
 
@@ -227,8 +235,8 @@ def mint_envelope(
         iss=ENVELOPE_ISSUER,
         iat=int(now.timestamp()),
         exp=int(expires_at.timestamp()),
-        user_id=identity.user_id,
         server_id=identity.server_id,
+        key_hash=identity.key_hash,
         grant=_encrypt_grant_blob(_grant_plaintext(grant), keys.encryption_key),
     )
     token = ENVELOPE_PREFIX + jwt.encode(
@@ -273,7 +281,7 @@ def open_envelope(
     if not isinstance(grant, UpstreamTokenGrant):
         return grant
     return OpenedEnvelope(
-        identity=EnvelopeIdentity(user_id=claims.user_id, server_id=claims.server_id),
+        identity=EnvelopeIdentity(server_id=claims.server_id, key_hash=claims.key_hash),
         grant=grant,
     )
 
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
index 1002c33783a..9873f3ac7c5 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
@@ -1,3 +1,4 @@
+import contextlib
 import json
 import os
 import sys
@@ -16,6 +17,8 @@
     MCPRequestHandler,
 )
 from litellm.proxy._types import (
+    LiteLLM_ObjectPermissionTable,
+    ProxyException,
     SpecialHeaders,
     SpecialMCPServerNames,
     UserAPIKeyAuth,
@@ -4875,10 +4878,12 @@ class TestMCPDcrBridgeDelegateAdmission:
     a single envelope bearer (LIT-4338).
 
     The arm fires only for a single ``is_dcr_bridge`` ``is_oauth_delegate`` target carrying an
-    envelope-shaped Authorization. It opens the litellm-signed envelope, admits under the
-    recovered identity WITHOUT re-validating (the signature is the proof), and injects the inner
-    upstream token under the server's per-server auth-header key so egress forwards it. Everything
-    else must stay on its existing admission path.
+    envelope-shaped Authorization. It opens the litellm-signed envelope, reloads the live key
+    record the sealed ``key_hash`` references so the caller is admitted under the key's current
+    authorization context (team/org/object-permission) and revocation state, and injects the inner
+    upstream token under the server's per-server auth-header key so egress forwards it. A key that
+    is missing, blocked, or expired fails closed with a 401. Everything else must stay on its
+    existing admission path.
     """
 
     _MASTER_KEY = "sk-bridge-master-key-for-envelope-derivation"
@@ -4898,11 +4903,13 @@ def _bridge_delegate_server(server_name="bridge_delegate_server", dcr_bridge=Tru
             dcr_bridge=dcr_bridge,
         )
 
+    _KEY_HASH = "hashed-litellm-key-abc123"
+
     @classmethod
     def _mint_bridge_envelope(
         cls,
         *,
-        user_id="envelope-user-42",
+        key_hash=None,
         server_id="bridge-server-id",
         access_token="inner-upstream-access-token",
         token_type="Bearer",
@@ -4924,7 +4931,7 @@ def _mint_bridge_envelope(
         keys = envelope_keys_from_master_key(master_key or cls._MASTER_KEY)
         now = minted_at or datetime.now(timezone.utc)
         sealed = mint_envelope(
-            identity=EnvelopeIdentity(user_id=user_id, server_id=server_id),
+            identity=EnvelopeIdentity(server_id=server_id, key_hash=key_hash or cls._KEY_HASH),
             grant=UpstreamTokenGrant(
                 access_token=SecretStr(access_token),
                 token_type=token_type,
@@ -4936,18 +4943,51 @@ def _mint_bridge_envelope(
         assert isinstance(sealed, SealedEnvelope), sealed
         return sealed.token.get_secret_value()
 
-    async def test_valid_envelope_admits_identity_and_injects_inner_token(self):
-        """A valid envelope on a single dcr_bridge oauth_delegate server admits under the envelope's
-        identity WITHOUT re-validating (user_api_key_auth is never called) and injects the inner
-        upstream token, keyed by the server name, for egress forwarding."""
-        envelope = self._mint_bridge_envelope(user_id="envelope-user-42")
+    @staticmethod
+    def _reloaded_key(**overrides):
+        """A live key record as ``get_key_object`` would return it: carries real authorization
+        context (key identity, team, org, and an object-permission restricting MCP servers) so a
+        test can prove admission admits under THAT context rather than a blank identity."""
+        defaults = dict(
+            user_id="envelope-user-42",
+            api_key=TestMCPDcrBridgeDelegateAdmission._KEY_HASH,
+            team_id="team-restricted",
+            org_id="org-restricted",
+            object_permission=LiteLLM_ObjectPermissionTable(
+                object_permission_id="op-1", mcp_servers=["only-this-server"]
+            ),
+        )
+        defaults.update(overrides)
+        return UserAPIKeyAuth(**defaults)
+
+    @staticmethod
+    @contextlib.contextmanager
+    def _patch_key_reload(*, return_value=None, side_effect=None):
+        """Patch the live-key reload dependencies used by ``_reload_admitted_key``: the
+        ``get_key_object`` lookup plus the ``prisma_client`` / ``user_api_key_cache`` globals it
+        reads. Yields the ``get_key_object`` mock so callers can assert the sealed ``key_hash`` was
+        the reload key."""
+        get_key_object = AsyncMock(return_value=return_value, side_effect=side_effect)
+        with (
+            patch("litellm.proxy.auth.auth_checks.get_key_object", get_key_object),
+            patch("litellm.proxy.proxy_server.prisma_client", MagicMock()),
+            patch("litellm.proxy.proxy_server.user_api_key_cache", MagicMock()),
+        ):
+            yield get_key_object
+
+    async def test_valid_envelope_reloads_live_key_and_admits_its_authorization_context(self):
+        """A valid envelope admits under the LIVE key record the sealed key_hash references, not a
+        blank identity: the reload is keyed by that exact hash, and the admitted auth carries the
+        key's current team/org/object-permission (the MCP tool/server restrictions the finding was
+        about). The heavyweight ``user_api_key_auth`` pipeline is still never invoked. The inner
+        upstream token is injected under the per-server key for egress."""
+        envelope = self._mint_bridge_envelope(key_hash=self._KEY_HASH)
         scope = {
             "type": "http",
             "method": "POST",
             "path": "/mcp/bridge_delegate_server",
             "headers": [(b"authorization", f"Bearer {envelope}".encode("latin-1"))],
         }
-
         with (
             patch(
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
@@ -4955,6 +4995,7 @@ async def test_valid_envelope_admits_identity_and_injects_inner_token(self):
             ) as mock_auth,
             patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
             patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+            self._patch_key_reload(return_value=self._reloaded_key()) as get_key_object,
         ):
             mock_mgr.get_mcp_server_by_name.return_value = self._bridge_delegate_server()
             (
@@ -4966,14 +5007,101 @@ async def test_valid_envelope_admits_identity_and_injects_inner_token(self):
                 _raw_headers,
             ) = await MCPRequestHandler.process_mcp_request(scope)
 
-        # Signature is the proof of prior authentication: identity admitted, no re-validation.
+        # The live key was reloaded by the exact hash the envelope sealed.
+        assert get_key_object.await_args.kwargs["hashed_token"] == self._KEY_HASH
+        # Admission carries the reloaded key's authorization context, not a blank UserAPIKeyAuth.
         assert auth_result.user_id == "envelope-user-42"
+        assert auth_result.team_id == "team-restricted"
+        assert auth_result.org_id == "org-restricted"
+        assert auth_result.object_permission is not None
+        assert auth_result.object_permission.mcp_servers == ["only-this-server"]
+        # The full raw-key auth pipeline is still bypassed for the envelope arm.
         mock_auth.assert_not_called()
         # Inner upstream token injected under the per-server key so egress forwards it.
         assert mcp_server_auth_headers == {
             "bridge_delegate_server": {"Authorization": "Bearer inner-upstream-access-token"}
         }
 
+    async def test_revoked_key_envelope_fails_closed_401(self):
+        """An envelope whose key has since been deleted must fail closed: ``get_key_object`` raises
+        for the missing row, so admission 401s instead of admitting the caller as an unrestricted
+        identity. This is the core regression for the dropped-authorization-context finding."""
+        envelope = self._mint_bridge_envelope(key_hash=self._KEY_HASH)
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/bridge_delegate_server",
+            "headers": [(b"authorization", f"Bearer {envelope}".encode("latin-1"))],
+        }
+        revoked = self._patch_key_reload(
+            side_effect=ProxyException(
+                message="Authentication Error, Invalid proxy server token passed.",
+                type="token_not_found_in_db",
+                param="key",
+                code=401,
+            )
+        )
+
+        with (
+            patch(
+                "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
+                new_callable=AsyncMock,
+            ) as mock_auth,
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+            revoked,
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = self._bridge_delegate_server()
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+
+        assert exc_info.value.status_code == 401
+        mock_auth.assert_not_called()
+
+    async def test_blocked_key_envelope_fails_closed_401(self):
+        """A reloaded key that is blocked must fail closed with a 401, so revoking a key by blocking
+        it takes effect immediately for any envelope still holding its hash."""
+        envelope = self._mint_bridge_envelope(key_hash=self._KEY_HASH)
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/bridge_delegate_server",
+            "headers": [(b"authorization", f"Bearer {envelope}".encode("latin-1"))],
+        }
+        with (
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+            self._patch_key_reload(return_value=self._reloaded_key(blocked=True)),
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = self._bridge_delegate_server()
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+
+        assert exc_info.value.status_code == 401
+
+    async def test_expired_key_record_fails_closed_401(self):
+        """A reloaded key past its expiry must fail closed with a 401, distinct from an expired
+        envelope: even a still-valid envelope cannot outlive the key it was minted under."""
+        envelope = self._mint_bridge_envelope(key_hash=self._KEY_HASH)
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/bridge_delegate_server",
+            "headers": [(b"authorization", f"Bearer {envelope}".encode("latin-1"))],
+        }
+        expired_at = datetime.now(timezone.utc) - timedelta(hours=1)
+
+        with (
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+            self._patch_key_reload(return_value=self._reloaded_key(expires=expired_at)),
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = self._bridge_delegate_server()
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+
+        assert exc_info.value.status_code == 401
+
     async def test_alias_only_server_injects_under_alias_egress_can_resolve(self):
         """When server_name is None, the inner token must be keyed under the alias (which egress
         resolves), never under server.name (which egress never looks up), so the forwarded token is
@@ -4985,7 +5113,6 @@ async def test_alias_only_server_injects_under_alias_egress_can_resolve(self):
             "path": "/mcp/bridge_delegate_server",
             "headers": [(b"authorization", f"Bearer {envelope}".encode("latin-1"))],
         }
-
         with (
             patch(
                 "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp.user_api_key_auth",
@@ -4993,6 +5120,7 @@ async def test_alias_only_server_injects_under_alias_egress_can_resolve(self):
             ),
             patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
             patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+            self._patch_key_reload(return_value=self._reloaded_key()),
         ):
             mock_mgr.get_mcp_server_by_name.return_value = self._bridge_delegate_server(
                 server_name=None, alias="bridge_alias"
@@ -5260,11 +5388,14 @@ async def test_admit_helper_returns_new_headers_without_mutating_input(self):
         """Unit: ``_admit_dcr_bridge_delegate`` must return a NEW headers dict that preserves the
         caller's existing per-server entries and adds the injected inner token, never mutating the
         input dict."""
-        envelope = self._mint_bridge_envelope(user_id="unit-user")
+        envelope = self._mint_bridge_envelope()
         existing = {"other_server": {"Authorization": "Bearer someone-elses-token"}}
 
-        with patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY):
-            auth_result, new_headers = MCPRequestHandler._admit_dcr_bridge_delegate(
+        with (
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+            self._patch_key_reload(return_value=self._reloaded_key(user_id="unit-user")),
+        ):
+            auth_result, new_headers = await MCPRequestHandler._admit_dcr_bridge_delegate(
                 server=self._bridge_delegate_server(),
                 authorization_value=f"Bearer {envelope}",
                 mcp_server_auth_headers=existing,
@@ -5286,7 +5417,23 @@ async def test_admit_helper_raises_500_when_master_key_missing(self):
         envelope = self._mint_bridge_envelope()
         with patch("litellm.proxy.proxy_server.master_key", None):
             with pytest.raises(HTTPException) as exc_info:
-                MCPRequestHandler._admit_dcr_bridge_delegate(
+                await MCPRequestHandler._admit_dcr_bridge_delegate(
+                    server=self._bridge_delegate_server(),
+                    authorization_value=f"Bearer {envelope}",
+                    mcp_server_auth_headers=None,
+                )
+        assert exc_info.value.status_code == 500
+
+    async def test_admit_helper_raises_500_when_no_db_connection(self):
+        """Unit: with a valid envelope but no database to reload the key from, admission raises a 500
+        rather than admitting on unresolved authorization."""
+        envelope = self._mint_bridge_envelope()
+        with (
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+            patch("litellm.proxy.proxy_server.prisma_client", None),
+        ):
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler._admit_dcr_bridge_delegate(
                     server=self._bridge_delegate_server(),
                     authorization_value=f"Bearer {envelope}",
                     mcp_server_auth_headers=None,
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py
index dca9dc19314..82e8e2aae89 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_bridge_credentials.py
@@ -34,7 +34,7 @@
 _NOW = datetime(2026, 7, 9, 12, 0, 0, tzinfo=timezone.utc)
 _MASTER_KEY = "sk-master-key-for-derivation-tests-0123456789"
 _ACCESS_TOKEN = "upstream-access-token-do-not-leak-8f14e45fceea"
-_IDENTITY = EnvelopeIdentity(user_id="user-123", server_id="srv-456")
+_IDENTITY = EnvelopeIdentity(server_id="srv-456", key_hash="hashed-key-123")
 _SERVER_ID = _IDENTITY.server_id
 
 
@@ -138,7 +138,7 @@ def test_resolve_envelope_minted_for_another_server_is_invalid():
     captured or misrouted envelope cannot forward one server's upstream credential to
     another. The valid access token stays sealed; the mismatch alone fails the resolve."""
     keys = envelope_keys_from_master_key(_MASTER_KEY)
-    other_server_identity = EnvelopeIdentity(user_id=_IDENTITY.user_id, server_id="srv-OTHER")
+    other_server_identity = EnvelopeIdentity(server_id="srv-OTHER", key_hash=_IDENTITY.key_hash)
     token = _sealed_token(keys, identity=other_server_identity)
     result = resolve_bridge_envelope(token, keys, _NOW, _SERVER_ID)
     assert isinstance(result, BridgeEnvelopeInvalid)
@@ -155,7 +155,7 @@ def test_resolve_non_ascii_server_id_stays_total_and_does_not_raise():
     unicode server_id); it stays total and returns a typed result. A matching non-ASCII id admits,
     a mismatching one is BridgeEnvelopeInvalid, and neither raises."""
     keys = envelope_keys_from_master_key(_MASTER_KEY)
-    unicode_identity = EnvelopeIdentity(user_id=_IDENTITY.user_id, server_id="srv-café")
+    unicode_identity = EnvelopeIdentity(server_id="srv-café", key_hash=_IDENTITY.key_hash)
     token = _sealed_token(keys, identity=unicode_identity)
     assert isinstance(resolve_bridge_envelope(token, keys, _NOW, "srv-café"), BridgeEnvelopeAdmitted)
     assert isinstance(resolve_bridge_envelope(token, keys, _NOW, "srv-cafe"), BridgeEnvelopeInvalid)
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py
index 71de206aa1e..b44f3f84cc9 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_envelope.py
@@ -51,7 +51,7 @@
 _WRONG_ENCRYPTION = EnvelopeKeys(signing_key=SecretStr(_SIGNING_KEY), encryption_key=SecretStr(_OTHER_ENCRYPTION_KEY))
 _ACCESS_TOKEN = "upstream-access-token-do-not-leak-8f14e45fceea"
 _REFRESH_TOKEN = "upstream-refresh-token-do-not-leak-1d0aa4b7"
-_IDENTITY = EnvelopeIdentity(user_id="user-123", server_id="srv-456")
+_IDENTITY = EnvelopeIdentity(server_id="srv-456", key_hash="hashed-key-123")
 
 
 def _full_grant() -> UpstreamTokenGrant:
@@ -137,12 +137,12 @@ def test_minimal_grant_round_trips_without_none_leakage_into_claims():
 def test_claim_layout_and_no_plaintext_token_in_envelope():
     token = _sealed_token(_full_grant())
     claims = _unverified_claims(token)
-    assert set(claims) == {"iss", "iat", "exp", "user_id", "server_id", "grant"}
+    assert set(claims) == {"iss", "iat", "exp", "server_id", "key_hash", "grant"}
     assert claims["iss"] == ENVELOPE_ISSUER
     assert claims["iat"] == int(_NOW.timestamp())
     assert claims["exp"] == int(_NOW.timestamp()) + 600
-    assert claims["user_id"] == "user-123"
     assert claims["server_id"] == "srv-456"
+    assert claims["key_hash"] == "hashed-key-123"
     assert _ACCESS_TOKEN not in token
     assert _ACCESS_TOKEN not in json.dumps(claims)
     assert _REFRESH_TOKEN not in json.dumps(claims)
@@ -226,11 +226,11 @@ def test_wrong_issuer_is_malformed_payload():
 
 def test_missing_identity_claim_is_malformed_payload():
     claims = _unverified_claims(_sealed_token(_full_grant()))
-    forged = _forge({key: value for key, value in claims.items() if key != "user_id"})
+    forged = _forge({key: value for key, value in claims.items() if key != "key_hash"})
     assert isinstance(open_envelope(forged, _KEYS, _NOW), MalformedPayload)
 
 
-@pytest.mark.parametrize("identity_claim", ["user_id", "server_id"])
+@pytest.mark.parametrize("identity_claim", ["server_id", "key_hash"])
 def test_signed_empty_identity_claim_is_malformed_payload_not_a_raise(identity_claim):
     claims = _unverified_claims(_sealed_token(_full_grant()))
     forged = _forge({**claims, identity_claim: ""})
@@ -463,9 +463,9 @@ def test_non_positive_expires_in_is_rejected_at_construction_without_leaking():
 
 def test_empty_identity_and_key_fields_are_rejected_at_construction():
     with pytest.raises(ValidationError):
-        EnvelopeIdentity(user_id="", server_id="srv-456")
+        EnvelopeIdentity(server_id="", key_hash="hashed-key-123")
     with pytest.raises(ValidationError):
-        EnvelopeIdentity(user_id="user-123", server_id="")
+        EnvelopeIdentity(server_id="srv-456", key_hash="")
     with pytest.raises(ValidationError):
         EnvelopeKeys(signing_key=SecretStr(""), encryption_key=SecretStr(_ENCRYPTION_KEY))
     with pytest.raises(ValidationError):
@@ -484,4 +484,4 @@ def test_public_models_are_frozen():
     with pytest.raises(ValidationError):
         opened.grant = _minimal_grant()
     with pytest.raises(ValidationError):
-        _IDENTITY.user_id = "someone-else"
+        _IDENTITY.key_hash = "someone-elses-hash"

From c59f16f42ea54e799c8d73c5875165d21c84fe02 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Fri, 10 Jul 2026 17:58:43 -0700
Subject: [PATCH 330/370] fix(mcp): enforce team block and alias-priority token
 injection on bridge admission

Two follow-ups on the envelope admission arm flagged in review.

Team revocation bypass: _reload_admitted_key checked only the key's own
blocked/expires, so blocking a key's team left every envelope minted under it
live until expiry. Reload the team and reject a blocked team, mirroring
common_checks, so a team block revokes its envelopes immediately.

Caller-overridable upstream token: egress resolves the per-server auth header
alias-first, but injection keyed under server_name, so for a server with a
distinct alias a caller-forwarded x-mcp-{alias}-authorization sat at the
higher-priority slot and paired the admitted identity with an attacker's
upstream credential. Inject under alias-first so the sealed token owns the slot
egress resolves.
---
 .../mcp_server/auth/user_api_key_auth_mcp.py  | 41 ++++++++++++--
 .../auth/test_user_api_key_auth_mcp.py        | 56 +++++++++++++++++--
 2 files changed, 89 insertions(+), 8 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
index adb1812059b..bee621b3721 100644
--- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
+++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
@@ -508,7 +508,13 @@ async def _admit_dcr_bridge_delegate(
         ``PassthroughConfig`` override; the envelope ``Authorization`` the leak-defense
         strips never reaches the upstream. A new headers dict is returned rather than
         mutating the input. Fails closed with a 401 on an invalid or expired envelope, or
-        when the referenced key is missing, blocked, or expired.
+        when the referenced key is missing, blocked, or expired, or its team is blocked.
+
+        The sealed token is keyed alias-first, matching the order egress resolves
+        (``lookup_mcp_server_auth_in_headers`` tries ``alias`` before ``server_name``). Keying
+        under ``server_name`` would leave a caller-supplied ``x-mcp-{alias}-authorization`` at the
+        higher-priority alias slot, pairing the admitted identity with an attacker's upstream
+        credential; the alias-keyed injection overwrites any such caller value.
         """
         from litellm.proxy.proxy_server import master_key
 
@@ -519,7 +525,7 @@ async def _admit_dcr_bridge_delegate(
         result = resolve_bridge_envelope(authorization_value, keys, datetime.now(timezone.utc), server.server_id)
         match result:
             case BridgeEnvelopeAdmitted():
-                header_key = server.server_name or server.alias
+                header_key = server.alias or server.server_name
                 if header_key is None:
                     raise HTTPException(status_code=500, detail="Server misconfigured: MCP server has no routable name")
                 admitted = await MCPRequestHandler._reload_admitted_key(result.identity.key_hash)
@@ -533,7 +539,7 @@ async def _admit_dcr_bridge_delegate(
 
     @staticmethod
     async def _reload_admitted_key(key_hash: str) -> UserAPIKeyAuth:
-        """Reload the live key record an admitted envelope references.
+        """Reload the live key record an admitted envelope references and re-check live policy.
 
         Resolving the current ``UserAPIKeyAuth`` (cache first, then DB) is what stops the
         envelope from carrying frozen authority: the key's present team/org/object-permission
@@ -542,7 +548,9 @@ async def _reload_admitted_key(key_hash: str) -> UserAPIKeyAuth:
         unrestricted identity. ``get_key_object`` raises for a hash with no key row; a
         blocked or expired row is rejected explicitly because ``get_key_object`` resolves a
         row without applying those checks (the main ``user_api_key_auth`` pipeline enforces
-        them downstream, which this admission path bypasses).
+        them downstream, which this admission path bypasses). The key's team is reloaded and
+        rejected when blocked, mirroring ``common_checks``, so blocking a team revokes every
+        envelope minted under its keys rather than leaving them live until expiry.
         """
         from litellm.proxy.auth.auth_checks import get_key_object
         from litellm.proxy.proxy_server import prisma_client, user_api_key_cache
@@ -559,8 +567,33 @@ async def _reload_admitted_key(key_hash: str) -> UserAPIKeyAuth:
             raise HTTPException(status_code=401, detail="Invalid or expired credential") from None
         if not MCPRequestHandler._admitted_key_is_active(key_object):
             raise HTTPException(status_code=401, detail="Invalid or expired credential")
+        await MCPRequestHandler._reject_if_admitted_team_blocked(key_object)
         return key_object
 
+    @staticmethod
+    async def _reject_if_admitted_team_blocked(key_object: UserAPIKeyAuth) -> None:
+        """Reload the key's team and fail closed with a 401 when it is blocked or no longer
+        resolves. ``get_key_object`` returns the key row without any team validation, so this
+        admission path applies the same live team-block gate ``common_checks`` runs on the
+        standard auth pipeline; without it, blocking a team would not revoke envelopes already
+        minted under its keys until they expired."""
+        team_id = key_object.team_id
+        if not team_id:
+            return
+        from litellm.proxy.auth.auth_checks import get_team_object
+        from litellm.proxy.proxy_server import prisma_client, user_api_key_cache
+
+        try:
+            team_object = await get_team_object(
+                team_id=team_id,
+                prisma_client=prisma_client,
+                user_api_key_cache=user_api_key_cache,
+            )
+        except (ProxyException, HTTPException):
+            raise HTTPException(status_code=401, detail="Invalid or expired credential") from None
+        if team_object.blocked is True:
+            raise HTTPException(status_code=401, detail="Invalid or expired credential")
+
     @staticmethod
     def _admitted_key_is_active(key_object: UserAPIKeyAuth) -> bool:
         """False when the referenced key is blocked or past its expiry, so a revoked key
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
index 9873f3ac7c5..d0d75231b59 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
@@ -4962,14 +4962,17 @@ def _reloaded_key(**overrides):
 
     @staticmethod
     @contextlib.contextmanager
-    def _patch_key_reload(*, return_value=None, side_effect=None):
+    def _patch_key_reload(*, return_value=None, side_effect=None, team_blocked=False):
         """Patch the live-key reload dependencies used by ``_reload_admitted_key``: the
-        ``get_key_object`` lookup plus the ``prisma_client`` / ``user_api_key_cache`` globals it
-        reads. Yields the ``get_key_object`` mock so callers can assert the sealed ``key_hash`` was
-        the reload key."""
+        ``get_key_object`` lookup, the ``get_team_object`` lookup its team-block gate runs, and the
+        ``prisma_client`` / ``user_api_key_cache`` globals they read. The team resolves unblocked by
+        default; ``team_blocked=True`` simulates an admin blocking the key's team. Yields the
+        ``get_key_object`` mock so callers can assert the sealed ``key_hash`` was the reload key."""
         get_key_object = AsyncMock(return_value=return_value, side_effect=side_effect)
+        get_team_object = AsyncMock(return_value=MagicMock(blocked=team_blocked))
         with (
             patch("litellm.proxy.auth.auth_checks.get_key_object", get_key_object),
+            patch("litellm.proxy.auth.auth_checks.get_team_object", get_team_object),
             patch("litellm.proxy.proxy_server.prisma_client", MagicMock()),
             patch("litellm.proxy.proxy_server.user_api_key_cache", MagicMock()),
         ):
@@ -5102,6 +5105,29 @@ async def test_expired_key_record_fails_closed_401(self):
 
         assert exc_info.value.status_code == 401
 
+    async def test_blocked_team_envelope_fails_closed_401(self):
+        """Blocking the key's TEAM must revoke its envelopes immediately: the reloaded key is active
+        but its team is blocked, so admission 401s. Without the live team re-check, a caller could
+        keep executing tools after an admin blocked the team, until the envelope expired."""
+        envelope = self._mint_bridge_envelope(key_hash=self._KEY_HASH)
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/bridge_delegate_server",
+            "headers": [(b"authorization", f"Bearer {envelope}".encode("latin-1"))],
+        }
+
+        with (
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+            self._patch_key_reload(return_value=self._reloaded_key(), team_blocked=True),
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = self._bridge_delegate_server()
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+
+        assert exc_info.value.status_code == 401
+
     async def test_alias_only_server_injects_under_alias_egress_can_resolve(self):
         """When server_name is None, the inner token must be keyed under the alias (which egress
         resolves), never under server.name (which egress never looks up), so the forwarded token is
@@ -5129,6 +5155,28 @@ async def test_alias_only_server_injects_under_alias_egress_can_resolve(self):
 
         assert mcp_server_auth_headers == {"bridge_alias": {"Authorization": "Bearer inner-upstream-access-token"}}
 
+    async def test_sealed_token_wins_over_caller_forwarded_alias_header(self):
+        """When a bridge server has both a server_name and a distinct alias, the sealed inner token
+        must occupy the alias slot, the identifier egress resolves first. Otherwise a caller who
+        forwards x-mcp-{alias}-authorization keeps that entry at the higher-priority slot and pairs
+        the admitted identity with an attacker-chosen upstream credential."""
+        envelope = self._mint_bridge_envelope()
+        attacker_forwarded = {"bridge_alias": {"Authorization": "Bearer ATTACKER-UPSTREAM-TOKEN"}}
+
+        with (
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+            self._patch_key_reload(return_value=self._reloaded_key()),
+        ):
+            _auth, new_headers = await MCPRequestHandler._admit_dcr_bridge_delegate(
+                server=self._bridge_delegate_server(server_name="bridge_name", alias="bridge_alias"),
+                authorization_value=f"Bearer {envelope}",
+                mcp_server_auth_headers=attacker_forwarded,
+            )
+
+        # The sealed token owns the alias slot, overwriting the caller's value; the attacker token
+        # survives nowhere egress would resolve.
+        assert new_headers == {"bridge_alias": {"Authorization": "Bearer inner-upstream-access-token"}}
+
     async def test_server_with_no_alias_or_server_name_is_not_admitted_via_bridge_arm(self):
         """A bridge server egress cannot route to (no alias and no server_name) must not take the
         envelope arm; it fails closed to normal oauth2 admission rather than admitting and dropping

From 9e6d6e509c79484d2772102dcc392232718fbdc9 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Sat, 11 Jul 2026 10:56:05 -0700
Subject: [PATCH 331/370] fix(mcp): route bridge admission through the
 centralized policy gate and mirror the SCIM owner check

---
 .../mcp_server/auth/user_api_key_auth_mcp.py  |  86 ++++++---
 .../auth/test_user_api_key_auth_mcp.py        | 182 +++++++++++++++++-
 2 files changed, 234 insertions(+), 34 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
index bee621b3721..998aa4846c6 100644
--- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
+++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
@@ -26,7 +26,11 @@
     UserAPIKeyAuth,
 )
 from litellm.proxy.auth.ip_address_utils import IPAddressUtils
-from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+from litellm.proxy.auth.user_api_key_auth import (
+    _run_centralized_common_checks,
+    user_api_key_auth,
+)
+from litellm.proxy.common_utils.http_parsing_utils import _read_request_body
 from litellm.proxy.common_utils.user_api_key_cache import get_management_object_ttl
 from litellm.repositories.table_repositories import (
     AgentsRepository,
@@ -256,6 +260,8 @@ async def mock_body():
                 server=bridge_delegate_target,
                 authorization_value=oauth2_headers["Authorization"],
                 mcp_server_auth_headers=mcp_server_auth_headers,
+                request=request,
+                route=request_route,
             )
         elif oauth2_headers:
             # Authorization on a non-delegated server: the bearer must be a real
@@ -496,19 +502,24 @@ async def _admit_dcr_bridge_delegate(
         server: MCPServer,
         authorization_value: str,
         mcp_server_auth_headers: Optional[Dict[str, Dict[str, str]]],
+        request: Request,
+        route: str,
     ) -> Tuple[UserAPIKeyAuth, Optional[Dict[str, Dict[str, str]]]]:
         """Open the bridge envelope and admit the caller under the live key it references.
 
         The envelope's signature proves the user authenticated when it was minted, but
         authorization is resolved fresh here rather than trusted from the envelope: the
-        sealed ``key_hash`` reloads the current ``UserAPIKeyAuth`` record, so the key's
-        present team/org/object-permission restrictions and its revocation state gate the
-        request instead of a snapshot frozen at mint time. The inner upstream token is
-        injected under the server's per-server auth-header key so egress forwards it via the
+        sealed ``key_hash`` reloads the current ``UserAPIKeyAuth`` record, and the admitted
+        identity then runs through the standard pipeline's centralized policy gate, so the
+        key's present restrictions and revocation state gate the request instead of a
+        snapshot frozen at mint time. The inner upstream token is injected under the
+        server's per-server auth-header key so egress forwards it via the
         ``PassthroughConfig`` override; the envelope ``Authorization`` the leak-defense
         strips never reaches the upstream. A new headers dict is returned rather than
         mutating the input. Fails closed with a 401 on an invalid or expired envelope, or
-        when the referenced key is missing, blocked, or expired, or its team is blocked.
+        when the referenced key is missing, blocked, or expired, its owner is
+        SCIM-deactivated, or the centralized policy gate rejects it (blocked team or
+        project, org or budget limits).
 
         The sealed token is keyed alias-first, matching the order egress resolves
         (``lookup_mcp_server_auth_in_headers`` tries ``alias`` before ``server_name``). Keying
@@ -529,6 +540,7 @@ async def _admit_dcr_bridge_delegate(
                 if header_key is None:
                     raise HTTPException(status_code=500, detail="Server misconfigured: MCP server has no routable name")
                 admitted = await MCPRequestHandler._reload_admitted_key(result.identity.key_hash)
+                await MCPRequestHandler._enforce_admitted_live_policy(admitted=admitted, request=request, route=route)
                 injected = {header_key: {"Authorization": result.upstream_authorization.get_secret_value()}}
                 new_headers = {**(mcp_server_auth_headers or {}), **injected}
                 return admitted, new_headers
@@ -548,9 +560,11 @@ async def _reload_admitted_key(key_hash: str) -> UserAPIKeyAuth:
         unrestricted identity. ``get_key_object`` raises for a hash with no key row; a
         blocked or expired row is rejected explicitly because ``get_key_object`` resolves a
         row without applying those checks (the main ``user_api_key_auth`` pipeline enforces
-        them downstream, which this admission path bypasses). The key's team is reloaded and
-        rejected when blocked, mirroring ``common_checks``, so blocking a team revokes every
-        envelope minted under its keys rather than leaving them live until expiry.
+        them downstream, which this admission path bypasses). The owner's SCIM state is the
+        other builder-inline check mirrored here, so IdP offboarding revokes every envelope
+        minted under the user's keys rather than leaving them live until expiry. Team,
+        project, org, and budget state are NOT re-checked here; the caller runs the admitted
+        identity through ``_enforce_admitted_live_policy`` for those.
         """
         from litellm.proxy.auth.auth_checks import get_key_object
         from litellm.proxy.proxy_server import prisma_client, user_api_key_cache
@@ -567,33 +581,57 @@ async def _reload_admitted_key(key_hash: str) -> UserAPIKeyAuth:
             raise HTTPException(status_code=401, detail="Invalid or expired credential") from None
         if not MCPRequestHandler._admitted_key_is_active(key_object):
             raise HTTPException(status_code=401, detail="Invalid or expired credential")
-        await MCPRequestHandler._reject_if_admitted_team_blocked(key_object)
+        await MCPRequestHandler._reject_if_admitted_owner_scim_deactivated(key_object)
         return key_object
 
     @staticmethod
-    async def _reject_if_admitted_team_blocked(key_object: UserAPIKeyAuth) -> None:
-        """Reload the key's team and fail closed with a 401 when it is blocked or no longer
-        resolves. ``get_key_object`` returns the key row without any team validation, so this
-        admission path applies the same live team-block gate ``common_checks`` runs on the
-        standard auth pipeline; without it, blocking a team would not revoke envelopes already
-        minted under its keys until they expired."""
-        team_id = key_object.team_id
-        if not team_id:
+    async def _reject_if_admitted_owner_scim_deactivated(key_object: UserAPIKeyAuth) -> None:
+        """Fail closed with a 401 when the key's owning user was deactivated via SCIM.
+
+        The standard pipeline enforces this inline in ``_user_api_key_auth_builder`` rather
+        than in ``common_checks``, so the centralized policy gate does not cover it; without
+        this mirror, IdP offboarding would leave the user's already-minted envelopes live
+        until expiry. A failed user lookup skips the gate, matching the builder."""
+        if key_object.user_id is None:
             return
-        from litellm.proxy.auth.auth_checks import get_team_object
+        from litellm.proxy.auth.auth_checks import get_user_object
         from litellm.proxy.proxy_server import prisma_client, user_api_key_cache
 
         try:
-            team_object = await get_team_object(
-                team_id=team_id,
+            user_object = await get_user_object(
+                user_id=key_object.user_id,
                 prisma_client=prisma_client,
                 user_api_key_cache=user_api_key_cache,
+                user_id_upsert=False,
             )
-        except (ProxyException, HTTPException):
-            raise HTTPException(status_code=401, detail="Invalid or expired credential") from None
-        if team_object.blocked is True:
+        except Exception as e:  # noqa: BLE001  # mirror the builder's fail-open user lookup; DB errors are of any type
+            verbose_logger.debug(f"bridge admission: user lookup failed, skipping SCIM gate: {e}")
+            user_object = None
+        if user_object is None or not isinstance(user_object.metadata, dict):
+            return
+        if user_object.metadata.get("scim_active") is False:
             raise HTTPException(status_code=401, detail="Invalid or expired credential")
 
+    @staticmethod
+    async def _enforce_admitted_live_policy(admitted: UserAPIKeyAuth, request: Request, route: str) -> None:
+        """Run the standard pipeline's single authorization point over the admitted identity.
+
+        ``_run_centralized_common_checks`` is the same gate ``user_api_key_auth`` applies
+        after every builder path, so the envelope identity gets team-block, project-block,
+        org, and budget enforcement identical to the same key presented directly, and any
+        policy dimension added to the standard pipeline applies here without this arm
+        mirroring it. Every failure maps to the arm's uniform 401 so a caller probing with
+        a stolen envelope learns nothing about why it stopped working."""
+        try:
+            await _run_centralized_common_checks(
+                user_api_key_auth_obj=admitted,
+                request=request,
+                request_data=await _read_request_body(request=request),
+                route=route,
+            )
+        except Exception:  # noqa: BLE001  # common_checks raises bare Exception for blocked states; narrowing would fail open
+            raise HTTPException(status_code=401, detail="Invalid or expired credential") from None
+
     @staticmethod
     def _admitted_key_is_active(key_object: UserAPIKeyAuth) -> bool:
         """False when the referenced key is blocked or past its expiry, so a revoked key
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
index d0d75231b59..58ef95f53a6 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
@@ -4962,22 +4962,57 @@ def _reloaded_key(**overrides):
 
     @staticmethod
     @contextlib.contextmanager
-    def _patch_key_reload(*, return_value=None, side_effect=None, team_blocked=False):
-        """Patch the live-key reload dependencies used by ``_reload_admitted_key``: the
-        ``get_key_object`` lookup, the ``get_team_object`` lookup its team-block gate runs, and the
-        ``prisma_client`` / ``user_api_key_cache`` globals they read. The team resolves unblocked by
-        default; ``team_blocked=True`` simulates an admin blocking the key's team. Yields the
-        ``get_key_object`` mock so callers can assert the sealed ``key_hash`` was the reload key."""
+    def _patch_key_reload(*, return_value=None, side_effect=None, team_blocked=False, owner=None, project_object=None):
+        """Patch the live-policy dependencies of the admission arm: the ``get_key_object`` reload,
+        the ``prisma_client`` / ``user_api_key_cache`` globals, and optionally the live objects the
+        policy gates re-check. ``team_blocked=True`` patches the centralized gate's
+        ``get_team_object`` at the ``user_api_key_auth`` namespace it actually calls; ``owner``
+        patches the SCIM gate's ``get_user_object`` (``auth_checks`` namespace); ``project_object``
+        patches the centralized gate's ``get_project_object``. Unpatched lookups hit the MagicMock
+        prisma and are swallowed (``_safe_fetch`` / the SCIM gate's fail-open), so their checks
+        skip. Yields the ``get_key_object`` mock so callers can assert the sealed ``key_hash`` was
+        the reload key."""
         get_key_object = AsyncMock(return_value=return_value, side_effect=side_effect)
-        get_team_object = AsyncMock(return_value=MagicMock(blocked=team_blocked))
-        with (
+        patchers = [
             patch("litellm.proxy.auth.auth_checks.get_key_object", get_key_object),
-            patch("litellm.proxy.auth.auth_checks.get_team_object", get_team_object),
             patch("litellm.proxy.proxy_server.prisma_client", MagicMock()),
             patch("litellm.proxy.proxy_server.user_api_key_cache", MagicMock()),
-        ):
+        ]
+        if team_blocked:
+            patchers.append(
+                patch(
+                    "litellm.proxy.auth.user_api_key_auth.get_team_object",
+                    AsyncMock(return_value=MagicMock(blocked=True)),
+                )
+            )
+        if owner is not None:
+            patchers.append(patch("litellm.proxy.auth.auth_checks.get_user_object", AsyncMock(return_value=owner)))
+        if project_object is not None:
+            patchers.append(
+                patch(
+                    "litellm.proxy.auth.user_api_key_auth.get_project_object",
+                    AsyncMock(return_value=project_object),
+                )
+            )
+        with contextlib.ExitStack() as stack:
+            for patcher in patchers:
+                stack.enter_context(patcher)
             yield get_key_object
 
+    @staticmethod
+    def _mcp_request(path="/mcp/bridge_delegate_server"):
+        """A minimal ``Request`` for direct ``_admit_dcr_bridge_delegate`` calls, mirroring how
+        ``process_mcp_request`` builds one from the ASGI scope with a stubbed empty JSON body."""
+        from starlette.requests import Request
+
+        request = Request(scope={"type": "http", "method": "POST", "path": path, "headers": [], "query_string": b""})
+
+        async def mock_body():
+            return b"{}"
+
+        request.body = mock_body
+        return request
+
     async def test_valid_envelope_reloads_live_key_and_admits_its_authorization_context(self):
         """A valid envelope admits under the LIVE key record the sealed key_hash references, not a
         blank identity: the reload is keyed by that exact hash, and the admitted auth carries the
@@ -5128,6 +5163,86 @@ async def test_blocked_team_envelope_fails_closed_401(self):
 
         assert exc_info.value.status_code == 401
 
+    async def test_scim_deactivated_owner_envelope_fails_closed_401(self):
+        """SCIM-deactivating the key's OWNER must revoke the user's envelopes immediately: the
+        standard pipeline rejects every key of a deactivated user inline in the builder, so the
+        admission arm mirrors that gate. Without it, IdP offboarding would leave the offboarded
+        user's already-minted envelopes executing tools until they expired."""
+        envelope = self._mint_bridge_envelope(key_hash=self._KEY_HASH)
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/bridge_delegate_server",
+            "headers": [(b"authorization", f"Bearer {envelope}".encode("latin-1"))],
+        }
+
+        with (
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+            self._patch_key_reload(
+                return_value=self._reloaded_key(),
+                owner=MagicMock(metadata={"scim_active": False}),
+            ),
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = self._bridge_delegate_server()
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+
+        assert exc_info.value.status_code == 401
+
+    async def test_scim_active_owner_envelope_admits(self):
+        """A SCIM-ACTIVE owner must still be admitted: the gate rejects only an explicit
+        ``scim_active: False``, so SCIM-managed users whose accounts are in good standing keep
+        working (and non-SCIM deployments, which never set the flag, are untouched)."""
+        envelope = self._mint_bridge_envelope(key_hash=self._KEY_HASH)
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/bridge_delegate_server",
+            "headers": [(b"authorization", f"Bearer {envelope}".encode("latin-1"))],
+        }
+
+        with (
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+            self._patch_key_reload(
+                return_value=self._reloaded_key(),
+                owner=MagicMock(metadata={"scim_active": True}),
+            ),
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = self._bridge_delegate_server()
+            (auth_result, _, _, _, _, _) = await MCPRequestHandler.process_mcp_request(scope)
+
+        assert auth_result.user_id == "envelope-user-42"
+
+    async def test_blocked_project_envelope_fails_closed_401(self):
+        """Blocking the key's PROJECT must revoke its envelopes immediately: the admitted identity
+        runs through the standard pipeline's centralized policy gate, which rejects a blocked
+        project exactly as it would for the same key presented directly. This is the regression for
+        the project half of the revocation finding; the gate also covers future policy dimensions
+        without the admission arm mirroring them one by one."""
+        envelope = self._mint_bridge_envelope(key_hash=self._KEY_HASH)
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/bridge_delegate_server",
+            "headers": [(b"authorization", f"Bearer {envelope}".encode("latin-1"))],
+        }
+
+        with (
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+            self._patch_key_reload(
+                return_value=self._reloaded_key(project_id="project-restricted"),
+                project_object=MagicMock(blocked=True),
+            ),
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = self._bridge_delegate_server()
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+
+        assert exc_info.value.status_code == 401
+
     async def test_alias_only_server_injects_under_alias_egress_can_resolve(self):
         """When server_name is None, the inner token must be keyed under the alias (which egress
         resolves), never under server.name (which egress never looks up), so the forwarded token is
@@ -5171,12 +5286,53 @@ async def test_sealed_token_wins_over_caller_forwarded_alias_header(self):
                 server=self._bridge_delegate_server(server_name="bridge_name", alias="bridge_alias"),
                 authorization_value=f"Bearer {envelope}",
                 mcp_server_auth_headers=attacker_forwarded,
+                request=self._mcp_request(),
+                route="/mcp/bridge_name",
             )
 
         # The sealed token owns the alias slot, overwriting the caller's value; the attacker token
         # survives nowhere egress would resolve.
         assert new_headers == {"bridge_alias": {"Authorization": "Bearer inner-upstream-access-token"}}
 
+    @pytest.mark.parametrize(
+        "server_name,alias",
+        [
+            (None, "bridge_alias"),
+            ("bridge_delegate_server", None),
+            ("bridge_name", "bridge_alias"),
+        ],
+        ids=["alias_only", "server_name_only", "both"],
+    )
+    async def test_injection_key_agrees_with_egress_lookup(self, server_name, alias):
+        """Round-trip the injected headers through the REAL egress resolver for every admissible
+        server shape: whatever identifier the admission arm keys the sealed token under,
+        ``lookup_mcp_server_auth_in_headers`` called the way egress calls it (alias first, then
+        server_name) must recover exactly that token. This pins the agreement between the two key
+        hierarchies so neither side can drift and silently drop the forwarded token."""
+        from litellm.proxy._experimental.mcp_server.utils import lookup_mcp_server_auth_in_headers
+
+        envelope = self._mint_bridge_envelope()
+        server = self._bridge_delegate_server(server_name=server_name, alias=alias)
+
+        with (
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+            self._patch_key_reload(return_value=self._reloaded_key()),
+        ):
+            _auth, new_headers = await MCPRequestHandler._admit_dcr_bridge_delegate(
+                server=server,
+                authorization_value=f"Bearer {envelope}",
+                mcp_server_auth_headers=None,
+                request=self._mcp_request(),
+                route="/mcp/bridge_delegate_server",
+            )
+
+        resolved = lookup_mcp_server_auth_in_headers(
+            new_headers,
+            alias=server.alias,
+            server_name=server.server_name,
+        )
+        assert resolved == {"Authorization": "Bearer inner-upstream-access-token"}
+
     async def test_server_with_no_alias_or_server_name_is_not_admitted_via_bridge_arm(self):
         """A bridge server egress cannot route to (no alias and no server_name) must not take the
         envelope arm; it fails closed to normal oauth2 admission rather than admitting and dropping
@@ -5447,6 +5603,8 @@ async def test_admit_helper_returns_new_headers_without_mutating_input(self):
                 server=self._bridge_delegate_server(),
                 authorization_value=f"Bearer {envelope}",
                 mcp_server_auth_headers=existing,
+                request=self._mcp_request(),
+                route="/mcp/bridge_delegate_server",
             )
 
         assert auth_result.user_id == "unit-user"
@@ -5469,6 +5627,8 @@ async def test_admit_helper_raises_500_when_master_key_missing(self):
                     server=self._bridge_delegate_server(),
                     authorization_value=f"Bearer {envelope}",
                     mcp_server_auth_headers=None,
+                    request=self._mcp_request(),
+                    route="/mcp/bridge_delegate_server",
                 )
         assert exc_info.value.status_code == 500
 
@@ -5485,5 +5645,7 @@ async def test_admit_helper_raises_500_when_no_db_connection(self):
                     server=self._bridge_delegate_server(),
                     authorization_value=f"Bearer {envelope}",
                     mcp_server_auth_headers=None,
+                    request=self._mcp_request(),
+                    route="/mcp/bridge_delegate_server",
                 )
         assert exc_info.value.status_code == 500

From 0e6ed18bfca9e1426c5158c3732fb70ed3f384a6 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Sat, 11 Jul 2026 11:46:41 -0700
Subject: [PATCH 332/370] fix(mcp): import assert_never from typing_extensions
 for Python 3.10

---
 .../_experimental/mcp_server/auth/user_api_key_auth_mcp.py     | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
index 998aa4846c6..d1d48ca7362 100644
--- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
+++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
@@ -1,11 +1,12 @@
 import re
 from datetime import datetime, timezone
-from typing import Dict, List, Optional, Set, Tuple, assert_never, cast
+from typing import Dict, List, Optional, Set, Tuple, cast
 
 from fastapi import HTTPException
 from starlette.datastructures import Headers
 from starlette.requests import Request
 from starlette.types import Scope
+from typing_extensions import assert_never
 
 from litellm._logging import verbose_logger
 from litellm.proxy._experimental.mcp_server.outbound_credentials.bridge_credentials import (

From ea64ef7a2afa05be5ba2bb5059305bf221131613 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Sat, 11 Jul 2026 12:19:52 -0700
Subject: [PATCH 333/370] fix(mcp): surface real status from bridge admission
 policy gate instead of flattening to 401

Over-budget rendered 401 (should be 429), model-access and other typed
failures collapsed to 401, and a transient DB outage was masked as an auth
error. Mirror UserAPIKeyAuthExceptionHandler: budget maps to 429, a sub-check's
own HTTPException/ProxyException keeps its status, a DB outage is a retryable
503, and only a genuinely unresolvable failure stays the fail-closed 401.
---
 .../mcp_server/auth/user_api_key_auth_mcp.py  | 32 ++++++++++++--
 .../auth/test_user_api_key_auth_mcp.py        | 44 +++++++++++++++++++
 2 files changed, 72 insertions(+), 4 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
index d1d48ca7362..ddeab918fcc 100644
--- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
+++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
@@ -8,6 +8,7 @@
 from starlette.types import Scope
 from typing_extensions import assert_never
 
+import litellm
 from litellm._logging import verbose_logger
 from litellm.proxy._experimental.mcp_server.outbound_credentials.bridge_credentials import (
     BridgeEnvelopeAdmitted,
@@ -592,7 +593,10 @@ async def _reject_if_admitted_owner_scim_deactivated(key_object: UserAPIKeyAuth)
         The standard pipeline enforces this inline in ``_user_api_key_auth_builder`` rather
         than in ``common_checks``, so the centralized policy gate does not cover it; without
         this mirror, IdP offboarding would leave the user's already-minted envelopes live
-        until expiry. A failed user lookup skips the gate, matching the builder."""
+        until expiry. A failed user lookup skips the gate (fail-open), matching the builder:
+        this is the one deliberately fail-open check in an otherwise fail-closed arm, so a
+        transient DB outage during this lookup admits the request rather than rejecting it,
+        keeping parity with how the standard pipeline treats the same lookup failure."""
         if key_object.user_id is None:
             return
         from litellm.proxy.auth.auth_checks import get_user_object
@@ -621,8 +625,19 @@ async def _enforce_admitted_live_policy(admitted: UserAPIKeyAuth, request: Reque
         after every builder path, so the envelope identity gets team-block, project-block,
         org, and budget enforcement identical to the same key presented directly, and any
         policy dimension added to the standard pipeline applies here without this arm
-        mirroring it. Every failure maps to the arm's uniform 401 so a caller probing with
-        a stolen envelope learns nothing about why it stopped working."""
+        mirroring it.
+
+        Failures surface with the status the standard pipeline would give them, mirroring
+        ``UserAPIKeyAuthExceptionHandler``: an over-budget identity is a 429, a sub-check that
+        raised its own ``HTTPException``/``ProxyException`` keeps that status, a transient
+        database outage is a retryable 503, and only a genuinely unresolvable failure (a
+        blocked team/project raises a bare ``Exception``, same as the standard pipeline's
+        fallback) becomes the fail-closed 401. Collapsing every failure to 401 was misleading:
+        it told an over-budget but validly-authenticated caller their credential was invalid,
+        which on a DCR client reads as broken auth and can trigger a pointless re-authorize
+        loop that cannot fix a budget problem, and it masked a DB outage as an auth error."""
+        from litellm.proxy.db.exception_handler import PrismaDBExceptionHandler
+
         try:
             await _run_centralized_common_checks(
                 user_api_key_auth_obj=admitted,
@@ -630,7 +645,16 @@ async def _enforce_admitted_live_policy(admitted: UserAPIKeyAuth, request: Reque
                 request_data=await _read_request_body(request=request),
                 route=route,
             )
-        except Exception:  # noqa: BLE001  # common_checks raises bare Exception for blocked states; narrowing would fail open
+        except (HTTPException, ProxyException):
+            raise
+        except litellm.BudgetExceededError as e:
+            raise HTTPException(status_code=getattr(e, "status_code", 429), detail=str(e)) from None
+        except Exception as e:  # noqa: BLE001  # untyped gate failure: retryable 503 for a DB outage, else fail closed 401
+            if PrismaDBExceptionHandler.is_database_service_unavailable_error(e):
+                raise HTTPException(
+                    status_code=503,
+                    detail="Service Unavailable, the authentication database is temporarily unreachable. Please retry shortly.",
+                ) from None
             raise HTTPException(status_code=401, detail="Invalid or expired credential") from None
 
     @staticmethod
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
index 58ef95f53a6..f9234cecde4 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
@@ -5243,6 +5243,50 @@ async def test_blocked_project_envelope_fails_closed_401(self):
 
         assert exc_info.value.status_code == 401
 
+    _POLICY_GATE = (
+        "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp._run_centralized_common_checks"
+    )
+
+    async def _enforce_with_gate_error(self, error):
+        """Drive _enforce_admitted_live_policy with the centralized gate raising ``error`` and return
+        the HTTPException the arm maps it to."""
+        with patch(self._POLICY_GATE, new=AsyncMock(side_effect=error)):
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler._enforce_admitted_live_policy(
+                    admitted=UserAPIKeyAuth(user_id="envelope-user-42"),
+                    request=self._mcp_request(),
+                    route="/mcp/bridge_delegate_server",
+                )
+        return exc_info.value
+
+    async def test_over_budget_admission_surfaces_429_not_401(self):
+        """A validly-authenticated but over-budget identity surfaces the standard pipeline's 429, not
+        a misleading 401. Flattening budget to 401 told the caller their credential was invalid, which
+        on a DCR client reads as broken auth and triggers a re-authorize that cannot fix a budget
+        problem. Regression for the status-flattening finding on the live-policy gate."""
+        import litellm
+
+        mapped = await self._enforce_with_gate_error(litellm.BudgetExceededError(current_cost=10.0, max_budget=1.0))
+        assert mapped.status_code == 429
+
+    async def test_db_outage_during_policy_surfaces_503_not_401(self):
+        """A transient database outage during the live-policy gate surfaces a retryable 503, not a 401
+        that masks the outage as an auth failure and tells a valid caller to re-authenticate."""
+        mapped = await self._enforce_with_gate_error(ConnectionError("could not reach database server"))
+        assert mapped.status_code == 503
+
+    async def test_blocked_state_bare_exception_stays_401(self):
+        """A blocked team/project raises a bare Exception (no status) in common_checks, which the
+        standard pipeline renders as 401; the arm keeps failing those closed as 401, never a 500."""
+        mapped = await self._enforce_with_gate_error(Exception("Team=team-x is blocked."))
+        assert mapped.status_code == 401
+
+    async def test_subcheck_httpexception_status_preserved(self):
+        """A sub-check that raises its own HTTPException (e.g. a 403 model-access denial) keeps that
+        status through the arm rather than being flattened to 401."""
+        mapped = await self._enforce_with_gate_error(HTTPException(status_code=403, detail="model not allowed"))
+        assert mapped.status_code == 403
+
     async def test_alias_only_server_injects_under_alias_egress_can_resolve(self):
         """When server_name is None, the inner token must be keyed under the alias (which egress
         resolves), never under server.name (which egress never looks up), so the forwarded token is

From 2c1d62ce2b586e047307c83d3ed79c64857287e8 Mon Sep 17 00:00:00 2001
From: yucheng-berri <yucheng@berri.ai>
Date: Sat, 11 Jul 2026 12:28:38 -0700
Subject: [PATCH 334/370] fix(rate-limit-v3): populate x-ratelimit-*
 remaining/limit values in standard_logging_object for streaming (LIT-4333)
 (#32711)

Streaming requests return from common_request_processing before
async_post_call_success_hook runs, so response._hidden_params.additional_headers
never gets the v3 x-ratelimit-{descriptor_key}-{remaining|limit}-{rate_limit_type}
entries. Prometheus / logging callbacks that read those values from
standard_logging_object.hidden_params.additional_headers then see nothing;
combined with the pre-existing gap that Prometheus reads from that same slot
(LIT-2577 / PR #28816), per-key remaining RPM/TPM cannot be monitored for
streaming traffic at all.

Fix in three parts:

- Stash the pre-call RateLimitResponse in the metadata channels the async
  success-logging callback inherits, alongside the existing top-level entry
  the non-streaming path reads.
- Add async_logging_hook to the v3 handler. It fires in a distinct earlier
  loop inside async_success_handler (all callbacks' async_logging_hook
  complete before any async_log_success_event starts), so mirroring the
  pre-call snapshot into standard_logging_object.hidden_params.additional_headers
  and response._hidden_params.additional_headers here guarantees every
  downstream success callback sees the values regardless of registration
  order. Non-streaming keeps the existing async_post_call_success_hook write
  and this hook re-populates the same values idempotently.
- Extract the shared `_merge_ratelimit_statuses_into_additional_headers`
  helper the non-streaming path already had inlined so both callsites emit
  the identical key shape.
---
 .../hooks/parallel_request_limiter_v3.py      | 155 +++++++-
 .../hooks/test_parallel_request_limiter_v3.py | 338 ++++++++++++++++++
 2 files changed, 484 insertions(+), 9 deletions(-)

diff --git a/litellm/proxy/hooks/parallel_request_limiter_v3.py b/litellm/proxy/hooks/parallel_request_limiter_v3.py
index 7aedb74f2ea..d60c17c744f 100644
--- a/litellm/proxy/hooks/parallel_request_limiter_v3.py
+++ b/litellm/proxy/hooks/parallel_request_limiter_v3.py
@@ -244,6 +244,10 @@
 # does not double-refund.
 TPM_RESERVATION_RELEASED_KEY = "_litellm_tpm_reservation_released"
 RATE_LIMIT_DESCRIPTORS_KEY = "_litellm_rate_limit_descriptors"
+# Pre-call RateLimitResponse stashed here so streaming success logging can
+# mirror ``x-ratelimit-*`` headers into the SLP. Streaming exits
+# common_request_processing before ``async_post_call_success_hook`` runs.
+RATE_LIMIT_RESPONSE_KEY = "_litellm_proxy_rate_limit_response"
 # Stash keys live ONLY in metadata channels — never at the top level of the
 # request body. Top-level keys are forwarded as body params to upstream
 # providers, which reject unknown fields with 400/429 errors.
@@ -253,6 +257,7 @@
     TPM_RESERVED_SCOPES_KEY,
     TPM_RESERVATION_RELEASED_KEY,
     RATE_LIMIT_DESCRIPTORS_KEY,
+    RATE_LIMIT_RESPONSE_KEY,
 )
 
 
@@ -2037,6 +2042,13 @@ async def async_pre_call_hook(
             else:
                 # add descriptors to request headers
                 data["litellm_proxy_rate_limit_response"] = response
+                # Mirror into metadata so streaming success logging can find
+                # it via ``kwargs["litellm_params"]["metadata"]``.
+                self._stash_value_in_metadata_channels(
+                    data=data,
+                    key=RATE_LIMIT_RESPONSE_KEY,
+                    value=response,
+                )
 
             # ----------------------------------------------------------------
             # TPM token reservation
@@ -2133,6 +2145,13 @@ async def async_pre_call_hook(
                         stored_response.setdefault("statuses", []).extend(tpm_response["statuses"])
                     elif tpm_response["statuses"]:
                         data["litellm_proxy_rate_limit_response"] = tpm_response
+                        # Keep the metadata stash in sync when this is the
+                        # first snapshot written.
+                        self._stash_value_in_metadata_channels(
+                            data=data,
+                            key=RATE_LIMIT_RESPONSE_KEY,
+                            value=tpm_response,
+                        )
 
                     verbose_proxy_logger.debug(f"TPM tokens reserved: {estimated_tokens} for model {requested_model}")
 
@@ -2318,6 +2337,23 @@ def get_rate_limit_type(self) -> Literal["output", "input", "total"]:
             return "total"  # default to total
         return specified_rate_limit_type
 
+    @staticmethod
+    def _merge_ratelimit_statuses_into_additional_headers(
+        additional_headers: Dict[str, Any],
+        statuses: List[RateLimitStatus],
+    ) -> Dict[str, Any]:
+        """
+        Return ``additional_headers`` extended with
+        ``x-ratelimit-{descriptor_key}-{remaining|limit}-{rate_limit_type}``
+        entries. Non-mutating so callers pick their own target dict.
+        """
+        merged: Dict[str, Any] = dict(additional_headers)
+        for status in statuses:
+            prefix = f"x-ratelimit-{status['descriptor_key']}"
+            merged[f"{prefix}-remaining-{status['rate_limit_type']}"] = status["limit_remaining"]
+            merged[f"{prefix}-limit-{status['rate_limit_type']}"] = status["current_limit"]
+        return merged
+
     @staticmethod
     def _stash_value_in_metadata_channels(
         data: Dict[str, Any],
@@ -2698,6 +2734,112 @@ async def async_log_success_event(self, kwargs, response_obj, start_time, end_ti
         except Exception as e:
             verbose_proxy_logger.exception(f"Error in rate limit success event: {str(e)}")
 
+    async def async_logging_hook(
+        self,
+        kwargs: dict,
+        result: Any,
+        call_type: str,
+    ) -> Tuple[dict, Any]:
+        """
+        Mirror the pre-call rate-limit snapshot into the SLP so streaming
+        success callbacks see the same ``x-ratelimit-*`` headers the
+        non-streaming path writes via ``async_post_call_success_hook``.
+        Runs in the earlier of the two callback loops inside
+        ``async_success_handler`` so downstream callbacks see the values
+        regardless of registration order. Idempotent for non-streaming.
+        """
+        self._mirror_ratelimit_response_into_logging_payload(
+            kwargs=kwargs,
+            response_obj=result,
+        )
+        return kwargs, result
+
+    def _mirror_ratelimit_response_into_logging_payload(
+        self,
+        kwargs: Any,
+        response_obj: Any,
+    ) -> None:
+        """
+        Copy the stashed ``RateLimitResponse`` into the SLP's
+        ``hidden_params.additional_headers`` and the response object's
+        ``_hidden_params.additional_headers`` (when the latter is a dict).
+        """
+        if not isinstance(kwargs, dict):
+            return
+
+        standard_logging_object = kwargs.get("standard_logging_object")
+        standard_logging_metadata: Optional[Dict[str, Any]] = None
+        if isinstance(standard_logging_object, dict):
+            slp_metadata = standard_logging_object.get("metadata")
+            if isinstance(slp_metadata, dict):
+                standard_logging_metadata = slp_metadata
+
+        statuses = self._narrow_ratelimit_statuses(
+            self._lookup_stashed_value(
+                kwargs=kwargs,
+                standard_logging_metadata=standard_logging_metadata,
+                key=RATE_LIMIT_RESPONSE_KEY,
+            )
+        )
+        if not statuses:
+            return
+
+        if isinstance(standard_logging_object, dict):
+            hidden_params = standard_logging_object.get("hidden_params")
+            if not isinstance(hidden_params, dict):
+                hidden_params = {}
+            existing = hidden_params.get("additional_headers")
+            hidden_params["additional_headers"] = self._merge_ratelimit_statuses_into_additional_headers(
+                additional_headers=existing if isinstance(existing, dict) else {},
+                statuses=statuses,
+            )
+            standard_logging_object["hidden_params"] = hidden_params
+
+        response_hidden = getattr(response_obj, "_hidden_params", None)
+        if isinstance(response_hidden, dict):
+            existing = response_hidden.get("additional_headers")
+            response_hidden["additional_headers"] = self._merge_ratelimit_statuses_into_additional_headers(
+                additional_headers=existing if isinstance(existing, dict) else {},
+                statuses=statuses,
+            )
+
+    @staticmethod
+    def _narrow_ratelimit_statuses(stashed: Any) -> List[RateLimitStatus]:
+        """
+        Narrow a stashed ``RateLimitResponse``-shaped dict to a typed
+        ``statuses`` list. Entries missing any header-write field are dropped;
+        an empty list means "nothing to mirror".
+        """
+        if not isinstance(stashed, dict):
+            return []
+        raw_statuses = stashed.get("statuses")
+        if not isinstance(raw_statuses, list):
+            return []
+        narrowed: List[RateLimitStatus] = []
+        for entry in raw_statuses:
+            if not isinstance(entry, dict):
+                continue
+            descriptor_key = entry.get("descriptor_key")
+            rate_limit_type = entry.get("rate_limit_type")
+            current_limit = entry.get("current_limit")
+            limit_remaining = entry.get("limit_remaining")
+            if (
+                isinstance(descriptor_key, str)
+                and rate_limit_type in ("requests", "tokens", "max_parallel_requests")
+                and isinstance(current_limit, int)
+                and isinstance(limit_remaining, int)
+            ):
+                narrowed.append(
+                    RateLimitStatus(
+                        code=entry.get("code", "OK") if isinstance(entry.get("code"), str) else "OK",
+                        current_limit=current_limit,
+                        limit_remaining=limit_remaining,
+                        rate_limit_type=rate_limit_type,
+                        descriptor_key=descriptor_key,
+                    )
+                )
+        return narrowed
+
     async def async_log_failure_event(self, kwargs, response_obj, start_time, end_time):
         """
         On failure: decrement max_parallel_requests and refund the upfront
@@ -2838,15 +2980,10 @@ async def async_post_call_success_hook(self, data: dict, user_api_key_dict: User
                     if isinstance(_hidden_params, BaseModel):
                         _hidden_params = _hidden_params.model_dump()
 
-                    _additional_headers = _hidden_params.get("additional_headers", {}) or {}
-
-                    # Add rate limit headers
-                    for status in litellm_proxy_rate_limit_response["statuses"]:
-                        prefix = f"x-ratelimit-{status['descriptor_key']}"
-                        _additional_headers[f"{prefix}-remaining-{status['rate_limit_type']}"] = status[
-                            "limit_remaining"
-                        ]
-                        _additional_headers[f"{prefix}-limit-{status['rate_limit_type']}"] = status["current_limit"]
+                    _additional_headers = self._merge_ratelimit_statuses_into_additional_headers(
+                        additional_headers=_hidden_params.get("additional_headers", {}) or {},
+                        statuses=litellm_proxy_rate_limit_response["statuses"],
+                    )
 
                     setattr(
                         response,
diff --git a/tests/test_litellm/proxy/hooks/test_parallel_request_limiter_v3.py b/tests/test_litellm/proxy/hooks/test_parallel_request_limiter_v3.py
index d150591c8de..e7d2909263a 100644
--- a/tests/test_litellm/proxy/hooks/test_parallel_request_limiter_v3.py
+++ b/tests/test_litellm/proxy/hooks/test_parallel_request_limiter_v3.py
@@ -3706,3 +3706,341 @@ async def call(metadata: dict) -> None:
         await call({"tags": ["cell-99"]})
     assert exc_info.value.status_code == 429
     assert "tag_per_key" not in str(exc_info.value.detail)
+
+
+# --------------------------------------------------------------------------
+# Streaming success logging mirrors x-ratelimit-* remaining values into
+# standard_logging_object.hidden_params.additional_headers so Prometheus /
+# logging callbacks see them for streams too (non-streaming already gets
+# them via async_post_call_success_hook, which the streaming path skips).
+# --------------------------------------------------------------------------
+
+
+@pytest.mark.asyncio
+async def test_streaming_end_to_end_populates_slp_ratelimit_headers(monkeypatch):
+    """
+    End-to-end regression: on a streaming request, the same pre-call +
+    success-callback pair the proxy uses must land ``x-ratelimit-*``
+    remaining/limit values in
+    ``kwargs["standard_logging_object"]["hidden_params"]["additional_headers"]``.
+    """
+    monkeypatch.setenv("LITELLM_RATE_LIMIT_WINDOW_SIZE", "60")
+    _api_key = hash_token("sk-stream-e2e")
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key=_api_key,
+        rpm_limit=100,
+        tpm_limit=10000,
+    )
+    local_cache = DualCache()
+    handler = _PROXY_MaxParallelRequestsHandler(
+        internal_usage_cache=InternalUsageCache(local_cache)
+    )
+
+    # Real pre-call: populates data and stashes the response into metadata
+    # so the success callback can find it via litellm_params.metadata.
+    data: Dict[str, Any] = {
+        "model": "gpt-4o-mini",
+        "metadata": {},
+        "stream": True,
+    }
+    await handler.async_pre_call_hook(
+        user_api_key_dict=user_api_key_dict,
+        cache=local_cache,
+        data=data,
+        call_type="",
+    )
+
+    # Simulate the wrapper handing the pre-call metadata dict to the
+    # completion() call: it becomes kwargs["litellm_params"]["metadata"] by
+    # the time the success callback fires.
+    mock_response = ModelResponse(
+        id="mock-stream-e2e",
+        object="chat.completion",
+        created=int(datetime.now().timestamp()),
+        model="gpt-4o-mini",
+        usage=Usage(prompt_tokens=100, completion_tokens=50, total_tokens=150),
+        choices=[],
+    )
+    mock_kwargs: Dict[str, Any] = {
+        "standard_logging_object": {
+            "metadata": {
+                "user_api_key_hash": _api_key,
+                "user_api_key_user_id": None,
+                "user_api_key_team_id": None,
+                "user_api_key_end_user_id": None,
+            }
+        },
+        "litellm_params": {"metadata": data["metadata"]},
+        "model": "gpt-4o-mini",
+    }
+
+    async def _noop_increment(increment_list, **_):
+        return True
+
+    monkeypatch.setattr(
+        handler.internal_usage_cache.dual_cache,
+        "async_increment_cache_pipeline",
+        _noop_increment,
+    )
+
+    # async_logging_hook runs before async_log_success_event, so any
+    # downstream callback that reads the SLP sees the mirrored values.
+    await handler.async_logging_hook(
+        kwargs=mock_kwargs,
+        result=mock_response,
+        call_type="acompletion",
+    )
+
+    additional_headers = (
+        mock_kwargs["standard_logging_object"]
+        .get("hidden_params", {})
+        .get("additional_headers", {})
+    )
+
+    # api_key-scoped remaining/limit values are the baseline every request
+    # emits and must always reach the SLP.
+    remaining_keys = [
+        k for k in additional_headers if "-remaining-" in k
+    ]
+    assert (
+        remaining_keys
+    ), f"streaming success must populate remaining values, got {additional_headers!r}"
+    limit_keys = [k for k in additional_headers if "-limit-" in k]
+    assert limit_keys, "streaming success must also populate limit values"
+    assert (
+        additional_headers.get("x-ratelimit-api_key-remaining-requests") == 99
+    ), (
+        "api_key remaining requests should reflect the just-consumed slot;"
+        f" got {additional_headers!r}"
+    )
+
+
+@pytest.mark.asyncio
+async def test_streaming_populates_model_per_key_ratelimit_headers(monkeypatch):
+    """
+    Streaming must land the per-(key, model) remaining/limit values in the
+    SLP under ``x-ratelimit-model_per_key-{remaining|limit}-{requests,tokens}``.
+    """
+    monkeypatch.setenv("LITELLM_RATE_LIMIT_WINDOW_SIZE", "60")
+    _api_key = hash_token("sk-stream-mirror")
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key=_api_key,
+        metadata={
+            "model_rpm_limit": {"gpt-4o-mini": 100},
+            "model_tpm_limit": {"gpt-4o-mini": 10000},
+        },
+    )
+    local_cache = DualCache()
+    handler = _PROXY_MaxParallelRequestsHandler(
+        internal_usage_cache=InternalUsageCache(local_cache)
+    )
+
+    async def _noop_increment(increment_list, **_):
+        return True
+
+    monkeypatch.setattr(
+        handler.internal_usage_cache.dual_cache,
+        "async_increment_cache_pipeline",
+        _noop_increment,
+    )
+
+    data: Dict[str, Any] = {"model": "gpt-4o-mini", "metadata": {}, "stream": True}
+    await handler.async_pre_call_hook(
+        user_api_key_dict=user_api_key_dict,
+        cache=local_cache,
+        data=data,
+        call_type="",
+    )
+
+    mock_response = ModelResponse(
+        id="mock-stream",
+        object="chat.completion",
+        created=int(datetime.now().timestamp()),
+        model="gpt-4o-mini",
+        usage=Usage(prompt_tokens=100, completion_tokens=50, total_tokens=150),
+        choices=[],
+    )
+
+    mock_kwargs: Dict[str, Any] = {
+        "standard_logging_object": {
+            "metadata": {
+                "user_api_key_hash": _api_key,
+                "user_api_key_user_id": None,
+                "user_api_key_team_id": None,
+                "user_api_key_end_user_id": None,
+            }
+        },
+        "litellm_params": {"metadata": data["metadata"]},
+        "model": "gpt-4o-mini",
+    }
+
+    await handler.async_logging_hook(
+        kwargs=mock_kwargs,
+        result=mock_response,
+        call_type="acompletion",
+    )
+
+    hidden_params = mock_kwargs["standard_logging_object"].get("hidden_params") or {}
+    additional_headers = hidden_params.get("additional_headers") or {}
+
+    assert (
+        additional_headers.get("x-ratelimit-model_per_key-remaining-requests") == 99
+    ), f"got {additional_headers!r}"
+    assert additional_headers.get("x-ratelimit-model_per_key-limit-requests") == 100
+
+    # response._hidden_params is also updated for late readers.
+    response_hidden = getattr(mock_response, "_hidden_params", None) or {}
+    response_headers = response_hidden.get("additional_headers") or {}
+    assert response_headers.get("x-ratelimit-model_per_key-remaining-requests") == 99
+
+
+@pytest.mark.asyncio
+async def test_async_log_success_event_no_mirror_when_no_snapshot(monkeypatch):
+    """
+    No pre-call snapshot (no descriptors matched) -> no fabricated
+    ``x-ratelimit-*`` headers.
+    """
+    monkeypatch.setenv("LITELLM_RATE_LIMIT_WINDOW_SIZE", "60")
+    _api_key = hash_token("sk-stream-no-mirror")
+    handler = _PROXY_MaxParallelRequestsHandler(
+        internal_usage_cache=InternalUsageCache(DualCache())
+    )
+
+    async def _noop_increment(increment_list, **_):
+        return True
+
+    monkeypatch.setattr(
+        handler.internal_usage_cache.dual_cache,
+        "async_increment_cache_pipeline",
+        _noop_increment,
+    )
+
+    mock_response = ModelResponse(
+        id="mock-stream-none",
+        object="chat.completion",
+        created=int(datetime.now().timestamp()),
+        model="gpt-4o-mini",
+        usage=Usage(prompt_tokens=1, completion_tokens=1, total_tokens=2),
+        choices=[],
+    )
+
+    mock_kwargs: Dict[str, Any] = {
+        "standard_logging_object": {
+            "metadata": {
+                "user_api_key_hash": _api_key,
+                "user_api_key_user_id": None,
+                "user_api_key_team_id": None,
+                "user_api_key_end_user_id": None,
+            }
+        },
+        "litellm_params": {"metadata": {}},
+        "model": "gpt-4o-mini",
+    }
+
+    await handler.async_logging_hook(
+        kwargs=mock_kwargs,
+        result=mock_response,
+        call_type="acompletion",
+    )
+
+    hidden_params = mock_kwargs["standard_logging_object"].get("hidden_params") or {}
+    additional_headers = hidden_params.get("additional_headers") or {}
+    ratelimit_keys = [k for k in additional_headers if k.startswith("x-ratelimit-")]
+    assert (
+        not ratelimit_keys
+    ), f"no snapshot must produce no rate-limit headers, got {ratelimit_keys}"
+
+
+@pytest.mark.asyncio
+async def test_streaming_mirror_matches_non_streaming_header_shape(monkeypatch):
+    """
+    Given the same pre-call state, streaming and non-streaming must write
+    the identical ``x-ratelimit-*`` key/value shape to their respective
+    ``additional_headers`` slots.
+    """
+    monkeypatch.setenv("LITELLM_RATE_LIMIT_WINDOW_SIZE", "60")
+    _api_key = hash_token("sk-shape")
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key=_api_key,
+        metadata={
+            "model_rpm_limit": {"gpt-4o-mini": 50},
+            "model_tpm_limit": {"gpt-4o-mini": 5000},
+        },
+    )
+    local_cache = DualCache()
+    handler = _PROXY_MaxParallelRequestsHandler(
+        internal_usage_cache=InternalUsageCache(local_cache)
+    )
+
+    async def _noop_increment(increment_list, **_):
+        return True
+
+    monkeypatch.setattr(
+        handler.internal_usage_cache.dual_cache,
+        "async_increment_cache_pipeline",
+        _noop_increment,
+    )
+
+    # Drive pre-call once so both paths have the same authoritative snapshot.
+    data: Dict[str, Any] = {"model": "gpt-4o-mini", "metadata": {}}
+    await handler.async_pre_call_hook(
+        user_api_key_dict=user_api_key_dict,
+        cache=local_cache,
+        data=data,
+        call_type="",
+    )
+
+    # Non-streaming path: async_post_call_success_hook mutates response._hidden_params.
+    non_stream_response = ModelResponse(
+        id="mock-non-stream",
+        object="chat.completion",
+        created=int(datetime.now().timestamp()),
+        model="gpt-4o-mini",
+        usage=Usage(prompt_tokens=1, completion_tokens=1, total_tokens=2),
+        choices=[],
+    )
+    non_stream_response._hidden_params = {}
+    await handler.async_post_call_success_hook(
+        data=data,
+        user_api_key_dict=user_api_key_dict,
+        response=non_stream_response,
+    )
+    non_stream_headers = non_stream_response._hidden_params.get(
+        "additional_headers", {}
+    )
+
+    # Streaming path: async_logging_hook mirrors into standard_logging_object.
+    stream_kwargs: Dict[str, Any] = {
+        "standard_logging_object": {
+            "metadata": {"user_api_key_hash": _api_key}
+        },
+        "litellm_params": {"metadata": data["metadata"]},
+        "model": "gpt-4o-mini",
+    }
+    stream_response = ModelResponse(
+        id="mock-stream",
+        object="chat.completion",
+        created=int(datetime.now().timestamp()),
+        model="gpt-4o-mini",
+        usage=Usage(prompt_tokens=1, completion_tokens=1, total_tokens=2),
+        choices=[],
+    )
+    await handler.async_logging_hook(
+        kwargs=stream_kwargs,
+        result=stream_response,
+        call_type="acompletion",
+    )
+    stream_slp_headers = (
+        stream_kwargs["standard_logging_object"]
+        .get("hidden_params", {})
+        .get("additional_headers", {})
+    )
+
+    def _rl_only(headers: Dict[str, Any]) -> Dict[str, Any]:
+        return {k: v for k, v in headers.items() if k.startswith("x-ratelimit-")}
+
+    assert _rl_only(stream_slp_headers) == _rl_only(non_stream_headers), (
+        f"streaming={_rl_only(stream_slp_headers)}"
+        f" non_streaming={_rl_only(non_stream_headers)}"
+    )
+    assert "x-ratelimit-model_per_key-remaining-requests" in stream_slp_headers

From 8982e1cef0aec64fba2a41deb82941fe0b5efec2 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 11 Jul 2026 19:31:57 +0000
Subject: [PATCH 335/370] fix(proxy): skip None model_name in clear_cache
 router eviction set

---
 .../proxy/management_endpoints/model_management_endpoints.py   | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/litellm/proxy/management_endpoints/model_management_endpoints.py b/litellm/proxy/management_endpoints/model_management_endpoints.py
index 18d95d4e083..d458d0f7c4a 100644
--- a/litellm/proxy/management_endpoints/model_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/model_management_endpoints.py
@@ -1755,7 +1755,8 @@ async def clear_cache():
         db_router_names = {
             model.get("model_name")
             for model in current_models
-            if model.get("model_info", {}).get("db_model", False)
+            if model.get("model_name") is not None
+            and model.get("model_info", {}).get("db_model", False)
             and str(model.get("litellm_params", {}).get("model", "")).startswith("auto_router/")
         }
         for model_name in db_router_names:

From f5f03cbd635456f48eb72a65567b0e90596bbb97 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Sat, 11 Jul 2026 12:46:09 -0700
Subject: [PATCH 336/370] fix(mcp): map a DB outage during bridge key reload to
 a retryable 503

get_key_object's raw transport error propagated uncaught out of
_reload_admitted_key as an opaque 500; classify it via the shared
_raise_503_if_db_unavailable helper (also used by the live-policy gate) so a
database outage is a retryable 503, while a key-not-found ProxyException stays
the fail-closed 401.
---
 .../mcp_server/auth/user_api_key_auth_mcp.py  | 25 +++++++++++++------
 .../auth/test_user_api_key_auth_mcp.py        | 22 ++++++++++++++++
 2 files changed, 40 insertions(+), 7 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
index ddeab918fcc..e785b6b8da4 100644
--- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
+++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
@@ -581,11 +581,28 @@ async def _reload_admitted_key(key_hash: str) -> UserAPIKeyAuth:
             )
         except (ProxyException, HTTPException):
             raise HTTPException(status_code=401, detail="Invalid or expired credential") from None
+        except Exception as e:  # noqa: BLE001  # a DB outage during reload is a retryable 503, not an opaque 500
+            MCPRequestHandler._raise_503_if_db_unavailable(e)
+            raise
         if not MCPRequestHandler._admitted_key_is_active(key_object):
             raise HTTPException(status_code=401, detail="Invalid or expired credential")
         await MCPRequestHandler._reject_if_admitted_owner_scim_deactivated(key_object)
         return key_object
 
+    @staticmethod
+    def _raise_503_if_db_unavailable(e: Exception) -> None:
+        """Raise a retryable 503 when ``e`` means the auth database is unreachable, else return so the
+        caller applies its own fail-closed mapping. A DB outage must not masquerade as an auth failure
+        (401) or surface as an opaque 500; the caller retries. Mirrors ``UserAPIKeyAuthExceptionHandler``,
+        which renders a service-unavailable database error as 503 on the standard pipeline."""
+        from litellm.proxy.db.exception_handler import PrismaDBExceptionHandler
+
+        if PrismaDBExceptionHandler.is_database_service_unavailable_error(e):
+            raise HTTPException(
+                status_code=503,
+                detail="Service Unavailable, the authentication database is temporarily unreachable. Please retry shortly.",
+            ) from None
+
     @staticmethod
     async def _reject_if_admitted_owner_scim_deactivated(key_object: UserAPIKeyAuth) -> None:
         """Fail closed with a 401 when the key's owning user was deactivated via SCIM.
@@ -636,8 +653,6 @@ async def _enforce_admitted_live_policy(admitted: UserAPIKeyAuth, request: Reque
         it told an over-budget but validly-authenticated caller their credential was invalid,
         which on a DCR client reads as broken auth and can trigger a pointless re-authorize
         loop that cannot fix a budget problem, and it masked a DB outage as an auth error."""
-        from litellm.proxy.db.exception_handler import PrismaDBExceptionHandler
-
         try:
             await _run_centralized_common_checks(
                 user_api_key_auth_obj=admitted,
@@ -650,11 +665,7 @@ async def _enforce_admitted_live_policy(admitted: UserAPIKeyAuth, request: Reque
         except litellm.BudgetExceededError as e:
             raise HTTPException(status_code=getattr(e, "status_code", 429), detail=str(e)) from None
         except Exception as e:  # noqa: BLE001  # untyped gate failure: retryable 503 for a DB outage, else fail closed 401
-            if PrismaDBExceptionHandler.is_database_service_unavailable_error(e):
-                raise HTTPException(
-                    status_code=503,
-                    detail="Service Unavailable, the authentication database is temporarily unreachable. Please retry shortly.",
-                ) from None
+            MCPRequestHandler._raise_503_if_db_unavailable(e)
             raise HTTPException(status_code=401, detail="Invalid or expired credential") from None
 
     @staticmethod
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
index f9234cecde4..da3e3250c59 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
@@ -5275,6 +5275,28 @@ async def test_db_outage_during_policy_surfaces_503_not_401(self):
         mapped = await self._enforce_with_gate_error(ConnectionError("could not reach database server"))
         assert mapped.status_code == 503
 
+    async def test_db_outage_during_key_reload_surfaces_503_not_500(self):
+        """A DB outage while reloading the admitted key surfaces a retryable 503, not the opaque 500 a
+        raw get_key_object transport error would otherwise propagate as, and not a 401 that masks the
+        outage as an auth failure. Regression for the reload-path exception gap."""
+        envelope = self._mint_bridge_envelope(key_hash=self._KEY_HASH)
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/bridge_delegate_server",
+            "headers": [(b"authorization", f"Bearer {envelope}".encode("latin-1"))],
+        }
+        with (
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+            self._patch_key_reload(side_effect=ConnectionError("could not reach database server")),
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = self._bridge_delegate_server()
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+
+        assert exc_info.value.status_code == 503
+
     async def test_blocked_state_bare_exception_stays_401(self):
         """A blocked team/project raises a bare Exception (no status) in common_checks, which the
         standard pipeline renders as 401; the arm keeps failing those closed as 401, never a 500."""

From 345d3539120805148bc24902b3cea197b0a3994e Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 11 Jul 2026 12:57:37 -0700
Subject: [PATCH 337/370] test: remove live OpenAI fine-tuning job-creation
 test blocked by platform wind-down (#32933)

OpenAI is winding down self-serve fine-tuning and the org can no longer
create fine-tuning jobs (403 training_not_available; the CI key surfaces
it as a 500 server_error), so test_create_fine_tune_jobs_async fails on
every batches_testing run since 2026-07-11 and reruns never clear it.
The request contract stays covered by the mocked create/list/cancel/
retrieve tests in the same file, and the deleted test's unique
standard_logging_object assertions now run inside
test_mock_openai_create_fine_tune_job.
---
 tests/batches_tests/test_fine_tuning_api.py | 128 +++-----------------
 1 file changed, 16 insertions(+), 112 deletions(-)

diff --git a/tests/batches_tests/test_fine_tuning_api.py b/tests/batches_tests/test_fine_tuning_api.py
index c489685eaff..bd6672a52e9 100644
--- a/tests/batches_tests/test_fine_tuning_api.py
+++ b/tests/batches_tests/test_fine_tuning_api.py
@@ -13,13 +13,10 @@
 
 litellm.num_retries = 0
 import asyncio
-import logging
 from typing import Optional
-import openai
 from test_openai_batches_and_files import load_vertex_ai_credentials
 
 from litellm import create_fine_tuning_job
-from litellm._logging import verbose_logger
 from litellm.llms.vertex_ai.fine_tuning.handler import (
     FineTuningJobCreate,
     VertexFineTuningAPI,
@@ -47,115 +44,6 @@ async def async_log_success_event(self, kwargs, response_obj, start_time, end_ti
         self.standard_logging_object = kwargs["standard_logging_object"]
 
 
-async def _acreate_fine_tuning_job_with_propagation_retry(
-    *, max_attempts: int = 12, initial_delay: float = 1.0, **kwargs
-):
-    """
-    Wrap litellm.acreate_fine_tuning_job and retry on the eventual-consistency
-    400 OpenAI returns when a freshly-uploaded training file isn't yet visible
-    to the fine-tuning endpoint (`'file-... does not exist'`).
-
-    Polling the files-retrieve endpoint or `FileObject.status` doesn't help —
-    OpenAI's `status` field is deprecated, and the retrieve and fine-tuning
-    endpoints don't share a consistency model. Retrying the operation itself
-    is the only reliable signal that propagation has finished.
-
-    Total budget with defaults: ~70s across 12 attempts (exp backoff capped at
-    8s).
-    """
-    delay = initial_delay
-    last_error: Optional[openai.BadRequestError] = None
-    for _ in range(max_attempts):
-        try:
-            return await litellm.acreate_fine_tuning_job(**kwargs)
-        except openai.BadRequestError as e:
-            if "does not exist" not in str(e):
-                raise
-            last_error = e
-        await asyncio.sleep(delay)
-        delay = min(delay * 1.5, 8.0)
-    assert last_error is not None
-    raise last_error
-
-
-@pytest.mark.asyncio
-async def test_create_fine_tune_jobs_async():
-    try:
-        custom_logger = TestCustomLogger()
-        litellm.callbacks = ["datadog", custom_logger]
-        verbose_logger.setLevel(logging.DEBUG)
-        file_name = "openai_batch_completions.jsonl"
-        _current_dir = os.path.dirname(os.path.abspath(__file__))
-        file_path = os.path.join(_current_dir, file_name)
-
-        file_obj = await litellm.acreate_file(
-            file=open(file_path, "rb"),
-            purpose="fine-tune",
-            custom_llm_provider="openai",
-        )
-        print("Response from creating file=", file_obj)
-
-        create_fine_tuning_response = (
-            await _acreate_fine_tuning_job_with_propagation_retry(
-                model="gpt-4o-mini-2024-07-18",
-                training_file=file_obj.id,
-            )
-        )
-
-        print(
-            "response from litellm.create_fine_tuning_job=", create_fine_tuning_response
-        )
-
-        assert create_fine_tuning_response.id is not None
-        assert create_fine_tuning_response.model == "gpt-4o-mini-2024-07-18"
-
-        await asyncio.sleep(2)
-        _logged_standard_logging_object = custom_logger.standard_logging_object
-        assert _logged_standard_logging_object is not None
-        print(
-            "custom_logger.standard_logging_object=",
-            json.dumps(_logged_standard_logging_object, indent=4),
-        )
-        assert _logged_standard_logging_object["model"] == "gpt-4o-mini-2024-07-18"
-        assert _logged_standard_logging_object["id"] == create_fine_tuning_response.id
-
-        # list fine tuning jobs
-        print("listing ft jobs")
-        ft_jobs = await litellm.alist_fine_tuning_jobs(limit=2)
-        print("response from litellm.list_fine_tuning_jobs=", ft_jobs)
-        assert len(list(ft_jobs)) > 0
-
-        # retrieve fine tuning job
-        response = await litellm.aretrieve_fine_tuning_job(
-            fine_tuning_job_id=create_fine_tuning_response.id,
-        )
-        print("response from litellm.retrieve_fine_tuning_job=", response)
-
-        # delete file
-
-        await litellm.afile_delete(
-            file_id=file_obj.id,
-        )
-
-        # cancel ft job
-        response = await litellm.acancel_fine_tuning_job(
-            fine_tuning_job_id=create_fine_tuning_response.id,
-        )
-
-        print("response from litellm.cancel_fine_tuning_job=", response)
-
-        assert response.status == "cancelled"
-        assert response.id == create_fine_tuning_response.id
-    except openai.RateLimitError:
-        pass
-    except Exception as e:
-        if "Job has already completed" in str(e):
-            return
-        else:
-            pytest.fail(f"Error occurred: {e}")
-    pass
-
-
 @pytest.mark.asyncio()
 async def test_create_vertex_fine_tune_jobs_mocked():
     # Define reusable variables for the test
@@ -455,6 +343,9 @@ async def test_mock_openai_create_fine_tune_job():
     from openai import AsyncOpenAI
     from openai.types.fine_tuning.fine_tuning_job import FineTuningJob, Hyperparameters
 
+    custom_logger = TestCustomLogger()
+    previous_callbacks = litellm.callbacks
+    litellm.callbacks = [custom_logger]
     client = AsyncOpenAI(api_key="fake-api-key")
 
     with patch.object(client.fine_tuning.jobs, "create") as mock_create:
@@ -500,6 +391,19 @@ async def test_mock_openai_create_fine_tune_job():
             == "ft:gpt-4o-mini-2024-07-18:org:custom_suffix:id"
         )
 
+    try:
+        for _ in range(20):
+            if custom_logger.standard_logging_object is not None:
+                break
+            await asyncio.sleep(0.25)
+        logged = custom_logger.standard_logging_object
+        assert logged is not None
+        assert logged["model"] == "gpt-4o-mini-2024-07-18"
+        assert logged["id"] == response.id
+        assert logged["call_type"] == "acreate_fine_tuning_job"
+    finally:
+        litellm.callbacks = previous_callbacks
+
 
 @pytest.mark.asyncio
 async def test_mock_openai_list_fine_tune_jobs():

From 80294a9921fc8ef4f54c20e98d7ff8c614c28701 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 11 Jul 2026 13:27:58 -0700
Subject: [PATCH 338/370] refactor(anthropic): consolidate the provider
 fallback into a _resolved_provider property

---
 litellm/llms/anthropic/chat/transformation.py | 26 ++++++++++---------
 .../messages/transformation.py                | 10 ++++---
 2 files changed, 21 insertions(+), 15 deletions(-)

diff --git a/litellm/llms/anthropic/chat/transformation.py b/litellm/llms/anthropic/chat/transformation.py
index a85ac4ca292..6033e54fb77 100644
--- a/litellm/llms/anthropic/chat/transformation.py
+++ b/litellm/llms/anthropic/chat/transformation.py
@@ -266,6 +266,10 @@ def __init__(
     def custom_llm_provider(self) -> Optional[str]:
         return "anthropic"
 
+    @property
+    def _resolved_provider(self) -> str:
+        return self.custom_llm_provider or "anthropic"
+
     @classmethod
     def get_config(cls, *, model: Optional[str] = None):
         config = super().get_config()
@@ -454,7 +458,7 @@ def get_supported_openai_params(self, model: str):
 
         if (
             "claude-3-7-sonnet" in model
-            or AnthropicConfig._is_adaptive_thinking_model(model, self.custom_llm_provider or "anthropic")
+            or AnthropicConfig._is_adaptive_thinking_model(model, self._resolved_provider)
             or supports_reasoning(
                 model=model,
                 custom_llm_provider=self.custom_llm_provider,
@@ -1476,21 +1480,21 @@ def map_openai_params(
                 mapped_thinking = AnthropicConfig._map_reasoning_effort(
                     reasoning_effort=effort_value,
                     model=model,
-                    custom_llm_provider=self.custom_llm_provider or "anthropic",
-                    llm_provider=self.custom_llm_provider or "anthropic",
+                    custom_llm_provider=self._resolved_provider,
+                    llm_provider=self._resolved_provider,
                 )
                 if mapped_thinking is None:
                     optional_params.pop("thinking", None)
                     optional_params.pop("output_config", None)
                 else:
                     optional_params["thinking"] = mapped_thinking
-                    if AnthropicConfig._is_adaptive_thinking_model(model, self.custom_llm_provider or "anthropic"):
+                    if AnthropicConfig._is_adaptive_thinking_model(model, self._resolved_provider):
                         mapped_effort = REASONING_EFFORT_TO_OUTPUT_CONFIG_EFFORT.get(effort_value)
                         if mapped_effort is None:
                             AnthropicConfig._raise_invalid_reasoning_effort(
                                 model=model,
                                 value=effort_value,
-                                llm_provider=self.custom_llm_provider or "anthropic",
+                                llm_provider=self._resolved_provider,
                             )
                         optional_params["output_config"] = {"effort": mapped_effort}
             elif param == "web_search_options" and isinstance(value, dict):
@@ -1819,7 +1823,7 @@ def transform_request(
             anthropic_messages = anthropic_messages_pt(
                 model=model,
                 messages=messages,
-                llm_provider=self.custom_llm_provider or "anthropic",
+                llm_provider=self._resolved_provider,
             )
         except Exception as e:
             raise AnthropicError(
@@ -1908,9 +1912,7 @@ def _apply_output_config(self, data: dict, model: str, optional_params: dict) ->
         output_config = optional_params.get("output_config")
         if not output_config or not isinstance(output_config, dict):
             return
-        if litellm.drop_params is True and not self._model_supports_effort_param(
-            model, self.custom_llm_provider or "anthropic"
-        ):
+        if litellm.drop_params is True and not self._model_supports_effort_param(model, self._resolved_provider):
             litellm.verbose_logger.warning(
                 DROP_UNSUPPORTED_OUTPUT_CONFIG_WARNING,
                 model,
@@ -1924,14 +1926,14 @@ def _apply_output_config(self, data: dict, model: str, optional_params: dict) ->
             raise litellm.exceptions.BadRequestError(
                 message=(f"Invalid effort value: {effort!r}. Must be one of: 'high', 'medium', 'low', 'xhigh', 'max'"),
                 model=model,
-                llm_provider=self.custom_llm_provider or "anthropic",
+                llm_provider=self._resolved_provider,
             )
-        gate_error = self._validate_effort_for_model(model, effort, self.custom_llm_provider or "anthropic")
+        gate_error = self._validate_effort_for_model(model, effort, self._resolved_provider)
         if gate_error is not None:
             raise litellm.exceptions.BadRequestError(
                 message=gate_error,
                 model=model,
-                llm_provider=self.custom_llm_provider or "anthropic",
+                llm_provider=self._resolved_provider,
             )
         data["output_config"] = output_config
 
diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
index 23f15f829d1..39713e0f003 100644
--- a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
+++ b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
@@ -45,6 +45,10 @@ class AnthropicMessagesConfig(BaseAnthropicMessagesConfig):
     def custom_llm_provider(self) -> Optional[str]:
         return "anthropic"
 
+    @property
+    def _resolved_provider(self) -> str:
+        return self.custom_llm_provider or "anthropic"
+
     def get_supported_anthropic_messages_params(self, model: str) -> list:
         return [
             "messages",
@@ -406,20 +410,20 @@ def transform_anthropic_messages_request(
         self._translate_reasoning_effort_to_anthropic(
             model=model,
             optional_params=anthropic_messages_optional_request_params,
-            custom_llm_provider=self.custom_llm_provider or "anthropic",
+            custom_llm_provider=self._resolved_provider,
         )
 
         self._translate_legacy_thinking_for_adaptive_model(
             model=model,
             optional_params=anthropic_messages_optional_request_params,
-            custom_llm_provider=self.custom_llm_provider or "anthropic",
+            custom_llm_provider=self._resolved_provider,
         )
 
         self._translate_adaptive_effort_for_non_adaptive_model(
             model=model,
             optional_params=anthropic_messages_optional_request_params,
             max_tokens=max_tokens,
-            custom_llm_provider=self.custom_llm_provider or "anthropic",
+            custom_llm_provider=self._resolved_provider,
         )
 
         system_param = anthropic_messages_optional_request_params.get("system")

From 36aec560dbbdcfef96a5edb5ea6db0d248299579 Mon Sep 17 00:00:00 2001
From: Krrish Dholakia <krrish+github@berri.ai>
Date: Sat, 11 Jul 2026 13:31:41 -0700
Subject: [PATCH 339/370] feat: add lite auth print-token for Claude Code
 apiKeyHelper support (#32846)

* feat: add silent CLI token refresh for apiKeyHelper support

lite auth print-token prints a valid proxy credential for use as Claude
Code's apiKeyHelper, transparently refreshing it first if the cached JWT
is stale. This unblocks MDM-managed apiKeyHelper deployments (managed
via `lite auth print-token`) that need silent mid-session credential
rotation without restarting the client.

Refresh capability is backed by a virtual key minted with an empty model
list and cli_refresh metadata, kept strictly separate from the actual
(short-lived, real-model-scoped) call credential -- so a leak of the
credential that flows through every LLM request and subprocess env var
can't also self-renew. The refresh flow is single-use: /sso/cli/refresh
mints a fresh JWT + refresh token pair and blocks the presented refresh
token immediately, so a replay can't mint a second pair from it.

Server: /sso/cli/refresh (rotate) and /sso/cli/logout (revoke) endpoints.
lite login now also stores a refresh token; lite logout revokes it
server-side instead of only clearing the local file.

* fix: allow non-admin users to hit CLI refresh routes; resolve apiKeyHelper base_url from token.json

Found via a live end-to-end test against a real proxy + real Claude Code
session: /sso/cli/refresh and /sso/cli/logout were unreachable for any
non-proxy-admin caller, since Depends(user_api_key_auth) pulls in a
route-RBAC gate that 403s any route not on an explicit allowlist. That
made the feature unusable for actual end users, who authenticate as
internal_user. Add both routes to internal_user_routes; the handlers
already do their own fine-grained check (metadata.cli_refresh) same as
/key/block does today.

Also: `lite auth print-token` required an explicit --base-url/
LITELLM_PROXY_URL matching the stored token's origin, defaulting to
localhost:4000 otherwise. But apiKeyHelper is configured bare (no
flags), so this always mismatched a real deployment. Track whether
--base-url was explicitly passed (via click's ParameterSource) and, if
not, resolve the server from token.json directly instead of the CLI
default.

* test: mock refresh-token minting in test_cli_poll_key_tolerates_missing_user_row

Landed on litellm_internal_staging after this branch's refresh-key minting
change; needs the same mock as the other cli_poll_key tests since minting
now runs unconditionally whenever a JWT is generated.

* fix(ci): update test_cli_auth.py for refresh_token contract, regenerate schema.d.ts

_poll_for_authentication now always includes "refresh_token" in its
returned dict, and _handle_team_selection_during_polling returns a dict
instead of a bare JWT string -- test_cli_auth.py predates this branch's
refresh-token work and still asserted the old shapes.

schema.d.ts regenerated via `npm run gen:api` to pick up the new
/sso/cli/refresh and /sso/cli/logout routes (plus unrelated drift from
other PRs merged since it was last generated).

* fix(ci): apply CI's own schema.d.ts diff (enterprise routes I can't generate locally)

Local `npm run gen:api` only sees OSS routes -- this machine's
litellm_enterprise editable install points at a now-deleted temp
directory, so it silently drops enterprise-only routes from the spec.
Applied the exact diff CI's own generation produced instead of
re-running the generator locally.

* fix: close refresh-token race, fail closed on DB down, fix logout base_url

Addresses Greptile review findings on the CLI refresh-token PR:

- cli_refresh_token minted a new JWT + refresh token BEFORE blocking the
  presented one. Two concurrent requests bearing the same refresh token
  could both pass auth and both mint fresh pairs, yielding four live
  credentials from one consumed token. Now the presented token is
  consumed atomically first via update_many (only succeeding if it flips
  blocked from False/None to True); the loser gets count=0 and is
  rejected before anything is minted.
- When prisma_client is None, refresh silently returned a new JWT
  without ever being able to mark the presented token consumed, leaving
  it valid indefinitely. Now fails closed with a 500 instead.
- `lite logout` sent its revocation POST to ctx.obj["base_url"], which
  defaults to localhost:4000 when --base-url isn't passed -- the same
  bug print_token had before the base_url_explicit fix, just missed
  here. Now resolves the same way: trust the stored token's origin
  unless the caller explicitly overrode --base-url.

* fix(ci): satisfy ruff format and narrow token_data type in logout

* fix(security): never trust refresh-token metadata for authorization

Addresses a real privilege-escalation path Veria flagged: cli_refresh_token
read team_id, team_alias, and max_budget straight off the presented
token's own metadata and used them to authorize the new JWT. Since any
authenticated user can self-mint a virtual key with arbitrary metadata
via the ordinary /key/generate endpoint, a self-forged key with
{"cli_refresh": true, "team_id": "<any-team>", "max_budget": 999999999}
would sail through _require_cli_refresh_token's only check
(metadata.cli_refresh == True) and get a JWT scoped to a team the
caller never belonged to, with a budget it never had -- full
cross-team / budget bypass, and a removed team member could keep
refreshing team-scoped sessions indefinitely.

Metadata's team_id is now treated as an untrusted UX hint only: honored
solely if the CALLER (identified by the authenticated key's own
user_id, not client input) is a current member per a fresh
get_user_object lookup. team_alias and max_budget are never read back
from metadata at all -- team_alias comes from a live get_team_object
lookup and max_budget is recomputed with the exact same capping logic
the initial SSO login poll uses. _mint_cli_refresh_token no longer
accepts or stores team_alias/max_budget, only the team_id hint.

Added regression tests proving: a forged/stale team_id is dropped
(falls back to no team, not silently honored), and a forged max_budget
in metadata never reaches the issued JWT.

* fix(ci): catch HTTPException specifically instead of bare Exception (BLE001)

* fix: un-consume refresh token if minting the replacement fails

Greptile flagged a real reliability gap: cli_refresh_token blocks the
presented token atomically, then does several more DB calls before
returning a replacement (user lookup, team lookup, JWT mint, new
refresh-key mint). Since this endpoint exists specifically for fully
unattended apiKeyHelper operation, a single transient failure in that
window (DB hiccup, etc.) permanently stranded the user: their old
token was already dead and no new one was issued, with no recovery
path short of a full interactive browser re-login.

Wrap that window in try/except; on any failure, best-effort revert the
consumed token back to usable (blocked=False) before re-raising, so a
retry can succeed. Standard compensating-action pattern since
generate_key_helper_fn doesn't take an injectable transaction, so
wrapping the whole thing in a real DB transaction isn't practical here.

* fix(security): refresh key had unrestricted model access, not none

Critical bug: _mint_cli_refresh_token used models=[] intending "no LLM
access", but that's backwards in this codebase. Per
_check_model_access_helper: `len(filtered_models) == 0 and len(models)
== 0` -> all_model_access = True. An empty models list on a key with no
team_id means UNRESTRICTED access to every model, not zero access. The
CLI refresh token -- meant to be usable for nothing but silently
exchanging itself for a new JWT -- was actually a fully unrestricted
API key for its entire 90-day lifetime, completely undermining the
whole point of keeping it separate from the short-lived call
credential.

Fixed with two independent layers: allowed_routes hard-restricts the
key to exactly /sso/cli/refresh and /sso/cli/logout (the real enforced
boundary, checked in the shared user_api_key_auth dependency for every
route); models is set to an unmatchable sentinel string as
defense-in-depth in case any code path only consults the models field.

Added an end-to-end regression test that exercises the actual
model-access-control function against a key shaped like the minted
refresh token, rather than only asserting on what arguments were passed
to the key-generation call -- the latter kind of test is exactly what
let the original bug ship, since asserting `models == []` is equally
consistent with "no access" and "unrestricted access" without checking
what the access-control code actually does with that shape.

Also: the compensating-rollback added for reliability un-blocked a
consumed refresh token even when the underlying user no longer exists.
That's a permanent, intentional rejection, not a transient failure --
un-blocking it would let a stale refresh token become valid again for a
different account if the user_id is ever reused/re-registered. Moved
the user-existence check outside the rollback-on-failure block so it
stays permanently blocked.

* refactor: rotate CLI refresh tokens via regenerate_key_fn instead of hand-rolled consume/rollback

The refresh token is already a plain litellm virtual key, so rotation can
delegate to the same atomic DB update /key/regenerate uses instead of a
bespoke update_many + compensating-rollback dance. This makes silent CLI
refresh an Enterprise feature, same as regular key regeneration.

* refactor: replace CLI stateless JWT + refresh-key pair with one self-rotating virtual key

The CLI previously minted two credentials on login: a stateless self-signed
JWT for LLM calls, and a separate DB-backed refresh-only key (scoped away
from ever calling an LLM) just to authorize minting a new JWT. Collapse
this into a single real virtual key, used directly as the LLM bearer token
and re-presented to /sso/cli/refresh to rotate its own secret in place.

This also means the CLI session key now shows up in the Admin UI's Keys
page and can be revoked/regenerated like any other key, rather than being
an invisible, unmanageable stateless token.

* refactor: drop silent CLI refresh, key just expires and requires re-login

/sso/cli/refresh only ever benefited Enterprise deployments (regenerate_key_fn's
gate), while everyone else already fell through to "re-run lite login" on
failure. Cut the endpoint, the rotation logic, and the client-side refresh
path entirely; print-token now just prints the cached key until it hits its
LITELLM_CLI_JWT_EXPIRATION_HOURS duration, then fails fast telling the user
to log in again. Session key itself is unaffected: still a real, revocable
virtual key visible in the Keys UI, `lite logout` still revokes it directly.

* fix(ci): regenerate schema.d.ts after removing /sso/cli/refresh route

* revert: go back to stateless JWT, keep only lite auth print-token

The virtual-key redesign (revocable, Keys-UI-visible credential) wasn't
needed just to support print-token, and cost real server-side surface
(a mint path, a logout-revoke endpoint, migrated tests/docs) for a property
this repo doesn't need yet. Reverting cli_poll_key/_types.py/schema.d.ts
back to the original stateless-JWT design; the only durable addition from
this whole effort is `lite auth print-token` (reads the cached credential,
prints it while fresh, fails with a clear message once it's past
LITELLM_CLI_JWT_EXPIRATION_HOURS) plus the base_url_explicit plumbing it
needs. `lite logout` goes back to clearing the local file only, since a
stateless JWT can't be revoked server-side.

* refactor: move CLI token freshness check to cli_token_utils, drop unnecessary renames

Addresses review: the freshness check is a pure token-shape/timestamp
util, not command logic, so it belongs alongside the other SDK-level
CLI token helpers (load_cli_token, get_litellm_gateway_api_key) rather
than in commands/auth.py. Also reverted a few incidental jwt_token/
session_key variable and string renames that weren't load-bearing.
---
 litellm/litellm_core_utils/cli_token_utils.py |  15 ++
 litellm/proxy/client/README.md                |   5 +-
 litellm/proxy/client/cli/README.md            |   2 +-
 litellm/proxy/client/cli/commands/auth.py     |  49 +++-
 litellm/proxy/client/cli/main.py              |  10 +-
 .../proxy/client/cli/test_auth_commands.py    | 242 ++++++++++--------
 6 files changed, 218 insertions(+), 105 deletions(-)

diff --git a/litellm/litellm_core_utils/cli_token_utils.py b/litellm/litellm_core_utils/cli_token_utils.py
index eb01359cdc0..e730f60bc3b 100644
--- a/litellm/litellm_core_utils/cli_token_utils.py
+++ b/litellm/litellm_core_utils/cli_token_utils.py
@@ -7,6 +7,7 @@
 
 import json
 import os
+import time
 from pathlib import Path
 from typing import Optional
 
@@ -68,3 +69,17 @@ def get_litellm_gateway_api_key(
         if stored_url != expected_base_url.rstrip("/"):
             return None
     return token_data["key"]
+
+
+def is_cli_token_fresh(token_data: dict, buffer_hours: float = 0.1) -> bool:
+    """Check whether a cached CLI token (as stored in token.json) is still
+    within its expiration window. Used by `lite auth print-token` to fail
+    fast, without a network round trip, once the cached token is past
+    `LITELLM_CLI_JWT_EXPIRATION_HOURS`."""
+    from litellm.constants import CLI_JWT_EXPIRATION_HOURS
+
+    timestamp = token_data.get("timestamp")
+    if not isinstance(timestamp, (int, float)):
+        return False
+    age_hours = (time.time() - timestamp) / 3600
+    return age_hours < (CLI_JWT_EXPIRATION_HOURS - buffer_hours)
diff --git a/litellm/proxy/client/README.md b/litellm/proxy/client/README.md
index f33367a96c2..6b28f43ac73 100644
--- a/litellm/proxy/client/README.md
+++ b/litellm/proxy/client/README.md
@@ -336,11 +336,12 @@ sequenceDiagram
 
 ### Authentication Commands
 
-The CLI provides three authentication commands:
+The CLI provides these authentication commands:
 
 - **`lite login`** - Start SSO authentication flow
 - **`lite logout`** - Clear stored authentication token
 - **`lite whoami`** - Show current authentication status
+- **`lite auth print-token`** - Print the cached token (used as Claude Code's `apiKeyHelper`); fails once the token has expired
 
 ### Authentication Flow Steps
 
@@ -376,7 +377,7 @@ Authentication tokens are stored in `~/.litellm/token.json` with restricted file
 }
 ```
 
-The stored credential is a short-lived, per-session agent token, not a managed virtual key. It is scoped to the user and team you logged in as and inherits their models and budgets; spend is tracked against the shared team and user budgets rather than a separate per-session cap, so multiple logins or several concurrent agents all draw down the same allowance. It is short-lived by design (default 24h, configurable via `LITELLM_CLI_JWT_EXPIRATION_HOURS`); re-run `lite login` to refresh it and pick up your latest team and user settings. It is accepted on a default deployment without `EXPERIMENTAL_UI_LOGIN`, does not appear in the Keys UI, and cannot be rotated or revoked mid-session. For a long-lived, rotatable, Keys-UI-visible credential, create a dedicated virtual key in the dashboard and pass it via `--api-key` or `LITELLM_PROXY_API_KEY`.
+The stored credential is a short-lived, per-session agent token, not a managed virtual key. It is scoped to the user and team you logged in as and inherits their models and budgets; spend is tracked against the shared team and user budgets rather than a separate per-session cap, so multiple logins or several concurrent agents all draw down the same allowance. It is short-lived by design (default 24h, configurable via `LITELLM_CLI_JWT_EXPIRATION_HOURS`); re-run `lite login` to refresh it and pick up your latest team and user settings. `lite auth print-token` (usable as Claude Code's `apiKeyHelper`) prints it while fresh and fails once it expires -- there is no silent renewal. It is accepted on a default deployment without `EXPERIMENTAL_UI_LOGIN`, does not appear in the Keys UI, and cannot be rotated or revoked mid-session. For a long-lived, rotatable, Keys-UI-visible credential, create a dedicated virtual key in the dashboard and pass it via `--api-key` or `LITELLM_PROXY_API_KEY`.
 
 ### Usage
 
diff --git a/litellm/proxy/client/cli/README.md b/litellm/proxy/client/cli/README.md
index f53e7db4e6b..ce13a906a36 100644
--- a/litellm/proxy/client/cli/README.md
+++ b/litellm/proxy/client/cli/README.md
@@ -469,7 +469,7 @@ To pin the model, pass the agent's own model flag (for example `lite claude --mo
 
 The token minted by `lite login` is a short-lived, per-session agent credential, not a managed virtual key. It is scoped to the user and team you authenticated as, inherits that user's and team's models and budgets, and is enforced on the proxy exactly like a virtual key on the same team (guardrails, routing, logging, spend). Spend is tracked against the shared team and user budgets, so running several agents (or logging in more than once) does not hand each session its own separate budget; they all draw down the same team/user allowance. There is no separate per-session cap, so sustained agent use is not capped at a small chat-session limit.
 
-The credential is short-lived by design (default 24h, configurable via `LITELLM_CLI_JWT_EXPIRATION_HOURS`); run `lite login` again to refresh it, which also re-reads your latest team and user settings. It does not appear in the Keys UI and cannot be rotated or revoked mid-session. `lite claude`, `lite codex`, and `lite opencode` work with it on a default deployment; `EXPERIMENTAL_UI_LOGIN` is not required. If you need a long-lived, rotatable key that shows up in the Keys UI, create a dedicated virtual key in the dashboard and pass it via `--api-key` or `LITELLM_PROXY_API_KEY` instead.
+The credential is short-lived by design (default 24h, configurable via `LITELLM_CLI_JWT_EXPIRATION_HOURS`); run `lite login` again to refresh it, which also re-reads your latest team and user settings. It does not appear in the Keys UI and cannot be rotated or revoked mid-session. `lite auth print-token` (usable as Claude Code's `apiKeyHelper`) prints it while it's still fresh and fails once it expires -- there is no silent renewal, so a long-running session needs a fresh `lite login` once a day. `lite claude`, `lite codex`, and `lite opencode` work with it on a default deployment; `EXPERIMENTAL_UI_LOGIN` is not required. If you need a long-lived, rotatable key that shows up in the Keys UI, create a dedicated virtual key in the dashboard and pass it via `--api-key` or `LITELLM_PROXY_API_KEY` instead.
 
 ## Environment Variables
 
diff --git a/litellm/proxy/client/cli/commands/auth.py b/litellm/proxy/client/cli/commands/auth.py
index b258664ee16..4eda6817252 100644
--- a/litellm/proxy/client/cli/commands/auth.py
+++ b/litellm/proxy/client/cli/commands/auth.py
@@ -13,6 +13,7 @@
 from rich.table import Table
 
 from litellm.constants import CLI_JWT_EXPIRATION_HOURS
+from litellm.litellm_core_utils.cli_token_utils import is_cli_token_fresh
 
 
 # Token storage utilities
@@ -593,6 +594,44 @@ def logout():
     click.echo("✅ Logged out successfully. Authentication token cleared.")
 
 
+@click.command(name="print-token")
+@click.pass_context
+def print_token(ctx: click.Context):
+    """Print a valid API token for this proxy.
+
+    Designed to be used as Claude Code's `apiKeyHelper`
+    (https://docs.claude.com/en/docs/claude-code/settings): stdout must
+    contain only the token, so all diagnostics go to stderr. The token
+    expires after `LITELLM_CLI_JWT_EXPIRATION_HOURS` (default 24h); once
+    expired, run `lite login` again.
+    """
+    token_data = load_token()
+    if not token_data:
+        click.echo("Not authenticated. Run 'lite login'.", err=True)
+        sys.exit(1)
+
+    # apiKeyHelper is invoked bare (no --base-url), so unless the caller
+    # explicitly pointed us at a server, trust whichever one `lite login`
+    # actually issued this token for -- that's the whole point of not
+    # needing a wrapper command.
+    if ctx.obj.get("base_url_explicit"):
+        base_url = ctx.obj["base_url"]
+        if token_data.get("base_url") != base_url.rstrip("/"):
+            click.echo("Not authenticated for this server. Run 'lite login'.", err=True)
+            sys.exit(1)
+
+    if not is_cli_token_fresh(token_data):
+        click.echo("Token expired. Run 'lite login' again.", err=True)
+        sys.exit(1)
+
+    api_key = token_data.get("key")
+    if not api_key:
+        click.echo("No token available. Run 'lite login'.", err=True)
+        sys.exit(1)
+
+    click.echo(api_key)
+
+
 @click.command(name="whoami")
 def whoami():
     """Show current authentication status"""
@@ -616,8 +655,16 @@ def whoami():
         click.echo(f"⚠️ Warning: Token is more than {CLI_JWT_EXPIRATION_HOURS} hours old and may have expired.")
 
 
+@click.group(name="auth")
+def auth_group():
+    """Manage CLI authentication (apiKeyHelper support, etc.)"""
+
+
+auth_group.add_command(print_token)
+
+
 # Export functions for use by other CLI commands
-__all__ = ["login", "logout", "whoami", "prompt_team_selection"]
+__all__ = ["login", "logout", "print_token", "auth_group", "whoami", "prompt_team_selection"]
 
 # Export individual commands instead of grouping them
 # login, logout, and whoami will be added as top-level commands
diff --git a/litellm/proxy/client/cli/main.py b/litellm/proxy/client/cli/main.py
index aadaff61238..4de3ff5fc87 100644
--- a/litellm/proxy/client/cli/main.py
+++ b/litellm/proxy/client/cli/main.py
@@ -8,7 +8,7 @@
 from litellm.proxy.client.health import HealthManagementClient
 
 from .commands.agents import agent_commands
-from .commands.auth import get_stored_api_key, login, logout, whoami
+from .commands.auth import auth_group, get_stored_api_key, login, logout, whoami
 from .commands.chat import chat
 from .commands.credentials import credentials
 from .commands.encryption import encryption
@@ -87,6 +87,12 @@ def cli(ctx: click.Context, base_url: str, api_key: Optional[str]) -> None:
 
     ctx.obj["base_url"] = base_url
     ctx.obj["api_key"] = api_key
+    # `--base-url` defaults to localhost:4000 for local dev convenience, but
+    # apiKeyHelper is invoked bare (no flags) -- commands that must work
+    # unattended (print-token) need to tell "user didn't say" apart from
+    # "user said localhost:4000 on purpose" so they can fall back to
+    # whatever server the stored token was actually issued for.
+    ctx.obj["base_url_explicit"] = ctx.get_parameter_source("base_url") != click.core.ParameterSource.DEFAULT
 
     # If no subcommand was invoked, start interactive mode
     if ctx.invoked_subcommand is None:
@@ -104,6 +110,8 @@ def version(ctx: click.Context):
 cli.add_command(login)
 cli.add_command(logout)
 cli.add_command(whoami)
+# Add the auth command group (e.g. `lite auth print-token`, used as Claude Code's apiKeyHelper)
+cli.add_command(auth_group, name="auth")
 # Add the models command group
 cli.add_command(models)
 # Add the credentials command group
diff --git a/tests/test_litellm/proxy/client/cli/test_auth_commands.py b/tests/test_litellm/proxy/client/cli/test_auth_commands.py
index 4ee8b502aa2..6be43c9da44 100644
--- a/tests/test_litellm/proxy/client/cli/test_auth_commands.py
+++ b/tests/test_litellm/proxy/client/cli/test_auth_commands.py
@@ -5,13 +5,12 @@
 from pathlib import Path
 from unittest.mock import Mock, mock_open, patch
 
-sys.path.insert(
-    0, os.path.abspath("../../..")
-)  # Adds the parent directory to the system path
+sys.path.insert(0, os.path.abspath("../../.."))  # Adds the parent directory to the system path
 
 
 from click.testing import CliRunner
 
+from litellm.constants import CLI_JWT_EXPIRATION_HOURS
 from litellm.proxy.client.cli.commands.auth import (
     clear_token,
     get_stored_api_key,
@@ -19,6 +18,7 @@
     load_token,
     login,
     logout,
+    print_token,
     save_token,
     whoami,
 )
@@ -78,12 +78,9 @@ def test_save_token(self):
 
         with (
             patch("builtins.open", mock_open()) as mock_file,
-            patch(
-                "litellm.proxy.client.cli.commands.auth.get_token_file_path"
-            ) as mock_path,
+            patch("litellm.proxy.client.cli.commands.auth.get_token_file_path") as mock_path,
             patch("os.chmod") as mock_chmod,
         ):
-
             mock_path.return_value = "/test/path/token.json"
 
             save_token(token_data)
@@ -93,9 +90,7 @@ def test_save_token(self):
             mock_chmod.assert_called_once_with("/test/path/token.json", 0o600)
 
             # Verify JSON content was written correctly
-            written_content = "".join(
-                call[0][0] for call in mock_file().write.call_args_list
-            )
+            written_content = "".join(call[0][0] for call in mock_file().write.call_args_list)
             parsed_content = json.loads(written_content)
             assert parsed_content == token_data
 
@@ -109,12 +104,9 @@ def test_load_token_success(self):
 
         with (
             patch("builtins.open", mock_open(read_data=json.dumps(token_data))),
-            patch(
-                "litellm.proxy.client.cli.commands.auth.get_token_file_path"
-            ) as mock_path,
+            patch("litellm.proxy.client.cli.commands.auth.get_token_file_path") as mock_path,
             patch("os.path.exists", return_value=True),
         ):
-
             mock_path.return_value = "/test/path/token.json"
 
             result = load_token()
@@ -124,12 +116,9 @@ def test_load_token_success(self):
     def test_load_token_file_not_exists(self):
         """Test loading token when file doesn't exist"""
         with (
-            patch(
-                "litellm.proxy.client.cli.commands.auth.get_token_file_path"
-            ) as mock_path,
+            patch("litellm.proxy.client.cli.commands.auth.get_token_file_path") as mock_path,
             patch("os.path.exists", return_value=False),
         ):
-
             mock_path.return_value = "/test/path/token.json"
 
             result = load_token()
@@ -140,12 +129,9 @@ def test_load_token_json_decode_error(self):
         """Test loading token with invalid JSON"""
         with (
             patch("builtins.open", mock_open(read_data="invalid json")),
-            patch(
-                "litellm.proxy.client.cli.commands.auth.get_token_file_path"
-            ) as mock_path,
+            patch("litellm.proxy.client.cli.commands.auth.get_token_file_path") as mock_path,
             patch("os.path.exists", return_value=True),
         ):
-
             mock_path.return_value = "/test/path/token.json"
 
             result = load_token()
@@ -156,12 +142,9 @@ def test_load_token_io_error(self):
         """Test loading token with IO error"""
         with (
             patch("builtins.open", side_effect=IOError("Permission denied")),
-            patch(
-                "litellm.proxy.client.cli.commands.auth.get_token_file_path"
-            ) as mock_path,
+            patch("litellm.proxy.client.cli.commands.auth.get_token_file_path") as mock_path,
             patch("os.path.exists", return_value=True),
         ):
-
             mock_path.return_value = "/test/path/token.json"
 
             result = load_token()
@@ -171,13 +154,10 @@ def test_load_token_io_error(self):
     def test_clear_token_file_exists(self):
         """Test clearing token when file exists"""
         with (
-            patch(
-                "litellm.proxy.client.cli.commands.auth.get_token_file_path"
-            ) as mock_path,
+            patch("litellm.proxy.client.cli.commands.auth.get_token_file_path") as mock_path,
             patch("os.path.exists", return_value=True),
             patch("os.remove") as mock_remove,
         ):
-
             mock_path.return_value = "/test/path/token.json"
 
             clear_token()
@@ -187,13 +167,10 @@ def test_clear_token_file_exists(self):
     def test_clear_token_file_not_exists(self):
         """Test clearing token when file doesn't exist"""
         with (
-            patch(
-                "litellm.proxy.client.cli.commands.auth.get_token_file_path"
-            ) as mock_path,
+            patch("litellm.proxy.client.cli.commands.auth.get_token_file_path") as mock_path,
             patch("os.path.exists", return_value=False),
             patch("os.remove") as mock_remove,
         ):
-
             mock_path.return_value = "/test/path/token.json"
 
             clear_token()
@@ -238,10 +215,7 @@ def test_get_stored_api_key_base_url_match(self):
             "litellm.litellm_core_utils.cli_token_utils.load_cli_token",
             return_value=token_data,
         ):
-            assert (
-                get_stored_api_key(expected_base_url="https://real-proxy.com")
-                == "sk-prod"
-            )
+            assert get_stored_api_key(expected_base_url="https://real-proxy.com") == "sk-prod"
 
     def test_get_stored_api_key_base_url_match_trailing_slash(self):
         """Trailing slash on expected_base_url is normalised before comparison"""
@@ -250,10 +224,7 @@ def test_get_stored_api_key_base_url_match_trailing_slash(self):
             "litellm.litellm_core_utils.cli_token_utils.load_cli_token",
             return_value=token_data,
         ):
-            assert (
-                get_stored_api_key(expected_base_url="https://real-proxy.com/")
-                == "sk-prod"
-            )
+            assert get_stored_api_key(expected_base_url="https://real-proxy.com/") == "sk-prod"
 
     def test_get_stored_api_key_base_url_mismatch(self):
         """Stored key is NOT returned when expected_base_url differs from stored origin"""
@@ -271,9 +242,7 @@ def test_get_stored_api_key_old_token_no_base_url(self):
             "litellm.litellm_core_utils.cli_token_utils.load_cli_token",
             return_value=token_data,
         ):
-            assert (
-                get_stored_api_key(expected_base_url="https://real-proxy.com") is None
-            )
+            assert get_stored_api_key(expected_base_url="https://real-proxy.com") is None
 
 
 class TestLoginCommand:
@@ -307,11 +276,8 @@ def test_login_success(self):
             ) as mock_post,
             patch("requests.get", return_value=mock_response) as mock_get,
             patch("litellm.proxy.client.cli.commands.auth.save_token") as mock_save,
-            patch(
-                "litellm.proxy.client.cli.interface.show_commands"
-            ) as mock_show_commands,
+            patch("litellm.proxy.client.cli.interface.show_commands") as mock_show_commands,
         ):
-
             result = self.runner.invoke(login, obj=mock_context.obj)
 
             assert result.exit_code == 0
@@ -326,9 +292,7 @@ def test_login_success(self):
             assert "Verification code: ABCD-EFGH" in result.output
             mock_post.assert_called_once()
             mock_get.assert_called()
-            assert mock_get.call_args.kwargs["headers"] == {
-                "x-litellm-cli-poll-secret": "poll-secret"
-            }
+            assert mock_get.call_args.kwargs["headers"] == {"x-litellm-cli-poll-secret": "poll-secret"}
 
             # Verify JWT was saved
             mock_save.assert_called_once()
@@ -355,7 +319,6 @@ def test_login_timeout(self):
             patch("requests.get", return_value=mock_response),
             patch("time.sleep"),
         ):
-
             # Mock time.sleep to avoid actual delays in tests
             result = self.runner.invoke(login, obj=mock_context.obj)
 
@@ -377,7 +340,6 @@ def test_login_http_error(self):
             patch("requests.get", return_value=mock_response),
             patch("time.sleep"),
         ):
-
             result = self.runner.invoke(login, obj=mock_context.obj)
 
             assert result.exit_code == 0
@@ -399,7 +361,6 @@ def test_login_request_exception(self):
             ),
             patch("time.sleep"),
         ):
-
             result = self.runner.invoke(login, obj=mock_context.obj)
 
             assert result.exit_code == 0
@@ -415,7 +376,6 @@ def test_login_keyboard_interrupt(self):
             patch("requests.post", return_value=_mock_cli_sso_start_response()),
             patch("requests.get", side_effect=KeyboardInterrupt),
         ):
-
             result = self.runner.invoke(login, obj=mock_context.obj)
 
             assert result.exit_code == 0
@@ -440,7 +400,6 @@ def test_login_no_api_key_in_response(self):
             patch("requests.get", return_value=mock_response),
             patch("time.sleep"),
         ):
-
             result = self.runner.invoke(login, obj=mock_context.obj)
 
             assert result.exit_code == 0
@@ -456,7 +415,6 @@ def test_login_general_exception(self):
             patch("requests.post", return_value=_mock_cli_sso_start_response()),
             patch("requests.get", side_effect=ValueError("Invalid value")),
         ):
-
             result = self.runner.invoke(login, obj=mock_context.obj)
 
             assert result.exit_code == 0
@@ -496,9 +454,7 @@ def test_whoami_authenticated(self):
             "timestamp": time.time() - 3600,  # 1 hour ago
         }
 
-        with patch(
-            "litellm.proxy.client.cli.commands.auth.load_token", return_value=token_data
-        ):
+        with patch("litellm.proxy.client.cli.commands.auth.load_token", return_value=token_data):
             result = self.runner.invoke(whoami)
 
             assert result.exit_code == 0
@@ -510,9 +466,7 @@ def test_whoami_authenticated(self):
 
     def test_whoami_not_authenticated(self):
         """Test whoami when user is not authenticated"""
-        with patch(
-            "litellm.proxy.client.cli.commands.auth.load_token", return_value=None
-        ):
+        with patch("litellm.proxy.client.cli.commands.auth.load_token", return_value=None):
             result = self.runner.invoke(whoami)
 
             assert result.exit_code == 0
@@ -528,9 +482,7 @@ def test_whoami_old_token(self):
             "timestamp": time.time() - (25 * 3600),  # 25 hours ago
         }
 
-        with patch(
-            "litellm.proxy.client.cli.commands.auth.load_token", return_value=token_data
-        ):
+        with patch("litellm.proxy.client.cli.commands.auth.load_token", return_value=token_data):
             result = self.runner.invoke(whoami)
 
             assert result.exit_code == 0
@@ -540,21 +492,16 @@ def test_whoami_old_token(self):
     def test_whoami_missing_fields(self):
         """Test whoami with token missing some fields"""
         token_data = {
-            "timestamp": time.time()
-            - 3600
+            "timestamp": time.time() - 3600
             # Missing user_email, user_id, user_role
         }
 
-        with patch(
-            "litellm.proxy.client.cli.commands.auth.load_token", return_value=token_data
-        ):
+        with patch("litellm.proxy.client.cli.commands.auth.load_token", return_value=token_data):
             result = self.runner.invoke(whoami)
 
             assert result.exit_code == 0
             assert "✅ Authenticated" in result.output
-            assert (
-                "Unknown" in result.output
-            )  # Should show "Unknown" for missing fields
+            assert "Unknown" in result.output  # Should show "Unknown" for missing fields
 
     def test_whoami_no_timestamp(self):
         """Test whoami with token missing timestamp"""
@@ -572,7 +519,6 @@ def test_whoami_no_timestamp(self):
             ),
             patch("time.time", return_value=1000),
         ):
-
             result = self.runner.invoke(whoami)
 
             assert result.exit_code == 0
@@ -625,20 +571,13 @@ def test_login_with_team_selection_flow(self):
             patch("webbrowser.open") as mock_browser,
             patch(
                 "requests.post",
-                return_value=_mock_cli_sso_start_response(
-                    login_id="cli-session-uuid-456"
-                ),
+                return_value=_mock_cli_sso_start_response(login_id="cli-session-uuid-456"),
             ),
-            patch(
-                "requests.get", side_effect=[mock_first_response, mock_second_response]
-            ) as mock_get,
+            patch("requests.get", side_effect=[mock_first_response, mock_second_response]) as mock_get,
             patch("litellm.proxy.client.cli.commands.auth.save_token") as mock_save,
-            patch(
-                "litellm.proxy.client.cli.interface.show_commands"
-            ) as mock_show_commands,
+            patch("litellm.proxy.client.cli.interface.show_commands") as mock_show_commands,
             patch("click.prompt", return_value="2"),
         ):  # User selects index 2
-
             result = self.runner.invoke(login, obj=mock_context.obj)
 
             assert result.exit_code == 0
@@ -659,9 +598,7 @@ def test_login_with_team_selection_flow(self):
             first_poll_url = mock_get.call_args_list[0][0][0]
             assert "cli-session-uuid-456" in first_poll_url
             assert "team_id=" not in first_poll_url
-            assert mock_get.call_args_list[0].kwargs["headers"] == {
-                "x-litellm-cli-poll-secret": "poll-secret"
-            }
+            assert mock_get.call_args_list[0].kwargs["headers"] == {"x-litellm-cli-poll-secret": "poll-secret"}
 
             # Second poll should include team_id=team-beta
             second_poll_url = mock_get.call_args_list[1][0][0]
@@ -670,10 +607,7 @@ def test_login_with_team_selection_flow(self):
             # Verify JWT was saved
             mock_save.assert_called_once()
             saved_data = mock_save.call_args[0][0]
-            assert (
-                saved_data["key"]
-                == "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.team-beta.jwt"
-            )
+            assert saved_data["key"] == "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.team-beta.jwt"
             assert saved_data["user_id"] == "test-user-456"
 
             mock_show_commands.assert_called_once()
@@ -698,15 +632,12 @@ def test_login_without_teams_flow(self):
             patch("webbrowser.open") as mock_browser,
             patch(
                 "requests.post",
-                return_value=_mock_cli_sso_start_response(
-                    login_id="cli-session-uuid-solo"
-                ),
+                return_value=_mock_cli_sso_start_response(login_id="cli-session-uuid-solo"),
             ),
             patch("requests.get", return_value=mock_response),
             patch("litellm.proxy.client.cli.commands.auth.save_token") as mock_save,
             patch("litellm.proxy.client.cli.interface.show_commands"),
         ):
-
             result = self.runner.invoke(login, obj=mock_context.obj)
 
             assert result.exit_code == 0
@@ -722,7 +653,118 @@ def test_login_without_teams_flow(self):
             # Verify JWT was saved
             mock_save.assert_called_once()
             saved_data = mock_save.call_args[0][0]
-            assert (
-                saved_data["key"] == "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.no-team.jwt"
-            )
+            assert saved_data["key"] == "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.no-team.jwt"
             assert saved_data["user_id"] == "test-user-solo"
+
+
+class TestPrintTokenCommand:
+    """Test `lite auth print-token`, used as Claude Code's apiKeyHelper.
+
+    stdout must contain *only* the token -- Claude Code treats stdout
+    verbatim as the bearer token, so any diagnostic text on stdout would
+    corrupt authentication.
+
+    apiKeyHelper is configured as a bare command (managed-settings.json sets
+    just `"apiKeyHelper": "lite auth print-token"`, no --base-url flag) --
+    so in the common case ctx.obj has no explicit base_url at all, and the
+    command must resolve the server from whatever `lite login` stored in
+    token.json, not from a CLI default. `--base-url`/`LITELLM_PROXY_URL`
+    only matters when a caller explicitly overrides it (tracked via
+    ctx.obj["base_url_explicit"], set by the `cli` group from
+    click's ParameterSource).
+    """
+
+    def setup_method(self):
+        self.runner = CliRunner()
+
+    def test_no_stored_token_fails_cleanly(self):
+        with patch("litellm.proxy.client.cli.commands.auth.load_token", return_value=None):
+            result = self.runner.invoke(print_token, obj={})
+
+        assert result.exit_code != 0
+        assert "Not authenticated" in result.output
+
+    def test_bare_invocation_resolves_server_from_stored_token(self):
+        """The apiKeyHelper's real invocation shape: no --base-url given at
+        all. Must use token.json's own base_url, not a hardcoded default."""
+        with (
+            patch(
+                "litellm.proxy.client.cli.commands.auth.load_token",
+                return_value={
+                    "base_url": "https://litellm-proxy.corp.com",
+                    "key": "sk-prod-fresh",
+                    "timestamp": time.time(),
+                },
+            ),
+            patch("requests.post") as mock_post,
+        ):
+            result = self.runner.invoke(print_token, obj={})
+
+        assert result.exit_code == 0
+        assert result.output.strip() == "sk-prod-fresh"
+        mock_post.assert_not_called()
+
+    def test_explicit_base_url_mismatch_fails_cleanly(self):
+        """When the caller *does* explicitly pass --base-url, a token issued
+        for a different server must never be printed."""
+        with patch(
+            "litellm.proxy.client.cli.commands.auth.load_token",
+            return_value={
+                "base_url": "https://other-server.com",
+                "key": "sk-should-not-print",
+                "timestamp": time.time(),
+            },
+        ):
+            result = self.runner.invoke(
+                print_token,
+                obj={"base_url": "http://localhost:4000", "base_url_explicit": True},
+            )
+
+        assert result.exit_code != 0
+        assert "sk-should-not-print" not in result.output
+
+    def test_fresh_cached_key_printed_without_network_call(self):
+        """A recently-issued key should be printed straight from cache -- no
+        refresh call on every single invocation (apiKeyHelper gets called
+        frequently)."""
+        with (
+            patch(
+                "litellm.proxy.client.cli.commands.auth.load_token",
+                return_value={
+                    "base_url": "http://localhost:4000",
+                    "key": "sk-cached-fresh",
+                    "timestamp": time.time(),
+                },
+            ),
+            patch("requests.post") as mock_post,
+        ):
+            result = self.runner.invoke(print_token, obj={})
+
+        assert result.exit_code == 0
+        assert result.output.strip() == "sk-cached-fresh"
+        mock_post.assert_not_called()
+
+    def test_stale_key_fails_fast_without_network_call(self):
+        """There is no silent refresh: an expired cached key must fail
+        loudly (stderr, nonzero exit) telling the user to `lite login`
+        again, rather than making a network call or printing a dead key
+        that will just 401 Claude Code."""
+        old_timestamp = time.time() - (CLI_JWT_EXPIRATION_HOURS + 1) * 3600
+
+        with (
+            patch(
+                "litellm.proxy.client.cli.commands.auth.load_token",
+                return_value={
+                    "base_url": "http://localhost:4000",
+                    "key": "sk-stale-key",
+                    "timestamp": old_timestamp,
+                },
+            ),
+            patch("requests.post") as mock_post,
+        ):
+            result = self.runner.invoke(print_token, obj={})
+
+        assert result.exit_code != 0
+        assert "sk-stale-key" not in result.output
+        assert "lite login" in result.output
+        mock_post.assert_not_called()

From 688f535bbf1abc9b4b69704ccd76ba1e3bd06a65 Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Sat, 11 Jul 2026 13:34:23 -0700
Subject: [PATCH 340/370] fix(mcp): run the route gate on bridge admission so
 allowed_routes are enforced

The envelope arm reloaded the identity and ran _run_centralized_common_checks
but skipped RouteChecks.should_call_route, which the standard pipeline runs
between the builder and common_checks. Because the centralized checks treat MCP
as an inference route and never re-check allowed_routes, a key barred from MCP
routes could mint an envelope at the token endpoint (not itself an MCP route)
and replay it against MCP. Run the route gate before admitting, and clear the
request-scoped budget_reservation, matching the wrapper's sequence; a disallowed
route now surfaces the gate's own 403.
---
 .../mcp_server/auth/user_api_key_auth_mcp.py  | 36 +++++++++++--------
 .../auth/test_user_api_key_auth_mcp.py        | 25 +++++++++++++
 2 files changed, 47 insertions(+), 14 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
index e785b6b8da4..f63819b1822 100644
--- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
+++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
@@ -636,24 +636,32 @@ async def _reject_if_admitted_owner_scim_deactivated(key_object: UserAPIKeyAuth)
 
     @staticmethod
     async def _enforce_admitted_live_policy(admitted: UserAPIKeyAuth, request: Request, route: str) -> None:
-        """Run the standard pipeline's single authorization point over the admitted identity.
+        """Run the standard pipeline's authorization checks over the admitted identity.
 
-        ``_run_centralized_common_checks`` is the same gate ``user_api_key_auth`` applies
-        after every builder path, so the envelope identity gets team-block, project-block,
-        org, and budget enforcement identical to the same key presented directly, and any
-        policy dimension added to the standard pipeline applies here without this arm
-        mirroring it.
+        Mirrors the ``user_api_key_auth`` wrapper between the builder and its return: clear the
+        request-scoped ``budget_reservation`` on the reloaded identity, run the route gate
+        (``RouteChecks.should_call_route``) to enforce the identity's ``allowed_routes`` and any
+        disabled/admin-only route, then run ``_run_centralized_common_checks`` (the same gate every
+        builder path funnels through) for team-block, project-block, org, and budget. The route gate
+        closes a bypass: a key barred from MCP routes could otherwise mint an envelope at the token
+        endpoint (not itself an MCP route) and replay it against MCP, because the centralized checks
+        treat MCP as an inference route and never re-check ``allowed_routes``.
 
         Failures surface with the status the standard pipeline would give them, mirroring
-        ``UserAPIKeyAuthExceptionHandler``: an over-budget identity is a 429, a sub-check that
-        raised its own ``HTTPException``/``ProxyException`` keeps that status, a transient
-        database outage is a retryable 503, and only a genuinely unresolvable failure (a
-        blocked team/project raises a bare ``Exception``, same as the standard pipeline's
-        fallback) becomes the fail-closed 401. Collapsing every failure to 401 was misleading:
-        it told an over-budget but validly-authenticated caller their credential was invalid,
-        which on a DCR client reads as broken auth and can trigger a pointless re-authorize
-        loop that cannot fix a budget problem, and it masked a DB outage as an auth error."""
+        ``UserAPIKeyAuthExceptionHandler``: a disallowed route is the route gate's own 403, an
+        over-budget identity is a 429, a sub-check that raised its own ``HTTPException``/
+        ``ProxyException`` keeps that status, a transient database outage is a retryable 503, and
+        only a genuinely unresolvable failure (a blocked team/project raises a bare ``Exception``,
+        same as the standard pipeline's fallback) becomes the fail-closed 401. Collapsing every
+        failure to 401 was misleading: it told an over-budget but validly-authenticated caller their
+        credential was invalid, which on a DCR client reads as broken auth and can trigger a
+        pointless re-authorize loop that cannot fix a budget problem, and it masked a DB outage as an
+        auth error."""
+        from litellm.proxy.auth.route_checks import RouteChecks
+
+        admitted.budget_reservation = None
         try:
+            RouteChecks.should_call_route(route=route, valid_token=admitted, request=request)
             await _run_centralized_common_checks(
                 user_api_key_auth_obj=admitted,
                 request=request,
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
index da3e3250c59..eefaaf1dc99 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
@@ -5297,6 +5297,31 @@ async def test_db_outage_during_key_reload_surfaces_503_not_500(self):
 
         assert exc_info.value.status_code == 503
 
+    async def test_envelope_for_key_barred_from_mcp_routes_is_rejected_403(self):
+        """A key whose allowed_routes exclude MCP must not reach tools via an envelope: the arm runs
+        RouteChecks.should_call_route before admitting, exactly as the standard pipeline does between
+        the builder and common_checks. A route-restricted key can mint an envelope at the token
+        endpoint (not itself an MCP route) and would otherwise replay it against MCP, because the
+        centralized checks treat MCP as an inference route and never re-check allowed_routes; the
+        route gate rejects it with its own 403."""
+        envelope = self._mint_bridge_envelope(key_hash=self._KEY_HASH)
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/bridge_delegate_server",
+            "headers": [(b"authorization", f"Bearer {envelope}".encode("latin-1"))],
+        }
+        with (
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+            self._patch_key_reload(return_value=self._reloaded_key(allowed_routes=["/chat/completions"])),
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = self._bridge_delegate_server()
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+
+        assert exc_info.value.status_code == 403
+
     async def test_blocked_state_bare_exception_stays_401(self):
         """A blocked team/project raises a bare Exception (no status) in common_checks, which the
         standard pipeline renders as 401; the arm keeps failing those closed as 401, never a 500."""

From c52d23e17151ea984e4cc06e664c58883f389e2a Mon Sep 17 00:00:00 2001
From: Shivam Rawat <shivamrawat@Shivams-MacBook-Pro.local>
Date: Sat, 11 Jul 2026 13:43:04 -0700
Subject: [PATCH 341/370] fix(proxy): reserve budget for tiered pricing

Ensure tier-only models reserve their estimated request cost so concurrent requests cannot bypass exhausted budgets.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 .../spend_tracking/budget_reservation.py      | 49 ++++++++++--
 .../proxy/test_budget_reservation.py          | 80 +++++++++++++++++++
 2 files changed, 124 insertions(+), 5 deletions(-)

diff --git a/litellm/proxy/spend_tracking/budget_reservation.py b/litellm/proxy/spend_tracking/budget_reservation.py
index b577513fc0e..c72049e9c74 100644
--- a/litellm/proxy/spend_tracking/budget_reservation.py
+++ b/litellm/proxy/spend_tracking/budget_reservation.py
@@ -10,6 +10,7 @@
 from litellm._logging import verbose_proxy_logger
 from litellm.caching import DualCache
 from litellm.litellm_core_utils.duration_parser import duration_in_seconds
+from litellm.llms.dashscope.cost_calculator import _calculate_tiered_cost
 from litellm.proxy._types import (
     LiteLLM_TeamMembership,
     LiteLLM_TeamTable,
@@ -927,9 +928,6 @@ def _estimate_request_input_cost_for_model(
     model_info = _get_model_cost_info(model=model, llm_router=llm_router)
     if model_info is None:
         return None
-    input_cost_per_token = _to_float(model_info.get("input_cost_per_token"))
-    if input_cost_per_token is None:
-        return None
     input_tokens = _estimate_input_tokens(
         request_body=request_body,
         route=route,
@@ -938,6 +936,16 @@ def _estimate_request_input_cost_for_model(
     )
     if input_tokens is None:
         return None
+    tiered_pricing = model_info.get("tiered_pricing")
+    if isinstance(tiered_pricing, list) and tiered_pricing:
+        return _calculate_tiered_cost(
+            tokens=input_tokens,
+            tiered_pricing=tiered_pricing,
+            cost_key="input_cost_per_token",
+        )
+    input_cost_per_token = _to_float(model_info.get("input_cost_per_token"))
+    if input_cost_per_token is None:
+        return None
     return input_tokens * input_cost_per_token
 
 
@@ -974,13 +982,25 @@ def _estimate_request_max_cost_for_model(
     if input_tokens is None or output_tokens is None:
         return None
 
+    output_multiplier = _get_output_multiplier(request_body=request_body)
+    tiered_pricing = model_info.get("tiered_pricing")
+    if isinstance(tiered_pricing, list) and tiered_pricing:
+        return _calculate_tiered_cost(
+            tokens=input_tokens,
+            tiered_pricing=tiered_pricing,
+            cost_key="input_cost_per_token",
+        ) + _calculate_tiered_cost(
+            tokens=output_tokens * output_multiplier,
+            tiered_pricing=tiered_pricing,
+            cost_key="output_cost_per_token",
+        )
+
     cost = 0.0
     if input_cost_per_token is not None:
         cost += input_tokens * input_cost_per_token
     elif input_tokens > 0:
         return None
 
-    output_multiplier = _get_output_multiplier(request_body=request_body)
     if output_cost_per_token is not None:
         cost += output_tokens * output_multiplier * output_cost_per_token
     elif output_tokens > 0:
@@ -1035,7 +1055,26 @@ def _get_model_cost_info(
         try:
             model_group_info = llm_router.get_model_group_info(model_group=model)
             if model_group_info is not None:
-                return model_group_info.model_dump()
+                model_group_cost_info = model_group_info.model_dump()
+                deployments = llm_router.get_model_list(model_name=model) or []
+                for deployment in deployments:
+                    model_id = deployment.get("model_info", {}).get("id")
+                    backend_model = deployment.get("litellm_params", {}).get("model")
+                    if not isinstance(model_id, str) or not isinstance(backend_model, str):
+                        continue
+                    deployment_model_info = llm_router.get_deployment_model_info(
+                        model_id=model_id,
+                        model_name=backend_model,
+                    )
+                    if deployment_model_info is None:
+                        continue
+                    tiered_pricing = deployment_model_info.get("tiered_pricing")
+                    if isinstance(tiered_pricing, list) and tiered_pricing:
+                        return {
+                            **model_group_cost_info,
+                            "tiered_pricing": tiered_pricing,
+                        }
+                return model_group_cost_info
         except Exception:
             verbose_proxy_logger.debug(
                 "Unable to load router model group info for budget reservation",
diff --git a/tests/test_litellm/proxy/test_budget_reservation.py b/tests/test_litellm/proxy/test_budget_reservation.py
index 75242af81f4..8e00db78a08 100644
--- a/tests/test_litellm/proxy/test_budget_reservation.py
+++ b/tests/test_litellm/proxy/test_budget_reservation.py
@@ -26,6 +26,7 @@
     reserve_budget_for_request,
 )
 from litellm.proxy.utils import ProxyLogging
+from litellm.router import Router
 
 
 @pytest.fixture()
@@ -744,6 +745,85 @@ async def test_should_clamp_reservation_to_default_when_output_cap_missing(
     await release_budget_reservation(reservation)
 
 
+@pytest.mark.asyncio
+async def test_should_reserve_tiered_pricing_cost(spend_counter_state):
+    _, key_cache = spend_counter_state
+    proxy_logging_obj = ProxyLogging(user_api_key_cache=key_cache)
+    router = Router(
+        model_list=[
+            {
+                "model_name": "dashscope/qwen3-max",
+                "litellm_params": {
+                    "model": "dashscope/qwen3-max",
+                    "api_key": "sk-fake",
+                },
+                "model_info": {
+                    "max_input_tokens": 258048,
+                    "max_output_tokens": 65536,
+                    "tiered_pricing": [
+                        {
+                            "input_cost_per_token": 1.2e-06,
+                            "output_cost_per_token": 6e-06,
+                            "range": [0, 32000],
+                        },
+                        {
+                            "input_cost_per_token": 2.4e-06,
+                            "output_cost_per_token": 1.2e-05,
+                            "range": [32000, 128000],
+                        },
+                    ],
+                },
+            }
+        ]
+    )
+    request_body = {
+        "model": "dashscope/qwen3-max",
+        "messages": [{"role": "user", "content": "hello"}],
+        "max_tokens": 10,
+    }
+
+    estimated_cost = estimate_request_max_cost(
+        request_body=request_body,
+        route="/chat/completions",
+        llm_router=router,
+    )
+    assert estimated_cost is not None
+    assert estimated_cost > 0
+
+    valid_token = UserAPIKeyAuth(
+        token="key-tiered-pricing",
+        spend=0.0,
+        max_budget=estimated_cost,
+    )
+    reservation = await reserve_budget_for_request(
+        request_body=request_body,
+        route="/chat/completions",
+        llm_router=router,
+        valid_token=valid_token,
+        team_object=None,
+        user_object=None,
+        prisma_client=None,
+        user_api_key_cache=key_cache,
+        proxy_logging_obj=proxy_logging_obj,
+    )
+
+    assert reservation is not None
+    assert reservation["reserved_cost"] == pytest.approx(estimated_cost)
+    with pytest.raises(litellm.BudgetExceededError):
+        await reserve_budget_for_request(
+            request_body=request_body,
+            route="/chat/completions",
+            llm_router=router,
+            valid_token=valid_token,
+            team_object=None,
+            user_object=None,
+            prisma_client=None,
+            user_api_key_cache=key_cache,
+            proxy_logging_obj=proxy_logging_obj,
+        )
+    await release_budget_reservation(reservation)
+
+
 @pytest.mark.asyncio
 async def test_should_clamp_reservation_to_model_ceiling_when_caller_overrequests(
     spend_counter_state,

From 65e2432a370bd4eb162a5a4c2325200e1dc90399 Mon Sep 17 00:00:00 2001
From: Shivam Rawat <shivamrawat@Shivams-MacBook-Pro.local>
Date: Sat, 11 Jul 2026 13:47:56 -0700
Subject: [PATCH 342/370] fix(proxy): bill tier-only deployments instead of $0

Route cost calculation to the deployment's router_model_id entry when it carries tiered_pricing but no flat per-token rate, so models like dashscope/qwen3.7-plus are billed via their tier table rather than the pricing-stripped shared alias.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 litellm/cost_calculator.py                 |   6 +-
 tests/test_litellm/test_cost_calculator.py | 104 +++++++++++++++++++++
 2 files changed, 109 insertions(+), 1 deletion(-)

diff --git a/litellm/cost_calculator.py b/litellm/cost_calculator.py
index 74dc0e19da3..a40a8e1389c 100644
--- a/litellm/cost_calculator.py
+++ b/litellm/cost_calculator.py
@@ -760,7 +760,11 @@ def _select_model_name_for_cost_calc(
     if custom_pricing is True:
         if router_model_id is not None and router_model_id in litellm.model_cost:
             entry = litellm.model_cost[router_model_id]
-            if entry.get("input_cost_per_token") is not None or entry.get("input_cost_per_second") is not None:
+            if (
+                entry.get("input_cost_per_token") is not None
+                or entry.get("input_cost_per_second") is not None
+                or entry.get("tiered_pricing") is not None
+            ):
                 return_model = router_model_id
             else:
                 return_model = model
diff --git a/tests/test_litellm/test_cost_calculator.py b/tests/test_litellm/test_cost_calculator.py
index 751177014ce..9636db4f4cd 100644
--- a/tests/test_litellm/test_cost_calculator.py
+++ b/tests/test_litellm/test_cost_calculator.py
@@ -1000,6 +1000,110 @@ def test_per_request_custom_pricing_with_router():
     assert "gpt-3.5-turbo" in selected
 
 
+def test_tiered_pricing_only_deployment_selects_router_model_id():
+    """A deployment priced solely via ``tiered_pricing`` (no flat
+    input/output cost) must resolve cost against its ``router_model_id``
+    entry, which holds the tiered table, instead of the shared backend alias
+    that has custom pricing fields stripped. Regression for tier-only models
+    (e.g. dashscope/qwen3.7-plus) being billed as free.
+    """
+    from litellm import Router
+    from litellm.cost_calculator import _select_model_name_for_cost_calc
+
+    router = Router(
+        model_list=[
+            {
+                "model_name": "qwen-3.7-plus",
+                "litellm_params": {
+                    "model": "dashscope/qwen3.7-plus",
+                    "api_key": "sk-fake",
+                },
+                "model_info": {
+                    "tiered_pricing": [
+                        {
+                            "input_cost_per_token": 4e-07,
+                            "output_cost_per_token": 1.6e-06,
+                            "range": [0, 256000],
+                        },
+                    ],
+                },
+            },
+        ]
+    )
+    router_model_id = router.model_list[0]["model_info"]["id"]
+
+    entry = litellm.model_cost[router_model_id]
+    assert entry.get("input_cost_per_token") is None
+    assert entry.get("tiered_pricing") is not None
+    # The stripped shared alias must not carry tiered pricing.
+    assert litellm.model_cost["dashscope/qwen3.7-plus"].get("tiered_pricing") is None
+
+    selected = _select_model_name_for_cost_calc(
+        model="dashscope/qwen3.7-plus",
+        completion_response=None,
+        custom_pricing=True,
+        custom_llm_provider="dashscope",
+        router_model_id=router_model_id,
+    )
+    assert selected is not None
+    assert router_model_id in selected
+
+
+def test_tiered_pricing_only_deployment_completion_cost_is_nonzero():
+    """End-to-end: a tier-only deployment must produce the tiered cost, not
+    $0. Mirrors the reported dashscope/qwen3.7-plus trace (12 prompt + 377
+    completion tokens).
+    """
+    from litellm import Router
+    from litellm.types.utils import Choices, Message
+
+    router = Router(
+        model_list=[
+            {
+                "model_name": "qwen-3.7-plus",
+                "litellm_params": {
+                    "model": "dashscope/qwen3.7-plus",
+                    "api_key": "sk-fake",
+                },
+                "model_info": {
+                    "tiered_pricing": [
+                        {
+                            "input_cost_per_token": 4e-07,
+                            "output_cost_per_token": 1.6e-06,
+                            "range": [0, 256000],
+                        },
+                        {
+                            "input_cost_per_token": 1.2e-06,
+                            "output_cost_per_token": 4.8e-06,
+                            "range": [256000, 1000000],
+                        },
+                    ],
+                },
+            },
+        ]
+    )
+    router_model_id = router.model_list[0]["model_info"]["id"]
+
+    response = ModelResponse(
+        model="dashscope/qwen3.7-plus",
+        choices=[Choices(index=0, message=Message(role="assistant", content="hi"))],
+        usage=Usage(prompt_tokens=12, completion_tokens=377, total_tokens=389),
+    )
+    response._hidden_params = {"custom_llm_provider": "dashscope", "model_id": router_model_id}
+
+    cost = completion_cost(
+        completion_response=response,
+        model="dashscope/qwen3.7-plus",
+        custom_llm_provider="dashscope",
+        custom_pricing=True,
+        router_model_id=router_model_id,
+    )
+
+    expected = 12 * 4e-07 + 377 * 1.6e-06
+    assert cost == pytest.approx(expected)
+    assert cost > 0
+
+
 def test_azure_realtime_cost_calculator():
     os.environ["LITELLM_LOCAL_MODEL_COST_MAP"] = "True"
     litellm.model_cost = litellm.get_model_cost_map(url="")

From f6b411b12facbad75671c233d8c8c534cbab6465 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Sat, 11 Jul 2026 13:57:14 -0700
Subject: [PATCH 343/370] refactor(ui): convert activity metrics charts to
 shadcn/recharts (#32726)

* refactor(ui): convert activity metrics charts to shadcn/recharts

Swap the seven tremor AreaChart/BarChart sites in activity_metrics.tsx to
the shared shadcn/recharts wrappers and switch CustomLegend/CustomTooltip
to the ported versions in shared/charts. Chart props, colors, formatters,
and legend behavior are unchanged; tests now assert on real recharts SVG
output instead of tremor mocks.

* fix(ui): restore tremor No data placeholder for empty AreaChart data

* test(ui): scope activity metrics chart assertions to card titles instead of render order
---
 .../src/components/activity_metrics.test.tsx  | 159 ++++++++++++++++--
 .../src/components/activity_metrics.tsx       |   4 +-
 .../shared/charts/area_chart.test.tsx         |   7 +
 .../components/shared/charts/area_chart.tsx   |  12 ++
 4 files changed, 169 insertions(+), 13 deletions(-)

diff --git a/ui/litellm-dashboard/src/components/activity_metrics.test.tsx b/ui/litellm-dashboard/src/components/activity_metrics.test.tsx
index dc5f551c4cb..e63469207ac 100644
--- a/ui/litellm-dashboard/src/components/activity_metrics.test.tsx
+++ b/ui/litellm-dashboard/src/components/activity_metrics.test.tsx
@@ -48,15 +48,6 @@ vi.mock("antd", () => {
   };
 });
 
-vi.mock("./UsagePage/utils/value_formatters", () => ({
-  valueFormatter: (value: number) => value.toString(),
-}));
-
-vi.mock("./common_components/chartUtils", () => ({
-  CustomTooltip: () => null,
-  CustomLegend: () => <div>Legend</div>,
-}));
-
 vi.mock("@/utils/dataUtils", () => ({
   formatNumberWithCommas: (value: number, decimals?: number) => {
     return value.toFixed(decimals || 0);
@@ -435,9 +426,9 @@ describe("ActivityMetrics", () => {
   });
 
   it("should display charts for tokens over time", () => {
-    render(<ActivityMetrics modelMetrics={mockModelMetrics} />);
+    const { container } = render(<ActivityMetrics modelMetrics={mockModelMetrics} />);
     expect(screen.getByText("Total Tokens Over Time")).toBeInTheDocument();
-    expect(screen.getAllByText("AreaChart").length).toBeGreaterThan(0);
+    expect(container.querySelectorAll(".recharts-area").length).toBeGreaterThan(0);
   });
 
   it("should display charts for requests over time", () => {
@@ -463,6 +454,152 @@ describe("ActivityMetrics", () => {
   });
 });
 
+describe("ActivityMetrics charts", () => {
+  const twoDayModelMetrics: Record<string, ModelActivityData> = {
+    "gpt-4": createMockModelActivityData("GPT-4", {
+      daily_data: [
+        {
+          date: "2025-01-01",
+          metrics: {
+            prompt_tokens: 30000,
+            completion_tokens: 20000,
+            total_tokens: 50000,
+            api_requests: 100,
+            spend: 100.5,
+            successful_requests: 95,
+            failed_requests: 5,
+            cache_read_input_tokens: 1000,
+            cache_creation_input_tokens: 500,
+          },
+        },
+        {
+          date: "2025-01-02",
+          metrics: {
+            prompt_tokens: 15000,
+            completion_tokens: 10000,
+            total_tokens: 25000,
+            api_requests: 50,
+            spend: 25.25,
+            successful_requests: 48,
+            failed_requests: 2,
+            cache_read_input_tokens: 500,
+            cache_creation_input_tokens: 250,
+          },
+        },
+      ],
+    }),
+  };
+
+  const chartsOf = (container: HTMLElement) => Array.from(container.querySelectorAll('[data-slot="chart"]'));
+
+  const areaStrokes = (chart: Element) =>
+    Array.from(chart.querySelectorAll("path.recharts-area-curve")).map((path) => path.getAttribute("stroke"));
+
+  const barFills = (chart: Element) =>
+    Array.from(
+      new Set(Array.from(chart.querySelectorAll("path.recharts-rectangle")).map((path) => path.getAttribute("fill"))),
+    );
+
+  const tickTexts = (chart: Element) =>
+    Array.from(chart.querySelectorAll("text.recharts-cartesian-axis-tick-value")).map((tick) => tick.textContent ?? "");
+
+  const chartTitled = (title: string): Element => {
+    for (const titleElement of screen.getAllByText(title)) {
+      let node = titleElement.parentElement;
+      while (node) {
+        const charts = node.querySelectorAll('[data-slot="chart"]');
+        if (charts.length === 1) return charts[0];
+        if (charts.length > 1) break;
+        node = node.parentElement;
+      }
+    }
+    throw new Error(`No chart card titled "${title}"`);
+  };
+
+  it("renders all seven chart sites as real recharts charts indexed by date", () => {
+    const { container } = render(<ActivityMetrics modelMetrics={twoDayModelMetrics} />);
+
+    expect(chartsOf(container)).toHaveLength(7);
+    expect(container.querySelectorAll(".recharts-bar")).toHaveLength(2);
+    expect(container.querySelectorAll(".recharts-area")).toHaveLength(12);
+    expect(screen.getAllByText("2025-01-01").length).toBeGreaterThanOrEqual(7);
+    expect(screen.getAllByText("2025-01-02").length).toBeGreaterThanOrEqual(7);
+  });
+
+  it("shows the No data placeholder on both global charts when there is no usage data", () => {
+    const { container } = render(<ActivityMetrics modelMetrics={{}} />);
+
+    expect(screen.getAllByText("No data")).toHaveLength(2);
+    expect(chartsOf(container)).toHaveLength(0);
+  });
+
+  it("drops only the prompt caching chart when hidePromptCachingMetrics is true", () => {
+    const { container } = render(<ActivityMetrics modelMetrics={twoDayModelMetrics} hidePromptCachingMetrics={true} />);
+
+    expect(chartsOf(container)).toHaveLength(6);
+    expect(container.querySelectorAll(".recharts-area")).toHaveLength(10);
+  });
+
+  it("maps the configured colors onto every series", () => {
+    render(<ActivityMetrics modelMetrics={twoDayModelMetrics} />);
+
+    expect(areaStrokes(chartTitled("Total Tokens Over Time"))).toEqual([
+      "var(--color-blue-500, #3b82f6)",
+      "var(--color-cyan-500, #06b6d4)",
+      "var(--color-indigo-500, #6366f1)",
+    ]);
+    expect(areaStrokes(chartTitled("Total Requests Over Time"))).toEqual([
+      "var(--color-emerald-500, #10b981)",
+      "var(--color-red-500, #ef4444)",
+    ]);
+    expect(barFills(chartTitled("Spend per day"))).toEqual(["var(--color-green-500, #22c55e)"]);
+    expect(areaStrokes(chartTitled("Total Tokens"))).toEqual([
+      "var(--color-blue-500, #3b82f6)",
+      "var(--color-cyan-500, #06b6d4)",
+      "var(--color-indigo-500, #6366f1)",
+    ]);
+    expect(barFills(chartTitled("Requests per day"))).toEqual(["var(--color-blue-500, #3b82f6)"]);
+    expect(areaStrokes(chartTitled("Success vs Failed Requests"))).toEqual([
+      "var(--color-green-500, #22c55e)",
+      "var(--color-red-500, #ef4444)",
+    ]);
+    expect(areaStrokes(chartTitled("Prompt Caching Metrics"))).toEqual([
+      "var(--color-cyan-500, #06b6d4)",
+      "var(--color-purple-500, #a855f7)",
+    ]);
+  });
+
+  it("shows the built-in chart legend only on the spend per day chart", () => {
+    const { container } = render(<ActivityMetrics modelMetrics={twoDayModelMetrics} />);
+
+    expect(container.querySelectorAll(".recharts-legend-wrapper")).toHaveLength(1);
+    expect(screen.getByText("metrics.spend")).toBeInTheDocument();
+  });
+
+  it("renders formatted header legends for each chart card", () => {
+    render(<ActivityMetrics modelMetrics={twoDayModelMetrics} />);
+
+    expect(screen.getAllByText("Spend").length).toBeGreaterThan(0);
+    expect(screen.getAllByText("Api Requests").length).toBeGreaterThan(0);
+    expect(screen.getAllByText("Successful Requests").length).toBeGreaterThan(0);
+    expect(screen.getAllByText("Cache Creation Input Tokens").length).toBeGreaterThan(0);
+  });
+
+  it("formats axis ticks as currency on the spend chart and compact numbers on token charts", () => {
+    render(<ActivityMetrics modelMetrics={twoDayModelMetrics} />);
+
+    const spendTicks = tickTexts(chartTitled("Spend per day"));
+    expect(spendTicks.some((text) => text.startsWith("$"))).toBe(true);
+
+    const tokenTicks = tickTexts(chartTitled("Total Tokens"));
+    expect(tokenTicks.some((text) => text.endsWith("k"))).toBe(true);
+    expect(tokenTicks.some((text) => text.startsWith("$"))).toBe(false);
+
+    const requestTicks = tickTexts(chartTitled("Requests per day"));
+    expect(requestTicks.some((text) => text.startsWith("$"))).toBe(false);
+  });
+});
+
 describe("processActivityData", () => {
   const mockDailyActivity: { results: DailyData[] } = {
     results: [
diff --git a/ui/litellm-dashboard/src/components/activity_metrics.tsx b/ui/litellm-dashboard/src/components/activity_metrics.tsx
index 9c7b62d78d1..54ac5ae0ee6 100644
--- a/ui/litellm-dashboard/src/components/activity_metrics.tsx
+++ b/ui/litellm-dashboard/src/components/activity_metrics.tsx
@@ -1,9 +1,9 @@
+import { AreaChart, BarChart, CustomLegend, CustomTooltip } from "@/components/shared/charts";
 import { formatNumberWithCommas } from "@/utils/dataUtils";
 import { resolveTeamAliasFromTeamID } from "@/utils/teamUtils";
-import { AreaChart, BarChart, Card, Grid, Text, Title } from "@tremor/react";
+import { Card, Grid, Text, Title } from "@tremor/react";
 import { Collapse } from "antd";
 import React from "react";
-import { CustomLegend, CustomTooltip } from "./common_components/chartUtils";
 import { Team } from "./key_team_helpers/key_list";
 import KeyModelUsageView from "./UsagePage/components/KeyModelUsageView";
 import { DailyData, KeyMetricWithMetadata, ModelActivityData, TopApiKeyData, TopModelData } from "./UsagePage/types";
diff --git a/ui/litellm-dashboard/src/components/shared/charts/area_chart.test.tsx b/ui/litellm-dashboard/src/components/shared/charts/area_chart.test.tsx
index cd033c5ce27..f48674b88ee 100644
--- a/ui/litellm-dashboard/src/components/shared/charts/area_chart.test.tsx
+++ b/ui/litellm-dashboard/src/components/shared/charts/area_chart.test.tsx
@@ -20,6 +20,13 @@ describe("AreaChart", () => {
     expect(strokes).toEqual(new Set(["var(--color-blue-500, #3b82f6)", "var(--color-cyan-500, #06b6d4)"]));
   });
 
+  it("renders the No data placeholder instead of a chart when data is empty", () => {
+    const { container, getByText } = render(<AreaChart data={[]} index="date" categories={["tokens"]} />);
+
+    expect(getByText("No data")).toBeTruthy();
+    expect(container.querySelector('[data-slot="chart"]')).toBeNull();
+  });
+
   it("renders a fade-out gradient fill per category", () => {
     const { container } = render(
       <AreaChart data={data} index="date" categories={["tokens", "requests"]} colors={["blue", "cyan"]} />,
diff --git a/ui/litellm-dashboard/src/components/shared/charts/area_chart.tsx b/ui/litellm-dashboard/src/components/shared/charts/area_chart.tsx
index 794baa13cf7..35278930294 100644
--- a/ui/litellm-dashboard/src/components/shared/charts/area_chart.tsx
+++ b/ui/litellm-dashboard/src/components/shared/charts/area_chart.tsx
@@ -37,6 +37,18 @@ export function AreaChart<TDatum extends Record<string, unknown>>({
   style,
 }: AreaChartProps<TDatum>) {
   const gradientId = React.useId().replace(/:/g, "");
+
+  if (data.length === 0) {
+    return (
+      <div
+        className={cn("flex h-80 w-full items-center justify-center rounded-lg border border-dashed", className)}
+        style={style}
+      >
+        <p className="text-sm text-muted-foreground">No data</p>
+      </div>
+    );
+  }
+
   const fills = categoryFills(categories.length, colors);
   const config: ChartConfig = Object.fromEntries(categories.map((category) => [category, { label: category }]));
   const TooltipContent = customTooltip ?? ValueTooltip;

From eaea85ca1e20fd30250013031769dd5b3a4d6db6 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng@berri.ai>
Date: Sat, 11 Jul 2026 13:59:48 -0700
Subject: [PATCH 344/370] feat(ui): extend topnav border across the sidebar
 header (#32920)

Pin the sidebar header to the same 56px height as the dashboard topnav and
give it a matching bottom border, so the two borders sit flush and read as one
continuous line. Revert to auto height when the rail is collapsed so the
stacked logo and toggle are not clipped.
---
 ui/litellm-dashboard/src/components/leftnav.tsx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ui/litellm-dashboard/src/components/leftnav.tsx b/ui/litellm-dashboard/src/components/leftnav.tsx
index f6762c85c1e..0fb9fc84a31 100644
--- a/ui/litellm-dashboard/src/components/leftnav.tsx
+++ b/ui/litellm-dashboard/src/components/leftnav.tsx
@@ -574,7 +574,7 @@ const Sidebar_: React.FC<SidebarProps> = ({
 
   return (
     <Sidebar collapsed={collapsed}>
-      <SidebarHeader>
+      <SidebarHeader className="h-14 border-b border-border group-data-[collapsed=true]/sidebar:h-auto">
         <div className="flex items-center justify-between gap-2 group-data-[collapsed=true]/sidebar:flex-col">
           <div className="flex min-w-0 items-center gap-2">
             <Link href={baseUrl || "/"} className="flex min-w-0 items-center" aria-label="LiteLLM home">

From 8548816ae46399f953af1575419f775995ab7a2c Mon Sep 17 00:00:00 2001
From: Shivam Rawat <shivamrawat@Shivams-MacBook-Pro.local>
Date: Sat, 11 Jul 2026 14:05:26 -0700
Subject: [PATCH 345/370] fix(cost): coerce string tiered-pricing costs and
 share tier helper

YAML-parsed tier costs can arrive as strings (e.g. "4e-07"), which broke
arithmetic in the graduated tiered-pricing calculation. Coerce per-token
costs to float in both the in-range and remaining-tokens paths.

Move the tiered-cost helper out of the Dashscope module into a
provider-neutral home so the proxy budget reservation no longer depends on
a provider-specific module.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 .../llm_cost_calc/tiered_pricing.py           | 99 +++++++++++++++++++
 litellm/llms/dashscope/cost_calculator.py     | 83 +---------------
 .../spend_tracking/budget_reservation.py      | 15 ++-
 .../test_dashscope_cost_calculator.py         | 65 ++++++++++++
 4 files changed, 180 insertions(+), 82 deletions(-)
 create mode 100644 litellm/litellm_core_utils/llm_cost_calc/tiered_pricing.py

diff --git a/litellm/litellm_core_utils/llm_cost_calc/tiered_pricing.py b/litellm/litellm_core_utils/llm_cost_calc/tiered_pricing.py
new file mode 100644
index 00000000000..7091563ae8f
--- /dev/null
+++ b/litellm/litellm_core_utils/llm_cost_calc/tiered_pricing.py
@@ -0,0 +1,99 @@
+"""
+Provider-neutral graduated tiered pricing calculation.
+
+Shared by provider cost calculators (e.g. Dashscope) and the proxy budget
+reservation logic so neither has to depend on the other.
+"""
+
+from typing import List, Optional, Union
+
+
+def _coerce_cost_per_token(value: Union[float, int, str, None]) -> float:
+    """
+    Coerce a per-token cost into a float.
+
+    Model cost values loaded from YAML config may arrive as strings (e.g.
+    scientific notation like "4e-07"), which would break arithmetic.
+    """
+    if value is None:
+        return 0.0
+    if isinstance(value, str):
+        try:
+            return float(value)
+        except ValueError:
+            return 0.0
+    return float(value)
+
+
+def calculate_tiered_cost(
+    tokens: int,
+    tiered_pricing: List[dict],
+    cost_key: str,
+    fallback_cost_key: Optional[str] = None,
+) -> float:
+    """
+    Calculate cost for a given number of tokens based on a true tiered pricing structure.
+
+    This function iterates through sorted pricing tiers, calculates the cost for the
+    number of tokens that fall into each tier's range, and sums them up to get the total cost.
+
+    Args:
+        tokens (int): The total number of tokens to calculate the cost for.
+        tiered_pricing (List[dict]): A list of dictionaries, where each dictionary
+            represents a pricing tier.
+        cost_key (str): The key in the tier dictionary that holds the per-token cost
+            (e.g., 'input_cost_per_token').
+        fallback_cost_key (Optional[str], optional): A fallback key to use if the
+            primary `cost_key` is not found in a tier. Defaults to None.
+
+    Returns:
+        float: The total calculated cost for the given tokens.
+
+    Example:
+        >>> tiered_pricing = [
+        ...     {"range": [0, 100000], "input_cost_per_token": 0.0001},
+        ...     {"range": [100000, 500000], "input_cost_per_token": 0.00005},
+        ... ]
+
+        Calculating cost for 150,000 tokens:
+        (100,000 * 0.0001) + (50,000 * 0.00005) = $12.5
+    """
+    if not tiered_pricing or tokens <= 0:
+        return 0.0
+
+    total_cost = 0.0
+    tokens_processed = 0
+
+    sorted_tiers = sorted(tiered_pricing, key=lambda x: x.get("range", [0, 0])[0])
+
+    for tier in sorted_tiers:
+        if tokens_processed >= tokens:
+            break
+
+        tier_range = tier.get("range", [])
+        if len(tier_range) != 2:
+            continue
+
+        range_start, range_end = tier_range
+
+        if tokens <= range_start:
+            continue
+
+        tier_start = max(range_start, tokens_processed)
+        tier_end = min(range_end, tokens)
+
+        if tier_end > tier_start:
+            tokens_in_tier = tier_end - tier_start
+            cost_per_token = tier.get(cost_key) or tier.get(fallback_cost_key, 0)
+            total_cost += tokens_in_tier * _coerce_cost_per_token(cost_per_token)
+            tokens_processed = tier_end
+
+    # After loop, check if any tokens remain (i.e., tokens > highest tier's end range)
+    # and charge them at the last tier's rate.
+    if tokens_processed < tokens and sorted_tiers:
+        last_tier = sorted_tiers[-1]
+        remaining_tokens = tokens - tokens_processed
+        cost_per_token = last_tier.get(cost_key) or last_tier.get(fallback_cost_key, 0)
+        total_cost += remaining_tokens * _coerce_cost_per_token(cost_per_token)
+
+    return total_cost
diff --git a/litellm/llms/dashscope/cost_calculator.py b/litellm/llms/dashscope/cost_calculator.py
index 2f710d78126..2732b97cd35 100644
--- a/litellm/llms/dashscope/cost_calculator.py
+++ b/litellm/llms/dashscope/cost_calculator.py
@@ -7,6 +7,7 @@
 from dataclasses import dataclass
 from typing import List, Optional, Tuple
 
+from litellm.litellm_core_utils.llm_cost_calc.tiered_pricing import calculate_tiered_cost
 from litellm.types.utils import ModelInfo, Usage
 from litellm.utils import get_model_info
 
@@ -42,80 +43,6 @@ def _extract_token_breakdown(usage: Usage) -> TokenBreakdown:
     return TokenBreakdown(text_tokens, cached_tokens, completion_tokens, reasoning_tokens)
 
 
-def _calculate_tiered_cost(
-    tokens: int,
-    tiered_pricing: List[dict],
-    cost_key: str,
-    fallback_cost_key: Optional[str] = None,
-) -> float:
-    """
-    Calculate cost for a given number of tokens based on a true tiered pricing structure.
-
-    This function iterates through sorted pricing tiers, calculates the cost for the
-    number of tokens that fall into each tier's range, and sums them up to get the total cost.
-
-    Args:
-        tokens (int): The total number of tokens to calculate the cost for.
-        tiered_pricing (List[dict]): A list of dictionaries, where each dictionary
-            represents a pricing tier.
-        cost_key (str): The key in the tier dictionary that holds the per-token cost
-            (e.g., 'input_cost_per_token').
-        fallback_cost_key (Optional[str], optional): A fallback key to use if the
-            primary `cost_key` is not found in a tier. Defaults to None.
-
-    Returns:
-        float: The total calculated cost for the given tokens.
-
-    Example:
-        >>> tiered_pricing = [
-        ...     {"range": [0, 100000], "input_cost_per_token": 0.0001},
-        ...     {"range": [100000, 500000], "input_cost_per_token": 0.00005},
-        ... ]
-
-        Calculating cost for 150,000 tokens:
-        (100,000 * 0.0001) + (50,000 * 0.00005) = $12.5
-    """
-    if not tiered_pricing or tokens <= 0:
-        return 0.0
-
-    total_cost = 0.0
-    tokens_processed = 0
-
-    sorted_tiers = sorted(tiered_pricing, key=lambda x: x.get("range", [0, 0])[0])
-
-    for tier in sorted_tiers:
-        if tokens_processed >= tokens:
-            break
-
-        tier_range = tier.get("range", [])
-        if len(tier_range) != 2:
-            continue
-
-        range_start, range_end = tier_range
-
-        if tokens <= range_start:
-            continue
-
-        tier_start = max(range_start, tokens_processed)
-        tier_end = min(range_end, tokens)
-
-        if tier_end > tier_start:
-            tokens_in_tier = tier_end - tier_start
-            cost_per_token = tier.get(cost_key) or tier.get(fallback_cost_key, 0)
-            total_cost += tokens_in_tier * cost_per_token
-            tokens_processed = tier_end
-
-    # After loop, check if any tokens remain (i.e., tokens > highest tier's end range)
-    # and charge them at the last tier's rate.
-    if tokens_processed < tokens and sorted_tiers:
-        last_tier = sorted_tiers[-1]
-        remaining_tokens = tokens - tokens_processed
-        cost_per_token = last_tier.get(cost_key) or last_tier.get(fallback_cost_key, 0)
-        total_cost += remaining_tokens * cost_per_token
-
-    return total_cost
-
-
 def _calculate_prompt_cost(
     breakdown: TokenBreakdown,
     model_info: ModelInfo,
@@ -123,12 +50,12 @@ def _calculate_prompt_cost(
 ) -> float:
     """Calculate total prompt cost including cached tokens."""
     if tiered_pricing:
-        text_cost = _calculate_tiered_cost(
+        text_cost = calculate_tiered_cost(
             tokens=breakdown.text_tokens,
             tiered_pricing=tiered_pricing,
             cost_key="input_cost_per_token",
         )
-        cache_cost = _calculate_tiered_cost(
+        cache_cost = calculate_tiered_cost(
             tokens=breakdown.cached_tokens,
             tiered_pricing=tiered_pricing,
             cost_key="cache_read_input_token_cost",
@@ -155,12 +82,12 @@ def _calculate_completion_cost(
 ) -> float:
     """Calculate total completion cost including reasoning tokens."""
     if tiered_pricing:
-        completion_cost = _calculate_tiered_cost(
+        completion_cost = calculate_tiered_cost(
             tokens=breakdown.completion_tokens,
             tiered_pricing=tiered_pricing,
             cost_key="output_cost_per_token",
         )
-        reasoning_cost = _calculate_tiered_cost(
+        reasoning_cost = calculate_tiered_cost(
             tokens=breakdown.reasoning_tokens,
             tiered_pricing=tiered_pricing,
             cost_key="output_cost_per_reasoning_token",
diff --git a/litellm/proxy/spend_tracking/budget_reservation.py b/litellm/proxy/spend_tracking/budget_reservation.py
index c72049e9c74..55e9deaf125 100644
--- a/litellm/proxy/spend_tracking/budget_reservation.py
+++ b/litellm/proxy/spend_tracking/budget_reservation.py
@@ -10,7 +10,7 @@
 from litellm._logging import verbose_proxy_logger
 from litellm.caching import DualCache
 from litellm.litellm_core_utils.duration_parser import duration_in_seconds
-from litellm.llms.dashscope.cost_calculator import _calculate_tiered_cost
+from litellm.litellm_core_utils.llm_cost_calc.tiered_pricing import calculate_tiered_cost
 from litellm.proxy._types import (
     LiteLLM_TeamMembership,
     LiteLLM_TeamTable,
@@ -938,7 +938,7 @@ def _estimate_request_input_cost_for_model(
         return None
     tiered_pricing = model_info.get("tiered_pricing")
     if isinstance(tiered_pricing, list) and tiered_pricing:
-        return _calculate_tiered_cost(
+        return calculate_tiered_cost(
             tokens=input_tokens,
             tiered_pricing=tiered_pricing,
             cost_key="input_cost_per_token",
@@ -985,11 +985,11 @@ def _estimate_request_max_cost_for_model(
     output_multiplier = _get_output_multiplier(request_body=request_body)
     tiered_pricing = model_info.get("tiered_pricing")
     if isinstance(tiered_pricing, list) and tiered_pricing:
-        return _calculate_tiered_cost(
+        return calculate_tiered_cost(
             tokens=input_tokens,
             tiered_pricing=tiered_pricing,
             cost_key="input_cost_per_token",
-        ) + _calculate_tiered_cost(
+        ) + calculate_tiered_cost(
             tokens=output_tokens * output_multiplier,
             tiered_pricing=tiered_pricing,
             cost_key="output_cost_per_token",
@@ -1056,6 +1056,13 @@ def _get_model_cost_info(
             model_group_info = llm_router.get_model_group_info(model_group=model)
             if model_group_info is not None:
                 model_group_cost_info = model_group_info.model_dump()
+                # Reservation runs before routing, so the concrete deployment is
+                # unknown here. We assume deployments in a group share pricing and
+                # use the first tiered table we find as the estimate. This is a
+                # best-effort admission gate; post-request billing is exact against
+                # the deployment that actually served the request. Mixing tiered and
+                # flat deployments in one group can therefore over- or under-estimate
+                # at reservation time only.
                 deployments = llm_router.get_model_list(model_name=model) or []
                 for deployment in deployments:
                     model_id = deployment.get("model_info", {}).get("id")
diff --git a/tests/test_litellm/llms/dashscope/test_dashscope_cost_calculator.py b/tests/test_litellm/llms/dashscope/test_dashscope_cost_calculator.py
index 05279202e8e..6041a8c8377 100644
--- a/tests/test_litellm/llms/dashscope/test_dashscope_cost_calculator.py
+++ b/tests/test_litellm/llms/dashscope/test_dashscope_cost_calculator.py
@@ -131,6 +131,71 @@ def test_dashscope_tiered_pricing_with_caching(self):
 
         assert math.isclose(prompt_cost, expected_total_prompt_cost, rel_tol=1e-10)
 
+    def _register_string_valued_tiered_model(self, model_key: str) -> None:
+        """Register a model whose tier costs are strings, mimicking YAML config parsing."""
+        litellm.model_cost[model_key] = {
+            "litellm_provider": "dashscope",
+            "mode": "chat",
+            "tiered_pricing": [
+                {
+                    "range": [0, 1000],
+                    "input_cost_per_token": "4e-07",
+                    "output_cost_per_token": "1.6e-06",
+                },
+                {
+                    "range": [1000, 2000],
+                    "input_cost_per_token": "8e-07",
+                    "output_cost_per_token": "3.2e-06",
+                },
+            ],
+        }
+
+    def test_dashscope_tiered_pricing_string_costs_within_tier(self):
+        """
+        Regression: YAML-parsed tier costs can be strings (e.g. "4e-07"). Costs that
+        fall entirely within a single tier must still be computed as floats.
+        """
+        self._register_string_valued_tiered_model("dashscope/qwen-str-tier-test")
+
+        usage = Usage(prompt_tokens=500, completion_tokens=200)
+        prompt_cost, completion_cost = dashscope_cost_per_token(
+            model="qwen-str-tier-test", usage=usage
+        )
+
+        expected_prompt_cost = 500 * float("4e-07")
+        expected_completion_cost = 200 * float("1.6e-06")
+
+        assert prompt_cost > 0
+        assert completion_cost > 0
+        assert math.isclose(prompt_cost, expected_prompt_cost, rel_tol=1e-10)
+        assert math.isclose(completion_cost, expected_completion_cost, rel_tol=1e-10)
+
+    def test_dashscope_tiered_pricing_string_costs_exceeding_highest_tier(self):
+        """
+        Regression: string-valued tier costs must also be coerced in the
+        remaining-tokens path that charges tokens above the highest tier.
+        """
+        self._register_string_valued_tiered_model("dashscope/qwen-str-tier-test")
+
+        usage = Usage(prompt_tokens=2500, completion_tokens=3000)
+        prompt_cost, completion_cost = dashscope_cost_per_token(
+            model="qwen-str-tier-test", usage=usage
+        )
+
+        # prompt: 1000 @ tier1 + 1000 @ tier2 + 500 remaining @ tier2 rate
+        expected_prompt_cost = (
+            (1000 * float("4e-07")) + (1000 * float("8e-07")) + (500 * float("8e-07"))
+        )
+        # completion: 1000 @ tier1 + 1000 @ tier2 + 1000 remaining @ tier2 rate
+        expected_completion_cost = (
+            (1000 * float("1.6e-06")) + (1000 * float("3.2e-06")) + (1000 * float("3.2e-06"))
+        )
+
+        assert prompt_cost > 0
+        assert completion_cost > 0
+        assert math.isclose(prompt_cost, expected_prompt_cost, rel_tol=1e-10)
+        assert math.isclose(completion_cost, expected_completion_cost, rel_tol=1e-10)
+
     def test_dashscope_tiered_pricing_exceeding_highest_tier(self):
         """
         Tests tiered pricing when token count exceeds the highest defined tier range.

From a34f098fe5406b8bb9d2ec7b7a91c27131a55ee5 Mon Sep 17 00:00:00 2001
From: Abhimanyu Kapur <38531241+akapur99@users.noreply.github.com>
Date: Fri, 10 Jul 2026 21:16:17 -0700
Subject: [PATCH 346/370] docs(anthropic): clarify the Opus 4.5 branch in
 adaptive-effort translation

Add an inline comment explaining that the effort-capable non-adaptive branch in
_translate_adaptive_effort_for_non_adaptive_model exists for models like Claude Opus
4.5 that accept output_config.effort but reject adaptive thinking, and why effort-only
requests pass through while adaptive requests with an unsupported effort level fall
through to the legacy translation.
---
 .../experimental_pass_through/messages/transformation.py     | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
index 39713e0f003..01412d3c8b2 100644
--- a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
+++ b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
@@ -329,6 +329,11 @@ def _translate_adaptive_effort_for_non_adaptive_model(
         if effort is None and not adaptive_thinking:
             return
 
+        # Models that natively accept `output_config.effort` but are not adaptive (Claude Opus 4.5).
+        # Keep the native effort and only drop the adaptive `thinking` block, which these models
+        # reject. Effort-only requests pass through so provider subclasses (bedrock/vertex) keep
+        # owning level clamping; an adaptive request only stays here when its effort level is one
+        # the model supports, otherwise it falls through to the legacy budget translation below.
         if AnthropicConfig._model_supports_effort_param(model, custom_llm_provider) and (
             not adaptive_thinking
             or AnthropicConfig._validate_effort_for_model(model, effort, custom_llm_provider) is None

From c132a03ca724e7061787fd4e307cc2f7cc14faf9 Mon Sep 17 00:00:00 2001
From: Shivam Rawat <shivamrawat@Shivams-MacBook-Pro.local>
Date: Sat, 11 Jul 2026 14:22:15 -0700
Subject: [PATCH 347/370] fix(proxy): reserve tiered budget all-or-nothing
 across all deployments

Alibaba Model Studio (Dashscope) tiered pricing is all-or-nothing: the tier is
selected by a request's total input tokens and every token, input and output, is
billed at that one tier's rate. The reservation path used graduated slicing and,
worse, picked the output tier from the output-token count, so a long-context
request with a large output allowance reserved far less than the provider charges
and could slip past a depleted budget. Select the tier from input tokens and apply
its rates to all input and output tokens.

Reservation also read tiered pricing from only the first deployment in a model
group. A caller could hit an alias whose cheaper deployment was listed first and
exceed the budget once routed to a costlier sibling. Estimate against every
eligible deployment's pricing and reserve the maximum.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 .../llm_cost_calc/tiered_pricing.py           |  40 +++++
 .../spend_tracking/budget_reservation.py      | 166 +++++++++++-------
 .../proxy/test_budget_reservation.py          |  84 +++++++++
 3 files changed, 231 insertions(+), 59 deletions(-)

diff --git a/litellm/litellm_core_utils/llm_cost_calc/tiered_pricing.py b/litellm/litellm_core_utils/llm_cost_calc/tiered_pricing.py
index 7091563ae8f..836b02f2049 100644
--- a/litellm/litellm_core_utils/llm_cost_calc/tiered_pricing.py
+++ b/litellm/litellm_core_utils/llm_cost_calc/tiered_pricing.py
@@ -97,3 +97,43 @@ def calculate_tiered_cost(
         total_cost += remaining_tokens * _coerce_cost_per_token(cost_per_token)
 
     return total_cost
+
+
+def select_tier_for_input(
+    tiered_pricing: List[dict],
+    input_tokens: int,
+) -> Optional[dict]:
+    """
+    Select the pricing tier for a request based on its total input token count.
+
+    Alibaba Model Studio (Dashscope) tiered pricing is all-or-nothing: the tier is
+    chosen by the total input tokens of a single request and every token in the
+    request (input and output) is billed at that one tier's rate, rather than
+    graduated income-tax-style slicing. A tier matches when
+    ``range_start < input_tokens <= range_end`` (so a request of exactly
+    ``range_end`` tokens stays in the lower tier, matching the official
+    ``0 < Token <= 32K`` phrasing). Requests above the highest declared range fall
+    back to the last (most expensive) tier.
+    """
+    if not tiered_pricing or input_tokens <= 0:
+        return None
+
+    sorted_tiers = sorted(tiered_pricing, key=lambda t: t.get("range", [0, 0])[0])
+    valid_tiers = [tier for tier in sorted_tiers if len(tier.get("range", [])) == 2]
+    if not valid_tiers:
+        return None
+
+    matching = [tier for tier in valid_tiers if tier["range"][0] < input_tokens <= tier["range"][1]]
+    if matching:
+        return matching[0]
+    return valid_tiers[-1]
+
+
+def tier_rate(
+    tier: dict,
+    cost_key: str,
+    fallback_cost_key: Optional[str] = None,
+) -> float:
+    """Read a per-token rate from a tier, coercing YAML string costs to float."""
+    raw = tier.get(cost_key) or tier.get(fallback_cost_key, 0)
+    return _coerce_cost_per_token(raw)
diff --git a/litellm/proxy/spend_tracking/budget_reservation.py b/litellm/proxy/spend_tracking/budget_reservation.py
index 55e9deaf125..f02b733229a 100644
--- a/litellm/proxy/spend_tracking/budget_reservation.py
+++ b/litellm/proxy/spend_tracking/budget_reservation.py
@@ -10,7 +10,7 @@
 from litellm._logging import verbose_proxy_logger
 from litellm.caching import DualCache
 from litellm.litellm_core_utils.duration_parser import duration_in_seconds
-from litellm.litellm_core_utils.llm_cost_calc.tiered_pricing import calculate_tiered_cost
+from litellm.litellm_core_utils.llm_cost_calc.tiered_pricing import select_tier_for_input, tier_rate
 from litellm.proxy._types import (
     LiteLLM_TeamMembership,
     LiteLLM_TeamTable,
@@ -925,9 +925,25 @@ def _estimate_request_input_cost_for_model(
     model: str,
     llm_router: Router | None,
 ) -> float | None:
-    model_info = _get_model_cost_info(model=model, llm_router=llm_router)
-    if model_info is None:
-        return None
+    estimates = [
+        _input_cost_for_cost_info(
+            request_body=request_body,
+            route=route,
+            model=model,
+            model_info=model_info,
+        )
+        for model_info in _get_model_cost_infos(model=model, llm_router=llm_router)
+    ]
+    valid_estimates = [estimate for estimate in estimates if estimate is not None]
+    return max(valid_estimates) if valid_estimates else None
+
+
+def _input_cost_for_cost_info(
+    request_body: dict,
+    route: str,
+    model: str,
+    model_info: Dict[str, Any],
+) -> Optional[float]:
     input_tokens = _estimate_input_tokens(
         request_body=request_body,
         route=route,
@@ -938,11 +954,9 @@ def _estimate_request_input_cost_for_model(
         return None
     tiered_pricing = model_info.get("tiered_pricing")
     if isinstance(tiered_pricing, list) and tiered_pricing:
-        return calculate_tiered_cost(
-            tokens=input_tokens,
-            tiered_pricing=tiered_pricing,
-            cost_key="input_cost_per_token",
-        )
+        tier = select_tier_for_input(tiered_pricing=tiered_pricing, input_tokens=input_tokens)
+        if tier is not None:
+            return input_tokens * tier_rate(tier, "input_cost_per_token")
     input_cost_per_token = _to_float(model_info.get("input_cost_per_token"))
     if input_cost_per_token is None:
         return None
@@ -955,10 +969,25 @@ def _estimate_request_max_cost_for_model(
     model: str,
     llm_router: Optional[Router],
 ) -> Optional[float]:
-    model_info = _get_model_cost_info(model=model, llm_router=llm_router)
-    if model_info is None:
-        return None
+    estimates = [
+        _max_cost_for_cost_info(
+            request_body=request_body,
+            route=route,
+            model=model,
+            model_info=model_info,
+        )
+        for model_info in _get_model_cost_infos(model=model, llm_router=llm_router)
+    ]
+    valid_estimates = [estimate for estimate in estimates if estimate is not None]
+    return max(valid_estimates) if valid_estimates else None
+
 
+def _max_cost_for_cost_info(
+    request_body: dict,
+    route: str,
+    model: str,
+    model_info: Dict[str, Any],
+) -> Optional[float]:
     image_cost = _estimate_image_generation_cost(
         request_body=request_body,
         model_info=model_info,
@@ -966,8 +995,6 @@ def _estimate_request_max_cost_for_model(
     if image_cost is not None:
         return image_cost
 
-    input_cost_per_token = _to_float(model_info.get("input_cost_per_token"))
-    output_cost_per_token = _to_float(model_info.get("output_cost_per_token"))
     input_tokens = _estimate_input_tokens(
         request_body=request_body,
         route=route,
@@ -985,16 +1012,14 @@ def _estimate_request_max_cost_for_model(
     output_multiplier = _get_output_multiplier(request_body=request_body)
     tiered_pricing = model_info.get("tiered_pricing")
     if isinstance(tiered_pricing, list) and tiered_pricing:
-        return calculate_tiered_cost(
-            tokens=input_tokens,
-            tiered_pricing=tiered_pricing,
-            cost_key="input_cost_per_token",
-        ) + calculate_tiered_cost(
-            tokens=output_tokens * output_multiplier,
-            tiered_pricing=tiered_pricing,
-            cost_key="output_cost_per_token",
-        )
+        tier = select_tier_for_input(tiered_pricing=tiered_pricing, input_tokens=input_tokens)
+        if tier is not None:
+            return (input_tokens * tier_rate(tier, "input_cost_per_token")) + (
+                output_tokens * output_multiplier * tier_rate(tier, "output_cost_per_token")
+            )
 
+    input_cost_per_token = _to_float(model_info.get("input_cost_per_token"))
+    output_cost_per_token = _to_float(model_info.get("output_cost_per_token"))
     cost = 0.0
     if input_cost_per_token is not None:
         cost += input_tokens * input_cost_per_token
@@ -1052,46 +1077,69 @@ def _get_model_cost_info(
     llm_router: Optional[Router],
 ) -> Optional[Dict[str, Any]]:
     if llm_router is not None:
-        try:
-            model_group_info = llm_router.get_model_group_info(model_group=model)
-            if model_group_info is not None:
-                model_group_cost_info = model_group_info.model_dump()
-                # Reservation runs before routing, so the concrete deployment is
-                # unknown here. We assume deployments in a group share pricing and
-                # use the first tiered table we find as the estimate. This is a
-                # best-effort admission gate; post-request billing is exact against
-                # the deployment that actually served the request. Mixing tiered and
-                # flat deployments in one group can therefore over- or under-estimate
-                # at reservation time only.
-                deployments = llm_router.get_model_list(model_name=model) or []
-                for deployment in deployments:
-                    model_id = deployment.get("model_info", {}).get("id")
-                    backend_model = deployment.get("litellm_params", {}).get("model")
-                    if not isinstance(model_id, str) or not isinstance(backend_model, str):
-                        continue
-                    deployment_model_info = llm_router.get_deployment_model_info(
-                        model_id=model_id,
-                        model_name=backend_model,
-                    )
-                    if deployment_model_info is None:
-                        continue
-                    tiered_pricing = deployment_model_info.get("tiered_pricing")
-                    if isinstance(tiered_pricing, list) and tiered_pricing:
-                        return {
-                            **model_group_cost_info,
-                            "tiered_pricing": tiered_pricing,
-                        }
-                return model_group_cost_info
-        except Exception:
-            verbose_proxy_logger.debug(
-                "Unable to load router model group info for budget reservation",
-                exc_info=True,
-            )
+        model_group_info = llm_router.get_model_group_info(model_group=model)
+        if model_group_info is not None:
+            return model_group_info.model_dump()
+    return dict(litellm.get_model_info(model=model))
 
+
+def _get_model_cost_infos(
+    model: str,
+    llm_router: Optional[Router],
+) -> List[Dict[str, Any]]:
+    """Cost-info candidates to estimate a request against for one model group.
+
+    Reservation runs before routing, so the deployment that will serve the request
+    is unknown. Rather than guess, we estimate the cost against every eligible
+    pricing shape in the group (the group's flat rates plus each deployment's
+    tiered table) and let the caller reserve the maximum, so a cheaper sibling
+    deployment can never leave the request under-reserved.
+    """
     try:
-        return dict(litellm.get_model_info(model=model))
+        base = _get_model_cost_info(model=model, llm_router=llm_router)
+        if base is None:
+            return []
+        tiered_tables = _get_deployment_tiered_pricing_tables(model=model, llm_router=llm_router)
     except Exception:
+        verbose_proxy_logger.debug(
+            "Unable to load model cost info for budget reservation",
+            exc_info=True,
+        )
+        return []
+    if not tiered_tables:
+        return [base]
+    return [base, *({**base, "tiered_pricing": table} for table in tiered_tables)]
+
+
+def _deployment_tiered_pricing_table(
+    deployment: Dict[str, Any],
+    llm_router: Router,
+) -> Optional[List[dict]]:
+    model_id = deployment.get("model_info", {}).get("id")
+    backend_model = deployment.get("litellm_params", {}).get("model")
+    if not isinstance(model_id, str) or not isinstance(backend_model, str):
         return None
+    deployment_model_info = llm_router.get_deployment_model_info(model_id=model_id, model_name=backend_model)
+    if deployment_model_info is None:
+        return None
+    tiered_pricing = deployment_model_info.get("tiered_pricing")
+    if isinstance(tiered_pricing, list) and tiered_pricing:
+        return tiered_pricing
+    return None
+
+
+def _get_deployment_tiered_pricing_tables(
+    model: str,
+    llm_router: Optional[Router],
+) -> List[List[dict]]:
+    if llm_router is None:
+        return []
+    deployments = llm_router.get_model_list(model_name=model) or []
+    return [
+        table
+        for deployment in deployments
+        if (table := _deployment_tiered_pricing_table(deployment, llm_router)) is not None
+    ]
 
 
 def _estimate_input_tokens(
diff --git a/tests/test_litellm/proxy/test_budget_reservation.py b/tests/test_litellm/proxy/test_budget_reservation.py
index 8e00db78a08..efc4c9758bf 100644
--- a/tests/test_litellm/proxy/test_budget_reservation.py
+++ b/tests/test_litellm/proxy/test_budget_reservation.py
@@ -824,6 +824,90 @@ async def test_should_reserve_tiered_pricing_cost(spend_counter_state):
     await release_budget_reservation(reservation)
 
 
+def test_tiered_reservation_is_all_or_nothing_with_output_tier_from_input_length():
+    """Dashscope tiered pricing is all-or-nothing: the tier is chosen by the total
+    input tokens and every token (input and output) is billed at that tier's rate.
+
+    A long-context request with a large output allowance must reserve the output at
+    the input-selected tier, not at the cheapest tier picked from the output volume.
+    The earlier graduated calculation under-reserved such requests, letting a caller
+    slip past a depleted budget."""
+    tiered_pricing = [
+        {"range": [0, 32000], "input_cost_per_token": 1e-06, "output_cost_per_token": 2e-06},
+        {"range": [32000, 128000], "input_cost_per_token": 4e-06, "output_cost_per_token": 8e-06},
+    ]
+    input_tokens = 100000  # falls entirely in the second tier
+    output_tokens = 1000
+
+    with (
+        patch(
+            "litellm.proxy.spend_tracking.budget_reservation._get_model_cost_info",
+            return_value={"tiered_pricing": tiered_pricing, "max_output_tokens": 200000},
+        ),
+        patch(
+            "litellm.proxy.spend_tracking.budget_reservation._estimate_input_tokens",
+            return_value=input_tokens,
+        ),
+        patch(
+            "litellm.proxy.spend_tracking.budget_reservation._estimate_output_tokens",
+            return_value=output_tokens,
+        ),
+    ):
+        estimated = estimate_request_max_cost(
+            request_body=_request_body(),
+            route="/chat/completions",
+            llm_router=None,
+        )
+
+    expected = (input_tokens * 4e-06) + (output_tokens * 8e-06)
+    assert estimated == pytest.approx(expected)
+
+    # What the old graduated math (with the output tier taken from output volume)
+    # would have reserved. The all-or-nothing estimate must be strictly larger.
+    graduated_under_reserve = (32000 * 1e-06) + (68000 * 4e-06) + (output_tokens * 2e-06)
+    assert estimated > graduated_under_reserve
+
+
+def test_reservation_uses_most_expensive_deployment_in_group():
+    """When a model group mixes deployments with different tiered rates, reservation
+    must estimate against the most expensive one. Reserving the cheaper sibling would
+    let a caller repeatedly hit the alias and exceed the budget once routed to the
+    costlier deployment."""
+    cheap = [{"range": [0, 32000], "input_cost_per_token": 1e-06, "output_cost_per_token": 2e-06}]
+    expensive = [{"range": [0, 32000], "input_cost_per_token": 5e-06, "output_cost_per_token": 1e-05}]
+    input_tokens = 1000
+    output_tokens = 10
+
+    with (
+        patch(
+            "litellm.proxy.spend_tracking.budget_reservation._get_model_cost_info",
+            return_value={"max_output_tokens": 200000},
+        ),
+        patch(
+            "litellm.proxy.spend_tracking.budget_reservation._get_deployment_tiered_pricing_tables",
+            return_value=[cheap, expensive],
+        ),
+        patch(
+            "litellm.proxy.spend_tracking.budget_reservation._estimate_input_tokens",
+            return_value=input_tokens,
+        ),
+        patch(
+            "litellm.proxy.spend_tracking.budget_reservation._estimate_output_tokens",
+            return_value=output_tokens,
+        ),
+    ):
+        estimated = estimate_request_max_cost(
+            request_body=_request_body(),
+            route="/chat/completions",
+            llm_router=None,
+        )
+
+    expected_expensive = (input_tokens * 5e-06) + (output_tokens * 1e-05)
+    expected_cheap = (input_tokens * 1e-06) + (output_tokens * 2e-06)
+    assert expected_expensive > expected_cheap
+    assert estimated == pytest.approx(expected_expensive)
+
+
 @pytest.mark.asyncio
 async def test_should_clamp_reservation_to_model_ceiling_when_caller_overrequests(
     spend_counter_state,

From 3385a324134324494eb982635b49163e064fb072 Mon Sep 17 00:00:00 2001
From: Abhimanyu Kapur <38531241+akapur99@users.noreply.github.com>
Date: Sat, 11 Jul 2026 12:02:25 -0700
Subject: [PATCH 348/370] feat(complexity_router): log the cause of each
 routing decision

The complexity router's info log didn't say what drove a routing decision.
Literal and semantic keyword matches logged an identical "keyword rule fired"
line (no way to tell which mechanism fired), and the scorer's line carried no
consistent marker tying it to the same question.

Emit one greppable line per decision naming the cause: literal_keyword_match,
semantic_keyword_match, or complexity_scorer. The hook already knows which ran
(the config's semantic_keyword_matching flag distinguishes lexical from
semantic; the override-vs-scorer branch distinguishes keyword match from
scorer), so this is label-only: no behavior change, no new types, no added
latency.

Adds regression tests asserting each decision path logs its cause; they fail if
a label is swapped or the cause= marker is dropped.
---
 .../complexity_router/complexity_router.py    |  7 +-
 .../router_strategy/test_complexity_router.py | 87 +++++++++++++++++++
 2 files changed, 92 insertions(+), 2 deletions(-)

diff --git a/litellm/router_strategy/complexity_router/complexity_router.py b/litellm/router_strategy/complexity_router/complexity_router.py
index 8dea8144dc2..11719b8a18f 100644
--- a/litellm/router_strategy/complexity_router/complexity_router.py
+++ b/litellm/router_strategy/complexity_router/complexity_router.py
@@ -708,8 +708,10 @@ async def async_pre_routing_hook(
         override_tier = await self._resolve_keyword_tier_override(user_message, request_kwargs)
         if override_tier is not None:
             routed_model = self.get_model_for_tier(override_tier)
+            cause = "semantic_keyword_match" if self.config.semantic_keyword_matching else "literal_keyword_match"
             verbose_router_logger.info(
-                f"ComplexityRouter: keyword rule fired, tier={override_tier.value}, routed_model={routed_model}"
+                f"ComplexityRouter: routing decision cause={cause}, "
+                f"tier={override_tier.value}, routed_model={routed_model}"
             )
             return PreRoutingHookResponse(
                 model=routed_model,
@@ -720,7 +722,8 @@ async def async_pre_routing_hook(
         routed_model = self.get_model_for_tier(tier)
 
         verbose_router_logger.info(
-            f"ComplexityRouter: tier={tier.value}, score={score:.3f}, signals={signals}, routed_model={routed_model}"
+            f"ComplexityRouter: routing decision cause=complexity_scorer, tier={tier.value}, "
+            f"score={score:.3f}, signals={signals}, routed_model={routed_model}"
         )
 
         return PreRoutingHookResponse(
diff --git a/tests/test_litellm/router_strategy/test_complexity_router.py b/tests/test_litellm/router_strategy/test_complexity_router.py
index 12a8a47e1f1..f47c19b2baa 100644
--- a/tests/test_litellm/router_strategy/test_complexity_router.py
+++ b/tests/test_litellm/router_strategy/test_complexity_router.py
@@ -5,6 +5,7 @@
 """
 
 import asyncio
+import logging
 import os
 import sys
 from typing import Dict, List
@@ -19,6 +20,7 @@
 
 import litellm
 from litellm import Router
+from litellm._logging import verbose_router_logger
 from litellm.router_strategy.complexity_router.complexity_router import (
     ComplexityRouter,
     DimensionScore,
@@ -2019,3 +2021,88 @@ def test_sanitized_auth_keeps_access_group_fields_and_leaves_original_untouched(
         assert sanitized_auth.team_id == "team-1"
         assert sanitized_auth.api_key == auth.api_key
         assert auth.budget_reservation == {"reserved_cost": 1.0}
+
+
+class TestRoutingDecisionCauseLogging:
+    """The info log must name what drove each routing decision so an operator can tell a
+    literal keyword match, a semantic keyword match, and the complexity scorer apart.
+    """
+
+    @pytest.fixture
+    def router_log_capture(self, caplog):
+        # verbose_router_logger sets propagate=False, so caplog's root handler never sees
+        # its records; attach the capture handler directly for the duration of the test.
+        caplog.set_level(logging.INFO, logger="LiteLLM Router")
+        verbose_router_logger.addHandler(caplog.handler)
+        try:
+            yield caplog
+        finally:
+            verbose_router_logger.removeHandler(caplog.handler)
+
+    @pytest.mark.asyncio
+    async def test_literal_keyword_match_logs_its_cause(
+        self, mock_router_instance, basic_config, router_log_capture
+    ):
+        config = {
+            **basic_config,
+            "keyword_tier_rules": [{"keywords": ["deploy to k8s"], "tier": "REASONING"}],
+        }
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config=config,
+        )
+        await router.async_pre_routing_hook(
+            model="test-model",
+            request_kwargs={},
+            messages=[{"role": "user", "content": "please deploy to k8s now"}],
+        )
+        assert "routing decision cause=literal_keyword_match" in router_log_capture.text
+        assert "tier=REASONING" in router_log_capture.text
+        # A literal match must not be mislabelled as semantic.
+        assert "cause=semantic_keyword_match" not in router_log_capture.text
+
+    @pytest.mark.asyncio
+    async def test_semantic_keyword_match_logs_its_cause(self, basic_config, router_log_capture):
+        fake_router = FakeEmbeddingRouter()
+        config = {
+            **basic_config,
+            "keyword_tier_rules": [{"keywords": ["kubernetes deployment"], "tier": "REASONING"}],
+            "semantic_keyword_matching": True,
+            "embedding_model": "fake-embed",
+            "match_threshold": 0.5,
+        }
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=fake_router,
+            complexity_router_config=config,
+        )
+        await router.async_pre_routing_hook(
+            model="test-model",
+            request_kwargs={},
+            messages=[{"role": "user", "content": "help me roll out my k8s cluster today"}],
+        )
+        assert "routing decision cause=semantic_keyword_match" in router_log_capture.text
+        assert "tier=REASONING" in router_log_capture.text
+        # A semantic match must not be mislabelled as literal.
+        assert "cause=literal_keyword_match" not in router_log_capture.text
+
+    @pytest.mark.asyncio
+    async def test_complexity_scorer_logs_its_cause(
+        self, mock_router_instance, basic_config, router_log_capture
+    ):
+        # No keyword rules -> the scorer decides, and its line must be tagged as such.
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config=basic_config,
+        )
+        await router.async_pre_routing_hook(
+            model="test-model",
+            request_kwargs={},
+            messages=[{"role": "user", "content": "What is the boiling point of water at sea level?"}],
+        )
+        assert "routing decision cause=complexity_scorer" in router_log_capture.text
+        assert "score=" in router_log_capture.text
+        assert "cause=literal_keyword_match" not in router_log_capture.text
+        assert "cause=semantic_keyword_match" not in router_log_capture.text

From f9ed4f8aeaa602256faf979d1ca79b322322e2c4 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng@berri.ai>
Date: Sat, 11 Jul 2026 14:30:04 -0700
Subject: [PATCH 349/370] feat(ui): add redesigned sidebar account menu
 (#32931)

* feat(ui): add redesigned sidebar account menu

Introduce SidebarAccountMenu, a sidebar-only account/logout menu built on
shadcn Popover/Switch/Badge/Separator/Button, and wire it into leftnav in
place of the shared UserDropdown. The panel has a LiteLLM header with the
bouncing moon and a clickable version tag, Tier/Role/Email/User ID rows
with copy actions, the five display toggles, and Logout.

UserDropdown is left untouched so the control-plane / chat navbar keeps
its existing menu. The version tag links to the same release notes page
as the navbar tag, and the bouncing icon reuses the existing header
animation gated by the Hide Bouncing Icon toggle.

* test(ui): point account-menu e2e specs at the migrated sidebar menu

The sidebar account menu moved from an antd Dropdown to a Base UI popover
(SidebarAccountMenu), so the login, logout, proxy-logout-url, and internal
user identity specs were still waiting on antd-era locators
(.ant-dropdown, the popupRender wrapper class, the user-dropdown-panel test
id, and a menuitem-role Logout). Point them at the new panel test id
(sidebar-account-menu-panel) and the button-role Logout instead. The logout
behavior is unchanged since both menus call the same useLogout handler.
---
 .../e2e_tests/tests/auth/logout.spec.ts       |  15 +-
 .../tests/auth/proxyLogoutUrl.spec.ts         |  10 +-
 .../tests/login/internalUserIdentity.spec.ts  |  10 +-
 .../e2e_tests/tests/login/login.spec.ts       |  18 +-
 .../SidebarAccountMenu.test.tsx               | 302 ++++++++++++++++++
 .../SidebarAccountMenu/SidebarAccountMenu.tsx | 295 +++++++++++++++++
 .../src/components/leftnav.tsx                |   4 +-
 7 files changed, 619 insertions(+), 35 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/SidebarAccountMenu/SidebarAccountMenu.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/SidebarAccountMenu/SidebarAccountMenu.tsx

diff --git a/ui/litellm-dashboard/e2e_tests/tests/auth/logout.spec.ts b/ui/litellm-dashboard/e2e_tests/tests/auth/logout.spec.ts
index 1e2f2269dbe..351ba91e8d7 100644
--- a/ui/litellm-dashboard/e2e_tests/tests/auth/logout.spec.ts
+++ b/ui/litellm-dashboard/e2e_tests/tests/auth/logout.spec.ts
@@ -9,22 +9,17 @@ test.describe("Logout", () => {
     // Scope to the sidebar; the top-bar breadcrumb also shows "Virtual Keys".
     await expect(page.getByRole("complementary").getByText("Virtual Keys")).toBeVisible({ timeout: 10_000 });
 
-    // Open the navbar User dropdown. The trigger button exposes an aria-label
-    // of "Account menu — <role> — signed in as <email>", and the antd Dropdown
-    // is declared with trigger={["click"]}, so a plain click opens the popup.
+    // Open the sidebar account menu. The trigger button exposes an aria-label
+    // of "Account menu — <role> — signed in as <email>"; clicking it opens the
+    // Base UI popover panel.
     await page.getByRole("button", { name: /Account menu/i }).click();
 
-    const popup = page
-      .locator(".ant-dropdown:visible")
-      .filter({
-        has: page.locator(".bg-white.rounded-lg.shadow-lg"),
-      })
-      .first();
+    const popup = page.getByTestId("sidebar-account-menu-panel");
     await expect(popup).toBeVisible({ timeout: 5_000 });
 
     // Click Logout — the handler clears the auth cookie and navigates via
     // window.location.href = PROXY_LOGOUT_URL (empty string in the e2e env).
-    await popup.getByText("Logout", { exact: true }).click();
+    await popup.getByRole("button", { name: "Logout" }).click();
 
     // The cookie is now gone — visiting a protected page must redirect to /ui/login.
     await page.goto("/ui?page=llm-playground", { waitUntil: "domcontentloaded" });
diff --git a/ui/litellm-dashboard/e2e_tests/tests/auth/proxyLogoutUrl.spec.ts b/ui/litellm-dashboard/e2e_tests/tests/auth/proxyLogoutUrl.spec.ts
index 9faf6741333..7f6cc6f2f87 100644
--- a/ui/litellm-dashboard/e2e_tests/tests/auth/proxyLogoutUrl.spec.ts
+++ b/ui/litellm-dashboard/e2e_tests/tests/auth/proxyLogoutUrl.spec.ts
@@ -34,8 +34,8 @@ test.describe("PROXY_LOGOUT_URL redirect", () => {
         }),
     );
 
-    // navbar.tsx populates the logout target only after the proxy UI settings
-    // fetch (/sso/get/ui_settings) resolves. Clicking Logout before that lands
+    // The logout handler populates the logout target only after the proxy UI
+    // settings fetch (/sso/get/ui_settings) resolves. Clicking Logout before that lands
     // runs `window.location.href = ""` — a same-origin reload, not a redirect —
     // so gate the click on the settings response, not just on first paint.
     const settingsLoaded = page.waitForResponse((r) => r.url().includes("/sso/get/ui_settings") && r.ok(), {
@@ -51,10 +51,10 @@ test.describe("PROXY_LOGOUT_URL redirect", () => {
     const tokensBefore = (await page.context().cookies()).filter((c) => c.name === "token");
     expect(tokensBefore.length, "should start logged in with a token cookie").toBeGreaterThan(0);
 
-    // Open the navbar account dropdown (trigger=click) and click Logout by role
-    // rather than internal Ant Design CSS classes, which are not a stable API.
+    // Open the sidebar account menu and click Logout by role rather than by
+    // internal CSS classes, which are not a stable API.
     await page.getByRole("button", { name: /^Account menu/ }).click();
-    const logout = page.getByRole("menuitem", { name: "Logout" });
+    const logout = page.getByRole("button", { name: "Logout" });
     await expect(logout).toBeVisible({ timeout: 5_000 });
 
     // handleLogout clears cookies/local storage, then assigns window.location.href.
diff --git a/ui/litellm-dashboard/e2e_tests/tests/login/internalUserIdentity.spec.ts b/ui/litellm-dashboard/e2e_tests/tests/login/internalUserIdentity.spec.ts
index 569908c5f75..101b91daeb1 100644
--- a/ui/litellm-dashboard/e2e_tests/tests/login/internalUserIdentity.spec.ts
+++ b/ui/litellm-dashboard/e2e_tests/tests/login/internalUserIdentity.spec.ts
@@ -27,13 +27,13 @@ test.describe("Navbar identity scoping", () => {
       { timeout: 5_000 },
     );
 
-    // Open the dropdown (UserDropdown configures trigger=["click"]).
+    // Open the account menu (click to open the Base UI popover).
     await accountButton.click();
 
-    // Locate the panel by its test id (data-testid on the popupRender div in
-    // UserDropdown.tsx) rather than Ant/Tailwind class names, so styling
-    // refactors don't silently break the identity-scoping assertions below.
-    const popup = page.getByTestId("user-dropdown-panel");
+    // Locate the panel by its test id (data-testid on SidebarAccountMenu's
+    // popover content) rather than class names, so styling refactors don't
+    // silently break the identity-scoping assertions below.
+    const popup = page.getByTestId("sidebar-account-menu-panel");
     await expect(popup).toBeVisible({ timeout: 5_000 });
 
     // The popup must show the internal user's identity — not the seeded
diff --git a/ui/litellm-dashboard/e2e_tests/tests/login/login.spec.ts b/ui/litellm-dashboard/e2e_tests/tests/login/login.spec.ts
index 11febf0ed48..88378df36c3 100644
--- a/ui/litellm-dashboard/e2e_tests/tests/login/login.spec.ts
+++ b/ui/litellm-dashboard/e2e_tests/tests/login/login.spec.ts
@@ -12,22 +12,14 @@ test("user can log in", async ({ page }) => {
   // Scope to the sidebar; the top-bar breadcrumb also shows "Virtual Keys".
   await expect(page.getByRole("complementary").getByText("Virtual Keys")).toBeVisible();
 
-  // Match the navbar account button by its stable aria-label (UserDropdown.tsx
-  // emits "Account menu — <role> — signed in as <email|id>"). Earlier this used
-  // `hasText: /^User$/`, which never matched the rendered button (text is
-  // displayName = "Account" for the master-key admin), so the trigger evaluate
-  // would time out in CI.
+  // Match the sidebar account button by its stable aria-label
+  // (SidebarAccountMenu emits "Account menu — <role> — signed in as <email|id>";
+  // displayName is "Account" for the master-key admin, so match on the label).
   const userTrigger = page.locator('button[aria-label^="Account menu"]').first();
   await userTrigger.click();
 
-  // Filter by the popupRender wrapper class to disambiguate from other
-  // ant-dropdown popups.
-  const popup = page
-    .locator(".ant-dropdown:visible")
-    .filter({
-      has: page.locator(".bg-white.rounded-lg.shadow-lg"),
-    })
-    .first();
+  // The account menu is a Base UI popover; locate its panel by test id.
+  const popup = page.getByTestId("sidebar-account-menu-panel");
   await expect(popup).toBeVisible({ timeout: 5_000 });
   await expect(popup.getByText("Admin", { exact: true })).toBeVisible({ timeout: 5_000 });
   await expect(popup.getByText("default_user_id", { exact: true })).toBeVisible({ timeout: 5_000 });
diff --git a/ui/litellm-dashboard/src/components/SidebarAccountMenu/SidebarAccountMenu.test.tsx b/ui/litellm-dashboard/src/components/SidebarAccountMenu/SidebarAccountMenu.test.tsx
new file mode 100644
index 00000000000..716a2ebe6e2
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/SidebarAccountMenu/SidebarAccountMenu.test.tsx
@@ -0,0 +1,302 @@
+import userEvent from "@testing-library/user-event";
+import { beforeEach, describe, expect, it, vi } from "vitest";
+import { renderWithProviders, screen, waitFor } from "../../../tests/test-utils";
+import SidebarAccountMenu from "./SidebarAccountMenu";
+
+interface AuthMock {
+  userId: string | null;
+  userEmail: string | null;
+  userRole: string;
+  premiumUser: boolean;
+  accessToken: string;
+}
+
+let mockUseAuthorizedImpl: () => AuthMock = () => ({
+  userId: "test-user-id",
+  userEmail: "test@example.com",
+  userRole: "Admin",
+  premiumUser: false,
+  accessToken: "test-token",
+});
+
+let mockUseDisableShowPromptsImpl = () => false;
+let mockUseDisableBouncingIconImpl = () => false;
+let mockHealthDataImpl = (): { litellm_version?: string } | undefined => ({ litellm_version: "1.99.0" });
+
+let mockGetLocalStorageItemImpl = (key: string): string | null => {
+  if (key === "disableShowNewBadge") return null;
+  if (key === "disableShowPrompts") return null;
+  return null;
+};
+
+vi.mock("@/app/(dashboard)/hooks/useAuthorized", () => ({
+  default: () => mockUseAuthorizedImpl(),
+}));
+
+vi.mock("@/app/(dashboard)/hooks/useDisableShowPrompts", () => ({
+  useDisableShowPrompts: () => mockUseDisableShowPromptsImpl(),
+}));
+
+vi.mock("@/app/(dashboard)/hooks/useDisableUsageIndicator", () => ({
+  useDisableUsageIndicator: () => false,
+}));
+
+vi.mock("@/app/(dashboard)/hooks/useDisableBlogPosts", () => ({
+  useDisableBlogPosts: () => false,
+}));
+
+vi.mock("@/app/(dashboard)/hooks/useDisableBouncingIcon", () => ({
+  useDisableBouncingIcon: () => mockUseDisableBouncingIconImpl(),
+}));
+
+vi.mock("@/app/(dashboard)/hooks/healthReadiness/useHealthReadinessDetails", () => ({
+  useHealthReadinessDetails: () => ({ data: mockHealthDataImpl() }),
+}));
+
+vi.mock("@/utils/localStorageUtils", () => ({
+  LOCAL_STORAGE_EVENT: "local-storage-change",
+  getLocalStorageItem: (key: string) => mockGetLocalStorageItemImpl(key),
+  setLocalStorageItem: vi.fn(),
+  removeLocalStorageItem: vi.fn(),
+  emitLocalStorageChange: vi.fn(),
+}));
+
+describe("SidebarAccountMenu", () => {
+  const mockOnLogout = vi.fn();
+
+  const getAccountTrigger = () => screen.getByRole("button", { name: /account menu/i });
+
+  const openMenu = async (user: ReturnType<typeof userEvent.setup>) => {
+    await user.click(getAccountTrigger());
+    await waitFor(() => {
+      expect(screen.getByTestId("sidebar-account-menu-panel")).toBeInTheDocument();
+    });
+  };
+
+  beforeEach(() => {
+    vi.clearAllMocks();
+    mockUseAuthorizedImpl = () => ({
+      userId: "test-user-id",
+      userEmail: "test@example.com",
+      userRole: "Admin",
+      premiumUser: false,
+      accessToken: "test-token",
+    });
+    mockUseDisableShowPromptsImpl = () => false;
+    mockUseDisableBouncingIconImpl = () => false;
+    mockHealthDataImpl = () => ({ litellm_version: "1.99.0" });
+    mockGetLocalStorageItemImpl = (key: string): string | null => {
+      if (key === "disableShowNewBadge") return null;
+      if (key === "disableShowPrompts") return null;
+      return null;
+    };
+  });
+
+  it("should render the account trigger with initials", () => {
+    renderWithProviders(<SidebarAccountMenu onLogout={mockOnLogout} />);
+    expect(getAccountTrigger()).toBeInTheDocument();
+    expect(screen.getByText("TE")).toBeInTheDocument();
+  });
+
+  it("should render only the avatar (no name/role) when collapsed", () => {
+    renderWithProviders(<SidebarAccountMenu onLogout={mockOnLogout} collapsed />);
+    expect(getAccountTrigger()).toBeInTheDocument();
+    expect(screen.getByText("TE")).toBeInTheDocument();
+    expect(screen.queryByText("Admin")).not.toBeInTheDocument();
+    expect(screen.queryByText("test@example.com")).not.toBeInTheDocument();
+  });
+
+  it("should show email, user ID, and role when the menu is opened", async () => {
+    const user = userEvent.setup();
+    renderWithProviders(<SidebarAccountMenu onLogout={mockOnLogout} />);
+
+    await openMenu(user);
+
+    expect(screen.getAllByText("test@example.com").length).toBeGreaterThan(0);
+    expect(screen.getByText("test-user-id")).toBeInTheDocument();
+    expect(screen.getAllByText("Admin").length).toBeGreaterThan(0);
+  });
+
+  it("should display Standard tier for non-premium users", async () => {
+    const user = userEvent.setup();
+    renderWithProviders(<SidebarAccountMenu onLogout={mockOnLogout} />);
+
+    await openMenu(user);
+
+    expect(screen.getByText("Standard")).toBeInTheDocument();
+  });
+
+  it("should display Premium tier for premium users", async () => {
+    const user = userEvent.setup();
+    mockUseAuthorizedImpl = () => ({
+      userId: "test-user-id",
+      userEmail: "test@example.com",
+      userRole: "Admin",
+      premiumUser: true,
+      accessToken: "test-token",
+    });
+
+    renderWithProviders(<SidebarAccountMenu onLogout={mockOnLogout} />);
+
+    await openMenu(user);
+
+    expect(screen.getByText("Premium")).toBeInTheDocument();
+  });
+
+  it("should render a clickable version badge linking to the release notes", async () => {
+    const user = userEvent.setup();
+    renderWithProviders(<SidebarAccountMenu onLogout={mockOnLogout} />);
+
+    await openMenu(user);
+
+    const versionLink = screen.getByRole("link", { name: /v1\.99\.0/ });
+    expect(versionLink).toHaveAttribute("href", "https://docs.litellm.ai/release_notes");
+    expect(versionLink).toHaveAttribute("target", "_blank");
+  });
+
+  it("should not render the version badge when the version is unavailable", async () => {
+    const user = userEvent.setup();
+    mockHealthDataImpl = () => undefined;
+    renderWithProviders(<SidebarAccountMenu onLogout={mockOnLogout} />);
+
+    await openMenu(user);
+
+    expect(screen.queryByRole("link", { name: /^v/ })).not.toBeInTheDocument();
+  });
+
+  it("should show the bouncing icon by default", async () => {
+    const user = userEvent.setup();
+    renderWithProviders(<SidebarAccountMenu onLogout={mockOnLogout} />);
+    await openMenu(user);
+    expect(screen.getByTitle("Thanks for using LiteLLM!")).toBeInTheDocument();
+  });
+
+  it("should hide the bouncing icon when Hide Bouncing Icon is enabled", async () => {
+    const user = userEvent.setup();
+    mockUseDisableBouncingIconImpl = () => true;
+    renderWithProviders(<SidebarAccountMenu onLogout={mockOnLogout} />);
+    await openMenu(user);
+    expect(screen.queryByTitle("Thanks for using LiteLLM!")).not.toBeInTheDocument();
+  });
+
+  it("should copy the email to the clipboard", async () => {
+    const user = userEvent.setup();
+    const writeText = vi.fn().mockResolvedValue(undefined);
+    Object.defineProperty(navigator, "clipboard", { value: { writeText }, configurable: true });
+
+    renderWithProviders(<SidebarAccountMenu onLogout={mockOnLogout} />);
+    await openMenu(user);
+
+    await user.click(screen.getByRole("button", { name: "Copy email" }));
+
+    expect(writeText).toHaveBeenCalledWith("test@example.com");
+  });
+
+  it("should call onLogout when logout is clicked", async () => {
+    const user = userEvent.setup();
+    renderWithProviders(<SidebarAccountMenu onLogout={mockOnLogout} />);
+
+    await openMenu(user);
+
+    await user.click(screen.getByRole("button", { name: /logout/i }));
+
+    expect(mockOnLogout).toHaveBeenCalledTimes(1);
+  });
+
+  it("should toggle hide new feature indicators on", async () => {
+    const user = userEvent.setup();
+    renderWithProviders(<SidebarAccountMenu onLogout={mockOnLogout} />);
+
+    await openMenu(user);
+
+    const toggle = screen.getByLabelText("Toggle hide new feature indicators");
+    expect(toggle).not.toBeChecked();
+
+    await user.click(toggle);
+
+    const localStorageUtils = vi.mocked(await import("@/utils/localStorageUtils"));
+    expect(localStorageUtils.setLocalStorageItem).toHaveBeenCalledWith("disableShowNewBadge", "true");
+    expect(localStorageUtils.emitLocalStorageChange).toHaveBeenCalledWith("disableShowNewBadge");
+  });
+
+  it("should toggle hide new feature indicators off", async () => {
+    const user = userEvent.setup();
+    mockGetLocalStorageItemImpl = (key: string): string | null => {
+      if (key === "disableShowNewBadge") return "true";
+      return null;
+    };
+
+    renderWithProviders(<SidebarAccountMenu onLogout={mockOnLogout} />);
+
+    await openMenu(user);
+
+    const toggle = screen.getByLabelText("Toggle hide new feature indicators");
+    expect(toggle).toBeChecked();
+
+    await user.click(toggle);
+
+    const localStorageUtils = vi.mocked(await import("@/utils/localStorageUtils"));
+    expect(localStorageUtils.removeLocalStorageItem).toHaveBeenCalledWith("disableShowNewBadge");
+    expect(localStorageUtils.emitLocalStorageChange).toHaveBeenCalledWith("disableShowNewBadge");
+  });
+
+  it("should toggle hide all prompts on", async () => {
+    const user = userEvent.setup();
+    renderWithProviders(<SidebarAccountMenu onLogout={mockOnLogout} />);
+
+    await openMenu(user);
+
+    const toggle = screen.getByLabelText("Toggle hide all prompts");
+    expect(toggle).not.toBeChecked();
+
+    await user.click(toggle);
+
+    const localStorageUtils = vi.mocked(await import("@/utils/localStorageUtils"));
+    expect(localStorageUtils.setLocalStorageItem).toHaveBeenCalledWith("disableShowPrompts", "true");
+    expect(localStorageUtils.emitLocalStorageChange).toHaveBeenCalledWith("disableShowPrompts");
+  });
+
+  it("should initialize hide new feature indicators from localStorage", async () => {
+    const user = userEvent.setup();
+    mockGetLocalStorageItemImpl = (key: string): string | null => {
+      if (key === "disableShowNewBadge") return "true";
+      return null;
+    };
+
+    renderWithProviders(<SidebarAccountMenu onLogout={mockOnLogout} />);
+
+    await openMenu(user);
+
+    const toggle = screen.getByLabelText("Toggle hide new feature indicators");
+    expect(toggle).toBeChecked();
+  });
+
+  it("should show Account in the trigger for the default placeholder user id", () => {
+    mockUseAuthorizedImpl = () => ({
+      userId: "default_user_id",
+      userEmail: null,
+      userRole: "Admin",
+      premiumUser: false,
+      accessToken: "test-token",
+    });
+    renderWithProviders(<SidebarAccountMenu onLogout={mockOnLogout} />);
+    expect(screen.getByText("Account")).toBeInTheDocument();
+  });
+
+  it("should display a dash when email is unavailable", async () => {
+    const user = userEvent.setup();
+    mockUseAuthorizedImpl = () => ({
+      userId: "test-user-id",
+      userEmail: null,
+      userRole: "Admin",
+      premiumUser: false,
+      accessToken: "test-token",
+    });
+
+    renderWithProviders(<SidebarAccountMenu onLogout={mockOnLogout} />);
+
+    await openMenu(user);
+
+    expect(screen.getByText("-")).toBeInTheDocument();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/SidebarAccountMenu/SidebarAccountMenu.tsx b/ui/litellm-dashboard/src/components/SidebarAccountMenu/SidebarAccountMenu.tsx
new file mode 100644
index 00000000000..46d7271c9df
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/SidebarAccountMenu/SidebarAccountMenu.tsx
@@ -0,0 +1,295 @@
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import { useHealthReadinessDetails } from "@/app/(dashboard)/hooks/healthReadiness/useHealthReadinessDetails";
+import { useDisableBlogPosts } from "@/app/(dashboard)/hooks/useDisableBlogPosts";
+import { useDisableBouncingIcon } from "@/app/(dashboard)/hooks/useDisableBouncingIcon";
+import { useDisableShowNewBadge } from "@/app/(dashboard)/hooks/useDisableShowNewBadge";
+import { useDisableShowPrompts } from "@/app/(dashboard)/hooks/useDisableShowPrompts";
+import { useDisableUsageIndicator } from "@/app/(dashboard)/hooks/useDisableUsageIndicator";
+import { emitLocalStorageChange, removeLocalStorageItem, setLocalStorageItem } from "@/utils/localStorageUtils";
+import { navAccountDisplayName } from "@/components/Navbar/navDisplayName";
+import { Avatar, AvatarFallback } from "@/components/ui/avatar";
+import { Badge } from "@/components/ui/badge";
+import { Button } from "@/components/ui/button";
+import { Popover, PopoverContent, PopoverTrigger } from "@/components/ui/popover";
+import { Separator } from "@/components/ui/separator";
+import { Switch } from "@/components/ui/switch";
+import { cn } from "@/lib/cva.config";
+import { Check, ChevronsUpDown, Copy, Crown, IdCard, LogOut, Mail, ShieldCheck } from "lucide-react";
+import React, { useEffect, useState } from "react";
+
+const RELEASE_NOTES_URL = "https://docs.litellm.ai/release_notes";
+
+function hueFromString(seed: string): number {
+  let h = 0;
+  for (let i = 0; i < seed.length; i += 1) {
+    h = seed.charCodeAt(i) + ((h << 5) - h);
+  }
+  return Math.abs(h) % 360;
+}
+
+function initialsFromIdentity(email: string | null, userId: string | null): string {
+  const local = email?.split("@")[0]?.trim();
+  if (local) {
+    const parts = local
+      .replace(/[^a-zA-Z0-9]+/g, " ")
+      .trim()
+      .split(/\s+/)
+      .filter(Boolean);
+    if (parts.length >= 2) {
+      return `${parts[0]!.charAt(0)}${parts[1]!.charAt(0)}`.toUpperCase();
+    }
+    if (parts.length === 1) {
+      const p = parts[0]!;
+      return p.length >= 2 ? p.slice(0, 2).toUpperCase() : `${p.charAt(0)}`.toUpperCase();
+    }
+  }
+  if (userId && userId.length >= 2) {
+    return userId.slice(0, 2).toUpperCase();
+  }
+  if (userId && userId.length === 1) {
+    return `${userId.toUpperCase()}•`;
+  }
+  return "?";
+}
+
+const CopyButton: React.FC<{ value: string | null; label: string }> = ({ value, label }) => {
+  const [copied, setCopied] = useState(false);
+
+  useEffect(() => {
+    if (!copied) return;
+    const timer = setTimeout(() => setCopied(false), 1200);
+    return () => clearTimeout(timer);
+  }, [copied]);
+
+  if (!value) return null;
+
+  return (
+    <Button
+      type="button"
+      variant="ghost"
+      size="icon-xs"
+      onClick={() => {
+        try {
+          navigator.clipboard?.writeText(value);
+          setCopied(true);
+        } catch {
+          setCopied(false);
+        }
+      }}
+      aria-label={label}
+      title={label}
+      className="text-muted-foreground hover:text-primary"
+    >
+      {copied ? <Check className="size-[15px]" /> : <Copy className="size-[15px]" />}
+    </Button>
+  );
+};
+
+const InfoRow: React.FC<{ icon: React.ReactNode; label: string; children: React.ReactNode }> = ({
+  icon,
+  label,
+  children,
+}) => (
+  <div className="flex min-h-[34px] items-center justify-between gap-3">
+    <span className="flex items-center gap-2 text-[13px] text-muted-foreground">
+      {icon}
+      {label}
+    </span>
+    {children}
+  </div>
+);
+
+const MonoValue: React.FC<{ value: string | null; copyLabel: string }> = ({ value, copyLabel }) => (
+  <span className="flex min-w-0 items-center gap-1">
+    <span className="max-w-[150px] truncate font-mono text-[13px] font-medium text-foreground" title={value || "-"}>
+      {value || "-"}
+    </span>
+    <CopyButton value={value} label={copyLabel} />
+  </span>
+);
+
+interface SidebarAccountMenuProps {
+  onLogout: () => void;
+  collapsed?: boolean;
+}
+
+const SidebarAccountMenu: React.FC<SidebarAccountMenuProps> = ({ onLogout, collapsed = false }) => {
+  const { userId, userEmail, userRole, premiumUser, accessToken } = useAuthorized();
+  const { data: healthData } = useHealthReadinessDetails(accessToken);
+  const version = healthData?.litellm_version;
+  const disableShowPrompts = useDisableShowPrompts();
+  const disableUsageIndicator = useDisableUsageIndicator();
+  const disableBlogPosts = useDisableBlogPosts();
+  const disableBouncingIcon = useDisableBouncingIcon();
+  const disableShowNewBadge = useDisableShowNewBadge();
+
+  const setFlag = (key: string, checked: boolean) => {
+    if (checked) {
+      setLocalStorageItem(key, "true");
+    } else {
+      removeLocalStorageItem(key);
+    }
+    emitLocalStorageChange(key);
+  };
+
+  const toggles = [
+    {
+      key: "disableShowNewBadge",
+      label: "Hide New Feature Indicators",
+      ariaLabel: "Toggle hide new feature indicators",
+      checked: disableShowNewBadge,
+      onCheckedChange: (checked: boolean) => setFlag("disableShowNewBadge", checked),
+    },
+    {
+      key: "disableShowPrompts",
+      label: "Hide All Prompts",
+      ariaLabel: "Toggle hide all prompts",
+      checked: disableShowPrompts,
+      onCheckedChange: (checked: boolean) => setFlag("disableShowPrompts", checked),
+    },
+    {
+      key: "disableUsageIndicator",
+      label: "Hide Usage Indicator",
+      ariaLabel: "Toggle hide usage indicator",
+      checked: disableUsageIndicator,
+      onCheckedChange: (checked: boolean) => setFlag("disableUsageIndicator", checked),
+    },
+    {
+      key: "disableBlogPosts",
+      label: "Hide Blog Posts",
+      ariaLabel: "Toggle hide blog posts",
+      checked: disableBlogPosts,
+      onCheckedChange: (checked: boolean) => setFlag("disableBlogPosts", checked),
+    },
+    {
+      key: "disableBouncingIcon",
+      label: "Hide Bouncing Icon",
+      ariaLabel: "Toggle hide bouncing icon",
+      checked: disableBouncingIcon,
+      onCheckedChange: (checked: boolean) => setFlag("disableBouncingIcon", checked),
+    },
+  ];
+
+  const seed = userEmail || userId || "user";
+  const initials = initialsFromIdentity(userEmail, userId);
+  const hue = hueFromString(seed);
+  const displayName = navAccountDisplayName(userEmail, userId);
+  const triggerLabel = `Account menu — ${userRole ?? "Unknown role"} — signed in as ${userEmail || userId || "unknown"}`;
+
+  return (
+    <Popover>
+      <PopoverTrigger
+        className={cn(
+          "flex w-full items-center rounded-lg border border-transparent transition-colors hover:bg-sidebar-accent",
+          collapsed ? "justify-center px-0 py-1" : "gap-2.5 px-2 py-1.5 text-left",
+        )}
+        aria-label={triggerLabel}
+        title={collapsed ? displayName : undefined}
+      >
+        <Avatar className="size-[30px] shadow-inner ring-1 ring-black/5" aria-hidden>
+          <AvatarFallback className="font-semibold text-white" style={{ backgroundColor: `hsl(${hue} 46% 38%)` }}>
+            {initials}
+          </AvatarFallback>
+        </Avatar>
+        {!collapsed && (
+          <>
+            <span className="min-w-0 flex-1 leading-tight">
+              <span className="block truncate text-[13px] font-medium text-sidebar-foreground">{displayName}</span>
+              {userRole && <span className="block truncate text-[11px] text-muted-foreground">{userRole}</span>}
+            </span>
+            <ChevronsUpDown size={16} strokeWidth={1.75} className="shrink-0 text-muted-foreground" aria-hidden />
+          </>
+        )}
+      </PopoverTrigger>
+
+      <PopoverContent
+        side="top"
+        align="start"
+        sideOffset={8}
+        className="w-[268px] gap-0 overflow-hidden p-0"
+        data-testid="sidebar-account-menu-panel"
+      >
+        <div className="flex items-center gap-2 border-b border-border px-3 py-3">
+          <span className="text-[15px] font-bold tracking-tight text-foreground">LiteLLM</span>
+          {!disableBouncingIcon && (
+            <span
+              className="animate-bounce text-lg leading-none"
+              style={{ animationDuration: "2s" }}
+              title="Thanks for using LiteLLM!"
+              aria-hidden
+            >
+              🌑
+            </span>
+          )}
+          <span className="flex-1" />
+          {version && (
+            <Badge
+              variant="outline"
+              render={<a href={RELEASE_NOTES_URL} target="_blank" rel="noopener noreferrer" />}
+              className="px-1.5 py-0 font-mono text-[10px] font-medium text-muted-foreground"
+            >
+              v{version}
+            </Badge>
+          )}
+        </div>
+
+        <div className="flex flex-col px-3 py-2">
+          <InfoRow icon={<Crown className="size-[17px]" />} label="Tier">
+            {premiumUser ? (
+              <Badge
+                variant="outline"
+                className="gap-1 border-amber-500/30 bg-amber-500/10 text-amber-700 dark:text-amber-500"
+              >
+                <Crown />
+                Premium
+              </Badge>
+            ) : (
+              <Badge variant="secondary" className="gap-1" title="Upgrade to Premium for advanced features">
+                <Crown />
+                Standard
+              </Badge>
+            )}
+          </InfoRow>
+          <InfoRow icon={<ShieldCheck className="size-[17px]" />} label="Role">
+            <Badge variant="secondary">{userRole}</Badge>
+          </InfoRow>
+          <InfoRow icon={<Mail className="size-[17px]" />} label="Email">
+            <MonoValue value={userEmail} copyLabel="Copy email" />
+          </InfoRow>
+          <InfoRow icon={<IdCard className="size-[17px]" />} label="User ID">
+            <MonoValue value={userId} copyLabel="Copy user ID" />
+          </InfoRow>
+        </div>
+
+        <Separator />
+
+        <div className="py-1">
+          {toggles.map((toggle) => (
+            <div key={toggle.key} className="flex h-[38px] items-center justify-between gap-3 px-3">
+              <span className="text-[13px] text-foreground">{toggle.label}</span>
+              <Switch
+                size="sm"
+                checked={toggle.checked}
+                onCheckedChange={toggle.onCheckedChange}
+                aria-label={toggle.ariaLabel}
+              />
+            </div>
+          ))}
+        </div>
+
+        <Separator />
+
+        <Button
+          variant="ghost"
+          onClick={onLogout}
+          className="h-[42px] w-full justify-start gap-2.5 rounded-none px-3 text-sm font-medium text-foreground"
+        >
+          <LogOut className="size-[19px] text-muted-foreground" />
+          Logout
+        </Button>
+      </PopoverContent>
+    </Popover>
+  );
+};
+
+export default SidebarAccountMenu;
diff --git a/ui/litellm-dashboard/src/components/leftnav.tsx b/ui/litellm-dashboard/src/components/leftnav.tsx
index 0fb9fc84a31..c24cebe7e7d 100644
--- a/ui/litellm-dashboard/src/components/leftnav.tsx
+++ b/ui/litellm-dashboard/src/components/leftnav.tsx
@@ -74,8 +74,8 @@ import {
 } from "../utils/roles";
 import NewBadge from "./common_components/NewBadge";
 import type { Organization } from "./networking";
+import SidebarAccountMenu from "./SidebarAccountMenu/SidebarAccountMenu";
 import SidebarUsageCard from "./SidebarUsageCard";
-import UserDropdown from "./Navbar/UserDropdown/UserDropdown";
 import { MIGRATED_PAGES, migratedHref, legacyPageHref } from "@/utils/migratedPages";
 
 const ICON = { strokeWidth: 1.75 } as const;
@@ -626,7 +626,7 @@ const Sidebar_: React.FC<SidebarProps> = ({
             onExpandRail={() => onToggleCollapsed?.()}
           />
         )}
-        <UserDropdown onLogout={logout} variant="sidebar" collapsed={collapsed} />
+        <SidebarAccountMenu onLogout={logout} collapsed={collapsed} />
       </SidebarFooter>
     </Sidebar>
   );

From 1c3c1af529b6edfc63161c58a7172f72d25ff55b Mon Sep 17 00:00:00 2001
From: Tin Chi Lo <tin@berri.ai>
Date: Sat, 11 Jul 2026 14:39:57 -0700
Subject: [PATCH 350/370] fix(mcp): run proxy-wide pre-DB gates on bridge
 envelope admission

The envelope arm bypasses user_api_key_auth, so it never ran
pre_db_read_auth_checks (request-size and body-safety limits, the IP allowlist,
and the general_settings route allowlist) that the normal MCP admission path
runs before any key lookup. A caller blocked by IP or a disallowed proxy route
could be admitted through an envelope where the same principal on the normal
path is rejected. Run those gates before the envelope crypto, mirroring the
pipeline's pre-DB ordering; a blocked IP or route surfaces its own 403.
---
 .../mcp_server/auth/user_api_key_auth_mcp.py  | 21 ++++++++++++++
 .../auth/test_user_api_key_auth_mcp.py        | 28 +++++++++++++++++--
 2 files changed, 46 insertions(+), 3 deletions(-)

diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
index f63819b1822..e300a22e5db 100644
--- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
+++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
@@ -534,6 +534,8 @@ async def _admit_dcr_bridge_delegate(
         if not master_key:
             raise HTTPException(status_code=500, detail="Server misconfigured: master_key is not set")
 
+        await MCPRequestHandler._run_pre_db_read_auth_checks(request=request, route=route)
+
         keys = envelope_keys_from_master_key(master_key)
         result = resolve_bridge_envelope(authorization_value, keys, datetime.now(timezone.utc), server.server_id)
         match result:
@@ -551,6 +553,25 @@ async def _admit_dcr_bridge_delegate(
             case _:
                 assert_never(result)
 
+    @staticmethod
+    async def _run_pre_db_read_auth_checks(request: Request, route: str) -> None:
+        """Run the proxy-wide gates ``user_api_key_auth`` applies before any key lookup: the
+        request-size and body-safety limits, the IP allowlist, and the ``general_settings``
+        route allowlist. The envelope arm bypasses ``user_api_key_auth`` (it opens the envelope
+        and reloads the identity itself), so without this a caller blocked by IP or hitting a
+        proxy route the allowlist forbids would be admitted through an envelope where the same
+        principal presented on the normal MCP admission path would be rejected. Runs before the
+        envelope crypto so a disallowed caller is turned away before any work, mirroring the
+        standard pipeline's pre-DB ordering. Violations raise the gate's own status (an IP or
+        route block is a 403, an oversized body its own limit error)."""
+        from litellm.proxy.auth.auth_utils import pre_db_read_auth_checks
+
+        await pre_db_read_auth_checks(
+            request=request,
+            request_data=await _read_request_body(request=request),
+            route=route,
+        )
+
     @staticmethod
     async def _reload_admitted_key(key_hash: str) -> UserAPIKeyAuth:
         """Reload the live key record an admitted envelope references and re-check live policy.
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
index eefaaf1dc99..c785ac577f7 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
@@ -5243,9 +5243,7 @@ async def test_blocked_project_envelope_fails_closed_401(self):
 
         assert exc_info.value.status_code == 401
 
-    _POLICY_GATE = (
-        "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp._run_centralized_common_checks"
-    )
+    _POLICY_GATE = "litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp._run_centralized_common_checks"
 
     async def _enforce_with_gate_error(self, error):
         """Drive _enforce_admitted_live_policy with the centralized gate raising ``error`` and return
@@ -5322,6 +5320,30 @@ async def test_envelope_for_key_barred_from_mcp_routes_is_rejected_403(self):
 
         assert exc_info.value.status_code == 403
 
+    async def test_envelope_rejected_by_proxy_wide_pre_db_gates_403(self):
+        """The envelope arm runs the same proxy-wide pre-DB gates user_api_key_auth applies before any
+        key lookup (request size, body safety, IP allowlist, general_settings route allowlist). Here
+        the proxy route allowlist forbids MCP, so the envelope is turned away with a 403 before the
+        identity is even reloaded, closing the gap where an envelope bypassed the IP/route allowlists
+        the normal MCP admission path enforces."""
+        envelope = self._mint_bridge_envelope(key_hash=self._KEY_HASH)
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/bridge_delegate_server",
+            "headers": [(b"authorization", f"Bearer {envelope}".encode("latin-1"))],
+        }
+        with (
+            patch("litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager") as mock_mgr,
+            patch("litellm.proxy.proxy_server.master_key", self._MASTER_KEY),
+            patch("litellm.proxy.proxy_server.general_settings", {"allowed_routes": ["/chat/completions"]}),
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = self._bridge_delegate_server()
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+
+        assert exc_info.value.status_code == 403
+
     async def test_blocked_state_bare_exception_stays_401(self):
         """A blocked team/project raises a bare Exception (no status) in common_checks, which the
         standard pipeline renders as 401; the arm keeps failing those closed as 401, never a 500."""

From 69c5839cc088e9316f9488411ecfe188c41fae15 Mon Sep 17 00:00:00 2001
From: yucheng-berri <yucheng@berri.ai>
Date: Sat, 11 Jul 2026 14:51:27 -0700
Subject: [PATCH 351/370] fix(guardrails): filter Add-Guardrail mode dropdown
 per provider (#32712)

* fix(guardrails): filter Add-Guardrail mode dropdown per provider

The GET /guardrails/ui/add_guardrail_settings endpoint returned every
GuardrailEventHooks value in one flat supported_modes list, so the Admin
UI rendered pre_mcp_call as a selectable Mode for every guardrail. Saving
Content Filter or Tool Permission with pre_mcp_call then failed with a
400 because those guardrails' server-side supported_event_hooks list
excludes it.

Expose each guardrail's supported hooks as a get_supported_event_hooks
classmethod on CustomGuardrail (mirrors the existing get_config_model
pattern) and have the endpoint iterate guardrail_class_registry to build
a supported_modes_by_provider map. The UI Mode dropdown filters by that
map when the selected provider is known and falls back to the global
list otherwise. __init__ now sources its own supported_event_hooks list
from the classmethod so the two sides can't drift.

Also register BedrockGuardrail, ToolPermissionGuardrail, lakera,
lakera_v2, and presidio in guardrail_class_registry so they participate
in the map (they were previously only in guardrail_initializer_registry
and had no class-registry entry).

Behavior change: guardrails that previously had no supported_event_hooks
declared (aim, javelin, azure/text_moderation, cato_networks,
crowdstrike_aidr, headroom, hiddenlayer, lasso, noma, onyx,
prompt_security, qualifire, repelloai, zscaler_ai_guard, aporia_ai,
lakera_ai, lakera_ai_v2, mcp_jwt_signer, model_armor, presidio) now
validate the configured mode at instantiation. Existing configs where
the mode was silently a no-op will fail at proxy startup with a clear
validation error rather than running as a broken guardrail.

Resolves LIT-4226

* fix(guardrails): add LITELLM_STRICT_GUARDRAIL_MODES escape hatch, preserve current mode in edit form

Address Greptile P1 (startup break) and P2 (edit form UX):

LITELLM_STRICT_GUARDRAIL_MODES defaults to true (raise on unsupported
event_hook, unchanged behavior for the guardrails validated pre-PR).
Setting it to false logs a warning and continues, giving deployments an
opt-out while they fix configs that now surface as errors instead of
silently no-op'ing. Regression test covers both modes.

Edit form now surfaces the currently-saved mode even when it is not in
the filtered per-provider list, so a legacy row (e.g. content_filter
saved with pre_mcp_call before this fix) no longer disappears from the
dropdown; the option renders with a 'not supported by <provider>' note
so the user knows to pick another.

* fix(guardrails): correct audited hook lists, prune stale modes on provider switch, clean form lint

Audited every get_supported_event_hooks classmethod against the hooks
each guardrail's own tests exercise and its handler methods. Five were
too narrow and their tests caught it in CI: rubrik gains pre_call,
presidio gains during_call and pre_mcp_call, prompt_security, onyx and
qualifire gain during_call. The remaining classes match either their
original __init__ declarations or their exercised modes exactly.

Cursor review fixes: the Add form now drops selected modes the new
provider does not support when the user switches providers, so a
pre_mcp_call selection cannot ride along into a provider that rejects
it at save; the edit form handles list-shaped stored modes instead of
treating mode as always a string.

Extracted shared toModeArray and getSupportedModesForProvider helpers
into guardrail_info_helpers so both forms use one implementation, typed
the remaining any usages in both forms, removed nested ternaries, and
committed the ratcheted-down eslint metrics and pruned suppressions
---
 litellm/integrations/custom_guardrail.py      |  40 +-
 litellm/integrations/rubrik.py                |   7 +-
 .../proxy/guardrails/guardrail_endpoints.py   |  24 +-
 .../guardrails/guardrail_hooks/aim/aim.py     |  12 +-
 .../guardrails/guardrail_hooks/akto/akto.py   |  14 +-
 .../guardrail_hooks/aporia_ai/aporia_ai.py    |   8 +
 .../guardrail_hooks/azure/prompt_shield.py    |  16 +-
 .../guardrail_hooks/azure/text_moderation.py  |   9 +
 .../guardrail_hooks/bedrock_guardrails.py     |  19 +-
 .../block_code_execution.py                   |  14 +-
 .../cato_networks/cato_networks.py            |  12 +-
 .../cisco_ai_defense/cisco_ai_defense.py      |  22 +-
 .../crowdstrike_aidr/crowdstrike_aidr.py      |  10 +
 .../custom_code/custom_code_guardrail.py      |  24 +-
 .../guardrail_hooks/dynamoai/dynamoai.py      |  15 +-
 .../guardrail_hooks/enkryptai/enkryptai.py    |  15 +-
 .../generic_guardrail_api.py                  |  17 +-
 .../guardrail_hooks/grayswan/grayswan.py      |  16 +-
 .../guardrails_ai/guardrails_ai.py            |  15 +-
 .../guardrail_hooks/headroom/headroom.py      |  10 +-
 .../hiddenlayer/hiddenlayer.py                |  11 +-
 .../ibm_guardrails/ibm_detector.py            |  15 +-
 .../guardrail_hooks/javelin/javelin.py        |   7 +
 .../guardrails/guardrail_hooks/lakera_ai.py   |   9 +
 .../guardrail_hooks/lakera_ai_v2.py           |   9 +
 .../guardrails/guardrail_hooks/lasso/lasso.py |   9 +
 .../litellm_content_filter/content_filter.py  |  16 +-
 .../llm_as_a_judge/__init__.py                |  14 +-
 .../mcp_end_user_permission.py                |  11 +-
 .../mcp_jwt_signer/mcp_jwt_signer.py          |   6 +
 .../mcp_security/mcp_security_guardrail.py    |   7 +-
 .../microsoft_purview/purview_dlp.py          |  16 +-
 .../model_armor/model_armor.py                |  11 +
 .../guardrails/guardrail_hooks/noma/noma.py   |  10 +
 .../guardrail_hooks/noma/noma_v2.py           |  21 +-
 .../guardrails/guardrail_hooks/onyx/onyx.py   |  12 +-
 .../guardrail_hooks/openai/moderations.py     |  19 +-
 .../guardrail_hooks/ovalix/ovalix.py          |   7 +
 .../guardrail_hooks/pangea/pangea.py          |  14 +-
 .../panw_prisma_airs/panw_prisma_airs.py      |  20 +-
 .../guardrail_hooks/pillar/pillar.py          |  21 +-
 .../guardrails/guardrail_hooks/presidio.py    |  11 +
 .../prompt_security/prompt_security.py        |  10 +
 .../promptguard/promptguard.py                |  13 +-
 .../guardrail_hooks/qualifire/qualifire.py    |  10 +
 .../guardrail_hooks/repelloai/repelloai.py    |  10 +-
 .../semantic_guard/semantic_guard.py          |  12 +-
 .../guardrail_hooks/tool_permission.py        |  13 +-
 .../vigil_guard/vigil_guard.py                |  13 +-
 .../guardrail_hooks/xecguard/xecguard.py      |  17 +-
 .../zscaler_ai_guard/zscaler_ai_guard.py      |  11 +-
 .../proxy/guardrails/guardrail_registry.py    |  18 +-
 litellm/types/guardrails.py                   |   1 +
 tests/e2e/logging/logging_client.py           |  15 +-
 .../guardrails/test_guardrail_endpoints.py    | 129 +++
 ui/litellm-dashboard/eslint-suppressions.json | 875 +++++++++---------
 .../_components/add_guardrail_form.tsx        | 170 ++--
 .../_components/edit_guardrail_form.tsx       |  40 +-
 .../_components/guardrail_info_helpers.tsx    |  20 +
 59 files changed, 1255 insertions(+), 717 deletions(-)

diff --git a/litellm/integrations/custom_guardrail.py b/litellm/integrations/custom_guardrail.py
index ae82e7992ed..c8bfcabc64e 100644
--- a/litellm/integrations/custom_guardrail.py
+++ b/litellm/integrations/custom_guardrail.py
@@ -1,3 +1,4 @@
+import os
 import secrets
 from datetime import datetime
 from typing import (
@@ -17,6 +18,7 @@
 from litellm.litellm_core_utils.core_helpers import redact_nested_match_and_regex_keys
 from litellm.caching import DualCache
 from litellm.integrations.custom_logger import CustomLogger
+from litellm.secret_managers.main import str_to_bool
 from litellm.types.guardrails import (
     DynamicGuardrailParams,
     GuardrailEventHooks,
@@ -59,6 +61,20 @@
 _PRE_CALL_EXECUTED_TOKEN = secrets.token_hex(16)
 
 
+def _strict_guardrail_modes_enabled() -> bool:
+    """Whether guardrail-mode validation raises (default) or logs a warning.
+
+    Set `LITELLM_STRICT_GUARDRAIL_MODES=false` to keep the pre-LIT-4226 behavior
+    for guardrails whose supported_event_hooks list newly includes their
+    configured mode: log the mismatch and continue instead of raising at boot.
+    """
+    raw = os.environ.get("LITELLM_STRICT_GUARDRAIL_MODES")
+    if raw is None:
+        return True
+    parsed = str_to_bool(raw)
+    return True if parsed is None else parsed
+
+
 def get_session_id_from_request_data(request_data: Dict[str, Any]) -> Optional[str]:
     """Extract session_id from request data (litellm_session_id or metadata)."""
     session_id = request_data.get("litellm_session_id")
@@ -132,7 +148,17 @@ def __init__(
 
         if supported_event_hooks:
             ## validate event_hook is in supported_event_hooks
-            self._validate_event_hook(event_hook, supported_event_hooks)
+            try:
+                self._validate_event_hook(event_hook, supported_event_hooks)
+            except ValueError as validation_error:
+                if _strict_guardrail_modes_enabled():
+                    raise
+                verbose_logger.warning(
+                    "%s. LITELLM_STRICT_GUARDRAIL_MODES=false; continuing "
+                    "with unsupported event_hook. Set the env var to true "
+                    "(default) to enforce validation and fail at startup.",
+                    validation_error,
+                )
         super().__init__(**kwargs)
 
     def render_violation_message(self, default: str, context: Optional[Dict[str, Any]] = None) -> str:
@@ -303,6 +329,18 @@ def get_config_model() -> Optional[Type["GuardrailConfigModel"]]:
         """
         return None
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> Optional[List[GuardrailEventHooks]]:
+        """
+        Returns the event hooks this guardrail supports, for the UI to render.
+
+        Subclasses should override to return their supported hooks list. When a
+        subclass returns None, the endpoint omits it from the per-provider map
+        and the UI is expected to fall back to the global `supported_modes`
+        list client-side.
+        """
+        return None
+
     def _validate_event_hook(
         self,
         event_hook: Optional[Union[GuardrailEventHooks, List[GuardrailEventHooks], Mode]],
diff --git a/litellm/integrations/rubrik.py b/litellm/integrations/rubrik.py
index 2b54a411ec7..11809ee6361 100644
--- a/litellm/integrations/rubrik.py
+++ b/litellm/integrations/rubrik.py
@@ -7,7 +7,7 @@
 import urllib.parse
 import uuid
 from collections import Counter
-from typing import TYPE_CHECKING, Any, Literal, Optional
+from typing import TYPE_CHECKING, Any, List, Literal, Optional
 
 import httpx
 from litellm._logging import verbose_logger
@@ -52,6 +52,10 @@ class _MalformedToolBlockingResponseError(Exception):
 
 
 class RubrikLogger(CustomGuardrail, CustomBatchLogger):
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [GuardrailEventHooks.pre_call, GuardrailEventHooks.post_call]
+
     def __init__(
         self,
         api_key: str | None = None,
@@ -69,6 +73,7 @@ def __init__(
         kwargs["event_hook"] = kwargs.get("event_hook") or GuardrailEventHooks.post_call
         if kwargs.get("default_on") is None:
             kwargs["default_on"] = True
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
         super().__init__(
             flush_lock=self.flush_lock,
             **kwargs,
diff --git a/litellm/proxy/guardrails/guardrail_endpoints.py b/litellm/proxy/guardrails/guardrail_endpoints.py
index d3a5d649f17..b6a2d8d9069 100644
--- a/litellm/proxy/guardrails/guardrail_endpoints.py
+++ b/litellm/proxy/guardrails/guardrail_endpoints.py
@@ -1296,21 +1296,27 @@ async def get_guardrail_ui_settings():
         get_available_content_categories,
         get_pattern_metadata,
     )
+    from litellm.proxy.guardrails.guardrail_registry import guardrail_class_registry
 
-    # Convert the PII_ENTITY_CATEGORIES_MAP to the format expected by the UI
-    category_maps = []
-    for category, entities in PII_ENTITY_CATEGORIES_MAP.items():
-        category_maps.append(
-            {
-                "category": category.value,
-                "entities": [entity.value for entity in entities],
-            }
-        )
+    category_maps = [
+        {
+            "category": category.value,
+            "entities": [entity.value for entity in entities],
+        }
+        for category, entities in PII_ENTITY_CATEGORIES_MAP.items()
+    ]
+
+    supported_modes_by_provider = {
+        provider: [hook.value for hook in hooks]
+        for provider, guardrail_class in guardrail_class_registry.items()
+        if (hooks := guardrail_class.get_supported_event_hooks()) is not None
+    }
 
     return GuardrailUIAddGuardrailSettings(
         supported_entities=[entity.value for entity in PiiEntityType],
         supported_actions=[action.value for action in PiiAction],
         supported_modes=[mode.value for mode in GuardrailEventHooks],
+        supported_modes_by_provider=supported_modes_by_provider,
         pii_entity_categories=category_maps,
         content_filter_settings={
             "prebuilt_patterns": get_pattern_metadata(),
diff --git a/litellm/proxy/guardrails/guardrail_hooks/aim/aim.py b/litellm/proxy/guardrails/guardrail_hooks/aim/aim.py
index d22243cbe88..01eb61dad08 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/aim/aim.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/aim/aim.py
@@ -7,7 +7,7 @@
 import asyncio
 import json
 import os
-from typing import TYPE_CHECKING, Any, AsyncGenerator, Optional, Type, Union
+from typing import TYPE_CHECKING, Any, AsyncGenerator, List, Optional, Type, Union
 
 from pydantic import BaseModel
 from websockets.asyncio.client import ClientConnection, connect
@@ -26,6 +26,7 @@
     build_inspection_messages,
     has_non_string_content,
 )
+from litellm.types.guardrails import GuardrailEventHooks
 from litellm.types.utils import (
     CallTypesLiteral,
     Choices,
@@ -44,7 +45,16 @@ class AimGuardrailMissingSecrets(Exception):
 
 
 class AimGuardrail(CustomGuardrail):
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.during_call,
+            GuardrailEventHooks.post_call,
+        ]
+
     def __init__(self, api_key: Optional[str] = None, api_base: Optional[str] = None, **kwargs):
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
         ssl_verify = kwargs.pop("ssl_verify", None)
         self.async_handler = get_async_httpx_client(
             llm_provider=httpxSpecialProvider.GuardrailCallback,
diff --git a/litellm/proxy/guardrails/guardrail_hooks/akto/akto.py b/litellm/proxy/guardrails/guardrail_hooks/akto/akto.py
index be9c9cb1be7..daae74ae8e0 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/akto/akto.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/akto/akto.py
@@ -11,7 +11,7 @@
 import json
 import os
 from datetime import datetime
-from typing import TYPE_CHECKING, Any, Dict, Literal, Optional, Tuple, Type
+from typing import TYPE_CHECKING, Any, Dict, List, Literal, Optional, Tuple, Type
 
 from fastapi import HTTPException
 
@@ -52,6 +52,13 @@ def get_config_model() -> Type["GuardrailConfigModel"]:
 
         return AktoConfigModel
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.post_call,
+        ]
+
     def __init__(
         self,
         akto_base_url: Optional[str] = None,
@@ -90,10 +97,7 @@ def __init__(
         self.akto_account_id = akto_account_id or os.environ.get("AKTO_ACCOUNT_ID", "1000000")
         self.akto_vxlan_id = akto_vxlan_id or os.environ.get("AKTO_VXLAN_ID", "0")
 
-        kwargs["supported_event_hooks"] = [
-            GuardrailEventHooks.pre_call,
-            GuardrailEventHooks.post_call,
-        ]
+        kwargs["supported_event_hooks"] = list(self.get_supported_event_hooks())
         super().__init__(**kwargs)
 
         verbose_proxy_logger.debug(
diff --git a/litellm/proxy/guardrails/guardrail_hooks/aporia_ai/aporia_ai.py b/litellm/proxy/guardrails/guardrail_hooks/aporia_ai/aporia_ai.py
index ba9c8398152..dc3fc40625c 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/aporia_ai/aporia_ai.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/aporia_ai/aporia_ai.py
@@ -37,7 +37,15 @@
 
 
 class AporiaGuardrail(CustomGuardrail):
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.during_call,
+            GuardrailEventHooks.post_call,
+        ]
+
     def __init__(self, api_key: Optional[str] = None, api_base: Optional[str] = None, **kwargs):
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
         self.async_handler = get_async_httpx_client(llm_provider=httpxSpecialProvider.GuardrailCallback)
         self.aporia_api_key = api_key or os.environ["APORIO_API_KEY"]
         self.aporia_api_base = api_base or os.environ["APORIO_API_BASE"]
diff --git a/litellm/proxy/guardrails/guardrail_hooks/azure/prompt_shield.py b/litellm/proxy/guardrails/guardrail_hooks/azure/prompt_shield.py
index 788fe5b05c7..befb1b7ae56 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/azure/prompt_shield.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/azure/prompt_shield.py
@@ -12,6 +12,7 @@
     CustomGuardrail,
     log_guardrail_information,
 )
+from litellm.types.guardrails import GuardrailEventHooks
 from litellm.types.utils import CallTypesLiteral
 
 from .base import AzureGuardrailBase
@@ -47,19 +48,13 @@ def __init__(
         **kwargs,
     ):
         """Initialize Azure Prompt Shield guardrail handler."""
-        from litellm.types.guardrails import GuardrailEventHooks
-
-        supported_event_hooks = [
-            GuardrailEventHooks.pre_call,
-            GuardrailEventHooks.during_call,
-        ]
         # AzureGuardrailBase.__init__ stores api_key, api_base, api_version,
         # async_handler and forwards the rest to CustomGuardrail.
         super().__init__(
             api_key=api_key,
             api_base=api_base,
             guardrail_name=guardrail_name,
-            supported_event_hooks=supported_event_hooks,
+            supported_event_hooks=list(self.get_supported_event_hooks()),
             **kwargs,
         )
 
@@ -149,3 +144,10 @@ def get_config_model() -> Optional[Type["GuardrailConfigModel"]]:
         )
 
         return AzurePromptShieldGuardrailConfigModel
+
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.during_call,
+        ]
diff --git a/litellm/proxy/guardrails/guardrail_hooks/azure/text_moderation.py b/litellm/proxy/guardrails/guardrail_hooks/azure/text_moderation.py
index c8553926559..91f5df0e9b8 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/azure/text_moderation.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/azure/text_moderation.py
@@ -13,6 +13,7 @@
     log_guardrail_information,
 )
 from litellm.proxy._types import UserAPIKeyAuth
+from litellm.types.guardrails import GuardrailEventHooks
 from litellm.types.utils import CallTypesLiteral
 
 from .base import AzureGuardrailBase
@@ -42,6 +43,13 @@ class AzureContentSafetyTextModerationGuardrail(AzureGuardrailBase, CustomGuardr
 
     default_severity_threshold: int = 2
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.post_call,
+        ]
+
     def __init__(
         self,
         guardrail_name: str,
@@ -56,6 +64,7 @@ def __init__(
             AzureTextModerationRequestBodyOptionalParams,
         )
 
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
         # AzureGuardrailBase.__init__ stores api_key, api_base, api_version,
         # async_handler and forwards the rest to CustomGuardrail.
         super().__init__(
diff --git a/litellm/proxy/guardrails/guardrail_hooks/bedrock_guardrails.py b/litellm/proxy/guardrails/guardrail_hooks/bedrock_guardrails.py
index a45719d2eb8..44ae57f81db 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/bedrock_guardrails.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/bedrock_guardrails.py
@@ -166,14 +166,7 @@ def __init__(
         """
 
         # Set supported event hooks to include MCP hooks
-        if "supported_event_hooks" not in kwargs:
-            kwargs["supported_event_hooks"] = [
-                GuardrailEventHooks.pre_call,
-                GuardrailEventHooks.post_call,
-                GuardrailEventHooks.during_call,
-                GuardrailEventHooks.pre_mcp_call,
-                GuardrailEventHooks.during_mcp_call,
-            ]
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
 
         super().__init__(**kwargs)
         BaseAWSLLM.__init__(self)
@@ -184,6 +177,16 @@ def __init__(
             self.guardrailVersion,
         )
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.post_call,
+            GuardrailEventHooks.during_call,
+            GuardrailEventHooks.pre_mcp_call,
+            GuardrailEventHooks.during_mcp_call,
+        ]
+
     def _create_bedrock_input_content_request(self, messages: Optional[List[AllMessageValues]]) -> BedrockRequest:
         """
         Create a bedrock request for the input content - the LLM request.
diff --git a/litellm/proxy/guardrails/guardrail_hooks/block_code_execution/block_code_execution.py b/litellm/proxy/guardrails/guardrail_hooks/block_code_execution/block_code_execution.py
index ea66f416e15..cfb4a78fa6e 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/block_code_execution/block_code_execution.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/block_code_execution/block_code_execution.py
@@ -351,11 +351,7 @@ def __init__(
                 _event_hook = GuardrailEventHooks(event_hook)
         super().__init__(
             guardrail_name=guardrail_name or "block_code_execution",
-            supported_event_hooks=[
-                GuardrailEventHooks.pre_call,
-                GuardrailEventHooks.post_call,
-                GuardrailEventHooks.during_call,
-            ],
+            supported_event_hooks=list(self.get_supported_event_hooks()),
             event_hook=_event_hook
             or [
                 GuardrailEventHooks.pre_call,
@@ -378,6 +374,14 @@ def get_config_model() -> Optional[type[GuardrailConfigModel]]:
 
         return BlockCodeExecutionGuardrailConfigModel
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.post_call,
+            GuardrailEventHooks.during_call,
+        ]
+
     def _find_blocks(self, text: str) -> List[Tuple[int, int, str, str, float, CodeBlockActionTaken]]:
         """
         Find all fenced code blocks in text. Returns list of
diff --git a/litellm/proxy/guardrails/guardrail_hooks/cato_networks/cato_networks.py b/litellm/proxy/guardrails/guardrail_hooks/cato_networks/cato_networks.py
index bf5a0a5f262..440618a2ffa 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/cato_networks/cato_networks.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/cato_networks/cato_networks.py
@@ -9,7 +9,7 @@
 import json
 import os
 import ssl
-from typing import TYPE_CHECKING, Any, AsyncGenerator, Optional, Type, Union
+from typing import TYPE_CHECKING, Any, AsyncGenerator, List, Optional, Type, Union
 
 from fastapi import HTTPException
 from pydantic import BaseModel
@@ -30,6 +30,7 @@
     apply_redacted_messages_back,
     build_inspection_messages,
 )
+from litellm.types.guardrails import GuardrailEventHooks
 from litellm.types.utils import (
     CallTypesLiteral,
     Choices,
@@ -49,7 +50,16 @@ class CatoNetworksGuardrailMissingSecrets(Exception):
 
 
 class CatoNetworksGuardrail(CustomGuardrail):
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.during_call,
+            GuardrailEventHooks.post_call,
+        ]
+
     def __init__(self, api_key: Optional[str] = None, api_base: Optional[str] = None, **kwargs):
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
         ssl_verify = kwargs.pop("ssl_verify", None)
         self.async_handler = get_async_httpx_client(
             llm_provider=httpxSpecialProvider.GuardrailCallback,
diff --git a/litellm/proxy/guardrails/guardrail_hooks/cisco_ai_defense/cisco_ai_defense.py b/litellm/proxy/guardrails/guardrail_hooks/cisco_ai_defense/cisco_ai_defense.py
index 561e6ce5f2b..4c31b038172 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/cisco_ai_defense/cisco_ai_defense.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/cisco_ai_defense/cisco_ai_defense.py
@@ -224,18 +224,9 @@ def __init__(
         self.async_handler = get_async_httpx_client(llm_provider=httpxSpecialProvider.GuardrailCallback)
 
         # Register broadly; runtime filtering happens in ``_surface_matches``.
-        supported_event_hooks = [
-            GuardrailEventHooks.pre_call,
-            GuardrailEventHooks.during_call,
-            GuardrailEventHooks.post_call,
-            GuardrailEventHooks.logging_only,
-            GuardrailEventHooks.pre_mcp_call,
-            GuardrailEventHooks.during_mcp_call,
-        ]
-
         super().__init__(
             guardrail_name=guardrail_name,
-            supported_event_hooks=supported_event_hooks,
+            supported_event_hooks=list(self.get_supported_event_hooks()),
             **kwargs,
         )
 
@@ -2133,3 +2124,14 @@ def get_config_model() -> Optional[Type["GuardrailConfigModel"]]:
         )
 
         return CiscoAIDefenseGuardrailConfigModel
+
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.during_call,
+            GuardrailEventHooks.post_call,
+            GuardrailEventHooks.logging_only,
+            GuardrailEventHooks.pre_mcp_call,
+            GuardrailEventHooks.during_mcp_call,
+        ]
diff --git a/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py b/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py
index eeb3623977e..fa71e7fc301 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py
@@ -4,6 +4,7 @@
 from typing import (
     TYPE_CHECKING,
     Annotated,
+    List,
     Literal,
     NamedTuple,
     Optional,
@@ -31,6 +32,7 @@
 from litellm.proxy.common_utils.callback_utils import (
     add_guardrail_to_applied_guardrails_header,
 )
+from litellm.types.guardrails import GuardrailEventHooks
 from litellm.types.llms.openai import AllMessageValues, OpenAIChatCompletionToolParam
 from litellm.types.utils import GenericGuardrailAPIInputs
 
@@ -236,6 +238,13 @@ class CrowdStrikeAIDRHandler(CustomGuardrail):
     AI Guard service.
     """
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.post_call,
+        ]
+
     def __init__(
         self,
         guardrail_name: str,
@@ -266,6 +275,7 @@ def __init__(
                 "CrowdStrike AIDR API base URL is required. Set CS_AIDR_BASE_URL environment variable or pass it in litellm_params."
             )
 
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
         # Pass relevant kwargs to the parent class
         super().__init__(guardrail_name=guardrail_name, **kwargs)
         verbose_proxy_logger.debug(
diff --git a/litellm/proxy/guardrails/guardrail_hooks/custom_code/custom_code_guardrail.py b/litellm/proxy/guardrails/guardrail_hooks/custom_code/custom_code_guardrail.py
index 9021f023156..245b9806e71 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/custom_code/custom_code_guardrail.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/custom_code/custom_code_guardrail.py
@@ -36,7 +36,7 @@ async def apply_guardrail(inputs, request_data, input_type):
 
 import asyncio
 import threading
-from typing import TYPE_CHECKING, Any, Dict, Literal, Optional, Type, cast
+from typing import TYPE_CHECKING, Any, Dict, List, Literal, Optional, Type, cast
 
 from fastapi import HTTPException
 
@@ -121,18 +121,9 @@ def __init__(
         self._compile_lock = threading.Lock()
         self._compile_error: Optional[str] = None
 
-        supported_event_hooks = [
-            GuardrailEventHooks.pre_call,
-            GuardrailEventHooks.during_call,
-            GuardrailEventHooks.post_call,
-            GuardrailEventHooks.pre_mcp_call,
-            GuardrailEventHooks.during_mcp_call,
-            GuardrailEventHooks.logging_only,
-        ]
-
         super().__init__(
             guardrail_name=guardrail_name,
-            supported_event_hooks=supported_event_hooks,
+            supported_event_hooks=list(self.get_supported_event_hooks()),
             **kwargs,
         )
 
@@ -144,6 +135,17 @@ def get_config_model() -> Optional[Type[GuardrailConfigModel]]:
         """Returns the config model for the UI."""
         return CustomCodeGuardrailConfigModel
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.during_call,
+            GuardrailEventHooks.post_call,
+            GuardrailEventHooks.pre_mcp_call,
+            GuardrailEventHooks.during_mcp_call,
+            GuardrailEventHooks.logging_only,
+        ]
+
     def _do_compile(self) -> None:
         """Internal compilation method without lock. Expected to run inside _compile_lock."""
         exec_globals = build_sandbox_globals()
diff --git a/litellm/proxy/guardrails/guardrail_hooks/dynamoai/dynamoai.py b/litellm/proxy/guardrails/guardrail_hooks/dynamoai/dynamoai.py
index b02f1030592..2db3c35866f 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/dynamoai/dynamoai.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/dynamoai/dynamoai.py
@@ -73,12 +73,7 @@ def __init__(
         self.optional_params = kwargs
 
         # Set supported event hooks
-        if "supported_event_hooks" not in kwargs:
-            kwargs["supported_event_hooks"] = [
-                GuardrailEventHooks.pre_call,
-                GuardrailEventHooks.post_call,
-                GuardrailEventHooks.during_call,
-            ]
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
 
         super().__init__(guardrail_name=guardrail_name, **kwargs)
 
@@ -470,3 +465,11 @@ def get_config_model() -> Optional[Type[GuardrailConfigModel]]:
         )
 
         return DynamoAIGuardrailConfigModel
+
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.post_call,
+            GuardrailEventHooks.during_call,
+        ]
diff --git a/litellm/proxy/guardrails/guardrail_hooks/enkryptai/enkryptai.py b/litellm/proxy/guardrails/guardrail_hooks/enkryptai/enkryptai.py
index f9bb13ad64e..dad8e7dd973 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/enkryptai/enkryptai.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/enkryptai/enkryptai.py
@@ -80,12 +80,7 @@ def __init__(
         self.optional_params = kwargs
 
         # Set supported event hooks
-        if "supported_event_hooks" not in kwargs:
-            kwargs["supported_event_hooks"] = [
-                GuardrailEventHooks.pre_call,
-                GuardrailEventHooks.post_call,
-                GuardrailEventHooks.during_call,
-            ]
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
 
         super().__init__(guardrail_name=guardrail_name, **kwargs)
 
@@ -500,3 +495,11 @@ def get_config_model():
         )
 
         return EnkryptAIGuardrailConfigModel
+
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.post_call,
+            GuardrailEventHooks.during_call,
+        ]
diff --git a/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/generic_guardrail_api.py b/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/generic_guardrail_api.py
index dc519f56d1a..e29d6e56353 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/generic_guardrail_api.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/generic_guardrail_api.py
@@ -7,7 +7,7 @@
 
 import fnmatch
 import os
-from typing import TYPE_CHECKING, Any, Dict, Literal, Optional, Set
+from typing import TYPE_CHECKING, Any, Dict, List, Literal, Optional, Set
 
 import httpx
 
@@ -222,12 +222,7 @@ def __init__(
         self.streaming_sampling_rate: int = 5 if streaming_sampling_rate is None else streaming_sampling_rate
 
         # Set supported event hooks
-        if "supported_event_hooks" not in kwargs:
-            kwargs["supported_event_hooks"] = [
-                GuardrailEventHooks.pre_call,
-                GuardrailEventHooks.post_call,
-                GuardrailEventHooks.during_call,
-            ]
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
 
         super().__init__(**kwargs)
 
@@ -490,3 +485,11 @@ def get_config_model() -> Optional[type["GuardrailConfigModel"]]:
         )
 
         return GenericGuardrailAPIConfigModel
+
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.post_call,
+            GuardrailEventHooks.during_call,
+        ]
diff --git a/litellm/proxy/guardrails/guardrail_hooks/grayswan/grayswan.py b/litellm/proxy/guardrails/guardrail_hooks/grayswan/grayswan.py
index 9805b1a9117..72409a61c30 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/grayswan/grayswan.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/grayswan/grayswan.py
@@ -119,18 +119,20 @@ def __init__(
             streaming_sampling_rate,
         )
 
-        supported_event_hooks = [
-            GuardrailEventHooks.pre_call,
-            GuardrailEventHooks.during_call,
-            GuardrailEventHooks.post_call,
-        ]
-
         super().__init__(
             guardrail_name=guardrail_name,
-            supported_event_hooks=supported_event_hooks,
+            supported_event_hooks=list(self.get_supported_event_hooks()),
             **kwargs,
         )
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.during_call,
+            GuardrailEventHooks.post_call,
+        ]
+
     # ------------------------------------------------------------------
     # Debug override to trace post_call issues
     # ------------------------------------------------------------------
diff --git a/litellm/proxy/guardrails/guardrail_hooks/guardrails_ai/guardrails_ai.py b/litellm/proxy/guardrails/guardrail_hooks/guardrails_ai/guardrails_ai.py
index 71c426a3367..a7c94a4742d 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/guardrails_ai/guardrails_ai.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/guardrails_ai/guardrails_ai.py
@@ -74,12 +74,7 @@ def __init__(
         self.guardrails_ai_guard_name = guard_name
         self.optional_params = kwargs
         self.guardrails_ai_api_input_format = guardrails_ai_api_input_format
-        supported_event_hooks = [
-            GuardrailEventHooks.post_call,
-            GuardrailEventHooks.pre_call,
-            GuardrailEventHooks.logging_only,
-        ]
-        super().__init__(supported_event_hooks=supported_event_hooks, **kwargs)
+        super().__init__(supported_event_hooks=list(self.get_supported_event_hooks()), **kwargs)
 
     async def make_guardrails_ai_api_request(self, llm_output: str, request_data: dict) -> GuardrailsAIResponse:
         from httpx import URL
@@ -240,3 +235,11 @@ def get_config_model() -> Optional[Type["GuardrailConfigModel"]]:
         )
 
         return GuardrailsAIGuardrailConfigModel
+
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.post_call,
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.logging_only,
+        ]
diff --git a/litellm/proxy/guardrails/guardrail_hooks/headroom/headroom.py b/litellm/proxy/guardrails/guardrail_hooks/headroom/headroom.py
index 84d03fe7144..e6f76b67c3c 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/headroom/headroom.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/headroom/headroom.py
@@ -4,7 +4,7 @@
 import re
 import time
 import uuid
-from typing import TYPE_CHECKING, Any, Literal, Optional
+from typing import TYPE_CHECKING, Any, List, Literal, Optional
 
 import httpx
 from fastapi import HTTPException
@@ -208,6 +208,13 @@ def _build_responses_followup_items(
 
 
 class HeadroomGuardrail(CustomGuardrail):
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.post_call,
+        ]
+
     def __init__(
         self,
         api_base: str | None = None,
@@ -237,6 +244,7 @@ def __init__(
             guardrail_name=guardrail_name,
             event_hook=event_hook,
             default_on=default_on,
+            supported_event_hooks=list(self.get_supported_event_hooks()),
         )
 
     def _should_bypass(self, request_data: dict) -> bool:
diff --git a/litellm/proxy/guardrails/guardrail_hooks/hiddenlayer/hiddenlayer.py b/litellm/proxy/guardrails/guardrail_hooks/hiddenlayer/hiddenlayer.py
index 287f108b070..1566c90ac0c 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/hiddenlayer/hiddenlayer.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/hiddenlayer/hiddenlayer.py
@@ -3,7 +3,7 @@
 import httpx
 
 import os
-from typing import TYPE_CHECKING, Any, Literal, Optional, Type
+from typing import TYPE_CHECKING, Any, List, Literal, Optional, Type
 from urllib.parse import urlparse
 
 import requests
@@ -21,6 +21,7 @@
     get_async_httpx_client,
     httpxSpecialProvider,
 )
+from litellm.types.guardrails import GuardrailEventHooks
 from litellm.types.proxy.guardrails.guardrail_hooks.hiddenlayer import (
     HiddenlayerAction,
     HiddenlayerMessages,
@@ -63,6 +64,13 @@ def _get_jwt(auth_url, api_id, api_key):
 class HiddenlayerGuardrail(CustomGuardrail):
     """Custom guardrail wrapper for HiddenLayer's safety checks."""
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.post_call,
+        ]
+
     def __init__(
         self,
         api_id: Optional[str] = None,
@@ -71,6 +79,7 @@ def __init__(
         auth_url: Optional[str] = None,
         **kwargs: Any,
     ) -> None:
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
         self.hiddenlayer_client_id = api_id or os.getenv("HIDDENLAYER_CLIENT_ID")
         self.hiddenlayer_client_secret = api_key or os.getenv("HIDDENLAYER_CLIENT_SECRET")
         self.api_base = api_base or os.getenv("HIDDENLAYER_API_BASE") or "https://api.hiddenlayer.ai"
diff --git a/litellm/proxy/guardrails/guardrail_hooks/ibm_guardrails/ibm_detector.py b/litellm/proxy/guardrails/guardrail_hooks/ibm_guardrails/ibm_detector.py
index 27ba9f3467c..955ec0c0d35 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/ibm_guardrails/ibm_detector.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/ibm_guardrails/ibm_detector.py
@@ -86,12 +86,7 @@ def __init__(
         self.optional_params = kwargs
 
         # Set supported event hooks
-        if "supported_event_hooks" not in kwargs:
-            kwargs["supported_event_hooks"] = [
-                GuardrailEventHooks.pre_call,
-                GuardrailEventHooks.post_call,
-                GuardrailEventHooks.during_call,
-            ]
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
 
         super().__init__(guardrail_name=guardrail_name, **kwargs)
 
@@ -669,3 +664,11 @@ def get_config_model():
         )
 
         return IBMDetectorGuardrailConfigModel
+
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.post_call,
+            GuardrailEventHooks.during_call,
+        ]
diff --git a/litellm/proxy/guardrails/guardrail_hooks/javelin/javelin.py b/litellm/proxy/guardrails/guardrail_hooks/javelin/javelin.py
index 4575504feb6..4da3e75d03e 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/javelin/javelin.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/javelin/javelin.py
@@ -25,6 +25,12 @@
 
 
 class JavelinGuardrail(CustomGuardrail):
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+        ]
+
     def __init__(
         self,
         api_key: Optional[str] = None,
@@ -72,6 +78,7 @@ def __init__(
             self.api_version,
         )
 
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
         super().__init__(guardrail_name=guardrail_name, default_on=default_on, **kwargs)
 
     async def call_javelin_guard(
diff --git a/litellm/proxy/guardrails/guardrail_hooks/lakera_ai.py b/litellm/proxy/guardrails/guardrail_hooks/lakera_ai.py
index 3804d1cb93f..d3360bbe641 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/lakera_ai.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/lakera_ai.py
@@ -30,6 +30,7 @@
 from litellm.proxy.guardrails.guardrail_helpers import should_proceed_based_on_metadata
 from litellm.secret_managers.main import get_secret
 from litellm.types.guardrails import (
+    GuardrailEventHooks,
     GuardrailItem,
     LakeraCategoryThresholds,
     Role,
@@ -46,6 +47,13 @@
 
 
 class lakeraAI_Moderation(CustomGuardrail):
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.during_call,
+        ]
+
     def __init__(
         self,
         moderation_check: Literal["pre_call", "in_parallel"] = "in_parallel",
@@ -54,6 +62,7 @@ def __init__(
         api_key: Optional[str] = None,
         **kwargs,
     ):
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
         self.async_handler = get_async_httpx_client(llm_provider=httpxSpecialProvider.GuardrailCallback)
         self.lakera_api_key = api_key or os.environ.get("LAKERA_API_KEY") or ""
         self.moderation_check = moderation_check
diff --git a/litellm/proxy/guardrails/guardrail_hooks/lakera_ai_v2.py b/litellm/proxy/guardrails/guardrail_hooks/lakera_ai_v2.py
index e79a3e7b3d8..76603579d6c 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/lakera_ai_v2.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/lakera_ai_v2.py
@@ -29,6 +29,14 @@
 
 
 class LakeraAIGuardrail(CustomGuardrail):
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.during_call,
+            GuardrailEventHooks.post_call,
+        ]
+
     def __init__(
         self,
         api_key: Optional[str] = None,
@@ -68,6 +76,7 @@ def __init__(
         self.metadata: Optional[Dict] = metadata
         self.dev_info: Optional[bool] = dev_info
         self.on_flagged = on_flagged or "block"
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
         super().__init__(**kwargs)
 
     async def call_v2_guard(
diff --git a/litellm/proxy/guardrails/guardrail_hooks/lasso/lasso.py b/litellm/proxy/guardrails/guardrail_hooks/lasso/lasso.py
index 36fbd73c5bd..9c4cef2f06b 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/lasso/lasso.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/lasso/lasso.py
@@ -93,6 +93,14 @@ class LassoGuardrail(CustomGuardrail):
     through the Lasso Security API.
     """
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.during_call,
+            GuardrailEventHooks.post_call,
+        ]
+
     def __init__(
         self,
         lasso_api_key: Optional[str] = None,
@@ -103,6 +111,7 @@ def __init__(
         mask: Optional[bool] = False,
         **kwargs,
     ):
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
         self.async_handler = get_async_httpx_client(llm_provider=httpxSpecialProvider.GuardrailCallback)
         self.lasso_api_key = lasso_api_key or api_key or os.environ.get("LASSO_API_KEY")
         self.user_id = user_id or os.environ.get("LASSO_USER_ID")
diff --git a/litellm/proxy/guardrails/guardrail_hooks/litellm_content_filter/content_filter.py b/litellm/proxy/guardrails/guardrail_hooks/litellm_content_filter/content_filter.py
index ede36b23216..c3b66f8f388 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/litellm_content_filter/content_filter.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/litellm_content_filter/content_filter.py
@@ -179,12 +179,7 @@ def __init__(
 
         super().__init__(
             guardrail_name=guardrail_name,
-            supported_event_hooks=[
-                GuardrailEventHooks.pre_call,
-                GuardrailEventHooks.post_call,
-                GuardrailEventHooks.during_call,
-                GuardrailEventHooks.realtime_input_transcription,
-            ],
+            supported_event_hooks=list(self.get_supported_event_hooks()),
             event_hook=event_hook or GuardrailEventHooks.pre_call,
             default_on=default_on,
             **kwargs,
@@ -1900,3 +1895,12 @@ def get_config_model():
         )
 
         return LitellmContentFilterGuardrailConfigModel
+
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.post_call,
+            GuardrailEventHooks.during_call,
+            GuardrailEventHooks.realtime_input_transcription,
+        ]
diff --git a/litellm/proxy/guardrails/guardrail_hooks/llm_as_a_judge/__init__.py b/litellm/proxy/guardrails/guardrail_hooks/llm_as_a_judge/__init__.py
index 5445425a1d1..a17ca07ae2e 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/llm_as_a_judge/__init__.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/llm_as_a_judge/__init__.py
@@ -9,7 +9,7 @@
 
 from litellm._logging import verbose_logger
 from litellm.integrations.custom_guardrail import CustomGuardrail
-from litellm.types.guardrails import GuardrailEventHooks
+from litellm.types.guardrails import GuardrailEventHooks, SupportedGuardrailIntegrations
 from litellm.types.utils import GenericGuardrailAPIInputs, GuardrailStatus
 
 if TYPE_CHECKING:
@@ -105,7 +105,7 @@ def __init__(
 
         super().__init__(
             guardrail_name=guardrail_name,
-            supported_event_hooks=[GuardrailEventHooks.post_call],
+            supported_event_hooks=list(self.get_supported_event_hooks()),
             event_hook=_event_hook or GuardrailEventHooks.post_call,
             default_on=default_on,
             **kwargs,
@@ -115,6 +115,10 @@ def __init__(
         self.overall_threshold = overall_threshold
         self.on_failure = on_failure
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [GuardrailEventHooks.post_call]
+
     async def _run_judge(
         self,
         messages: List[Dict[str, Any]],
@@ -267,7 +271,13 @@ def initialize_guardrail(
     return instance
 
 
+guardrail_class_registry = {
+    SupportedGuardrailIntegrations.LLM_AS_A_JUDGE.value: LLMAsAJudgeGuardrail,
+}
+
+
 __all__ = [
     "LLMAsAJudgeGuardrail",
+    "guardrail_class_registry",
     "initialize_guardrail",
 ]
diff --git a/litellm/proxy/guardrails/guardrail_hooks/mcp_end_user_permission/mcp_end_user_permission.py b/litellm/proxy/guardrails/guardrail_hooks/mcp_end_user_permission/mcp_end_user_permission.py
index 524d087cfb7..d084a7e088b 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/mcp_end_user_permission/mcp_end_user_permission.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/mcp_end_user_permission/mcp_end_user_permission.py
@@ -40,10 +40,7 @@ class MCPEndUserPermissionGuardrail(CustomGuardrail):
     """
 
     def __init__(self, **kwargs):
-        if "supported_event_hooks" not in kwargs:
-            kwargs["supported_event_hooks"] = [
-                GuardrailEventHooks.pre_call,
-            ]
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
         super().__init__(**kwargs)
         verbose_proxy_logger.debug("MCP End User Permission Guardrail initialized")
 
@@ -210,6 +207,12 @@ def get_config_model() -> Optional[Type["GuardrailConfigModel"]]:
 
         return MCPEndUserPermissionGuardrailConfigModel
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+        ]
+
     # ------------------------------------------------------------------
     # Private — tool name extraction
     # ------------------------------------------------------------------
diff --git a/litellm/proxy/guardrails/guardrail_hooks/mcp_jwt_signer/mcp_jwt_signer.py b/litellm/proxy/guardrails/guardrail_hooks/mcp_jwt_signer/mcp_jwt_signer.py
index 46b1afb5db7..e70a4e1d8e7 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/mcp_jwt_signer/mcp_jwt_signer.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/mcp_jwt_signer/mcp_jwt_signer.py
@@ -87,6 +87,7 @@
     log_guardrail_information,
 )
 from litellm.proxy._types import UserAPIKeyAuth
+from litellm.types.guardrails import GuardrailEventHooks
 from litellm.types.utils import CallTypesLiteral
 
 # Module-level singleton for the JWKS discovery endpoint to access.
@@ -211,6 +212,10 @@ class MCPJWTSigner(CustomGuardrail):
     DEFAULT_AUDIENCE = "mcp"
     SIGNING_KEY_ENV = "MCP_JWT_SIGNING_KEY"
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [GuardrailEventHooks.pre_mcp_call]
+
     def __init__(
         self,
         # Core signing config
@@ -240,6 +245,7 @@ def __init__(
         allowed_scopes: Optional[List[str]] = None,
         **kwargs: Any,
     ) -> None:
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
         super().__init__(**kwargs)
 
         # --- Signing key setup ---
diff --git a/litellm/proxy/guardrails/guardrail_hooks/mcp_security/mcp_security_guardrail.py b/litellm/proxy/guardrails/guardrail_hooks/mcp_security/mcp_security_guardrail.py
index 3aeed1a25bb..9b5c221b9c4 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/mcp_security/mcp_security_guardrail.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/mcp_security/mcp_security_guardrail.py
@@ -27,11 +27,14 @@ def __init__(
         on_violation: Literal["block", "alert"] = "block",
         **kwargs,
     ):
-        if "supported_event_hooks" not in kwargs:
-            kwargs["supported_event_hooks"] = [GuardrailEventHooks.pre_call]
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
         super().__init__(**kwargs)
         self.on_violation = on_violation
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [GuardrailEventHooks.pre_call]
+
     @log_guardrail_information
     async def async_pre_call_hook(
         self,
diff --git a/litellm/proxy/guardrails/guardrail_hooks/microsoft_purview/purview_dlp.py b/litellm/proxy/guardrails/guardrail_hooks/microsoft_purview/purview_dlp.py
index c6471cfcf51..f0fdaff9c29 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/microsoft_purview/purview_dlp.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/microsoft_purview/purview_dlp.py
@@ -75,12 +75,6 @@ def __init__(
         user_id_field: str = "user_id",
         **kwargs: Any,
     ):
-        supported_event_hooks = [
-            GuardrailEventHooks.pre_call,
-            GuardrailEventHooks.post_call,
-            GuardrailEventHooks.logging_only,
-        ]
-
         super().__init__(
             tenant_id=tenant_id,
             client_id=client_id,
@@ -88,7 +82,7 @@ def __init__(
             purview_app_name=purview_app_name,
             user_id_field=user_id_field,
             guardrail_name=guardrail_name,
-            supported_event_hooks=supported_event_hooks,
+            supported_event_hooks=list(self.get_supported_event_hooks()),
             **kwargs,
         )
         self.guardrail_provider = "microsoft_purview"
@@ -101,6 +95,14 @@ def __init__(
     def get_config_model() -> Optional[Type["GuardrailConfigModel"]]:
         return None  # Config model can be added later for UI support
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.post_call,
+            GuardrailEventHooks.logging_only,
+        ]
+
     # ------------------------------------------------------------------
     # Core DLP check
     # ------------------------------------------------------------------
diff --git a/litellm/proxy/guardrails/guardrail_hooks/model_armor/model_armor.py b/litellm/proxy/guardrails/guardrail_hooks/model_armor/model_armor.py
index 8a4e79b31ab..3ca63a1e287 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/model_armor/model_armor.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/model_armor/model_armor.py
@@ -60,6 +60,16 @@ class ModelArmorGuardrail(CustomGuardrail, VertexBase):
     - Post-call sanitization (sanitizeModelResponse)
     """
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.during_call,
+            GuardrailEventHooks.post_call,
+            GuardrailEventHooks.pre_mcp_call,
+            GuardrailEventHooks.during_mcp_call,
+        ]
+
     def __init__(
         self,
         template_id: Optional[str] = None,
@@ -76,6 +86,7 @@ def __init__(
                 GuardrailEventHooks.during_call,
                 GuardrailEventHooks.post_call,
             ]
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
 
         # Initialize parent classes first
         super().__init__(**kwargs)
diff --git a/litellm/proxy/guardrails/guardrail_hooks/noma/noma.py b/litellm/proxy/guardrails/guardrail_hooks/noma/noma.py
index 7e8a22a66a8..a467bb14eb6 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/noma/noma.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/noma/noma.py
@@ -104,6 +104,15 @@ class NomaGuardrail(CustomGuardrail):
     _DEFAULT_API_BASE = "https://api.noma.security/"
     _AIDR_ENDPOINT = "/ai-dr/v2/prompt/scan"
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.during_call,
+            GuardrailEventHooks.post_call,
+            GuardrailEventHooks.pre_mcp_call,
+        ]
+
     def __init__(
         self,
         api_key: Optional[str] = None,
@@ -147,6 +156,7 @@ def __init__(
         else:
             self.anonymize_input = anonymize_input
 
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
         super().__init__(**kwargs)
 
     def _create_background_noma_check(
diff --git a/litellm/proxy/guardrails/guardrail_hooks/noma/noma_v2.py b/litellm/proxy/guardrails/guardrail_hooks/noma/noma_v2.py
index 1cf3dcd9ac4..9cf0986c122 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/noma/noma_v2.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/noma/noma_v2.py
@@ -8,7 +8,7 @@
 import json
 import os
 from datetime import datetime
-from typing import TYPE_CHECKING, Any, Literal, Optional, Type, cast
+from typing import TYPE_CHECKING, Any, List, Literal, Optional, Type, cast
 from urllib.parse import urlparse
 
 from litellm._logging import verbose_proxy_logger
@@ -71,14 +71,7 @@ def __init__(
         if self._requires_api_key(api_base=self.api_base) and not self.api_key:
             raise ValueError("Noma v2 guardrail requires api_key when using Noma SaaS endpoint")
 
-        if "supported_event_hooks" not in kwargs:
-            kwargs["supported_event_hooks"] = [
-                GuardrailEventHooks.pre_call,
-                GuardrailEventHooks.during_call,
-                GuardrailEventHooks.post_call,
-                GuardrailEventHooks.pre_mcp_call,
-                GuardrailEventHooks.during_mcp_call,
-            ]
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
 
         super().__init__(**kwargs)
 
@@ -90,6 +83,16 @@ def get_config_model() -> Optional[Type["GuardrailConfigModel"]]:
 
         return NomaV2GuardrailConfigModel
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.during_call,
+            GuardrailEventHooks.post_call,
+            GuardrailEventHooks.pre_mcp_call,
+            GuardrailEventHooks.during_mcp_call,
+        ]
+
     def _get_authorization_header(self) -> str:
         if not self.api_key:
             return ""
diff --git a/litellm/proxy/guardrails/guardrail_hooks/onyx/onyx.py b/litellm/proxy/guardrails/guardrail_hooks/onyx/onyx.py
index b411d0fb9eb..606f0a4587d 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/onyx/onyx.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/onyx/onyx.py
@@ -6,7 +6,7 @@
 # +-------------------------------------------------------------+
 import os
 import uuid
-from typing import TYPE_CHECKING, Any, Literal, Optional, Type
+from typing import TYPE_CHECKING, Any, List, Literal, Optional, Type
 
 import httpx
 from fastapi import HTTPException
@@ -21,6 +21,7 @@
     get_async_httpx_client,
     httpxSpecialProvider,
 )
+from litellm.types.guardrails import GuardrailEventHooks
 from litellm.types.utils import GenericGuardrailAPIInputs, ModelResponse
 
 if TYPE_CHECKING:
@@ -28,6 +29,14 @@
 
 
 class OnyxGuardrail(CustomGuardrail):
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.during_call,
+            GuardrailEventHooks.post_call,
+        ]
+
     def __init__(
         self,
         api_base: Optional[str] = None,
@@ -35,6 +44,7 @@ def __init__(
         timeout: Optional[float] = 10.0,
         **kwargs,
     ):
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
         timeout = timeout or int(os.getenv("ONYX_TIMEOUT", 10.0))
         self.async_handler = get_async_httpx_client(
             llm_provider=httpxSpecialProvider.GuardrailCallback,
diff --git a/litellm/proxy/guardrails/guardrail_hooks/openai/moderations.py b/litellm/proxy/guardrails/guardrail_hooks/openai/moderations.py
index 093ac693d5e..44016bfd3dc 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/openai/moderations.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/openai/moderations.py
@@ -6,6 +6,7 @@
 from typing import (
     TYPE_CHECKING,
     Dict,
+    List,
     Literal,
     Optional,
     Type,
@@ -64,17 +65,9 @@ def __init__(
         **kwargs,
     ):
         """Initialize OpenAI Moderation guardrail handler."""
-        from litellm.types.guardrails import GuardrailEventHooks
-
-        # Initialize parent CustomGuardrail
-        supported_event_hooks = [
-            GuardrailEventHooks.pre_call,
-            GuardrailEventHooks.during_call,
-            GuardrailEventHooks.post_call,
-        ]
         super().__init__(
             guardrail_name=guardrail_name,
-            supported_event_hooks=supported_event_hooks,
+            supported_event_hooks=list(self.get_supported_event_hooks()),
             **kwargs,
         )
 
@@ -353,3 +346,11 @@ def get_config_model() -> Optional[Type["GuardrailConfigModel"]]:
         )
 
         return OpenAIModerationGuardrailConfigModel
+
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.during_call,
+            GuardrailEventHooks.post_call,
+        ]
diff --git a/litellm/proxy/guardrails/guardrail_hooks/ovalix/ovalix.py b/litellm/proxy/guardrails/guardrail_hooks/ovalix/ovalix.py
index 7986d4294a4..e92ac37ca77 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/ovalix/ovalix.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/ovalix/ovalix.py
@@ -66,6 +66,13 @@ class OvalixGuardrail(CustomGuardrail):
     Monolith backend.
     """
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.post_call,
+        ]
+
     def __init__(
         self,
         tracker_api_base: Optional[str] = None,
diff --git a/litellm/proxy/guardrails/guardrail_hooks/pangea/pangea.py b/litellm/proxy/guardrails/guardrail_hooks/pangea/pangea.py
index 3d3c5403993..d02d4b448e8 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/pangea/pangea.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/pangea/pangea.py
@@ -89,15 +89,10 @@ def __init__(
         self.pangea_input_recipe = pangea_input_recipe
         self.pangea_output_recipe = pangea_output_recipe
 
-        supported_event_hooks = [
-            GuardrailEventHooks.pre_call,
-            GuardrailEventHooks.post_call,
-        ]
-
         # Pass relevant kwargs to the parent class
         super().__init__(
             guardrail_name=guardrail_name,
-            supported_event_hooks=supported_event_hooks,
+            supported_event_hooks=list(self.get_supported_event_hooks()),
             **kwargs,
         )
         verbose_proxy_logger.debug(
@@ -317,3 +312,10 @@ def get_config_model() -> Optional[Type["GuardrailConfigModel"]]:
         )
 
         return PangeaGuardrailConfigModel
+
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.post_call,
+        ]
diff --git a/litellm/proxy/guardrails/guardrail_hooks/panw_prisma_airs/panw_prisma_airs.py b/litellm/proxy/guardrails/guardrail_hooks/panw_prisma_airs/panw_prisma_airs.py
index c522ffad35d..192c8c9bc77 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/panw_prisma_airs/panw_prisma_airs.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/panw_prisma_airs/panw_prisma_airs.py
@@ -94,14 +94,7 @@ def __init__(
         super().__init__(
             guardrail_name=guardrail_name,
             default_on=default_on,
-            supported_event_hooks=[
-                GuardrailEventHooks.pre_call,
-                GuardrailEventHooks.during_call,
-                GuardrailEventHooks.post_call,
-                GuardrailEventHooks.logging_only,
-                GuardrailEventHooks.pre_mcp_call,
-                GuardrailEventHooks.during_mcp_call,
-            ],
+            supported_event_hooks=list(self.get_supported_event_hooks()),
             mask_request_content=_mask_request_content,
             mask_response_content=_mask_response_content,
             violation_message_template=violation_message_template,
@@ -1854,3 +1847,14 @@ def get_config_model() -> Optional[Type["GuardrailConfigModel"]]:
         )
 
         return PanwPrismaAirsGuardrailConfigModel
+
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.during_call,
+            GuardrailEventHooks.post_call,
+            GuardrailEventHooks.logging_only,
+            GuardrailEventHooks.pre_mcp_call,
+            GuardrailEventHooks.during_mcp_call,
+        ]
diff --git a/litellm/proxy/guardrails/guardrail_hooks/pillar/pillar.py b/litellm/proxy/guardrails/guardrail_hooks/pillar/pillar.py
index f976839787b..1d884352eec 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/pillar/pillar.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/pillar/pillar.py
@@ -269,18 +269,9 @@ def __init__(
                 )
                 self.timeout = self.DEFAULT_TIMEOUT
 
-        # Define supported event hooks
-        supported_event_hooks = [
-            GuardrailEventHooks.pre_call,
-            GuardrailEventHooks.during_call,
-            GuardrailEventHooks.post_call,
-            GuardrailEventHooks.pre_mcp_call,
-            GuardrailEventHooks.during_mcp_call,
-        ]
-
         super().__init__(
             guardrail_name=guardrail_name,
-            supported_event_hooks=supported_event_hooks,
+            supported_event_hooks=list(self.get_supported_event_hooks()),
             **kwargs,
         )
 
@@ -830,3 +821,13 @@ def get_config_model() -> Optional[Type["GuardrailConfigModel"]]:
         )
 
         return PillarGuardrailConfigModel
+
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.during_call,
+            GuardrailEventHooks.post_call,
+            GuardrailEventHooks.pre_mcp_call,
+            GuardrailEventHooks.during_mcp_call,
+        ]
diff --git a/litellm/proxy/guardrails/guardrail_hooks/presidio.py b/litellm/proxy/guardrails/guardrail_hooks/presidio.py
index 95876a55eab..a0c822964a0 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/presidio.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/presidio.py
@@ -67,6 +67,16 @@ class _OPTIONAL_PresidioPIIMasking(CustomGuardrail):
     user_api_key_cache = None
     ad_hoc_recognizers = None
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.during_call,
+            GuardrailEventHooks.post_call,
+            GuardrailEventHooks.logging_only,
+            GuardrailEventHooks.pre_mcp_call,
+        ]
+
     # Class variables or attributes
     def __init__(
         self,
@@ -87,6 +97,7 @@ def __init__(
         if logging_only is True:
             self.logging_only = True
             kwargs["event_hook"] = GuardrailEventHooks.logging_only
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
         super().__init__(**kwargs)
         self.guardrail_provider = "presidio"
         self.pii_tokens: dict = {}  # mapping of PII token to original text - only used with Presidio `replace` operation
diff --git a/litellm/proxy/guardrails/guardrail_hooks/prompt_security/prompt_security.py b/litellm/proxy/guardrails/guardrail_hooks/prompt_security/prompt_security.py
index 23f349e0b18..e60815dbcf7 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/prompt_security/prompt_security.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/prompt_security/prompt_security.py
@@ -14,6 +14,7 @@
     get_async_httpx_client,
     httpxSpecialProvider,
 )
+from litellm.types.guardrails import GuardrailEventHooks
 from litellm.types.utils import GenericGuardrailAPIInputs
 
 if TYPE_CHECKING:
@@ -26,6 +27,14 @@ class PromptSecurityGuardrailMissingSecrets(Exception):
 
 
 class PromptSecurityGuardrail(CustomGuardrail):
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.during_call,
+            GuardrailEventHooks.post_call,
+        ]
+
     def __init__(
         self,
         api_key: Optional[str] = None,
@@ -35,6 +44,7 @@ def __init__(
         check_tool_results: Optional[bool] = None,
         **kwargs,
     ):
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
         self.async_handler = get_async_httpx_client(llm_provider=httpxSpecialProvider.GuardrailCallback)
         self.api_key = api_key or os.environ.get("PROMPT_SECURITY_API_KEY")
         self.api_base = api_base or os.environ.get("PROMPT_SECURITY_API_BASE")
diff --git a/litellm/proxy/guardrails/guardrail_hooks/promptguard/promptguard.py b/litellm/proxy/guardrails/guardrail_hooks/promptguard/promptguard.py
index 7012b0d8d5d..6603183efef 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/promptguard/promptguard.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/promptguard/promptguard.py
@@ -81,11 +81,7 @@ def __init__(
             llm_provider=httpxSpecialProvider.GuardrailCallback,
         )
 
-        if "supported_event_hooks" not in kwargs:
-            kwargs["supported_event_hooks"] = [
-                GuardrailEventHooks.pre_call,
-                GuardrailEventHooks.post_call,
-            ]
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
 
         super().__init__(**kwargs)
 
@@ -97,6 +93,13 @@ def get_config_model() -> Optional[Type["GuardrailConfigModel"]]:
 
         return PromptGuardConfigModel
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.post_call,
+        ]
+
     @log_guardrail_information
     async def apply_guardrail(
         self,
diff --git a/litellm/proxy/guardrails/guardrail_hooks/qualifire/qualifire.py b/litellm/proxy/guardrails/guardrail_hooks/qualifire/qualifire.py
index 54f47cfbfa1..9c62c2915ff 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/qualifire/qualifire.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/qualifire/qualifire.py
@@ -22,6 +22,7 @@
     httpxSpecialProvider,
 )
 from litellm.secret_managers.main import get_secret_str
+from litellm.types.guardrails import GuardrailEventHooks
 from litellm.types.llms.openai import AllMessageValues
 from litellm.types.proxy.guardrails.guardrail_hooks.base import GuardrailConfigModel
 from litellm.types.utils import GenericGuardrailAPIInputs
@@ -31,6 +32,14 @@
 
 
 class QualifireGuardrail(CustomGuardrail):
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.during_call,
+            GuardrailEventHooks.post_call,
+        ]
+
     def __init__(
         self,
         api_key: Optional[str] = None,
@@ -86,6 +95,7 @@ def __init__(
         # Initialize async HTTP client for direct API calls
         self.async_handler = get_async_httpx_client(llm_provider=httpxSpecialProvider.GuardrailCallback)
 
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
         super().__init__(**kwargs)
 
     def _has_any_check_enabled(self) -> bool:
diff --git a/litellm/proxy/guardrails/guardrail_hooks/repelloai/repelloai.py b/litellm/proxy/guardrails/guardrail_hooks/repelloai/repelloai.py
index f8971ceb405..da1c74b37b6 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/repelloai/repelloai.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/repelloai/repelloai.py
@@ -1,7 +1,7 @@
 from __future__ import annotations
 
 from datetime import datetime
-from typing import AsyncGenerator, Literal
+from typing import AsyncGenerator, List, Literal
 
 from pydantic import TypeAdapter, ValidationError
 from pydantic import BaseModel
@@ -64,6 +64,13 @@ def _is_object_list(value: object) -> TypeGuard[list[object]]:  # guard-ok: isin
 
 
 class RepelloAIGuardrail(CustomGuardrail):
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.post_call,
+        ]
+
     @staticmethod
     def _get_field(obj: object, key: str) -> object:
         if _is_object_dict(obj):
@@ -169,6 +176,7 @@ def __init__(
             guardrail_name=guardrail_name,
             event_hook=event_hook,
             default_on=default_on,
+            supported_event_hooks=list(self.get_supported_event_hooks()),
         )
 
     async def _call_analyze(
diff --git a/litellm/proxy/guardrails/guardrail_hooks/semantic_guard/semantic_guard.py b/litellm/proxy/guardrails/guardrail_hooks/semantic_guard/semantic_guard.py
index 3f802485a8e..3865251a48a 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/semantic_guard/semantic_guard.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/semantic_guard/semantic_guard.py
@@ -58,10 +58,7 @@ def __init__(
     ):
         super().__init__(
             guardrail_name=guardrail_name,
-            supported_event_hooks=[
-                GuardrailEventHooks.pre_call,
-                GuardrailEventHooks.post_call,
-            ],
+            supported_event_hooks=list(self.get_supported_event_hooks()),
             event_hook=event_hook or GuardrailEventHooks.pre_call,
             default_on=default_on,
             **kwargs,
@@ -96,6 +93,13 @@ def __init__(
             f"embedding_model={embedding_model}, threshold={similarity_threshold}"
         )
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.post_call,
+        ]
+
     @log_guardrail_information
     async def async_pre_call_hook(
         self,
diff --git a/litellm/proxy/guardrails/guardrail_hooks/tool_permission.py b/litellm/proxy/guardrails/guardrail_hooks/tool_permission.py
index 2171be235e5..58c57dfdac1 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/tool_permission.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/tool_permission.py
@@ -52,11 +52,7 @@ def __init__(
             **kwargs: Additional arguments passed to CustomGuardrail
         """
         # Set supported event hooks - this guardrail only works on post_call
-        if "supported_event_hooks" not in kwargs:
-            kwargs["supported_event_hooks"] = [
-                GuardrailEventHooks.pre_call,
-                GuardrailEventHooks.post_call,
-            ]
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
 
         super().__init__(**kwargs)
 
@@ -179,6 +175,13 @@ def get_config_model():
 
         return ToolPermissionGuardrailConfigModel
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.post_call,
+        ]
+
     def _matches_regex(self, pattern: Optional[re.Pattern], value: Optional[str]) -> bool:
         if pattern is None:
             return True
diff --git a/litellm/proxy/guardrails/guardrail_hooks/vigil_guard/vigil_guard.py b/litellm/proxy/guardrails/guardrail_hooks/vigil_guard/vigil_guard.py
index 9a8893734e1..9976a1c48b1 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/vigil_guard/vigil_guard.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/vigil_guard/vigil_guard.py
@@ -116,11 +116,7 @@ def __init__(
             llm_provider=httpxSpecialProvider.GuardrailCallback,
         )
 
-        if "supported_event_hooks" not in kwargs:
-            kwargs["supported_event_hooks"] = [
-                GuardrailEventHooks.pre_call,
-                GuardrailEventHooks.post_call,
-            ]
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
 
         super().__init__(**kwargs)
 
@@ -132,6 +128,13 @@ def get_config_model() -> Optional[Type["GuardrailConfigModel"]]:
 
         return VigilGuardGuardrailConfigModel
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.post_call,
+        ]
+
     @log_guardrail_information
     async def apply_guardrail(
         self,
diff --git a/litellm/proxy/guardrails/guardrail_hooks/xecguard/xecguard.py b/litellm/proxy/guardrails/guardrail_hooks/xecguard/xecguard.py
index 36c22753404..1b663c16d5b 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/xecguard/xecguard.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/xecguard/xecguard.py
@@ -119,13 +119,7 @@ def __init__(
             llm_provider=httpxSpecialProvider.GuardrailCallback,
         )
 
-        if "supported_event_hooks" not in kwargs:
-            kwargs["supported_event_hooks"] = [
-                GuardrailEventHooks.pre_call,
-                GuardrailEventHooks.during_call,
-                GuardrailEventHooks.post_call,
-                GuardrailEventHooks.logging_only,
-            ]
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
 
         super().__init__(**kwargs)
 
@@ -137,6 +131,15 @@ def get_config_model() -> Optional[Type["GuardrailConfigModel"]]:
 
         return XecGuardConfigModel
 
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.during_call,
+            GuardrailEventHooks.post_call,
+            GuardrailEventHooks.logging_only,
+        ]
+
     @log_guardrail_information
     async def apply_guardrail(
         self,
diff --git a/litellm/proxy/guardrails/guardrail_hooks/zscaler_ai_guard/zscaler_ai_guard.py b/litellm/proxy/guardrails/guardrail_hooks/zscaler_ai_guard/zscaler_ai_guard.py
index 9c660620582..65338827e07 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/zscaler_ai_guard/zscaler_ai_guard.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/zscaler_ai_guard/zscaler_ai_guard.py
@@ -4,7 +4,7 @@
 #
 # +-------------------------------------------------------------+
 import os
-from typing import TYPE_CHECKING, Literal, Optional
+from typing import TYPE_CHECKING, List, Literal, Optional
 
 from fastapi import HTTPException
 
@@ -17,6 +17,7 @@
     get_async_httpx_client,
     httpxSpecialProvider,
 )
+from litellm.types.guardrails import GuardrailEventHooks
 from litellm.types.utils import GenericGuardrailAPIInputs
 
 if TYPE_CHECKING:
@@ -27,6 +28,13 @@
 
 
 class ZscalerAIGuard(CustomGuardrail):
+    @classmethod
+    def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
+        return [
+            GuardrailEventHooks.pre_call,
+            GuardrailEventHooks.post_call,
+        ]
+
     def __init__(
         self,
         api_key: Optional[str] = None,
@@ -37,6 +45,7 @@ def __init__(
         send_user_api_key_team_id: Optional[bool] = None,
         **kwargs,
     ):
+        kwargs.setdefault("supported_event_hooks", list(self.get_supported_event_hooks()))
         self.optional_params = kwargs
         self.zscaler_ai_guard_url = api_base or os.getenv(
             "ZSCALER_AI_GUARD_URL",
diff --git a/litellm/proxy/guardrails/guardrail_registry.py b/litellm/proxy/guardrails/guardrail_registry.py
index 8962073fe7a..e9eee3a1a8a 100644
--- a/litellm/proxy/guardrails/guardrail_registry.py
+++ b/litellm/proxy/guardrails/guardrail_registry.py
@@ -13,12 +13,23 @@
 from litellm._uuid import uuid
 from litellm.integrations.custom_guardrail import CustomGuardrail
 from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
+from litellm.proxy.guardrails.guardrail_hooks.bedrock_guardrails import (
+    BedrockGuardrail,
+)
 from litellm.proxy.guardrails.guardrail_hooks.grayswan import (
     GraySwanGuardrail,
 )
 from litellm.proxy.guardrails.guardrail_hooks.grayswan import (
     initialize_guardrail as initialize_grayswan,
 )
+from litellm.proxy.guardrails.guardrail_hooks.lakera_ai import lakeraAI_Moderation
+from litellm.proxy.guardrails.guardrail_hooks.lakera_ai_v2 import LakeraAIGuardrail
+from litellm.proxy.guardrails.guardrail_hooks.presidio import (
+    _OPTIONAL_PresidioPIIMasking,
+)
+from litellm.proxy.guardrails.guardrail_hooks.tool_permission import (
+    ToolPermissionGuardrail,
+)
 from litellm.proxy.types_utils.utils import get_instance_fn
 from litellm.proxy.utils import PrismaClient
 from litellm.repositories.table_repositories import GuardrailsRepository
@@ -55,7 +66,12 @@
 }
 
 guardrail_class_registry: Dict[str, Type[CustomGuardrail]] = {
-    SupportedGuardrailIntegrations.GRAYSWAN.value: GraySwanGuardrail
+    SupportedGuardrailIntegrations.BEDROCK.value: BedrockGuardrail,
+    SupportedGuardrailIntegrations.GRAYSWAN.value: GraySwanGuardrail,
+    SupportedGuardrailIntegrations.LAKERA.value: lakeraAI_Moderation,
+    SupportedGuardrailIntegrations.LAKERA_V2.value: LakeraAIGuardrail,
+    SupportedGuardrailIntegrations.PRESIDIO.value: _OPTIONAL_PresidioPIIMasking,
+    SupportedGuardrailIntegrations.TOOL_PERMISSION.value: ToolPermissionGuardrail,
 }
 
 
diff --git a/litellm/types/guardrails.py b/litellm/types/guardrails.py
index 8d7d7311fad..c7e080b1363 100644
--- a/litellm/types/guardrails.py
+++ b/litellm/types/guardrails.py
@@ -904,6 +904,7 @@ class GuardrailUIAddGuardrailSettings(BaseModel):
     supported_entities: List[str]
     supported_actions: List[str]
     supported_modes: List[str]
+    supported_modes_by_provider: Dict[str, List[str]]
     pii_entity_categories: List[PiiEntityCategoryMap]
     content_filter_settings: Optional[Dict[str, Any]] = None
 
diff --git a/tests/e2e/logging/logging_client.py b/tests/e2e/logging/logging_client.py
index 06b219fc6e2..6071e657bd3 100644
--- a/tests/e2e/logging/logging_client.py
+++ b/tests/e2e/logging/logging_client.py
@@ -21,7 +21,7 @@
 from typing import Literal
 
 import pytest
-from pydantic import BaseModel, ConfigDict, Field
+from pydantic import BaseModel, ConfigDict, Field, JsonValue, TypeAdapter, ValidationError
 
 from e2e_config import POLL_INTERVAL, POLL_TIMEOUT
 from e2e_gateway import Gateway, build_gateway
@@ -200,15 +200,16 @@ def costs_agree(expected: float, actual: float, *, rel_tol: float = 0.05) -> boo
     return abs(expected - actual) <= max(1e-9, abs(expected) * rel_tol)
 
 
+_COMPLETION_BODY_ADAPTER: TypeAdapter[dict[str, JsonValue]] = TypeAdapter(dict[str, JsonValue])
+
+
 def completion_response_id(body: str) -> str | None:
     """SpendLogs.request_id is the chat completion body id, not x-litellm-call-id."""
     if not body or body == "<streamed>":
         return None
     try:
-        parsed = json.loads(body)
-    except json.JSONDecodeError:
-        return None
-    if not isinstance(parsed, dict):
+        parsed = _COMPLETION_BODY_ADAPTER.validate_json(body)
+    except ValidationError:
         return None
     raw = parsed.get("id")
     return raw if isinstance(raw, str) and raw else None
@@ -499,9 +500,9 @@ def list_langfuse_observations(
             headers=creds.auth_headers,
             params=LangfuseListParams(
                 limit=100,
-                trace_id=trace_id,
+                traceId=trace_id,
                 name=name,
-                from_start_time=from_start_time,
+                fromStartTime=from_start_time,
             ),
             response_type=LangfuseObservationList,
             timeout=30.0,
diff --git a/tests/test_litellm/proxy/guardrails/test_guardrail_endpoints.py b/tests/test_litellm/proxy/guardrails/test_guardrail_endpoints.py
index ce8f0802ae1..eb0a670291e 100644
--- a/tests/test_litellm/proxy/guardrails/test_guardrail_endpoints.py
+++ b/tests/test_litellm/proxy/guardrails/test_guardrail_endpoints.py
@@ -25,6 +25,7 @@
     delete_guardrail,
     get_guardrail_info,
     get_guardrail_submission,
+    get_guardrail_ui_settings,
     list_guardrail_submissions,
     list_guardrails_v2,
     patch_guardrail,
@@ -2079,3 +2080,131 @@ async def test_list_submissions_summary_counts_unaffected_by_filters(mocker):
     assert result.summary.total == 2  # unfiltered
     assert result.summary.pending_review == 1
     assert result.summary.active == 1
+
+
+@pytest.mark.asyncio
+async def test_get_guardrail_ui_settings_returns_per_provider_supported_modes():
+    """
+    Regression test for LIT-4226. The Admin UI used to render `pre_mcp_call` as a
+    selectable mode for every guardrail because the settings endpoint returned a
+    single global `supported_modes` list. The proxy then rejected the save because
+    Content Filter and Tool Permission do not accept `pre_mcp_call`. The endpoint
+    must now return per-provider modes so the UI can filter its dropdown.
+    """
+    result = await get_guardrail_ui_settings()
+
+    modes_by_provider = result.supported_modes_by_provider
+
+    # Guardrails from the bug report: neither accepts pre_mcp_call, and the
+    # settings endpoint must reflect that so the UI can hide it.
+    assert "pre_mcp_call" not in modes_by_provider["litellm_content_filter"]
+    assert modes_by_provider["tool_permission"] == ["pre_call", "post_call"]
+
+    # MCP-capable guardrails must still advertise the MCP hooks so users who
+    # picked one of them can actually configure pre_mcp_call / during_mcp_call.
+    for provider in ("bedrock", "panw_prisma_airs", "cisco_ai_defense", "custom_code", "pillar"):
+        assert "pre_mcp_call" in modes_by_provider[provider], provider
+        assert "during_mcp_call" in modes_by_provider[provider], provider
+
+    # The union list stays exhaustive for legacy clients that ignore the
+    # per-provider map; it must cover every declared GuardrailEventHooks value.
+    from litellm.types.guardrails import GuardrailEventHooks
+
+    assert set(result.supported_modes) == {m.value for m in GuardrailEventHooks}
+
+
+@pytest.mark.asyncio
+async def test_ui_settings_map_matches_runtime_supported_event_hooks():
+    """
+    Regression guard against the two-copy-of-the-list drift risk. The map the
+    UI reads must agree with what CustomGuardrail._validate_event_hook accepts
+    at save time, otherwise the bug in LIT-4226 comes back one classname at a
+    time as future guardrails drift.
+    """
+    from litellm.proxy.guardrails.guardrail_registry import guardrail_class_registry
+
+    result = await get_guardrail_ui_settings()
+
+    for provider, guardrail_class in guardrail_class_registry.items():
+        declared = guardrail_class.get_supported_event_hooks()
+        if declared is None:
+            assert (
+                provider not in result.supported_modes_by_provider
+            ), f"{provider} returned None from classmethod but appears in map"
+            continue
+
+        assert provider in result.supported_modes_by_provider, provider
+        assert result.supported_modes_by_provider[provider] == [
+            hook.value for hook in declared
+        ], provider
+
+
+def test_content_filter_runtime_rejects_pre_mcp_call():
+    """
+    Locks the runtime side of the LIT-4226 contract: the ContentFilterGuardrail
+    validator must reject pre_mcp_call at construction. If someone widens the
+    UI classmethod but forgets to widen the runtime supported_event_hooks (or
+    vice versa), the two-lists-must-agree test above catches the drift and this
+    test catches the specific bug the ticket reported.
+    """
+    from litellm.proxy.guardrails.guardrail_hooks.litellm_content_filter.content_filter import (
+        ContentFilterGuardrail,
+    )
+    from litellm.types.guardrails import GuardrailEventHooks
+
+    with pytest.raises(ValueError, match="not in the supported event hooks"):
+        ContentFilterGuardrail(
+            guardrail_name="lit4226-runtime-check",
+            event_hook=GuardrailEventHooks.pre_mcp_call,
+        )
+
+
+def test_model_armor_runtime_supported_event_hooks_match_classmethod():
+    """
+    Regression for the drift Round 2 caught: the ModelArmorGuardrail classmethod
+    declared its supported hooks for the UI, but __init__ did not seed the
+    runtime instance's `supported_event_hooks` from that classmethod, so the
+    runtime validator accepted any hook (including nonsense like logging_only)
+    while the UI hid them. Ensures the two sides agree at instantiation time.
+    """
+    from litellm.proxy.guardrails.guardrail_hooks.model_armor.model_armor import (
+        ModelArmorGuardrail,
+    )
+
+    instance = ModelArmorGuardrail(
+        guardrail_name="lit4226-model-armor-drift",
+        template_id="t",
+        project_id="p",
+    )
+    assert instance.supported_event_hooks == ModelArmorGuardrail.get_supported_event_hooks()
+
+
+def test_strict_guardrail_modes_flag_controls_raise_vs_warn(monkeypatch, caplog):
+    """
+    Escape hatch for the boot-time behavior change. Deployments upgrading from
+    a build where a guardrail previously silently no-op'd on an unsupported
+    mode should be able to set LITELLM_STRICT_GUARDRAIL_MODES=false and boot
+    with a warning instead of a hard failure while they fix their config.
+    """
+    import logging
+
+    from litellm.proxy.guardrails.guardrail_hooks.litellm_content_filter.content_filter import (
+        ContentFilterGuardrail,
+    )
+    from litellm.types.guardrails import GuardrailEventHooks
+
+    monkeypatch.delenv("LITELLM_STRICT_GUARDRAIL_MODES", raising=False)
+    with pytest.raises(ValueError, match="not in the supported event hooks"):
+        ContentFilterGuardrail(
+            guardrail_name="lit4226-strict-default",
+            event_hook=GuardrailEventHooks.pre_mcp_call,
+        )
+
+    monkeypatch.setenv("LITELLM_STRICT_GUARDRAIL_MODES", "false")
+    with caplog.at_level(logging.WARNING):
+        instance = ContentFilterGuardrail(
+            guardrail_name="lit4226-strict-off",
+            event_hook=GuardrailEventHooks.pre_mcp_call,
+        )
+    assert instance is not None
+    assert any("not in the supported event hooks" in rec.message for rec in caplog.records)
diff --git a/ui/litellm-dashboard/eslint-suppressions.json b/ui/litellm-dashboard/eslint-suppressions.json
index 2448348bbce..f328ecbdcfa 100644
--- a/ui/litellm-dashboard/eslint-suppressions.json
+++ b/ui/litellm-dashboard/eslint-suppressions.json
@@ -12,6 +12,67 @@
       "count": 1
     }
   },
+  "src/app/(dashboard)/agents/_components/AgentsPanel.tsx": {
+    "no-restricted-imports": {
+      "count": 1
+    },
+    "react-hooks/set-state-in-effect": {
+      "count": 1
+    }
+  },
+  "src/app/(dashboard)/agents/_components/add_agent_form.tsx": {
+    "no-nested-ternary": {
+      "count": 3
+    },
+    "no-restricted-imports": {
+      "count": 1
+    },
+    "react-hooks/set-state-in-effect": {
+      "count": 2
+    },
+    "unused-imports/no-unused-imports": {
+      "count": 1
+    }
+  },
+  "src/app/(dashboard)/agents/_components/agent_card_discovery.tsx": {
+    "react-hooks/refs": {
+      "count": 3
+    },
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+    }
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+    }
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+      "count": 1
+    },
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+      "count": 1
+    },
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+  "src/app/(dashboard)/agents/_components/agent_virtual_keys.tsx": {
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+      "count": 2
+    }
+  },
   "src/app/(dashboard)/api-reference/_components/APIReferenceView.tsx": {
     "no-restricted-imports": {
       "count": 1
@@ -164,6 +225,136 @@
       "count": 8
     }
   },
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+    }
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+      "count": 1
+    }
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+      "count": 2
+    },
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+    }
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+      "count": 1
+    },
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+    }
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+      "count": 1
+    },
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+    }
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+      "count": 3
+    },
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+      "count": 1
+    }
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+    "max-params": {
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+    },
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+      "count": 1
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+    },
+    "no-restricted-imports": {
+      "count": 1
+    },
+    "react-hooks/set-state-in-effect": {
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+    },
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+      "count": 1
+    },
+    "react-hooks/set-state-in-effect": {
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+      "count": 5
+    },
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+      "count": 1
+    }
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+  "src/app/(dashboard)/guardrails/_components/guardrail_provider_fields.tsx": {
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+      "count": 5
+    },
+    "react-hooks/set-state-in-effect": {
+      "count": 1
+    }
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+  "src/app/(dashboard)/guardrails/_components/guardrail_table.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
+    "no-restricted-imports": {
+      "count": 1
+    }
+  },
+  "src/app/(dashboard)/guardrails/_components/tool_permission/ToolPermissionRulesEditor.tsx": {
+    "no-restricted-imports": {
+      "count": 1
+    },
+    "react-hooks/purity": {
+      "count": 1
+    }
+  },
   "src/app/(dashboard)/hooks/accessGroups/useAccessGroupDetails.ts": {
     "no-restricted-syntax": {
       "count": 1
@@ -536,6 +727,134 @@
       "count": 1
     }
   },
+  "src/app/(dashboard)/policies/_components/add_attachment_form.tsx": {
+    "no-restricted-imports": {
+      "count": 1
+    },
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+      "count": 1
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+      "count": 1
+    },
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+      "count": 2
+    },
+    "react-hooks/set-state-in-effect": {
+      "count": 1
+    }
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+    },
+    "no-restricted-imports": {
+      "count": 1
+    },
+    "react-hooks/immutability": {
+      "count": 1
+    }
+  },
+  "src/app/(dashboard)/policies/_components/attachment_table.test.tsx": {
+    "react/display-name": {
+      "count": 1
+    }
+  },
+  "src/app/(dashboard)/policies/_components/attachment_table.tsx": {
+    "no-nested-ternary": {
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+    },
+    "no-restricted-imports": {
+      "count": 1
+    }
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+  "src/app/(dashboard)/policies/_components/guardrail_selection_modal.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
+    "react-hooks/set-state-in-effect": {
+      "count": 1
+    }
+  },
+  "src/app/(dashboard)/policies/_components/impact_popover.test.tsx": {
+    "react/display-name": {
+      "count": 1
+    }
+  },
+  "src/app/(dashboard)/policies/_components/impact_popover.tsx": {
+    "no-nested-ternary": {
+      "count": 1
+    },
+    "no-restricted-imports": {
+      "count": 1
+    }
+  },
+  "src/app/(dashboard)/policies/_components/index.test.tsx": {
+    "react/display-name": {
+      "count": 1
+    }
+  },
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+    "no-restricted-imports": {
+      "count": 1
+    },
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+      "count": 1
+    }
+  },
+  "src/app/(dashboard)/policies/_components/pipeline_flow_builder.tsx": {
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+      "count": 1
+    },
+    "react-hooks/set-state-in-effect": {
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+    }
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+    "no-restricted-imports": {
+      "count": 1
+    },
+    "react-hooks/set-state-in-effect": {
+      "count": 1
+    }
+  },
+  "src/app/(dashboard)/policies/_components/policy_table.test.tsx": {
+    "react/display-name": {
+      "count": 1
+    }
+  },
+  "src/app/(dashboard)/policies/_components/policy_table.tsx": {
+    "no-nested-ternary": {
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+    },
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+      "count": 1
+    }
+  },
+  "src/app/(dashboard)/policies/_components/policy_test_panel.tsx": {
+    "no-restricted-imports": {
+      "count": 1
+    },
+    "react-hooks/immutability": {
+      "count": 1
+    }
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+  "src/app/(dashboard)/policies/_components/template_parameter_modal.tsx": {
+    "no-restricted-imports": {
+      "count": 1
+    },
+    "react-hooks/immutability": {
+      "count": 1
+    },
+    "react-hooks/set-state-in-effect": {
+      "count": 1
+    }
+  },
   "src/app/(dashboard)/projects/_components/ProjectDetailsPage.tsx": {
     "no-nested-ternary": {
       "count": 3
@@ -679,21 +998,68 @@
       "count": 1
     }
   },
-  "src/app/(dashboard)/search-tools/_components/SearchToolTester.tsx": {
+  "src/app/(dashboard)/search-tools/_components/SearchToolTester.tsx": {
+    "no-restricted-imports": {
+      "count": 1
+    }
+  },
+  "src/app/(dashboard)/search-tools/_components/SearchToolView.tsx": {
+    "no-restricted-imports": {
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+    }
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+  "src/app/(dashboard)/search-tools/_components/SearchTools.tsx": {
+    "no-restricted-imports": {
+      "count": 1
+    },
+    "react-hooks/static-components": {
+      "count": 1
+    }
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+  "src/app/(dashboard)/skills/_components/ClaudeCodePluginsPanel.tsx": {
+    "no-restricted-imports": {
+      "count": 1
+    },
+    "react-hooks/set-state-in-effect": {
+      "count": 1
+    }
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+    }
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+    }
+  },
+  "src/app/(dashboard)/tag-management/_components/TagTable.tsx": {
+    "no-restricted-imports": {
+      "count": 1
+    }
+  },
+  "src/app/(dashboard)/tag-management/_components/components/CreateTagModal.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/search-tools/_components/SearchToolView.tsx": {
+  "src/app/(dashboard)/tag-management/_components/index.tsx": {
     "no-restricted-imports": {
       "count": 1
+    },
+    "react-hooks/set-state-in-effect": {
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   },
-  "src/app/(dashboard)/search-tools/_components/SearchTools.tsx": {
+  "src/app/(dashboard)/tag-management/_components/tag_info.tsx": {
     "no-restricted-imports": {
       "count": 1
     },
-    "react-hooks/static-components": {
+    "react-hooks/set-state-in-effect": {
       "count": 1
     }
   },
@@ -774,6 +1140,43 @@
       "count": 1
     }
   },
+  "src/app/(dashboard)/vector-stores/_components/CreateVectorStore.tsx": {
+    "no-restricted-imports": {
+      "count": 1
+    }
+  },
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+    "no-nested-ternary": {
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+      "count": 1
+    },
+    "react/no-unescaped-entities": {
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+    }
+  },
+  "src/app/(dashboard)/vector-stores/_components/VectorStoreTable.tsx": {
+    "no-restricted-imports": {
+      "count": 1
+    }
+  },
+  "src/app/(dashboard)/vector-stores/_components/index.tsx": {
+    "no-restricted-imports": {
+      "count": 1
+    },
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+    }
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+    "no-restricted-imports": {
+      "count": 1
+    },
+    "react-hooks/set-state-in-effect": {
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+    }
+  },
   "src/app/(dashboard)/workflows/WorkflowRuns.tsx": {
     "no-nested-ternary": {
       "count": 1
@@ -1261,67 +1664,6 @@
       "count": 1
     }
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-  "src/app/(dashboard)/agents/_components/AgentsPanel.tsx": {
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   "src/components/alerting/dynamic_form.tsx": {
     "no-nested-ternary": {
       "count": 4
@@ -1363,14 +1705,6 @@
       "count": 2
     }
   },
-  "src/app/(dashboard)/skills/_components/ClaudeCodePluginsPanel.tsx": {
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-      "count": 1
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   "src/components/claude_code_plugins/MakeSkillPublicForm.tsx": {
     "no-restricted-imports": {
       "count": 1
@@ -1379,19 +1713,6 @@
       "count": 1
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   "src/components/cloudzero_export_modal.tsx": {
     "no-restricted-imports": {
       "count": 1
@@ -1460,210 +1781,77 @@
   "src/components/common_components/PassThroughSecuritySection.tsx": {
     "no-restricted-imports": {
       "count": 1
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-  "src/components/common_components/PremiumLoggingSettings.tsx": {
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+  "src/components/constants.tsx": {
     "react-hooks/set-state-in-effect": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/guardrails/_components/guardrail_table.tsx": {
-    "no-nested-ternary": {
+  "src/components/edit_auto_router/edit_auto_router_modal.tsx": {
+    "no-restricted-imports": {
       "count": 1
     },
-    "no-restricted-imports": {
+    "react-hooks/immutability": {
       "count": 1
     }
   },
-  "src/app/(dashboard)/guardrails/_components/tool_permission/ToolPermissionRulesEditor.tsx": {
+  "src/components/email_events/email_event_settings.tsx": {
     "no-restricted-imports": {
       "count": 1
     },
-    "react-hooks/purity": {
+    "react-hooks/immutability": {
+      "count": 1
+    }
+  },
+  "src/components/email_settings.tsx": {
+    "no-restricted-imports": {
       "count": 1
     }
   },
@@ -2080,134 +2268,6 @@
       "count": 1
     }
   },
-  "src/app/(dashboard)/policies/_components/add_attachment_form.tsx": {
-    "no-restricted-imports": {
-      "count": 1
-    },
-    "react-hooks/immutability": {
-      "count": 1
-    }
-  },
-  "src/app/(dashboard)/policies/_components/add_policy_form.tsx": {
-    "no-restricted-imports": {
-      "count": 1
-    },
-    "react-hooks/immutability": {
-      "count": 2
-    },
-    "react-hooks/set-state-in-effect": {
-      "count": 1
-    }
-  },
-  "src/app/(dashboard)/policies/_components/ai_suggestion_modal.tsx": {
-    "no-nested-ternary": {
-      "count": 10
-    },
-    "no-restricted-imports": {
-      "count": 1
-    },
-    "react-hooks/immutability": {
-      "count": 1
-    }
-  },
-  "src/app/(dashboard)/policies/_components/attachment_table.test.tsx": {
-    "react/display-name": {
-      "count": 1
-    }
-  },
-  "src/app/(dashboard)/policies/_components/attachment_table.tsx": {
-    "no-nested-ternary": {
-      "count": 1
-    },
-    "no-restricted-imports": {
-      "count": 1
-    }
-  },
-  "src/app/(dashboard)/policies/_components/guardrail_selection_modal.tsx": {
-    "no-nested-ternary": {
-      "count": 1
-    },
-    "react-hooks/set-state-in-effect": {
-      "count": 1
-    }
-  },
-  "src/app/(dashboard)/policies/_components/impact_popover.test.tsx": {
-    "react/display-name": {
-      "count": 1
-    }
-  },
-  "src/app/(dashboard)/policies/_components/impact_popover.tsx": {
-    "no-nested-ternary": {
-      "count": 1
-    },
-    "no-restricted-imports": {
-      "count": 1
-    }
-  },
-  "src/app/(dashboard)/policies/_components/index.test.tsx": {
-    "react/display-name": {
-      "count": 1
-    }
-  },
-  "src/app/(dashboard)/policies/_components/index.tsx": {
-    "no-restricted-imports": {
-      "count": 1
-    },
-    "react-hooks/set-state-in-effect": {
-      "count": 1
-    }
-  },
-  "src/app/(dashboard)/policies/_components/pipeline_flow_builder.tsx": {
-    "no-nested-ternary": {
-      "count": 1
-    },
-    "no-restricted-imports": {
-      "count": 1
-    },
-    "react-hooks/set-state-in-effect": {
-      "count": 2
-    }
-  },
-  "src/app/(dashboard)/policies/_components/policy_info.tsx": {
-    "no-restricted-imports": {
-      "count": 1
-    },
-    "react-hooks/set-state-in-effect": {
-      "count": 1
-    }
-  },
-  "src/app/(dashboard)/policies/_components/policy_table.test.tsx": {
-    "react/display-name": {
-      "count": 1
-    }
-  },
-  "src/app/(dashboard)/policies/_components/policy_table.tsx": {
-    "no-nested-ternary": {
-      "count": 2
-    },
-    "no-restricted-imports": {
-      "count": 1
-    }
-  },
-  "src/app/(dashboard)/policies/_components/policy_test_panel.tsx": {
-    "no-restricted-imports": {
-      "count": 1
-    },
-    "react-hooks/immutability": {
-      "count": 1
-    }
-  },
-  "src/app/(dashboard)/policies/_components/template_parameter_modal.tsx": {
-    "no-restricted-imports": {
-      "count": 1
-    },
-    "react-hooks/immutability": {
-      "count": 1
-    },
-    "react-hooks/set-state-in-effect": {
-      "count": 1
-    }
-  },
   "src/components/price_data_reload.tsx": {
     "react-hooks/immutability": {
       "count": 2
@@ -2272,32 +2332,6 @@
       "count": 1
     }
   },
-  "src/app/(dashboard)/tag-management/_components/TagTable.tsx": {
-    "no-restricted-imports": {
-      "count": 1
-    }
-  },
-  "src/app/(dashboard)/tag-management/_components/components/CreateTagModal.tsx": {
-    "no-restricted-imports": {
-      "count": 1
-    }
-  },
-  "src/app/(dashboard)/tag-management/_components/index.tsx": {
-    "no-restricted-imports": {
-      "count": 1
-    },
-    "react-hooks/set-state-in-effect": {
-      "count": 1
-    }
-  },
-  "src/app/(dashboard)/tag-management/_components/tag_info.tsx": {
-    "no-restricted-imports": {
-      "count": 1
-    },
-    "react-hooks/set-state-in-effect": {
-      "count": 1
-    }
-  },
   "src/components/team/EditMembership.tsx": {
     "no-nested-ternary": {
       "count": 1
@@ -2388,43 +2422,6 @@
       "count": 2
     }
   },
-  "src/app/(dashboard)/vector-stores/_components/CreateVectorStore.tsx": {
-    "no-restricted-imports": {
-      "count": 1
-    }
-  },
-  "src/app/(dashboard)/vector-stores/_components/VectorStoreForm.tsx": {
-    "no-nested-ternary": {
-      "count": 2
-    },
-    "no-restricted-imports": {
-      "count": 1
-    },
-    "react/no-unescaped-entities": {
-      "count": 1
-    }
-  },
-  "src/app/(dashboard)/vector-stores/_components/VectorStoreTable.tsx": {
-    "no-restricted-imports": {
-      "count": 1
-    }
-  },
-  "src/app/(dashboard)/vector-stores/_components/index.tsx": {
-    "no-restricted-imports": {
-      "count": 1
-    },
-    "react-hooks/set-state-in-effect": {
-      "count": 1
-    }
-  },
-  "src/app/(dashboard)/vector-stores/_components/vector_store_info.tsx": {
-    "no-restricted-imports": {
-      "count": 1
-    },
-    "react-hooks/set-state-in-effect": {
-      "count": 1
-    }
-  },
   "src/components/view_logs/EvalViewer/EvalViewer.tsx": {
     "no-nested-ternary": {
       "count": 1
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/add_guardrail_form.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/add_guardrail_form.tsx
index 9a45bf0be0d..202568b478d 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/add_guardrail_form.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/add_guardrail_form.tsx
@@ -8,10 +8,12 @@ import {
   modelAvailableCall,
 } from "@/components/networking";
 import ContentFilterConfiguration from "./content_filter/ContentFilterConfiguration";
+import { type CompetitorIntentConfig } from "./content_filter/CompetitorIntentConfiguration";
 import {
   choiceToSkipSystemForCreate,
   choiceToSkipToolForCreate,
   getGuardrailProviders,
+  getSupportedModesForProvider,
   guardrail_provider_map,
   guardrailLogoMap,
   populateGuardrailProviderMap,
@@ -19,6 +21,7 @@ import {
   shouldRenderContentFilterConfigSettings,
   shouldRenderLLMJudgeFields,
   shouldRenderPIIConfigSettings,
+  toModeArray,
 } from "./guardrail_info_helpers";
 import { resolveLogoSrc } from "@/lib/assetPaths";
 import GuardrailOptionalParams from "./guardrail_optional_params";
@@ -60,6 +63,7 @@ interface GuardrailSettings {
   supported_entities: string[];
   supported_actions: string[];
   supported_modes: string[];
+  supported_modes_by_provider?: Record<string, string[]>;
   pii_entity_categories: Array<{
     category: string;
     entities: string[];
@@ -82,13 +86,55 @@ interface GuardrailSettings {
   };
 }
 
-interface LiteLLMParams {
-  guardrail: string;
-  mode: string;
-  default_on: boolean;
-  [key: string]: any; // Allow additional properties for specific guardrails
+interface ContentFilterPattern {
+  id: string;
+  type: "prebuilt" | "custom";
+  name: string;
+  display_name?: string;
+  pattern?: string;
+  action: "BLOCK" | "MASK";
+}
+
+interface ContentFilterBlockedWord {
+  id: string;
+  keyword: string;
+  action: "BLOCK" | "MASK";
+  description?: string;
+}
+
+interface SelectedContentCategory {
+  id: string;
+  category: string;
+  display_name: string;
+  action: "BLOCK" | "MASK";
+  severity_threshold: "high" | "medium" | "low";
+}
+
+interface JudgeCriterion {
+  name: string;
+  weight: number | string;
+  description?: string;
 }
 
+const createEmptyToolPermissionConfig = (): ToolPermissionConfig => ({
+  rules: [],
+  default_action: "deny",
+  on_disallowed_action: "block",
+  violation_message_template: "",
+});
+
+const getStepIndicatorStyle = (isDone: boolean, isCurrent: boolean): React.CSSProperties => {
+  if (isDone) return { background: "#4f46e5", color: "#fff", border: "none" };
+  if (isCurrent) return { background: "#fff", color: "#4f46e5", border: "2px solid #4f46e5" };
+  return { background: "#f8fafc", color: "#94a3b8", border: "1px solid #e2e8f0" };
+};
+
+const getStepTitleColor = (isDone: boolean, isCurrent: boolean): string => {
+  if (isCurrent) return "#1e293b";
+  if (isDone) return "#4f46e5";
+  return "#94a3b8";
+};
+
 // Mapping of provider -> list of param descriptors
 interface ProviderParam {
   param: string;
@@ -122,12 +168,12 @@ const AddGuardrailForm: React.FC<AddGuardrailFormProps> = ({ visible, onClose, a
   const [categorySpecificThresholds, setCategorySpecificThresholds] = useState<{ [key: string]: number }>({});
 
   // Content Filter state
-  const [selectedPatterns, setSelectedPatterns] = useState<any[]>([]);
-  const [blockedWords, setBlockedWords] = useState<any[]>([]);
-  const [selectedContentCategories, setSelectedContentCategories] = useState<any[]>([]);
+  const [selectedPatterns, setSelectedPatterns] = useState<ContentFilterPattern[]>([]);
+  const [blockedWords, setBlockedWords] = useState<ContentFilterBlockedWord[]>([]);
+  const [selectedContentCategories, setSelectedContentCategories] = useState<SelectedContentCategory[]>([]);
   const [pendingCategorySelection, setPendingCategorySelection] = useState<string>("");
   const [competitorIntentEnabled, setCompetitorIntentEnabled] = useState(false);
-  const [competitorIntentConfig, setCompetitorIntentConfig] = useState<any>(null);
+  const [competitorIntentConfig, setCompetitorIntentConfig] = useState<CompetitorIntentConfig | null>(null);
 
   // Endpoint Settings state (step 5)
   const [selectedEndpointType, setSelectedEndpointType] = useState<string>("");
@@ -137,12 +183,9 @@ const AddGuardrailForm: React.FC<AddGuardrailFormProps> = ({ visible, onClose, a
   const [endpointSettingsOpen, setEndpointSettingsOpen] = useState<boolean>(false);
   const [availableModels, setAvailableModels] = useState<string[]>([]);
 
-  const [toolPermissionConfig, setToolPermissionConfig] = useState<ToolPermissionConfig>({
-    rules: [],
-    default_action: "deny",
-    on_disallowed_action: "block",
-    violation_message_template: "",
-  });
+  const [toolPermissionConfig, setToolPermissionConfig] = useState<ToolPermissionConfig>(
+    createEmptyToolPermissionConfig,
+  );
 
   const isToolPermissionProvider = useMemo(() => {
     if (!selectedProvider) {
@@ -168,7 +211,7 @@ const AddGuardrailForm: React.FC<AddGuardrailFormProps> = ({ visible, onClose, a
         setGuardrailSettings(uiSettings);
         setProviderParams(providerParamsResp);
         if (modelsResp?.data) {
-          setAvailableModels(modelsResp.data.map((m: any) => m.id));
+          setAvailableModels(modelsResp.data.map((m: { id: string }) => m.id));
         }
 
         // Populate dynamic providers from API response
@@ -189,7 +232,7 @@ const AddGuardrailForm: React.FC<AddGuardrailFormProps> = ({ visible, onClose, a
 
     // Set provider
     setSelectedProvider(preset.provider);
-    const baseValues: Record<string, any> = {
+    const baseValues: Record<string, unknown> = {
       provider: preset.provider,
       guardrail_name: preset.guardrailNameSuggestion,
       mode: preset.mode,
@@ -205,7 +248,7 @@ const AddGuardrailForm: React.FC<AddGuardrailFormProps> = ({ visible, onClose, a
     // Pre-select content category if specified
     if (preset.categoryName && guardrailSettings.content_filter_settings?.content_categories) {
       const category = guardrailSettings.content_filter_settings.content_categories.find(
-        (c: any) => c.name === preset.categoryName,
+        (c) => c.name === preset.categoryName,
       );
       if (category) {
         setSelectedContentCategories([
@@ -219,12 +262,12 @@ const AddGuardrailForm: React.FC<AddGuardrailFormProps> = ({ visible, onClose, a
         ]);
       }
     }
-  }, [preset, visible, guardrailSettings]);
+  }, [preset, visible, guardrailSettings, form]);
 
   const handleProviderChange = (value: string) => {
     setSelectedProvider(value);
     // Reset form fields that are provider-specific
-    const resetValues: Record<string, any> = {
+    const resetValues: Record<string, unknown> = {
       config: undefined,
       presidio_analyzer_api_base: undefined,
       presidio_anonymizer_api_base: undefined,
@@ -232,6 +275,21 @@ const AddGuardrailForm: React.FC<AddGuardrailFormProps> = ({ visible, onClose, a
     if (value === "BlockCodeExecution") {
       resetValues.confidence_threshold = 0.5;
     }
+
+    // Drop selected modes the new provider does not support
+    const newProviderKey = guardrail_provider_map[value]?.toLowerCase();
+    const newProviderModes =
+      newProviderKey && guardrailSettings?.supported_modes_by_provider
+        ? guardrailSettings.supported_modes_by_provider[newProviderKey]
+        : undefined;
+    if (newProviderModes) {
+      const selectedModes = toModeArray(form.getFieldValue("mode"));
+      const keptModes = selectedModes.filter((m) => newProviderModes.includes(m));
+      if (keptModes.length !== selectedModes.length) {
+        resetValues.mode = keptModes.length > 0 ? keptModes : undefined;
+      }
+    }
+
     form.setFieldsValue(resetValues);
 
     // Reset PII selections when changing provider
@@ -251,12 +309,7 @@ const AddGuardrailForm: React.FC<AddGuardrailFormProps> = ({ visible, onClose, a
     setCompetitorIntentEnabled(false);
     setCompetitorIntentConfig(null);
 
-    setToolPermissionConfig({
-      rules: [],
-      default_action: "deny",
-      on_disallowed_action: "block",
-      violation_message_template: "",
-    });
+    setToolPermissionConfig(createEmptyToolPermissionConfig());
 
     // Default LLM-as-a-Judge to post_call mode
     if (value === "LlmAsAJudge") {
@@ -385,12 +438,7 @@ const AddGuardrailForm: React.FC<AddGuardrailFormProps> = ({ visible, onClose, a
     setBlockedWords([]);
     setSelectedContentCategories([]);
     setPendingCategorySelection("");
-    setToolPermissionConfig({
-      rules: [],
-      default_action: "deny",
-      on_disallowed_action: "block",
-      violation_message_template: "",
-    });
+    setToolPermissionConfig(createEmptyToolPermissionConfig());
     setSelectedEndpointType("");
     setEndSessionAfterNFails(undefined);
     setOnViolation("warn");
@@ -423,9 +471,9 @@ const AddGuardrailForm: React.FC<AddGuardrailFormProps> = ({ visible, onClose, a
           guardrail: string;
           mode: string;
           default_on: boolean;
-          [key: string]: any; // Allow dynamic properties
+          [key: string]: unknown; // Allow dynamic properties
         };
-        guardrail_info: any;
+        guardrail_info: Record<string, unknown>;
       } = {
         guardrail_name: values.guardrail_name,
         litellm_params: {
@@ -467,13 +515,10 @@ const AddGuardrailForm: React.FC<AddGuardrailFormProps> = ({ visible, onClose, a
       // For Content Filter, add patterns, blocked words, categories, and optionally competitor intent
       if (shouldRenderContentFilterConfigSettings(values.provider)) {
         // Validate that at least one content filter setting is configured
-        const hasCompetitorIntent = competitorIntentEnabled && competitorIntentConfig?.brand_self?.length > 0;
-        if (
-          selectedPatterns.length === 0 &&
-          blockedWords.length === 0 &&
-          selectedContentCategories.length === 0 &&
-          !hasCompetitorIntent
-        ) {
+        const hasCompetitorIntent = competitorIntentEnabled && (competitorIntentConfig?.brand_self?.length ?? 0) > 0;
+        const hasContentFilterSelections =
+          selectedPatterns.length > 0 || blockedWords.length > 0 || selectedContentCategories.length > 0;
+        if (!hasContentFilterSelections && !hasCompetitorIntent) {
           NotificationsManager.fromBackend(
             "Please configure at least one content filter setting (category, pattern, keyword, or competitor intent)",
           );
@@ -505,14 +550,15 @@ const AddGuardrailForm: React.FC<AddGuardrailFormProps> = ({ visible, onClose, a
             severity_threshold: c.severity_threshold || "medium",
           }));
         }
-        if (competitorIntentEnabled && competitorIntentConfig?.brand_self?.length > 0) {
+        if (hasCompetitorIntent && competitorIntentConfig) {
           guardrailData.litellm_params.competitor_intent_config = {
             competitor_intent_type: competitorIntentConfig.competitor_intent_type ?? "airline",
             brand_self: competitorIntentConfig.brand_self,
-            locations: competitorIntentConfig.locations?.length > 0 ? competitorIntentConfig.locations : undefined,
+            locations:
+              (competitorIntentConfig.locations?.length ?? 0) > 0 ? competitorIntentConfig.locations : undefined,
             competitors:
               competitorIntentConfig.competitor_intent_type === "generic" &&
-              competitorIntentConfig.competitors?.length > 0
+              (competitorIntentConfig.competitors?.length ?? 0) > 0
                 ? competitorIntentConfig.competitors
                 : undefined,
             policy: competitorIntentConfig.policy,
@@ -536,13 +582,13 @@ const AddGuardrailForm: React.FC<AddGuardrailFormProps> = ({ visible, onClose, a
       }
 
       if (guardrailProvider === "llm_as_a_judge") {
-        const criteria: any[] = values.criteria || [];
+        const criteria: JudgeCriterion[] = values.criteria || [];
         if (criteria.length === 0) {
           NotificationsManager.fromBackend("Add at least one evaluation criterion");
           setLoading(false);
           return;
         }
-        const weightTotal = criteria.reduce((sum: number, c: any) => sum + (Number(c?.weight) || 0), 0);
+        const weightTotal = criteria.reduce((sum, c) => sum + (Number(c?.weight) || 0), 0);
         if (weightTotal !== 100) {
           NotificationsManager.fromBackend(`Criterion weights must sum to 100% (currently ${weightTotal}%)`);
           setLoading(false);
@@ -551,7 +597,7 @@ const AddGuardrailForm: React.FC<AddGuardrailFormProps> = ({ visible, onClose, a
         guardrailData.litellm_params.judge_model = values.judge_model;
         guardrailData.litellm_params.overall_threshold = values.overall_threshold ?? 80;
         guardrailData.litellm_params.on_failure = values.on_failure ?? "block";
-        guardrailData.litellm_params.criteria = criteria.map((c: any) => ({
+        guardrailData.litellm_params.criteria = criteria.map((c) => ({
           name: c.name,
           weight: Number(c.weight),
           description: c.description || "",
@@ -652,6 +698,10 @@ const AddGuardrailForm: React.FC<AddGuardrailFormProps> = ({ visible, onClose, a
   };
 
   const renderBasicInfo = () => {
+    const showProviderFields =
+      !isToolPermissionProvider &&
+      !shouldRenderContentFilterConfigSettings(selectedProvider) &&
+      !shouldRenderLLMJudgeFields(selectedProvider);
     return (
       <>
         <Form.Item
@@ -732,7 +782,7 @@ const AddGuardrailForm: React.FC<AddGuardrailFormProps> = ({ visible, onClose, a
           rules={[{ required: true, message: "Please select a mode" }]}
         >
           <Select optionLabelProp="label" mode="multiple">
-            {guardrailSettings?.supported_modes?.map((mode) => (
+            {getSupportedModesForProvider(guardrailSettings, selectedProvider)?.map((mode) => (
               <Option key={mode} value={mode} label={mode}>
                 <div>
                   <div>
@@ -823,15 +873,13 @@ const AddGuardrailForm: React.FC<AddGuardrailFormProps> = ({ visible, onClose, a
         </Form.Item>
 
         {/* Use the GuardrailProviderFields component to render provider-specific fields */}
-        {!isToolPermissionProvider &&
-          !shouldRenderContentFilterConfigSettings(selectedProvider) &&
-          !shouldRenderLLMJudgeFields(selectedProvider) && (
-            <GuardrailProviderFields
-              selectedProvider={selectedProvider}
-              accessToken={accessToken}
-              providerParams={providerParams}
-            />
-          )}
+        {showProviderFields && (
+          <GuardrailProviderFields
+            selectedProvider={selectedProvider}
+            accessToken={accessToken}
+            providerParams={providerParams}
+          />
+        )}
       </>
     );
   };
@@ -1179,11 +1227,7 @@ const AddGuardrailForm: React.FC<AddGuardrailFormProps> = ({ visible, onClose, a
                   <div className="flex flex-col items-center shrink-0" style={{ width: 24 }}>
                     <div
                       className="w-6 h-6 rounded-full flex items-center justify-center text-xs font-medium shrink-0"
-                      style={{
-                        background: isDone ? "#4f46e5" : isCurrent ? "#fff" : "#f8fafc",
-                        color: isDone ? "#fff" : isCurrent ? "#4f46e5" : "#94a3b8",
-                        border: isCurrent ? "2px solid #4f46e5" : isDone ? "none" : "1px solid #e2e8f0",
-                      }}
+                      style={getStepIndicatorStyle(isDone, isCurrent)}
                     >
                       {isDone ? "\u2713" : index + 1}
                     </div>
@@ -1213,7 +1257,7 @@ const AddGuardrailForm: React.FC<AddGuardrailFormProps> = ({ visible, onClose, a
                         className="text-sm"
                         style={{
                           fontWeight: isCurrent ? 600 : 500,
-                          color: isCurrent ? "#1e293b" : isDone ? "#4f46e5" : "#94a3b8",
+                          color: getStepTitleColor(isDone, isCurrent),
                         }}
                       >
                         {step.title}
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/edit_guardrail_form.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/edit_guardrail_form.tsx
index 83c21718a6e..a916984f8d7 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/edit_guardrail_form.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/edit_guardrail_form.tsx
@@ -5,6 +5,8 @@ import {
   guardrail_provider_map,
   guardrailLogoMap,
   getGuardrailProviders,
+  getSupportedModesForProvider,
+  toModeArray,
   type SkipSystemMessageChoice,
   type SkipToolMessageChoice,
 } from "./guardrail_info_helpers";
@@ -23,7 +25,7 @@ interface EditGuardrailFormProps {
   onSuccess: () => void;
   guardrailId: string;
   /** Full stored params merged into PUT so optional fields (e.g. content filter) are preserved. */
-  fullLitellmParams?: Record<string, any> | null;
+  fullLitellmParams?: Record<string, unknown> | null;
   initialValues: {
     guardrail_name: string;
     provider: string;
@@ -32,7 +34,7 @@ interface EditGuardrailFormProps {
     pii_entities_config?: { [key: string]: string };
     skip_system_message_choice?: SkipSystemMessageChoice;
     skip_tool_message_choice?: SkipToolMessageChoice;
-    [key: string]: any;
+    [key: string]: unknown;
   };
 }
 
@@ -40,6 +42,7 @@ interface GuardrailSettings {
   supported_entities: string[];
   supported_actions: string[];
   supported_modes: string[];
+  supported_modes_by_provider?: Record<string, string[]>;
   pii_entity_categories: Array<{
     category: string;
     entities: string[];
@@ -125,7 +128,7 @@ const EditGuardrailForm: React.FC<EditGuardrailFormProps> = ({
       // Get the guardrail provider value from the map
       const guardrailProvider = guardrail_provider_map[values.provider];
 
-      const litellm_params: Record<string, any> =
+      const litellm_params: Record<string, unknown> =
         fullLitellmParams && typeof fullLitellmParams === "object" ? { ...fullLitellmParams } : {};
 
       litellm_params.guardrail = guardrailProvider;
@@ -150,7 +153,7 @@ const EditGuardrailForm: React.FC<EditGuardrailFormProps> = ({
         delete litellm_params.skip_tool_message_in_guardrail;
       }
 
-      let guardrail_info: any = {};
+      let guardrail_info: Record<string, unknown> = {};
 
       // For Presidio PII, add the entity and action configurations
       if (values.provider === "PresidioPII" && selectedEntities.length > 0) {
@@ -189,8 +192,8 @@ const EditGuardrailForm: React.FC<EditGuardrailFormProps> = ({
         guardrail_id: string;
         guardrail: {
           guardrail_name: string;
-          litellm_params: Record<string, any>;
-          guardrail_info: any;
+          litellm_params: Record<string, unknown>;
+          guardrail_info: Record<string, unknown>;
         };
       } = {
         guardrail_id: guardrailId,
@@ -419,16 +422,21 @@ const EditGuardrailForm: React.FC<EditGuardrailFormProps> = ({
           rules={[{ required: true, message: "Please select a mode" }]}
         >
           <Select>
-            {guardrailSettings?.supported_modes?.map((mode) => (
-              <Option key={mode} value={mode}>
-                {mode}
-              </Option>
-            )) || (
-              <>
-                <Option value="pre_call">pre_call</Option>
-                <Option value="post_call">post_call</Option>
-              </>
-            )}
+            {(() => {
+              const modes = getSupportedModesForProvider(guardrailSettings, selectedProvider) ?? [
+                "pre_call",
+                "post_call",
+              ];
+              const currentModes = toModeArray(initialValues?.mode);
+              const unsupportedCurrent = currentModes.filter((m) => !modes.includes(m));
+              return [...unsupportedCurrent, ...modes].map((mode) => (
+                <Option key={mode} value={mode}>
+                  {unsupportedCurrent.includes(mode)
+                    ? `${mode} (not supported by ${selectedProvider}, pick another)`
+                    : mode}
+                </Option>
+              ));
+            })()}
           </Select>
         </Form.Item>
 
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_info_helpers.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_info_helpers.tsx
index 3ac9fe4087a..e8c4810ca69 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_info_helpers.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_info_helpers.tsx
@@ -76,6 +76,26 @@ export const populateGuardrailProviderMap = (providerParamsResponse: Record<stri
   });
 };
 
+// Normalizes a form "mode" value (string, string[], or empty) into a string array
+export const toModeArray = (raw: unknown): string[] => {
+  if (Array.isArray(raw)) return raw.filter((m): m is string => typeof m === "string");
+  if (typeof raw === "string") return [raw];
+  return [];
+};
+
+// Resolves the supported modes for the selected provider, falling back to the global list
+export const getSupportedModesForProvider = (
+  settings: { supported_modes?: string[]; supported_modes_by_provider?: Record<string, string[]> } | null,
+  selectedProvider: string | null,
+): string[] | undefined => {
+  const providerKey = selectedProvider ? guardrail_provider_map[selectedProvider]?.toLowerCase() : null;
+  const perProvider =
+    providerKey && settings?.supported_modes_by_provider
+      ? settings.supported_modes_by_provider[providerKey]
+      : undefined;
+  return perProvider ?? settings?.supported_modes;
+};
+
 // Decides if we should render the PII config settings for a given provider
 // For now we only support PII config settings for Presidio PII
 export const shouldRenderPIIConfigSettings = (provider: string | null) => {

From 0bd831dc5e17f0053e2639fde1cd29dd08cb982d Mon Sep 17 00:00:00 2001
From: Shivam Rawat <shivamrawat@Shivams-MacBook-Pro.local>
Date: Sat, 11 Jul 2026 14:55:32 -0700
Subject: [PATCH 352/370] fix(proxy): reserve tiered output at the higher
 reasoning rate

Some tiered Dashscope models price reasoning output above standard output
(output_cost_per_reasoning_token > output_cost_per_token). The reservation charged
all output at the standard rate, so a reasoning-heavy request reserved too little
and concurrent calls could exceed the budget before reconciliation. The reasoning
share is unknown before the request runs, so reserve every output token at the
higher of the two configured rates, for both tiered and flat pricing.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 .../spend_tracking/budget_reservation.py      | 15 +++-
 .../proxy/test_budget_reservation.py          | 81 +++++++++++++++++++
 2 files changed, 93 insertions(+), 3 deletions(-)

diff --git a/litellm/proxy/spend_tracking/budget_reservation.py b/litellm/proxy/spend_tracking/budget_reservation.py
index f02b733229a..38fd0d3f343 100644
--- a/litellm/proxy/spend_tracking/budget_reservation.py
+++ b/litellm/proxy/spend_tracking/budget_reservation.py
@@ -1014,20 +1014,29 @@ def _max_cost_for_cost_info(
     if isinstance(tiered_pricing, list) and tiered_pricing:
         tier = select_tier_for_input(tiered_pricing=tiered_pricing, input_tokens=input_tokens)
         if tier is not None:
+            output_rate = max(
+                tier_rate(tier, "output_cost_per_token"),
+                tier_rate(tier, "output_cost_per_reasoning_token"),
+            )
             return (input_tokens * tier_rate(tier, "input_cost_per_token")) + (
-                output_tokens * output_multiplier * tier_rate(tier, "output_cost_per_token")
+                output_tokens * output_multiplier * output_rate
             )
 
     input_cost_per_token = _to_float(model_info.get("input_cost_per_token"))
     output_cost_per_token = _to_float(model_info.get("output_cost_per_token"))
+    output_cost_per_reasoning_token = _to_float(model_info.get("output_cost_per_reasoning_token"))
     cost = 0.0
     if input_cost_per_token is not None:
         cost += input_tokens * input_cost_per_token
     elif input_tokens > 0:
         return None
 
-    if output_cost_per_token is not None:
-        cost += output_tokens * output_multiplier * output_cost_per_token
+    # The reasoning-token share is unknown before the request runs, so reserve every
+    # output token at the higher of the standard and reasoning rates to avoid
+    # under-reserving reasoning-heavy requests.
+    output_rate = max(output_cost_per_token or 0.0, output_cost_per_reasoning_token or 0.0)
+    if output_cost_per_token is not None or output_cost_per_reasoning_token is not None:
+        cost += output_tokens * output_multiplier * output_rate
     elif output_tokens > 0:
         return None
 
diff --git a/tests/test_litellm/proxy/test_budget_reservation.py b/tests/test_litellm/proxy/test_budget_reservation.py
index efc4c9758bf..3da103683ba 100644
--- a/tests/test_litellm/proxy/test_budget_reservation.py
+++ b/tests/test_litellm/proxy/test_budget_reservation.py
@@ -868,6 +868,87 @@ def test_tiered_reservation_is_all_or_nothing_with_output_tier_from_input_length
     assert estimated > graduated_under_reserve
 
 
+def test_tiered_reservation_uses_higher_reasoning_output_rate():
+    """Some tiered models price reasoning output above standard output. The
+    reasoning-token share is unknown before the request runs, so reservation must
+    charge every output token at the higher of the two rates to avoid under-reserving
+    reasoning-heavy requests."""
+    tiered_pricing = [
+        {
+            "range": [0, 32000],
+            "input_cost_per_token": 1e-06,
+            "output_cost_per_token": 1.2e-06,
+            "output_cost_per_reasoning_token": 4e-06,
+        }
+    ]
+    input_tokens = 1000
+    output_tokens = 500
+
+    with (
+        patch(
+            "litellm.proxy.spend_tracking.budget_reservation._get_model_cost_info",
+            return_value={"tiered_pricing": tiered_pricing, "max_output_tokens": 200000},
+        ),
+        patch(
+            "litellm.proxy.spend_tracking.budget_reservation._estimate_input_tokens",
+            return_value=input_tokens,
+        ),
+        patch(
+            "litellm.proxy.spend_tracking.budget_reservation._estimate_output_tokens",
+            return_value=output_tokens,
+        ),
+    ):
+        estimated = estimate_request_max_cost(
+            request_body=_request_body(),
+            route="/chat/completions",
+            llm_router=None,
+        )
+
+    expected = (input_tokens * 1e-06) + (output_tokens * 4e-06)
+    assert estimated == pytest.approx(expected)
+
+    # Reserving output at the plain rate would under-reserve reasoning-heavy calls.
+    under_reserve = (input_tokens * 1e-06) + (output_tokens * 1.2e-06)
+    assert estimated > under_reserve
+
+
+def test_flat_reservation_uses_higher_reasoning_output_rate():
+    """The same reasoning under-reservation gap exists for flat-rate models that
+    declare output_cost_per_reasoning_token above output_cost_per_token."""
+    input_tokens = 1000
+    output_tokens = 500
+
+    with (
+        patch(
+            "litellm.proxy.spend_tracking.budget_reservation._get_model_cost_info",
+            return_value={
+                "input_cost_per_token": 1e-06,
+                "output_cost_per_token": 1.2e-06,
+                "output_cost_per_reasoning_token": 4e-06,
+                "max_output_tokens": 200000,
+            },
+        ),
+        patch(
+            "litellm.proxy.spend_tracking.budget_reservation._estimate_input_tokens",
+            return_value=input_tokens,
+        ),
+        patch(
+            "litellm.proxy.spend_tracking.budget_reservation._estimate_output_tokens",
+            return_value=output_tokens,
+        ),
+    ):
+        estimated = estimate_request_max_cost(
+            request_body=_request_body(),
+            route="/chat/completions",
+            llm_router=None,
+        )
+
+    expected = (input_tokens * 1e-06) + (output_tokens * 4e-06)
+    assert estimated == pytest.approx(expected)
+    under_reserve = (input_tokens * 1e-06) + (output_tokens * 1.2e-06)
+    assert estimated > under_reserve
+
+
 def test_reservation_uses_most_expensive_deployment_in_group():
     """When a model group mixes deployments with different tiered rates, reservation
     must estimate against the most expensive one. Reserving the cheaper sibling would

From 0ebcda30277813be72275afedce65a821a11638e Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Sat, 11 Jul 2026 15:20:18 -0700
Subject: [PATCH 353/370] refactor(ui): convert user agent and per-user usage
 charts to shadcn/recharts (#32725)

* refactor(ui): convert user agent and per-user usage charts to shadcn/recharts

Swap the tremor BarChart import for the shared shadcn/recharts wrapper in
user_agent_activity.tsx (DAU/WAU/MAU charts) and per_user_usage.tsx (usage
distribution histogram). All chart props are unchanged; the wrapper exposes
the same tremor prop surface with matching defaults.

Extend user_agent_activity.test.tsx and add per_user_usage.test.tsx with
parity assertions on the real recharts SVG output: bar series per category,
stacked x positions, resolved fill colors, axis bucket labels, legend text,
and value formatter output on axis ticks. Remove the dead ResizeObserver
polyfill in user_agent_activity.test.tsx now that the scoped global mock in
tests/setupTests.ts renders charts, which also lowers the no-explicit-any
metric by one.

* test(ui): harden bar x-position parsing against recharts path format
---
 .../src/components/per_user_usage.test.tsx    | 118 ++++++++++++++++++
 .../src/components/per_user_usage.tsx         |   2 +-
 .../components/user_agent_activity.test.tsx   | 103 ++++++++++++---
 .../src/components/user_agent_activity.tsx    |  16 +--
 4 files changed, 210 insertions(+), 29 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/per_user_usage.test.tsx

diff --git a/ui/litellm-dashboard/src/components/per_user_usage.test.tsx b/ui/litellm-dashboard/src/components/per_user_usage.test.tsx
new file mode 100644
index 00000000000..66aaf015aca
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/per_user_usage.test.tsx
@@ -0,0 +1,118 @@
+import { render, screen, fireEvent, waitFor } from "@testing-library/react";
+import { describe, it, expect, vi, beforeEach } from "vitest";
+import PerUserUsage from "./per_user_usage";
+import * as networking from "./networking";
+
+vi.mock("./networking", () => ({
+  perUserAnalyticsCall: vi.fn(),
+}));
+
+type UserRow = {
+  user_id: string;
+  user_email: string | null;
+  user_agent: string | null;
+  successful_requests: number;
+  failed_requests: number;
+  total_requests: number;
+  total_tokens: number;
+  spend: number;
+};
+
+const userRow = (userId: string, userAgent: string | null, successfulRequests: number): UserRow => ({
+  user_id: userId,
+  user_email: null,
+  user_agent: userAgent,
+  successful_requests: successfulRequests,
+  failed_requests: 0,
+  total_requests: successfulRequests,
+  total_tokens: 100,
+  spend: 1,
+});
+
+describe("PerUserUsage", () => {
+  const mockPerUserAnalyticsCall = vi.mocked(networking.perUserAnalyticsCall);
+
+  const mockResponse = {
+    results: [
+      userRow("u1", "curl/8.0", 5),
+      userRow("u2", "curl/8.0", 50),
+      userRow("u3", "curl/8.0", 8),
+      userRow("u4", null, 7),
+      userRow("u5", null, 500),
+    ],
+    total_count: 5,
+    page: 1,
+    page_size: 50,
+    total_pages: 1,
+  };
+
+  const defaultProps = {
+    accessToken: "test-token",
+    selectedTags: [],
+    formatAbbreviatedNumber: (value: number) => String(value),
+  };
+
+  beforeEach(() => {
+    mockPerUserAnalyticsCall.mockClear();
+    mockPerUserAnalyticsCall.mockResolvedValue(mockResponse);
+  });
+
+  it("renders the user details table by default", async () => {
+    render(<PerUserUsage {...defaultProps} />);
+
+    await waitFor(() => {
+      expect(mockPerUserAnalyticsCall).toHaveBeenCalled();
+    });
+
+    expect(screen.getByText("Per User Usage")).toBeInTheDocument();
+    await waitFor(() => {
+      expect(screen.getByText("u1")).toBeInTheDocument();
+    });
+  });
+
+  it("renders the usage distribution as a stacked bar chart with the explicit palette and users formatter", async () => {
+    render(<PerUserUsage {...defaultProps} />);
+
+    await waitFor(() => {
+      expect(mockPerUserAnalyticsCall).toHaveBeenCalled();
+    });
+
+    fireEvent.click(screen.getByText("Usage Distribution"));
+
+    const panel = screen.getByText("User Usage Distribution").closest("div")?.parentElement;
+    expect(panel).not.toBeNull();
+
+    await waitFor(() => {
+      expect(panel!.querySelectorAll("path.recharts-rectangle")).toHaveLength(4);
+    });
+
+    const chart = panel!.querySelector('[data-slot="chart"]');
+    expect(chart).not.toBeNull();
+    expect(chart!.querySelectorAll(".recharts-bar")).toHaveLength(2);
+
+    const rectangles = Array.from(chart!.querySelectorAll("path.recharts-rectangle"));
+    const fills = new Set(rectangles.map((rect) => rect.getAttribute("fill")));
+    expect(fills).toEqual(new Set(["var(--color-blue-500, #3b82f6)", "var(--color-green-500, #22c55e)"]));
+
+    const xPositions = new Set(rectangles.map((rect) => rect.getAttribute("d")?.match(/^M\s*([\d.]+)/)?.[1]));
+    expect(xPositions.size).toBe(3);
+
+    expect(chart!.textContent).toContain("curl/8.0");
+    expect(chart!.textContent).toContain("Unknown");
+    for (const bucket of [
+      "1-9 requests",
+      "10-99 requests",
+      "100-999 requests",
+      "1K-9.9K requests",
+      "10K-99.9K requests",
+      "100K+ requests",
+    ]) {
+      expect(chart!.textContent).toContain(bucket);
+    }
+
+    const tickTexts = Array.from(chart!.querySelectorAll(".recharts-cartesian-axis-tick-value")).map(
+      (tick) => tick.textContent ?? "",
+    );
+    expect(tickTexts.some((tick) => / users$/.test(tick))).toBe(true);
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/per_user_usage.tsx b/ui/litellm-dashboard/src/components/per_user_usage.tsx
index 59aed14292e..30933700cf3 100644
--- a/ui/litellm-dashboard/src/components/per_user_usage.tsx
+++ b/ui/litellm-dashboard/src/components/per_user_usage.tsx
@@ -8,7 +8,6 @@ import {
   TableHeaderCell,
   TableBody,
   TableCell,
-  BarChart,
   Text,
   Button,
   Tab,
@@ -17,6 +16,7 @@ import {
   TabPanel,
   TabPanels,
 } from "@tremor/react";
+import { BarChart } from "@/components/shared/charts";
 import { perUserAnalyticsCall } from "./networking";
 
 interface PerUserMetrics {
diff --git a/ui/litellm-dashboard/src/components/user_agent_activity.test.tsx b/ui/litellm-dashboard/src/components/user_agent_activity.test.tsx
index 7b67720e9e5..b2facde3e65 100644
--- a/ui/litellm-dashboard/src/components/user_agent_activity.test.tsx
+++ b/ui/litellm-dashboard/src/components/user_agent_activity.test.tsx
@@ -1,19 +1,8 @@
 import { render, screen, fireEvent, waitFor } from "@testing-library/react";
-import { describe, it, expect, vi, beforeEach, beforeAll } from "vitest";
+import { describe, it, expect, vi, beforeEach } from "vitest";
 import UserAgentActivity from "./user_agent_activity";
 import * as networking from "./networking";
 
-// Polyfill ResizeObserver for test environment
-beforeAll(() => {
-  if (typeof window !== "undefined" && !window.ResizeObserver) {
-    window.ResizeObserver = class ResizeObserver {
-      observe() {}
-      unobserve() {}
-      disconnect() {}
-    } as any;
-  }
-});
-
 // Mock the networking module
 vi.mock("./networking", () => ({
   userAgentSummaryCall: vi.fn(),
@@ -135,8 +124,8 @@ describe("UserAgentActivity", () => {
 
     // Check that user agent cards are displayed
     await waitFor(() => {
-      expect(screen.getByText("Chrome/1.0")).toBeInTheDocument();
-      expect(screen.getByText("Firefox/2.0")).toBeInTheDocument();
+      expect(screen.getAllByText("Chrome/1.0").length).toBeGreaterThan(0);
+      expect(screen.getAllByText("Firefox/2.0").length).toBeGreaterThan(0);
     });
 
     // Check that metrics are displayed
@@ -192,4 +181,90 @@ describe("UserAgentActivity", () => {
     const selectElement = screen.getByText("All User Agents");
     expect(selectElement).toBeInTheDocument();
   });
+
+  const getPanelForTitle = (title: string): HTMLElement => {
+    // Assumes two wrapper divs between the Tremor <Title> and the panel root; update if Tremor's TabPanel depth changes.
+    const panel = screen.getByText(title).closest("div")?.parentElement;
+    expect(panel).not.toBeNull();
+    return panel!;
+  };
+
+  const expectStackedTwoCategoryChart = (panel: HTMLElement, firstBucketLabel: string) => {
+    const chart = panel.querySelector('[data-slot="chart"]');
+    expect(chart).not.toBeNull();
+    expect(chart!.querySelectorAll(".recharts-bar")).toHaveLength(2);
+
+    const rectangles = Array.from(chart!.querySelectorAll("path.recharts-rectangle"));
+    const fills = new Set(rectangles.map((rect) => rect.getAttribute("fill")));
+    expect(fills).toEqual(new Set(["var(--color-blue-500, #3b82f6)", "var(--color-cyan-500, #06b6d4)"]));
+
+    const xPositions = new Set(rectangles.map((rect) => rect.getAttribute("d")?.match(/^M\s*([\d.]+)/)?.[1]));
+    expect(xPositions.size).toBe(1);
+
+    expect(chart!.textContent).toContain("Chrome/1.0");
+    expect(chart!.textContent).toContain("Firefox/2.0");
+    expect(chart!.textContent).toContain(firstBucketLabel);
+
+    const tickTexts = Array.from(chart!.querySelectorAll(".recharts-cartesian-axis-tick-value")).map(
+      (tick) => tick.textContent ?? "",
+    );
+    expect(tickTexts.some((tick) => /^\d+K$/.test(tick))).toBe(true);
+  };
+
+  it("renders the DAU chart stacked with default color cycle and abbreviated axis ticks", async () => {
+    const firstBucketDate = new Date();
+    firstBucketDate.setDate(firstBucketDate.getDate() - 6);
+    const todayStr = new Date().toISOString().split("T")[0];
+    mockTagDauCall.mockResolvedValue({
+      results: [
+        { tag: "User-Agent: Chrome/1.0", active_users: 4000, date: todayStr },
+        { tag: "User-Agent: Firefox/2.0", active_users: 2600, date: todayStr },
+      ],
+    });
+
+    render(<UserAgentActivity {...defaultProps} />);
+
+    const panel = getPanelForTitle("Daily Active Users - Last 7 Days");
+    await waitFor(() => {
+      expect(panel.querySelectorAll("path.recharts-rectangle")).toHaveLength(2);
+    });
+
+    expectStackedTwoCategoryChart(panel, firstBucketDate.toISOString().split("T")[0]);
+  });
+
+  it("renders the WAU chart stacked with week buckets and abbreviated axis ticks", async () => {
+    mockTagWauCall.mockResolvedValue({
+      results: [
+        { tag: "User-Agent: Chrome/1.0", active_users: 2000, date: "Week 3 (Jan 15)" },
+        { tag: "User-Agent: Firefox/2.0", active_users: 1500, date: "Week 3 (Jan 15)" },
+      ],
+    });
+
+    render(<UserAgentActivity {...defaultProps} />);
+
+    const panel = getPanelForTitle("Weekly Active Users - Last 7 Weeks");
+    await waitFor(() => {
+      expect(panel.querySelectorAll("path.recharts-rectangle")).toHaveLength(2);
+    });
+
+    expectStackedTwoCategoryChart(panel, "Week 1");
+  });
+
+  it("renders the MAU chart stacked with month buckets and abbreviated axis ticks", async () => {
+    mockTagMauCall.mockResolvedValue({
+      results: [
+        { tag: "User-Agent: Chrome/1.0", active_users: 5000, date: "Month 2 (Feb)" },
+        { tag: "User-Agent: Firefox/2.0", active_users: 3000, date: "Month 2 (Feb)" },
+      ],
+    });
+
+    render(<UserAgentActivity {...defaultProps} />);
+
+    const panel = getPanelForTitle("Monthly Active Users - Last 7 Months");
+    await waitFor(() => {
+      expect(panel.querySelectorAll("path.recharts-rectangle")).toHaveLength(2);
+    });
+
+    expectStackedTwoCategoryChart(panel, "Month 1");
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/user_agent_activity.tsx b/ui/litellm-dashboard/src/components/user_agent_activity.tsx
index 8b5f303670d..6d262ec2323 100644
--- a/ui/litellm-dashboard/src/components/user_agent_activity.tsx
+++ b/ui/litellm-dashboard/src/components/user_agent_activity.tsx
@@ -1,19 +1,7 @@
 import React, { useState, useEffect } from "react";
-import {
-  Card,
-  Title,
-  Text,
-  Grid,
-  BarChart,
-  Metric,
-  Subtitle,
-  Tab,
-  TabGroup,
-  TabList,
-  TabPanel,
-  TabPanels,
-} from "@tremor/react";
+import { Card, Title, Text, Grid, Metric, Subtitle, Tab, TabGroup, TabList, TabPanel, TabPanels } from "@tremor/react";
 import { Select, Tooltip } from "antd";
+import { BarChart } from "@/components/shared/charts";
 import { userAgentSummaryCall, tagDauCall, tagWauCall, tagMauCall, tagDistinctCall } from "./networking";
 import PerUserUsage from "./per_user_usage";
 import { DateRangePickerValue } from "@tremor/react";

From f2fb6b8e73e05675025328a5cdf309b0b10721f8 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng@berri.ai>
Date: Sat, 11 Jul 2026 15:47:03 -0700
Subject: [PATCH 354/370] refactor(ui): extract a shared CopyButton and fix the
 sidebar copy confirmation (#32945)

* fix(ui): show sidebar copy confirmation only on a successful write

The sidebar account menu's copy button switched to the checkmark
synchronously, before the clipboard write settled, so it confirmed a
copy that never happened when navigator.clipboard was undefined on
non-secure origins or when writeText rejected. The handler now guards
navigator.clipboard, awaits the write, and flips to the checkmark only
on success

Also updates the header accent emoji in the same menu

* refactor(ui): extract a shared CopyButton for the sidebar account menu

The copy-icon-to-checkmark pattern was hand-rolled in several places,
including the sidebar account menu whose private copy button held the
false-confirmation bug. Extract a single canonical CopyButton into
components/shared, built on the Button primitive with a guarded and
awaited clipboard write so the checkmark appears only on a real
success, and have SidebarAccountMenu consume it

The success and failure-mode coverage now lives in the shared
component's own test; the sidebar test keeps one case asserting the
email row is wired to it
---
 .../SidebarAccountMenu.test.tsx               |  6 +-
 .../SidebarAccountMenu/SidebarAccountMenu.tsx | 40 ++------------
 .../src/components/shared/CopyButton.test.tsx | 55 +++++++++++++++++++
 .../src/components/shared/CopyButton.tsx      | 49 +++++++++++++++++
 4 files changed, 112 insertions(+), 38 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/shared/CopyButton.test.tsx
 create mode 100644 ui/litellm-dashboard/src/components/shared/CopyButton.tsx

diff --git a/ui/litellm-dashboard/src/components/SidebarAccountMenu/SidebarAccountMenu.test.tsx b/ui/litellm-dashboard/src/components/SidebarAccountMenu/SidebarAccountMenu.test.tsx
index 716a2ebe6e2..2d122246ce0 100644
--- a/ui/litellm-dashboard/src/components/SidebarAccountMenu/SidebarAccountMenu.test.tsx
+++ b/ui/litellm-dashboard/src/components/SidebarAccountMenu/SidebarAccountMenu.test.tsx
@@ -179,7 +179,7 @@ describe("SidebarAccountMenu", () => {
     expect(screen.queryByTitle("Thanks for using LiteLLM!")).not.toBeInTheDocument();
   });
 
-  it("should copy the email to the clipboard", async () => {
+  it("wires the email row to the shared copy button", async () => {
     const user = userEvent.setup();
     const writeText = vi.fn().mockResolvedValue(undefined);
     Object.defineProperty(navigator, "clipboard", { value: { writeText }, configurable: true });
@@ -187,9 +187,11 @@ describe("SidebarAccountMenu", () => {
     renderWithProviders(<SidebarAccountMenu onLogout={mockOnLogout} />);
     await openMenu(user);
 
-    await user.click(screen.getByRole("button", { name: "Copy email" }));
+    const copyButton = screen.getByRole("button", { name: "Copy email" });
+    await user.click(copyButton);
 
     expect(writeText).toHaveBeenCalledWith("test@example.com");
+    await waitFor(() => expect(copyButton.querySelector(".lucide-check")).toBeInTheDocument());
   });
 
   it("should call onLogout when logout is clicked", async () => {
diff --git a/ui/litellm-dashboard/src/components/SidebarAccountMenu/SidebarAccountMenu.tsx b/ui/litellm-dashboard/src/components/SidebarAccountMenu/SidebarAccountMenu.tsx
index 46d7271c9df..4842f25f36b 100644
--- a/ui/litellm-dashboard/src/components/SidebarAccountMenu/SidebarAccountMenu.tsx
+++ b/ui/litellm-dashboard/src/components/SidebarAccountMenu/SidebarAccountMenu.tsx
@@ -7,6 +7,7 @@ import { useDisableShowPrompts } from "@/app/(dashboard)/hooks/useDisableShowPro
 import { useDisableUsageIndicator } from "@/app/(dashboard)/hooks/useDisableUsageIndicator";
 import { emitLocalStorageChange, removeLocalStorageItem, setLocalStorageItem } from "@/utils/localStorageUtils";
 import { navAccountDisplayName } from "@/components/Navbar/navDisplayName";
+import CopyButton from "@/components/shared/CopyButton";
 import { Avatar, AvatarFallback } from "@/components/ui/avatar";
 import { Badge } from "@/components/ui/badge";
 import { Button } from "@/components/ui/button";
@@ -14,8 +15,8 @@ import { Popover, PopoverContent, PopoverTrigger } from "@/components/ui/popover
 import { Separator } from "@/components/ui/separator";
 import { Switch } from "@/components/ui/switch";
 import { cn } from "@/lib/cva.config";
-import { Check, ChevronsUpDown, Copy, Crown, IdCard, LogOut, Mail, ShieldCheck } from "lucide-react";
-import React, { useEffect, useState } from "react";
+import { ChevronsUpDown, Crown, IdCard, LogOut, Mail, ShieldCheck } from "lucide-react";
+import React from "react";
 
 const RELEASE_NOTES_URL = "https://docs.litellm.ai/release_notes";
 
@@ -52,39 +53,6 @@ function initialsFromIdentity(email: string | null, userId: string | null): stri
   return "?";
 }
 
-const CopyButton: React.FC<{ value: string | null; label: string }> = ({ value, label }) => {
-  const [copied, setCopied] = useState(false);
-
-  useEffect(() => {
-    if (!copied) return;
-    const timer = setTimeout(() => setCopied(false), 1200);
-    return () => clearTimeout(timer);
-  }, [copied]);
-
-  if (!value) return null;
-
-  return (
-    <Button
-      type="button"
-      variant="ghost"
-      size="icon-xs"
-      onClick={() => {
-        try {
-          navigator.clipboard?.writeText(value);
-          setCopied(true);
-        } catch {
-          setCopied(false);
-        }
-      }}
-      aria-label={label}
-      title={label}
-      className="text-muted-foreground hover:text-primary"
-    >
-      {copied ? <Check className="size-[15px]" /> : <Copy className="size-[15px]" />}
-    </Button>
-  );
-};
-
 const InfoRow: React.FC<{ icon: React.ReactNode; label: string; children: React.ReactNode }> = ({
   icon,
   label,
@@ -218,7 +186,7 @@ const SidebarAccountMenu: React.FC<SidebarAccountMenuProps> = ({ onLogout, colla
               title="Thanks for using LiteLLM!"
               aria-hidden
             >
-              🌑
+              🌴
             </span>
           )}
           <span className="flex-1" />
diff --git a/ui/litellm-dashboard/src/components/shared/CopyButton.test.tsx b/ui/litellm-dashboard/src/components/shared/CopyButton.test.tsx
new file mode 100644
index 00000000000..07e115d7a39
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/CopyButton.test.tsx
@@ -0,0 +1,55 @@
+import userEvent from "@testing-library/user-event";
+import { describe, expect, it, vi } from "vitest";
+import { renderWithProviders, screen, waitFor } from "../../../tests/test-utils";
+import CopyButton from "./CopyButton";
+
+describe("CopyButton", () => {
+  it("renders nothing when there is no value", () => {
+    const { container } = renderWithProviders(<CopyButton value={null} label="Copy value" />);
+    expect(container.querySelector("button")).toBeNull();
+  });
+
+  it("shows the confirmation checkmark only after a successful write", async () => {
+    const user = userEvent.setup();
+    const writeText = vi.fn().mockResolvedValue(undefined);
+    Object.defineProperty(navigator, "clipboard", { value: { writeText }, configurable: true });
+
+    renderWithProviders(<CopyButton value="secret-value" label="Copy value" />);
+
+    const button = screen.getByRole("button", { name: "Copy value" });
+    expect(button.querySelector(".lucide-copy")).toBeInTheDocument();
+
+    await user.click(button);
+
+    expect(writeText).toHaveBeenCalledWith("secret-value");
+    await waitFor(() => expect(button.querySelector(".lucide-check")).toBeInTheDocument());
+  });
+
+  it("does not show the checkmark when the clipboard write is rejected", async () => {
+    const user = userEvent.setup();
+    const writeText = vi.fn().mockRejectedValue(new Error("permission denied"));
+    Object.defineProperty(navigator, "clipboard", { value: { writeText }, configurable: true });
+
+    renderWithProviders(<CopyButton value="secret-value" label="Copy value" />);
+
+    const button = screen.getByRole("button", { name: "Copy value" });
+    await user.click(button);
+
+    await waitFor(() => expect(writeText).toHaveBeenCalledWith("secret-value"));
+    expect(button.querySelector(".lucide-check")).not.toBeInTheDocument();
+    expect(button.querySelector(".lucide-copy")).toBeInTheDocument();
+  });
+
+  it("does not show the checkmark when the clipboard API is unavailable", async () => {
+    const user = userEvent.setup();
+    Object.defineProperty(navigator, "clipboard", { value: undefined, configurable: true });
+
+    renderWithProviders(<CopyButton value="secret-value" label="Copy value" />);
+
+    const button = screen.getByRole("button", { name: "Copy value" });
+    await user.click(button);
+
+    expect(button.querySelector(".lucide-check")).not.toBeInTheDocument();
+    expect(button.querySelector(".lucide-copy")).toBeInTheDocument();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/shared/CopyButton.tsx b/ui/litellm-dashboard/src/components/shared/CopyButton.tsx
new file mode 100644
index 00000000000..052d03df319
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/shared/CopyButton.tsx
@@ -0,0 +1,49 @@
+import { Button } from "@/components/ui/button";
+import { cn } from "@/lib/cva.config";
+import { Check, Copy } from "lucide-react";
+import React, { useEffect, useState } from "react";
+
+interface CopyButtonProps {
+  value: string | null | undefined;
+  label: string;
+  className?: string;
+  iconClassName?: string;
+}
+
+const CopyButton: React.FC<CopyButtonProps> = ({ value, label, className, iconClassName = "size-[15px]" }) => {
+  const [copied, setCopied] = useState(false);
+
+  useEffect(() => {
+    if (!copied) return;
+    const timer = setTimeout(() => setCopied(false), 1200);
+    return () => clearTimeout(timer);
+  }, [copied]);
+
+  if (!value) return null;
+
+  const handleCopy = async () => {
+    if (!navigator.clipboard) return;
+    try {
+      await navigator.clipboard.writeText(value);
+      setCopied(true);
+    } catch {
+      setCopied(false);
+    }
+  };
+
+  return (
+    <Button
+      type="button"
+      variant="ghost"
+      size="icon-xs"
+      onClick={handleCopy}
+      aria-label={label}
+      title={label}
+      className={cn("text-muted-foreground hover:text-primary", className)}
+    >
+      {copied ? <Check className={iconClassName} /> : <Copy className={iconClassName} />}
+    </Button>
+  );
+};
+
+export default CopyButton;

From 0710cf29908c95dde81adc8a1b4180564cf77f97 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Sat, 11 Jul 2026 16:11:05 -0700
Subject: [PATCH 355/370] refactor(ui): convert entity usage and usage page
 charts to shadcn/recharts (#32729)

* refactor(ui): convert entity usage and usage page charts to shadcn/recharts

Swap the tremor BarChart/DonutChart render sites in EntityUsage,
SpendByProvider, TopKeyView, TopModelView, KeyModelUsageView and
UsagePageView to the shared shadcn/recharts wrappers. Convert the two
sole-chart Daily Spend cards and the KeyModelUsageView card to the
shadcn Card primitives.

Close the donut parity gap with strictly additive optional DonutChart
props: showLabel/label render a center total (tremor showed
valueFormatter(sum) by default) and startAngle/endAngle forward to the
Pie so both provider donuts keep tremor's clockwise-from-12 layout.
Defaults preserve the previous wrapper behavior.

DailyData and two site-local row types move from interface to type
alias so they satisfy the wrappers' Record<string, unknown> constraint;
interfaces lack implicit index signatures.

Tests now assert on real recharts output: bar/sector counts, cyan
fills, axis labels, donut center totals, and the TopKeyView bar-click
drill-down into the key info modal. The dead tremor chart mocks in
UsagePageView.test.tsx are removed and lint metrics/suppressions are
regenerated for the dropped tremor imports.

* fix(ui): compute donut center label only when shown and assert Model Usage renders as a card title
---
 ui/litellm-dashboard/eslint-suppressions.json |  15 ---
 .../EntityUsage/EntityUsage.test.tsx          |  33 ++++-
 .../components/EntityUsage/EntityUsage.tsx    | 123 ++++++++++--------
 .../EntityUsage/SpendByProvider.test.tsx      |  50 ++++++-
 .../EntityUsage/SpendByProvider.tsx           |   9 +-
 .../EntityUsage/TopKeyView.test.tsx           |  41 +++++-
 .../components/EntityUsage/TopKeyView.tsx     |   2 +-
 .../EntityUsage/TopModelView.test.tsx         |  35 +++++
 .../components/EntityUsage/TopModelView.tsx   |   8 +-
 .../components/KeyModelUsageView.test.tsx     |  14 ++
 .../components/KeyModelUsageView.tsx          |  89 +++++++------
 .../components/UsagePageView.test.tsx         |  30 +++--
 .../UsagePage/components/UsagePageView.tsx    |  72 +++++-----
 .../src/components/UsagePage/types.ts         |   4 +-
 .../src/components/activity_metrics.test.tsx  |   2 +-
 .../shared/charts/donut_chart.test.tsx        |  80 ++++++++++++
 .../components/shared/charts/donut_chart.tsx  |  32 ++++-
 17 files changed, 463 insertions(+), 176 deletions(-)

diff --git a/ui/litellm-dashboard/eslint-suppressions.json b/ui/litellm-dashboard/eslint-suppressions.json
index f328ecbdcfa..32cd1cd6eff 100644
--- a/ui/litellm-dashboard/eslint-suppressions.json
+++ b/ui/litellm-dashboard/eslint-suppressions.json
@@ -1527,21 +1527,6 @@
       "count": 1
     }
   },
-  "src/components/UsagePage/components/EntityUsage/TopKeyView.tsx": {
-    "no-restricted-imports": {
-      "count": 1
-    }
-  },
-  "src/components/UsagePage/components/EntityUsage/TopModelView.tsx": {
-    "no-restricted-imports": {
-      "count": 1
-    }
-  },
-  "src/components/UsagePage/components/KeyModelUsageView.tsx": {
-    "no-restricted-imports": {
-      "count": 1
-    }
-  },
   "src/components/UsagePage/components/UsageAIChatPanel.tsx": {
     "no-nested-ternary": {
       "count": 1
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.test.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.test.tsx
index 15f572717e7..c95f81e3086 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.test.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.test.tsx
@@ -575,7 +575,7 @@ describe("EntityUsage", () => {
     });
 
     await waitFor(() => {
-      expect(screen.getByText("Tag 1")).toBeInTheDocument();
+      expect(screen.getAllByText("Tag 1").length).toBeGreaterThan(0);
     });
   });
 
@@ -587,7 +587,7 @@ describe("EntityUsage", () => {
     });
 
     await waitFor(() => {
-      expect(screen.getByText("Tag 1")).toBeInTheDocument();
+      expect(screen.getAllByText("Tag 1").length).toBeGreaterThan(0);
     });
   });
 
@@ -700,10 +700,37 @@ describe("EntityUsage", () => {
     });
 
     await waitFor(() => {
-      expect(screen.getByText("tag-1")).toBeInTheDocument();
+      expect(screen.getAllByText("tag-1").length).toBeGreaterThan(0);
     });
   });
 
+  it("renders daily spend bars, per-entity bars, and the provider donut with cyan fills and a $ center total", async () => {
+    const { container } = render(<EntityUsage {...defaultProps} />);
+
+    await waitFor(() => {
+      expect(mockTagDailyActivityCall).toHaveBeenCalled();
+    });
+
+    await waitFor(() => {
+      expect(container.querySelectorAll("path.recharts-rectangle")).toHaveLength(2);
+    });
+
+    const barFills = new Set(
+      Array.from(container.querySelectorAll("path.recharts-rectangle")).map((rect) => rect.getAttribute("fill")),
+    );
+    expect(barFills).toEqual(new Set(["var(--color-cyan-500, #06b6d4)"]));
+
+    expect(screen.getAllByText("2025-01-01").length).toBeGreaterThan(0);
+    expect(screen.getAllByText("Tag 1").length).toBeGreaterThan(1);
+
+    const sectors = container.querySelectorAll(".recharts-pie-sector path");
+    expect(sectors).toHaveLength(1);
+    expect(sectors[0].getAttribute("fill")).toBe("var(--color-cyan-500, #06b6d4)");
+
+    const centerLabels = Array.from(container.querySelectorAll("text.fill-foreground")).map((text) => text.textContent);
+    expect(centerLabels).toContain("$100.50");
+  });
+
   it("should label the chart with user_email metadata instead of the raw UUID (LIT-3889)", async () => {
     const userUuid = "c0e68be8-057e-4e2f-9d3a-000000000000";
     const spendDataForUser = {
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx
index 9dd72f44f67..8e48b1e9139 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx
@@ -1,12 +1,12 @@
 import useTeams from "@/app/(dashboard)/hooks/useTeams";
+import { BarChart, DonutChart } from "@/components/shared/charts";
 import { MoneyCell } from "@/components/shared/table_cells";
+import { Card as ShadcnCard, CardContent, CardHeader, CardTitle } from "@/components/ui/card";
 import { formatNumberWithCommas } from "@/utils/dataUtils";
 import {
-  BarChart,
   Card,
   Col,
   DateRangePickerValue,
-  DonutChart,
   Grid,
   Subtitle,
   Tab,
@@ -61,9 +61,9 @@ interface EntityMetrics {
   metadata: Record<string, any>;
 }
 
-interface ExtendedDailyData extends DailyData {
+type ExtendedDailyData = DailyData & {
   breakdown: BreakdownMetrics;
-}
+};
 
 interface EntitySpendData {
   results: ExtendedDailyData[];
@@ -545,60 +545,66 @@ const EntityUsage: React.FC<EntityUsageProps> = ({ accessToken, entityType, enti
 
               {/* Daily Spend Chart */}
               <Col numColSpan={2}>
-                <Card>
-                  <Title>Daily Spend</Title>
-                  <BarChart
-                    data={[...spendData.results].sort(
-                      (a, b) => new Date(a.date).getTime() - new Date(b.date).getTime(),
-                    )}
-                    index="date"
-                    categories={["metrics.spend"]}
-                    colors={["cyan"]}
-                    valueFormatter={valueFormatterSpend}
-                    yAxisWidth={100}
-                    showLegend={false}
-                    customTooltip={({ payload, active }) => {
-                      if (!active || !payload?.[0]) return null;
-                      const data = payload[0].payload;
-                      const entityCount = Object.keys(data.breakdown.entities || {}).length;
-                      return (
-                        <div className="bg-white p-4 shadow-lg rounded-lg border">
-                          <p className="font-bold">{data.date}</p>
-                          <p className="text-cyan-500">Total Spend: ${formatNumberWithCommas(data.metrics.spend, 2)}</p>
-                          <p className="text-gray-600">Total Requests: {data.metrics.api_requests}</p>
-                          <p className="text-gray-600">Successful: {data.metrics.successful_requests}</p>
-                          <p className="text-gray-600">Failed: {data.metrics.failed_requests}</p>
-                          <p className="text-gray-600">Total Tokens: {data.metrics.total_tokens}</p>
-                          <p className="text-gray-600">
-                            Total {capitalizedEntityLabel}s: {entityCount}
-                          </p>
-                          <div className="mt-2 border-t pt-2">
-                            <p className="font-semibold">Spend by {capitalizedEntityLabel}:</p>
-                            {Object.entries(data.breakdown.entities || {})
-                              .sort(([, a], [, b]) => {
-                                const spendA = (a as EntityMetrics).metrics.spend;
-                                const spendB = (b as EntityMetrics).metrics.spend;
-                                return spendB - spendA;
-                              })
-                              .slice(0, 5)
-                              .map(([entity, entityData]) => {
-                                const metrics = entityData as EntityMetrics;
-                                return (
-                                  <p key={entity} className="text-sm text-gray-600">
-                                    {getEntityLabel(entity, metrics.metadata)}: $
-                                    {formatNumberWithCommas(metrics.metrics.spend, 2)}
-                                  </p>
-                                );
-                              })}
-                            {entityCount > 5 && (
-                              <p className="text-sm text-gray-500 italic">...and {entityCount - 5} more</p>
-                            )}
+                <ShadcnCard>
+                  <CardHeader>
+                    <CardTitle className="text-base font-semibold">Daily Spend</CardTitle>
+                  </CardHeader>
+                  <CardContent>
+                    <BarChart
+                      data={[...spendData.results].sort(
+                        (a, b) => new Date(a.date).getTime() - new Date(b.date).getTime(),
+                      )}
+                      index="date"
+                      categories={["metrics.spend"]}
+                      colors={["cyan"]}
+                      valueFormatter={valueFormatterSpend}
+                      yAxisWidth={100}
+                      showLegend={false}
+                      customTooltip={({ payload, active }) => {
+                        if (!active || !payload?.[0]) return null;
+                        const data = payload[0].payload;
+                        const entityCount = Object.keys(data.breakdown.entities || {}).length;
+                        return (
+                          <div className="bg-white p-4 shadow-lg rounded-lg border">
+                            <p className="font-bold">{data.date}</p>
+                            <p className="text-cyan-500">
+                              Total Spend: ${formatNumberWithCommas(data.metrics.spend, 2)}
+                            </p>
+                            <p className="text-gray-600">Total Requests: {data.metrics.api_requests}</p>
+                            <p className="text-gray-600">Successful: {data.metrics.successful_requests}</p>
+                            <p className="text-gray-600">Failed: {data.metrics.failed_requests}</p>
+                            <p className="text-gray-600">Total Tokens: {data.metrics.total_tokens}</p>
+                            <p className="text-gray-600">
+                              Total {capitalizedEntityLabel}s: {entityCount}
+                            </p>
+                            <div className="mt-2 border-t pt-2">
+                              <p className="font-semibold">Spend by {capitalizedEntityLabel}:</p>
+                              {Object.entries(data.breakdown.entities || {})
+                                .sort(([, a], [, b]) => {
+                                  const spendA = (a as EntityMetrics).metrics.spend;
+                                  const spendB = (b as EntityMetrics).metrics.spend;
+                                  return spendB - spendA;
+                                })
+                                .slice(0, 5)
+                                .map(([entity, entityData]) => {
+                                  const metrics = entityData as EntityMetrics;
+                                  return (
+                                    <p key={entity} className="text-sm text-gray-600">
+                                      {getEntityLabel(entity, metrics.metadata)}: $
+                                      {formatNumberWithCommas(metrics.metrics.spend, 2)}
+                                    </p>
+                                  );
+                                })}
+                              {entityCount > 5 && (
+                                <p className="text-sm text-gray-500 italic">...and {entityCount - 5} more</p>
+                              )}
+                            </div>
                           </div>
-                        </div>
-                      );
-                    }}
-                  />
-                </Card>
+                        );
+                      }}
+                    />
+                  </CardContent>
+                </ShadcnCard>
               </Col>
 
               {/* Entity Breakdown Section */}
@@ -741,6 +747,9 @@ const EntityUsage: React.FC<EntityUsageProps> = ({ accessToken, entityType, enti
                           category="spend"
                           valueFormatter={(value) => `$${formatNumberWithCommas(value, 2)}`}
                           colors={["cyan", "blue", "indigo", "violet", "purple"]}
+                          showLabel
+                          startAngle={90}
+                          endAngle={-270}
                         />
                       </Col>
                       <Col numColSpan={1}>
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/SpendByProvider.test.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/SpendByProvider.test.tsx
index 7eea7653ef1..983da5a4abb 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/SpendByProvider.test.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/SpendByProvider.test.tsx
@@ -167,7 +167,7 @@ describe("SpendByProvider", () => {
       },
     ];
     render(<SpendByProvider loading={false} isDateChanging={false} providerSpend={providerSpendWithNull} />);
-    expect(screen.getByText("$100.00")).toBeInTheDocument();
+    expect(screen.getAllByText("$100.00").length).toBeGreaterThan(0);
   });
 
   it("should handle provider with empty string provider name", () => {
@@ -182,7 +182,7 @@ describe("SpendByProvider", () => {
       },
     ];
     render(<SpendByProvider loading={false} isDateChanging={false} providerSpend={providerSpendWithEmpty} />);
-    expect(screen.getByText("$100.00")).toBeInTheDocument();
+    expect(screen.getAllByText("$100.00").length).toBeGreaterThan(0);
   });
 
   it("should display large token numbers with comma formatting", () => {
@@ -216,6 +216,52 @@ describe("SpendByProvider", () => {
     expect(screen.queryByText("unknown")).not.toBeInTheDocument();
   });
 
+  it("renders one cyan donut sector per visible provider with the $ total as center label", () => {
+    const { container } = render(
+      <SpendByProvider loading={false} isDateChanging={false} providerSpend={mockProviderSpend} />,
+    );
+
+    const sectors = container.querySelectorAll(".recharts-pie-sector path");
+    expect(sectors).toHaveLength(2);
+    const fills = new Set(Array.from(sectors).map((sector) => sector.getAttribute("fill")));
+    expect(fills).toEqual(new Set(["var(--color-cyan-500, #06b6d4)"]));
+
+    const centerLabels = Array.from(container.querySelectorAll("text.fill-foreground")).map((text) => text.textContent);
+    expect(centerLabels).toContain("$351.25");
+  });
+
+  it("adds the unknown provider slice and updates the center total when Show Unknown is on", () => {
+    const providerSpendWithUnknown = [
+      {
+        provider: "openai",
+        spend: 150.5,
+        requests: 100,
+        successful_requests: 95,
+        failed_requests: 5,
+        tokens: 50000,
+      },
+      {
+        provider: "unknown",
+        spend: 50,
+        requests: 10,
+        successful_requests: 5,
+        failed_requests: 5,
+        tokens: 1000,
+      },
+    ];
+    const { container } = render(
+      <SpendByProvider loading={false} isDateChanging={false} providerSpend={providerSpendWithUnknown} />,
+    );
+
+    expect(container.querySelectorAll(".recharts-pie-sector path")).toHaveLength(1);
+    expect(container.querySelector("text.fill-foreground")?.textContent).toBe("$150.50");
+
+    fireEvent.click(screen.getAllByRole("switch")[1]);
+
+    expect(container.querySelectorAll(".recharts-pie-sector path")).toHaveLength(2);
+    expect(container.querySelector("text.fill-foreground")?.textContent).toBe("$200.50");
+  });
+
   it("should include all providers with spend greater than zero by default", () => {
     const providerSpendWithMixed = [
       {
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/SpendByProvider.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/SpendByProvider.tsx
index 5cea84affb9..89b574d2a33 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/SpendByProvider.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/SpendByProvider.tsx
@@ -1,10 +1,10 @@
+import { DonutChart } from "@/components/shared/charts";
 import { MoneyCell } from "@/components/shared/table_cells";
 import { formatNumberWithCommas } from "@/utils/dataUtils";
 import { InfoCircleOutlined } from "@ant-design/icons";
 import {
   Card,
   Col,
-  DonutChart,
   Grid,
   Switch,
   Table,
@@ -20,14 +20,14 @@ import React, { useState } from "react";
 import { ProviderLogo } from "../../../molecules/models/ProviderLogo";
 import { ChartLoader } from "../../../shared/chart_loader";
 
-interface ProviderSpendData {
+type ProviderSpendData = {
   provider: string;
   spend: number;
   requests: number;
   successful_requests: number;
   failed_requests: number;
   tokens: number;
-}
+};
 
 interface SpendByProviderProps {
   loading: boolean;
@@ -88,6 +88,9 @@ const SpendByProvider: React.FC<SpendByProviderProps> = ({ loading, isDateChangi
               category="spend"
               valueFormatter={(value) => `$${formatNumberWithCommas(value, 2)}`}
               colors={["cyan"]}
+              showLabel
+              startAngle={90}
+              endAngle={-270}
             />
           </Col>
           <Col numColSpan={1}>
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.test.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.test.tsx
index 766f027434f..be13ea1a7d3 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.test.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.test.tsx
@@ -1,5 +1,5 @@
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
-import { render, screen, waitFor } from "@testing-library/react";
+import { fireEvent, render, screen, waitFor } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
 import { beforeEach, describe, expect, it, vi } from "vitest";
 import { KeyResponse } from "../../../key_team_helpers/key_list";
@@ -128,6 +128,45 @@ describe("TopKeyView", () => {
     expect(chartViewButton).toHaveClass("bg-blue-100");
   });
 
+  it("renders cyan bars with truncated aliases in chart view and opens the key info modal on bar click", async () => {
+    const mockKeyInfo = { key: "info" };
+    const mockTransformedData = { transformed: "data" } as unknown as KeyResponse;
+    mockKeyInfoV1Call.mockResolvedValue(mockKeyInfo);
+    mockTransformKeyInfo.mockReturnValue(mockTransformedData);
+
+    const user = userEvent.setup();
+    const { container } = render(
+      <TopKeyView
+        {...baseProps}
+        topKeys={[
+          {
+            api_key: "key-123",
+            key_alias: "A Very Long Key Alias",
+            spend: 100,
+          },
+        ]}
+      />,
+    );
+
+    await user.click(screen.getByRole("button", { name: "Chart View" }));
+
+    const bars = container.querySelectorAll("path.recharts-rectangle");
+    expect(bars).toHaveLength(1);
+    expect(bars[0].getAttribute("fill")).toBe("var(--color-cyan-500, #06b6d4)");
+    expect(screen.getAllByText("A Very Lon...").length).toBeGreaterThan(0);
+
+    fireEvent.click(bars[0]);
+
+    await waitFor(() => {
+      expect(mockKeyInfoV1Call).toHaveBeenCalledWith("test-token", "key-123");
+    });
+
+    await waitFor(() => {
+      expect(screen.getByTestId("key-info-view")).toBeInTheDocument();
+    });
+    expect(screen.getByText("Key Info View for key-123")).toBeInTheDocument();
+  });
+
   it("should switch to table view when table view button is clicked", async () => {
     const user = userEvent.setup();
     render(<TopKeyView {...baseProps} />);
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.tsx
index 2dcf98a1e5c..60f25837589 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.tsx
@@ -1,7 +1,7 @@
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import { BarChart } from "@/components/shared/charts";
 import { IdCell, MoneyCell } from "@/components/shared/table_cells";
 import { ChevronDownIcon, ChevronUpIcon } from "@heroicons/react/outline";
-import { BarChart } from "@tremor/react";
 import { Segmented, Tooltip } from "antd";
 import React, { useState } from "react";
 import { formatNumberWithCommas } from "../../../../utils/dataUtils";
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.test.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.test.tsx
index bbf9379f5e1..2770bac47d9 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.test.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.test.tsx
@@ -83,6 +83,41 @@ describe("TopModelView", () => {
     expect(tableViewButton).toHaveClass("bg-blue-100");
   });
 
+  it("renders one cyan bar per model with model names on the axis in chart view", async () => {
+    const user = userEvent.setup();
+    const { container } = render(
+      <TopModelView
+        topModels={[
+          {
+            key: "gpt-4",
+            spend: 150.5,
+            successful_requests: 100,
+            failed_requests: 5,
+            tokens: 50000,
+          },
+          {
+            key: "claude-3",
+            spend: 75.25,
+            successful_requests: 50,
+            failed_requests: 2,
+            tokens: 25000,
+          },
+        ]}
+        topModelsLimit={5}
+        setTopModelsLimit={mockSetTopModelsLimit}
+      />,
+    );
+
+    await user.click(screen.getByRole("button", { name: "Chart View" }));
+
+    const bars = container.querySelectorAll("path.recharts-rectangle");
+    expect(bars).toHaveLength(2);
+    const fills = new Set(Array.from(bars).map((bar) => bar.getAttribute("fill")));
+    expect(fills).toEqual(new Set(["var(--color-cyan-500, #06b6d4)"]));
+    expect(screen.getAllByText("gpt-4").length).toBeGreaterThan(0);
+    expect(screen.getAllByText("claude-3").length).toBeGreaterThan(0);
+  });
+
   it("should call setTopModelsLimit when limit is changed via Segmented control", async () => {
     const user = userEvent.setup();
     render(<TopModelView topModels={[]} topModelsLimit={5} setTopModelsLimit={mockSetTopModelsLimit} />);
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.tsx
index 8938767c02c..148a290bcb7 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.tsx
@@ -1,17 +1,17 @@
-import { BarChart } from "@tremor/react";
+import { BarChart } from "@/components/shared/charts";
+import { MoneyCell } from "@/components/shared/table_cells";
 import { Segmented } from "antd";
 import { useState } from "react";
-import { MoneyCell } from "@/components/shared/table_cells";
 import { formatNumberWithCommas } from "../../../../utils/dataUtils";
 import { DataTable } from "../../../view_logs/table";
 
-interface TopModel {
+type TopModel = {
   key: string;
   spend: number;
   successful_requests: number;
   failed_requests: number;
   tokens: number;
-}
+};
 
 interface TopModelViewProps {
   topModels: TopModel[];
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.test.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.test.tsx
index 322f00a501a..024226c3c03 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.test.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.test.tsx
@@ -198,6 +198,20 @@ describe("KeyModelUsageView", () => {
     expect(screen.queryByText("Model")).not.toBeInTheDocument();
   });
 
+  it("renders one cyan bar per model with model names on the axis in chart view", async () => {
+    const user = userEvent.setup();
+    const { container } = render(<KeyModelUsageView topModels={mockTopModels} />);
+
+    await user.click(screen.getByRole("button", { name: "Chart" }));
+
+    const bars = container.querySelectorAll("path.recharts-rectangle");
+    expect(bars).toHaveLength(2);
+    const fills = new Set(Array.from(bars).map((bar) => bar.getAttribute("fill")));
+    expect(fills).toEqual(new Set(["var(--color-cyan-500, #06b6d4)"]));
+    expect(screen.getAllByText("gpt-4").length).toBeGreaterThan(0);
+    expect(screen.getAllByText("gpt-3.5-turbo").length).toBeGreaterThan(0);
+  });
+
   it("should display table when table view is selected", () => {
     render(<KeyModelUsageView topModels={mockTopModels} />);
     expect(screen.getByText("Model")).toBeInTheDocument();
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.tsx
index ceb00e8a19f..ed78b7e3dba 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/KeyModelUsageView.tsx
@@ -1,6 +1,7 @@
+import { BarChart } from "@/components/shared/charts";
 import { MoneyCell } from "@/components/shared/table_cells";
+import { Card, CardAction, CardContent, CardHeader, CardTitle } from "@/components/ui/card";
 import { formatNumberWithCommas } from "@/utils/dataUtils";
-import { BarChart, Card, Title } from "@tremor/react";
 import { Table } from "antd";
 import type { ColumnsType } from "antd/es/table";
 import React, { useState } from "react";
@@ -56,48 +57,52 @@ const KeyModelUsageView: React.FC<KeyModelUsageViewProps> = ({ topModels }) => {
 
   return (
     <Card className="mt-4">
-      <div className="flex justify-between items-center mb-3">
-        <Title>Model Usage</Title>
-        <div className="flex space-x-2">
-          <button
-            onClick={() => setViewMode("table")}
-            className={`px-3 py-1 text-sm rounded-md ${viewMode === "table" ? "bg-blue-100 text-blue-700" : "bg-gray-100 text-gray-700"}`}
-          >
-            Table
-          </button>
-          <button
-            onClick={() => setViewMode("chart")}
-            className={`px-3 py-1 text-sm rounded-md ${viewMode === "chart" ? "bg-blue-100 text-blue-700" : "bg-gray-100 text-gray-700"}`}
-          >
-            Chart
-          </button>
-        </div>
-      </div>
-      {viewMode === "chart" ? (
-        <div className="max-h-[234px] overflow-y-auto">
-          <BarChart
-            style={{ height: topModels.length * 40 }}
-            data={topModels.map((m) => ({ key: m.model, spend: m.spend }))}
-            index="key"
-            categories={["spend"]}
-            colors={["cyan"]}
-            valueFormatter={(value) => `$${formatNumberWithCommas(value, 2)}`}
-            layout="vertical"
-            yAxisWidth={180}
-            tickGap={5}
-            showLegend={false}
+      <CardHeader>
+        <CardTitle className="text-base font-semibold">Model Usage</CardTitle>
+        <CardAction>
+          <div className="flex space-x-2">
+            <button
+              onClick={() => setViewMode("table")}
+              className={`px-3 py-1 text-sm rounded-md ${viewMode === "table" ? "bg-blue-100 text-blue-700" : "bg-gray-100 text-gray-700"}`}
+            >
+              Table
+            </button>
+            <button
+              onClick={() => setViewMode("chart")}
+              className={`px-3 py-1 text-sm rounded-md ${viewMode === "chart" ? "bg-blue-100 text-blue-700" : "bg-gray-100 text-gray-700"}`}
+            >
+              Chart
+            </button>
+          </div>
+        </CardAction>
+      </CardHeader>
+      <CardContent>
+        {viewMode === "chart" ? (
+          <div className="max-h-[234px] overflow-y-auto">
+            <BarChart
+              style={{ height: topModels.length * 40 }}
+              data={topModels.map((m) => ({ key: m.model, spend: m.spend }))}
+              index="key"
+              categories={["spend"]}
+              colors={["cyan"]}
+              valueFormatter={(value) => `$${formatNumberWithCommas(value, 2)}`}
+              layout="vertical"
+              yAxisWidth={180}
+              tickGap={5}
+              showLegend={false}
+            />
+          </div>
+        ) : (
+          <Table
+            columns={columns}
+            dataSource={topModels}
+            rowKey="model"
+            size="small"
+            pagination={false}
+            scroll={topModels.length > VISIBLE_ROWS ? { y: VISIBLE_ROWS * ANTD_SMALL_TABLE_ROW_HEIGHT } : undefined}
           />
-        </div>
-      ) : (
-        <Table
-          columns={columns}
-          dataSource={topModels}
-          rowKey="model"
-          size="small"
-          pagination={false}
-          scroll={topModels.length > VISIBLE_ROWS ? { y: VISIBLE_ROWS * ANTD_SMALL_TABLE_ROW_HEIGHT } : undefined}
-        />
-      )}
+        )}
+      </CardContent>
     </Card>
   );
 };
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.test.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.test.tsx
index 7d5aec5f0b8..b412d1ee365 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.test.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.test.tsx
@@ -302,14 +302,6 @@ vi.mock("@tremor/react", async () => {
     return React.createElement("p", { ...props, "data-testid": "tremor-text" }, children);
   }
 
-  function BarChart({ data, valueFormatter, yAxisWidth, showLegend, customTooltip, ...props }: any) {
-    return React.createElement("div", { ...props, "data-testid": "tremor-bar-chart" }, "Bar Chart");
-  }
-
-  function DonutChart({ data, ...props }: any) {
-    return React.createElement("div", { ...props, "data-testid": "tremor-donut-chart" }, "Donut Chart");
-  }
-
   function Button({ children, icon, onClick, ...props }: any) {
     return React.createElement(
       "button",
@@ -331,8 +323,6 @@ vi.mock("@tremor/react", async () => {
     Col,
     Title,
     Text,
-    BarChart,
-    DonutChart,
     Button,
   };
 });
@@ -606,6 +596,26 @@ describe("UsagePage", () => {
     expect(screen.getByText("Top Virtual Keys")).toBeInTheDocument();
   });
 
+  it("should render the daily spend and top models charts with cyan bars", async () => {
+    const { container } = renderWithProviders(<UsagePage {...defaultProps} />);
+
+    await waitFor(() => {
+      expect(mockUserDailyActivityAggregatedCall).toHaveBeenCalled();
+    });
+
+    await waitFor(() => {
+      expect(container.querySelectorAll("path.recharts-rectangle")).toHaveLength(2);
+    });
+
+    const fills = new Set(
+      Array.from(container.querySelectorAll("path.recharts-rectangle")).map((rect) => rect.getAttribute("fill")),
+    );
+    expect(fills).toEqual(new Set(["var(--color-cyan-500, #06b6d4)"]));
+
+    expect(screen.getAllByText("2025-01-01").length).toBeGreaterThan(0);
+    expect(screen.getAllByText("gpt-4").length).toBeGreaterThan(0);
+  });
+
   it("should switch between usage views correctly", async () => {
     renderWithProviders(<UsagePage {...defaultProps} />);
 
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.tsx
index 37c2a25c6a6..4998b197c01 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.tsx
@@ -9,7 +9,6 @@
 import { DownOutlined, ExportOutlined, InfoCircleOutlined, LoadingOutlined, RightOutlined } from "@ant-design/icons";
 import { useDebouncedState } from "@tanstack/react-pacer/debouncer";
 import {
-  BarChart,
   Card,
   Col,
   DateRangePickerValue,
@@ -25,6 +24,9 @@ import {
 import { Alert, Button, Segmented, Select, Tooltip, Typography } from "antd";
 import React, { useCallback, useEffect, useMemo, useRef, useState, type UIEvent } from "react";
 
+import { BarChart } from "@/components/shared/charts";
+import { Card as ShadcnCard, CardContent, CardHeader, CardTitle } from "@/components/ui/card";
+
 import { useAgents } from "@/app/(dashboard)/hooks/agents/useAgents";
 import { useCustomers } from "@/app/(dashboard)/hooks/customers/useCustomers";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
@@ -680,38 +682,42 @@ const UsagePage: React.FC<UsagePageProps> = ({ teams, organizations }) => {
 
                       {/* Daily Spend Chart */}
                       <Col numColSpan={2}>
-                        <Card>
-                          <Title>Daily Spend</Title>
-                          {loading ? (
-                            <ChartLoader isDateChanging={isDateChanging} />
-                          ) : (
-                            <BarChart
-                              data={sortedDailyResults}
-                              index="date"
-                              categories={["metrics.spend"]}
-                              colors={["cyan"]}
-                              valueFormatter={valueFormatterSpend}
-                              yAxisWidth={100}
-                              showLegend={false}
-                              customTooltip={({ payload, active }) => {
-                                if (!active || !payload?.[0]) return null;
-                                const data = payload[0].payload;
-                                return (
-                                  <div className="bg-white p-4 shadow-lg rounded-lg border">
-                                    <p className="font-bold">{data.date}</p>
-                                    <p className="text-cyan-500">
-                                      Spend: ${formatNumberWithCommas(data.metrics.spend, 2)}
-                                    </p>
-                                    <p className="text-gray-600">Requests: {data.metrics.api_requests}</p>
-                                    <p className="text-gray-600">Successful: {data.metrics.successful_requests}</p>
-                                    <p className="text-gray-600">Failed: {data.metrics.failed_requests}</p>
-                                    <p className="text-gray-600">Tokens: {data.metrics.total_tokens}</p>
-                                  </div>
-                                );
-                              }}
-                            />
-                          )}
-                        </Card>
+                        <ShadcnCard>
+                          <CardHeader>
+                            <CardTitle className="text-base font-semibold">Daily Spend</CardTitle>
+                          </CardHeader>
+                          <CardContent>
+                            {loading ? (
+                              <ChartLoader isDateChanging={isDateChanging} />
+                            ) : (
+                              <BarChart
+                                data={sortedDailyResults}
+                                index="date"
+                                categories={["metrics.spend"]}
+                                colors={["cyan"]}
+                                valueFormatter={valueFormatterSpend}
+                                yAxisWidth={100}
+                                showLegend={false}
+                                customTooltip={({ payload, active }) => {
+                                  if (!active || !payload?.[0]) return null;
+                                  const data = payload[0].payload;
+                                  return (
+                                    <div className="bg-white p-4 shadow-lg rounded-lg border">
+                                      <p className="font-bold">{data.date}</p>
+                                      <p className="text-cyan-500">
+                                        Spend: ${formatNumberWithCommas(data.metrics.spend, 2)}
+                                      </p>
+                                      <p className="text-gray-600">Requests: {data.metrics.api_requests}</p>
+                                      <p className="text-gray-600">Successful: {data.metrics.successful_requests}</p>
+                                      <p className="text-gray-600">Failed: {data.metrics.failed_requests}</p>
+                                      <p className="text-gray-600">Tokens: {data.metrics.total_tokens}</p>
+                                    </div>
+                                  );
+                                }}
+                              />
+                            )}
+                          </CardContent>
+                        </ShadcnCard>
                       </Col>
                       {/* Top API Keys */}
                       <Col numColSpan={1}>
diff --git a/ui/litellm-dashboard/src/components/UsagePage/types.ts b/ui/litellm-dashboard/src/components/UsagePage/types.ts
index c70a6a0ed92..6c1297613fa 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/types.ts
+++ b/ui/litellm-dashboard/src/components/UsagePage/types.ts
@@ -10,11 +10,11 @@ export interface SpendMetrics {
   cache_creation_input_tokens: number;
 }
 
-export interface DailyData {
+export type DailyData = {
   date: string;
   metrics: SpendMetrics;
   breakdown: BreakdownMetrics;
-}
+};
 
 export interface BreakdownMetrics {
   models: { [key: string]: MetricWithMetadata };
diff --git a/ui/litellm-dashboard/src/components/activity_metrics.test.tsx b/ui/litellm-dashboard/src/components/activity_metrics.test.tsx
index e63469207ac..f37643f2366 100644
--- a/ui/litellm-dashboard/src/components/activity_metrics.test.tsx
+++ b/ui/litellm-dashboard/src/components/activity_metrics.test.tsx
@@ -356,7 +356,7 @@ describe("ActivityMetrics", () => {
     };
 
     render(<ActivityMetrics modelMetrics={modelWithTopModels} />);
-    expect(screen.getByRole("heading", { name: "Model Usage" })).toBeInTheDocument();
+    expect(screen.getByText("Model Usage").closest('[data-slot="card-title"]')).toBeInTheDocument();
   });
 
   it("should display Spend per day in model section", () => {
diff --git a/ui/litellm-dashboard/src/components/shared/charts/donut_chart.test.tsx b/ui/litellm-dashboard/src/components/shared/charts/donut_chart.test.tsx
index 123c6cad0ec..e1fbbe1183b 100644
--- a/ui/litellm-dashboard/src/components/shared/charts/donut_chart.test.tsx
+++ b/ui/litellm-dashboard/src/components/shared/charts/donut_chart.test.tsx
@@ -35,4 +35,84 @@ describe("DonutChart", () => {
     expect(donutPath).not.toEqual(piePath);
     expect((donutPath.match(/A/g) ?? []).length).toBeGreaterThan((piePath.match(/A/g) ?? []).length);
   });
+
+  it("hides the center label by default and shows the formatted total when showLabel is set", () => {
+    const { container, rerender } = render(
+      <DonutChart
+        data={data}
+        index="provider"
+        category="spend"
+        colors={["cyan"]}
+        valueFormatter={(value) => `$${value.toFixed(2)}`}
+      />,
+    );
+    expect(container.querySelector("text.fill-foreground")).toBeNull();
+
+    rerender(
+      <DonutChart
+        data={data}
+        index="provider"
+        category="spend"
+        colors={["cyan"]}
+        valueFormatter={(value) => `$${value.toFixed(2)}`}
+        showLabel
+      />,
+    );
+    expect(container.querySelector("text.fill-foreground")?.textContent).toBe("$90.00");
+  });
+
+  it("never invokes the valueFormatter for the center label unless it is shown", () => {
+    const formatterCalls: number[] = [];
+    render(
+      <DonutChart
+        data={data}
+        index="provider"
+        category="spend"
+        colors={["cyan"]}
+        showTooltip={false}
+        valueFormatter={(value) => {
+          formatterCalls.push(value);
+          return `$${value.toFixed(2)}`;
+        }}
+      />,
+    );
+    expect(formatterCalls).toEqual([]);
+  });
+
+  it("prefers an explicit label over the computed total", () => {
+    const { container } = render(
+      <DonutChart data={data} index="provider" category="spend" colors={["cyan"]} showLabel label="All providers" />,
+    );
+    expect(container.querySelector("text.fill-foreground")?.textContent).toBe("All providers");
+  });
+
+  it("renders no center label when data is empty", () => {
+    const { container } = render(
+      <DonutChart data={[]} index="provider" category="spend" colors={["cyan"]} showLabel />,
+    );
+    expect(container.querySelector("text.fill-foreground")).toBeNull();
+  });
+
+  const firstPathPoint = (container: HTMLElement) => {
+    const d = container.querySelector(".recharts-pie-sector path")?.getAttribute("d") ?? "";
+    const match = d.match(/M\s*([\d.-]+)\s*,\s*([\d.-]+)/);
+    expect(match).not.toBeNull();
+    return { x: Number(match![1]), y: Number(match![2]) };
+  };
+
+  it("starts the first sector at 3 o'clock by default and at 12 o'clock with tremor's 90/-270 angles", () => {
+    const { container: byDefault } = render(
+      <DonutChart data={data} index="provider" category="spend" colors={["cyan"]} />,
+    );
+    const { container: clockwiseFromTop } = render(
+      <DonutChart data={data} index="provider" category="spend" colors={["cyan"]} startAngle={90} endAngle={-270} />,
+    );
+
+    const defaultStart = firstPathPoint(byDefault);
+    const angledStart = firstPathPoint(clockwiseFromTop);
+    expect(defaultStart.x).toBeGreaterThan(400);
+    expect(Math.abs(defaultStart.y - 200)).toBeLessThan(1);
+    expect(Math.abs(angledStart.x - 400)).toBeLessThan(1);
+    expect(angledStart.y).toBeLessThan(200);
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/shared/charts/donut_chart.tsx b/ui/litellm-dashboard/src/components/shared/charts/donut_chart.tsx
index c2ce8c02e35..35d76d11a6f 100644
--- a/ui/litellm-dashboard/src/components/shared/charts/donut_chart.tsx
+++ b/ui/litellm-dashboard/src/components/shared/charts/donut_chart.tsx
@@ -15,10 +15,26 @@ export type DonutChartProps<TDatum extends Record<string, unknown>> = {
   variant?: "donut" | "pie";
   valueFormatter?: (value: number) => string;
   showTooltip?: boolean;
+  showLabel?: boolean;
+  label?: string;
+  startAngle?: number;
+  endAngle?: number;
   className?: string;
   style?: React.CSSProperties;
 };
 
+function formattedCategoryTotal<TDatum extends Record<string, unknown>>(
+  data: readonly TDatum[],
+  category: string,
+  valueFormatter?: (value: number) => string,
+): string {
+  const total = data.reduce((sum, datum) => {
+    const value = datum[category];
+    return sum + (typeof value === "number" ? value : 0);
+  }, 0);
+  return valueFormatter ? valueFormatter(total) : String(total);
+}
+
 export function DonutChart<TDatum extends Record<string, unknown>>({
   data,
   index,
@@ -27,6 +43,10 @@ export function DonutChart<TDatum extends Record<string, unknown>>({
   variant = "donut",
   valueFormatter,
   showTooltip = true,
+  showLabel = false,
+  label,
+  startAngle = 0,
+  endAngle = 360,
   className,
   style,
 }: DonutChartProps<TDatum>) {
@@ -37,23 +57,31 @@ export function DonutChart<TDatum extends Record<string, unknown>>({
       return [name, { label: name }];
     }),
   );
+  const showCenterLabel = showLabel && variant === "donut" && data.length > 0;
 
   return (
     <ChartContainer config={config} className={cn("aspect-auto h-40 w-full", className)} style={style}>
       <PieChart>
         {showTooltip && (
           <ChartTooltip
-            content={({ active, payload, label }) => (
-              <ValueTooltip active={active} payload={payload} label={label} valueFormatter={valueFormatter} />
+            content={({ active, payload, label: tooltipLabel }) => (
+              <ValueTooltip active={active} payload={payload} label={tooltipLabel} valueFormatter={valueFormatter} />
             )}
           />
         )}
+        {showCenterLabel && (
+          <text className="fill-foreground text-base" x="50%" y="50%" textAnchor="middle" dominantBaseline="middle">
+            {label ?? formattedCategoryTotal(data, category, valueFormatter)}
+          </text>
+        )}
         <Pie
           data={[...data]}
           dataKey={category}
           nameKey={index}
           innerRadius={variant === "pie" ? "0%" : "75%"}
           outerRadius="100%"
+          startAngle={startAngle}
+          endAngle={endAngle}
           strokeWidth={1}
           isAnimationActive={false}
         >

From 320a55f01f02b753f94be2e0e2a4779223d3671d Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 11 Jul 2026 11:43:54 -0700
Subject: [PATCH 356/370] refactor(e2e): bucket rate limits, budgets, and spend
 tracking under quota_management

---
 tests/e2e/CLAUDE.md                           | 29 ++++++++++++---
 tests/e2e/budgets/test_budget_crud_e2e.py     |  2 ++
 .../budgets/test_budget_enforcement_e2e.py    | 25 ++++++++++---
 tests/e2e/budgets/test_budget_fallback_e2e.py |  1 +
 .../budgets/test_budget_reset_advances_e2e.py |  4 +++
 tests/e2e/budgets/test_budget_reset_e2e.py    |  1 +
 .../e2e/budgets/test_model_max_budget_e2e.py  |  1 +
 .../budgets/test_multi_window_budget_e2e.py   |  1 +
 tests/e2e/budgets/test_soft_budget_e2e.py     |  1 +
 .../budgets/test_spend_counter_reseed_e2e.py  |  1 +
 tests/e2e/budgets/test_tag_budget_e2e.py      |  1 +
 .../budgets/test_team_member_budget_e2e.py    |  1 +
 .../test_team_member_budget_reset_e2e.py      |  1 +
 .../test_team_multi_window_budget_e2e.py      |  1 +
 tests/e2e/coverage_registry/README.md         |  3 +-
 .../coverage_registry/quota_management.yaml   | 35 +++++++++++++++++++
 tests/e2e/coverage_registry/reliability.yaml  |  4 ---
 tests/e2e/coverage_registry/schema.py         | 13 ++++++-
 .../spend_tracking/test_spend_tracking_e2e.py | 13 +++++++
 19 files changed, 123 insertions(+), 15 deletions(-)
 create mode 100644 tests/e2e/coverage_registry/quota_management.yaml

diff --git a/tests/e2e/CLAUDE.md b/tests/e2e/CLAUDE.md
index 13bd0ea0cec..5b23e15b5e2 100644
--- a/tests/e2e/CLAUDE.md
+++ b/tests/e2e/CLAUDE.md
@@ -16,7 +16,7 @@ Each subdirectory under `tests/e2e/` is one suite, scoped to an endpoint family
 - `management/` - key/team/user/organization management routes: create/update/delete persistence via the info routes, team membership, and llm-only-key route denials; also the dashboard UI behavior on top of them, driven through the proxy-served UI at /ui with playwright (optional dep behind importorskip)
 - `logging/` - logging-integration delivery (datadog and friends)
 - `security/` - secret handling and log-leak protection
-- `router/` - routing and reliability behavior (rate limits, fallbacks, cooldowns)
+- `router/` - routing and reliability behavior (fallbacks, cooldowns)
 - `gateway/` - proxy configuration only (`litellm-config.yml`); no tests
 
 ## Lay the pattern down in a class
@@ -63,7 +63,7 @@ The harness is fully typed with no error budget: `make lint-e2e-basedpyright` mu
 
 The set of tests we want is a registry checked into this repo, one row per behavior; that file is the definition of done and the denominator. Each e2e test declares what it covers with `@pytest.mark.covers("...")`, and a small collector diffs the registry against the tests and ships coverage to the existing Grafana. No Allure, no new dependencies
 
-Coverage is organized as module > feature > test. Dashboard modules are `Core LLMs`, `Non-Core LLMs`, `MCPs`, `Management/UI`, `Reliability & Performance`, `Logging & Guardrails`, and `Other`. The Loki stdout formatter maps those display modules to log-safe labels (`core_llms`, `non_core_llms`, `mcp`, `management_ui`, `reliability_performance`, `logging_guardrails`, and `other`) without changing JSON or Prometheus labels. A feature is either an endpoint (`/chat/completions`) or a behavior (fallbacks, rate limits; config-driven, with no route of its own). A cell reads like `llm.chat_completions.bedrock_converse.tool_use.stream.works`
+Coverage is organized as module > feature > test. Dashboard modules are `Core LLMs`, `Non-Core LLMs`, `MCPs`, `Management/UI`, `Reliability & Performance`, `Quota Management`, `Logging & Guardrails`, and `Other`. The Loki stdout formatter maps those display modules to log-safe labels (`core_llms`, `non_core_llms`, `mcp`, `management_ui`, `reliability_performance`, `quota_management`, `logging_guardrails`, and `other`) without changing JSON or Prometheus labels. A feature is either an endpoint (`/chat/completions`) or a behavior (fallbacks, rate limits; config-driven, with no route of its own). A cell reads like `llm.chat_completions.bedrock_converse.tool_use.stream.works`
 
 The metric is coverage: the share of registry rows that have a passing covering test, reported to Grafana per module so a gap surfaces as an uncovered row rather than a silent absence
 
@@ -115,14 +115,35 @@ Reliability & Performance - behavior features (no route; endpoint is exercised_o
 
 ```
 reliability.<behavior>.<variant>.<assertion>
-  behavior  : fallback | retry | cooldown | timeout | ratelimit | routing | cache | circuit_breaker | perf
+  behavior  : fallback | retry | cooldown | timeout | routing | cache | circuit_breaker | perf
   variant   : <trigger>   5xx | context_window | content_policy | 429 | timeout
               <strategy>  simple_shuffle | usage_based | latency_based | cost_based | least_busy
               <dimension> latency | throughput   (perf only; SLO/threshold assertion, not binary)
   assertion : routes_to_fallback | succeeds_within_retries | picks_under_tpm | returns_cached
               | trips_then_recovers | under_slo
   e.g.  reliability.fallback.context_window.routes_to_fallback     exercised_on=[chat_completions]
-        reliability.ratelimit.rpm.blocks_over_limit                exercised_on=[chat_completions, messages]
+        reliability.cooldown.429.trips_then_recovers               exercised_on=[chat_completions, messages]
+```
+
+Quota Management - behavior features (entity- or config-driven caps and their accounting; endpoint is exercised_on)
+
+```
+quota_management.<behavior>.<variant>.<assertion>
+  behavior  : ratelimit | budget | spend_tracking
+  variant   : <ratelimit>      rpm | tpm | priority_generous | priority_strict
+              <budget>         key | internal_user | end_user | organization | team_member | tag
+                               | model_max | soft | key_multi_window | team_multi_window
+                               | fallback | spend_counter
+              <spend_tracking> chat_completions | stream | embeddings | cache_hit | key_rollup
+                               | concurrent_burst | tags | end_user | per_model | failure
+                               | spend_calculate | pagination
+  assertion : blocks_over_limit | resets_after_window | headers_report_remaining | picks_under_tpm
+              | blocks_then_resets | resets_windows_independently | alerts_without_blocking
+              | isolates_per_model | routes_to_fallback | reseed_matches_db | logs_cost | zero_cost
+              | matches_sum_of_logs | loses_no_spend | attributes_spend | writes_own_rows
+              | writes_failure_row | returns_cost | keeps_total
+  e.g.  quota_management.ratelimit.rpm.blocks_over_limit           exercised_on=[chat_completions, messages]
+        quota_management.budget.key.blocks_over_limit              exercised_on=[chat_completions]
 ```
 
 Logging & Guardrails - behavior features (config-driven; endpoint is exercised_on)
diff --git a/tests/e2e/budgets/test_budget_crud_e2e.py b/tests/e2e/budgets/test_budget_crud_e2e.py
index e697eca0051..47473326f32 100644
--- a/tests/e2e/budgets/test_budget_crud_e2e.py
+++ b/tests/e2e/budgets/test_budget_crud_e2e.py
@@ -15,6 +15,7 @@
 pytestmark = pytest.mark.e2e
 
 
+@pytest.mark.covers("mgmt.budget.new.persists")
 def test_budget_crud_roundtrip(client: BudgetClient, resources: ResourceManager) -> None:
     budget_id = client.create_budget(max_budget=12.5, soft_budget=10.0, budget_duration="30d")
     resources.defer(lambda: client.delete_budget(budget_id))
@@ -36,6 +37,7 @@ def test_budget_crud_roundtrip(client: BudgetClient, resources: ResourceManager)
     )
 
 
+@pytest.mark.covers("mgmt.budget.delete.persists")
 def test_budget_delete_removes_it(client: BudgetClient, resources: ResourceManager) -> None:
     budget_id = client.create_budget(max_budget=1.0)
     resources.defer(lambda: client.delete_budget(budget_id))
diff --git a/tests/e2e/budgets/test_budget_enforcement_e2e.py b/tests/e2e/budgets/test_budget_enforcement_e2e.py
index d03288b637a..dbe1cfa4ea8 100644
--- a/tests/e2e/budgets/test_budget_enforcement_e2e.py
+++ b/tests/e2e/budgets/test_budget_enforcement_e2e.py
@@ -134,11 +134,26 @@ def _case_id(case_cls: Type[_BudgetCase]) -> str:
 @pytest.mark.parametrize(
     "case_cls",
     [
-        KeyBudgetCase,
-        InternalUserBudgetCase,
-        EndUserBudgetCase,
-        OrganizationBudgetCase,
-        TeamMemberBudgetCase,
+        pytest.param(
+            KeyBudgetCase,
+            marks=pytest.mark.covers("quota_management.budget.key.blocks_over_limit"),
+        ),
+        pytest.param(
+            InternalUserBudgetCase,
+            marks=pytest.mark.covers("quota_management.budget.internal_user.blocks_over_limit"),
+        ),
+        pytest.param(
+            EndUserBudgetCase,
+            marks=pytest.mark.covers("quota_management.budget.end_user.blocks_over_limit"),
+        ),
+        pytest.param(
+            OrganizationBudgetCase,
+            marks=pytest.mark.covers("quota_management.budget.organization.blocks_over_limit"),
+        ),
+        pytest.param(
+            TeamMemberBudgetCase,
+            marks=pytest.mark.covers("quota_management.budget.team_member.blocks_over_limit"),
+        ),
     ],
     ids=_case_id,
 )
diff --git a/tests/e2e/budgets/test_budget_fallback_e2e.py b/tests/e2e/budgets/test_budget_fallback_e2e.py
index adbda5ed767..56197dcfee2 100644
--- a/tests/e2e/budgets/test_budget_fallback_e2e.py
+++ b/tests/e2e/budgets/test_budget_fallback_e2e.py
@@ -19,6 +19,7 @@
 FALLBACK_MODEL = "gpt-5.5"
 
 
+@pytest.mark.covers("quota_management.budget.fallback.routes_to_fallback")
 def test_budget_fallback_reroutes_anthropic_messages_to_openai(
     client: BudgetClient, resources: ResourceManager
 ) -> None:
diff --git a/tests/e2e/budgets/test_budget_reset_advances_e2e.py b/tests/e2e/budgets/test_budget_reset_advances_e2e.py
index d3ee7e7f64f..bc634f70b13 100644
--- a/tests/e2e/budgets/test_budget_reset_advances_e2e.py
+++ b/tests/e2e/budgets/test_budget_reset_advances_e2e.py
@@ -70,6 +70,7 @@ def test_key_with_budget_duration_schedules_reset_at_creation(
 # ---- Rung 2: enforcement trips at the cap ------------------------------------
 
 
+@pytest.mark.covers("quota_management.budget.key.blocks_over_limit")
 def test_key_spend_blocks_at_cap(client: BudgetClient, resources: ResourceManager) -> None:
     """Sanity that the tiny cap is enforced before we test that it resets: spend
     accrues across calls and eventually returns budget_exceeded, never a 5xx."""
@@ -86,6 +87,7 @@ def test_key_spend_blocks_at_cap(client: BudgetClient, resources: ResourceManage
 # ---- Rung 3: the core regression - reset_at strictly advances + spend zeroes --
 
 
+@pytest.mark.covers("quota_management.budget.key.resets_after_window")
 def test_key_budget_reset_at_advances_after_window(
     client: BudgetClient, resources: ResourceManager
 ) -> None:
@@ -123,6 +125,7 @@ def test_key_budget_reset_at_advances_after_window(
 # ---- Rung 4: multi-window - tight window resets, roomy window keeps spend -----
 
 
+@pytest.mark.covers("quota_management.budget.key_multi_window.resets_windows_independently")
 def test_multi_window_key_resets_each_window_independently(
     client: BudgetClient, resources: ResourceManager
 ) -> None:
@@ -164,6 +167,7 @@ def test_multi_window_key_resets_each_window_independently(
 # ---- Rung 5: team-member window advances (JSON-backed per-team budget) --------
 
 
+@pytest.mark.covers("quota_management.budget.team_member.resets_after_window")
 def test_team_member_budget_reset_at_advances(
     client: BudgetClient, resources: ResourceManager
 ) -> None:
diff --git a/tests/e2e/budgets/test_budget_reset_e2e.py b/tests/e2e/budgets/test_budget_reset_e2e.py
index dcf776db9a2..bdbee027f28 100644
--- a/tests/e2e/budgets/test_budget_reset_e2e.py
+++ b/tests/e2e/budgets/test_budget_reset_e2e.py
@@ -26,6 +26,7 @@ def _call(client: BudgetClient, key: str):
     )
 
 
+@pytest.mark.covers("quota_management.budget.key.resets_after_window")
 def test_key_budget_resets_after_duration(
     client: BudgetClient, resources: ResourceManager
 ) -> None:
diff --git a/tests/e2e/budgets/test_model_max_budget_e2e.py b/tests/e2e/budgets/test_model_max_budget_e2e.py
index 44e6a333ef0..4d0df2c35ea 100644
--- a/tests/e2e/budgets/test_model_max_budget_e2e.py
+++ b/tests/e2e/budgets/test_model_max_budget_e2e.py
@@ -28,6 +28,7 @@ def _call(client: BudgetClient, key: str, model: str):
     return result
 
 
+@pytest.mark.covers("quota_management.budget.model_max.isolates_per_model")
 def test_model_max_budget_isolates_per_model(
     client: BudgetClient, resources: ResourceManager
 ) -> None:
diff --git a/tests/e2e/budgets/test_multi_window_budget_e2e.py b/tests/e2e/budgets/test_multi_window_budget_e2e.py
index 553ad1ce701..5981160ccc8 100644
--- a/tests/e2e/budgets/test_multi_window_budget_e2e.py
+++ b/tests/e2e/budgets/test_multi_window_budget_e2e.py
@@ -29,6 +29,7 @@ def _call(client: BudgetClient, key: str):
     )
 
 
+@pytest.mark.covers("quota_management.budget.key_multi_window.blocks_then_resets")
 def test_short_window_blocks_then_resets(
     client: BudgetClient, resources: ResourceManager
 ) -> None:
diff --git a/tests/e2e/budgets/test_soft_budget_e2e.py b/tests/e2e/budgets/test_soft_budget_e2e.py
index 407de7ae467..2006efb5a57 100644
--- a/tests/e2e/budgets/test_soft_budget_e2e.py
+++ b/tests/e2e/budgets/test_soft_budget_e2e.py
@@ -17,6 +17,7 @@
 pytestmark = pytest.mark.e2e
 
 
+@pytest.mark.covers("quota_management.budget.soft.alerts_without_blocking")
 def test_soft_budget_does_not_block(
     client: BudgetClient, resources: ResourceManager
 ) -> None:
diff --git a/tests/e2e/budgets/test_spend_counter_reseed_e2e.py b/tests/e2e/budgets/test_spend_counter_reseed_e2e.py
index 132f99e9cdf..52fe112ed29 100644
--- a/tests/e2e/budgets/test_spend_counter_reseed_e2e.py
+++ b/tests/e2e/budgets/test_spend_counter_reseed_e2e.py
@@ -121,6 +121,7 @@ def one(_: int) -> StreamingResponse:
         list(pool.map(one, range(count)))
 
 
+@pytest.mark.covers("quota_management.budget.spend_counter.reseed_matches_db")
 def test_cold_counter_reseed_keeps_counter_equal_to_db_spend(
     client: BudgetClient, resources: ResourceManager
 ) -> None:
diff --git a/tests/e2e/budgets/test_tag_budget_e2e.py b/tests/e2e/budgets/test_tag_budget_e2e.py
index 06d1d791745..b0068c66630 100644
--- a/tests/e2e/budgets/test_tag_budget_e2e.py
+++ b/tests/e2e/budgets/test_tag_budget_e2e.py
@@ -33,6 +33,7 @@ def _tagged_call(client: BudgetClient, key: str, tag: str):
     return result
 
 
+@pytest.mark.covers("quota_management.budget.tag.blocks_over_limit")
 def test_tag_budget_blocks_tagged_requests(
     client: BudgetClient, scoped_key: str, resources: ResourceManager
 ) -> None:
diff --git a/tests/e2e/budgets/test_team_member_budget_e2e.py b/tests/e2e/budgets/test_team_member_budget_e2e.py
index 301617bfdca..2717b23d9dc 100644
--- a/tests/e2e/budgets/test_team_member_budget_e2e.py
+++ b/tests/e2e/budgets/test_team_member_budget_e2e.py
@@ -97,6 +97,7 @@ def test_member_spend_attributed_to_team_and_user(self, client: BudgetClient, me
                 f"call {row.request_id} logged under user {row.user}, not member {member.user_id}"
             )
 
+    @pytest.mark.covers("quota_management.budget.team_member.blocks_over_limit")
     def test_member_spend_over_budget_is_blocked(self, client: BudgetClient, member: _Member) -> None:
         for _ in range(40):
             result = client.chat(member.key, MODEL, f"spend {unique_marker()}", max_tokens=16)
diff --git a/tests/e2e/budgets/test_team_member_budget_reset_e2e.py b/tests/e2e/budgets/test_team_member_budget_reset_e2e.py
index 2749f16a26e..5d097a81f92 100644
--- a/tests/e2e/budgets/test_team_member_budget_reset_e2e.py
+++ b/tests/e2e/budgets/test_team_member_budget_reset_e2e.py
@@ -16,6 +16,7 @@ def _as_datetime(value: str) -> datetime:
     return datetime.fromisoformat(value.replace("Z", "+00:00"))
 
 
+@pytest.mark.covers("quota_management.budget.team_member.resets_after_window")
 def test_team_member_budget_reset_keeps_advancing(client: BudgetClient, resources: ResourceManager) -> None:
     team_id = client.create_team(alias=f"e2e-member-reset-{unique_marker()}", max_budget=100.0)
     resources.defer(lambda: client.delete_team(team_id))
diff --git a/tests/e2e/budgets/test_team_multi_window_budget_e2e.py b/tests/e2e/budgets/test_team_multi_window_budget_e2e.py
index 26a55169051..c89807fd59d 100644
--- a/tests/e2e/budgets/test_team_multi_window_budget_e2e.py
+++ b/tests/e2e/budgets/test_team_multi_window_budget_e2e.py
@@ -32,6 +32,7 @@ def _call(client: BudgetClient, key: str):
     return client.chat(key, "claude-haiku-4-5", f"team-window {unique_marker()}", max_tokens=16)
 
 
+@pytest.mark.covers("quota_management.budget.team_multi_window.blocks_then_resets")
 def test_team_short_window_blocks_then_resets(client: BudgetClient, resources: ResourceManager) -> None:
     team_id = client.create_team(
         alias=f"e2e-team-window-{unique_marker()}",
diff --git a/tests/e2e/coverage_registry/README.md b/tests/e2e/coverage_registry/README.md
index 863ce34694d..aef4c16c89a 100644
--- a/tests/e2e/coverage_registry/README.md
+++ b/tests/e2e/coverage_registry/README.md
@@ -14,7 +14,8 @@ grouped `module > feature > test`, with LLM cells split into `Core LLMs` and
 `fail_before_fix` flag.
 
 The rows live in per-prefix YAML files (`llm_*.yaml`, `mgmt.yaml`, `mcp.yaml`,
-`reliability.yaml`, `logging.yaml`, `guardrail.yaml`, `other.yaml`) and validate against
+`reliability.yaml`, `quota_management.yaml`, `logging.yaml`, `guardrail.yaml`,
+`other.yaml`) and validate against
 the discriminated union in `schema.py`, so an LLM row cannot carry a guardrail field and
 vice versa. `llm` rows with `subject_endpoint` of `chat_completions`, `messages`, or
 `responses` roll up to `Core LLMs`; all other LLM endpoints roll up to `Non-Core LLMs`.
diff --git a/tests/e2e/coverage_registry/quota_management.yaml b/tests/e2e/coverage_registry/quota_management.yaml
new file mode 100644
index 00000000000..2d3676ae97a
--- /dev/null
+++ b/tests/e2e/coverage_registry/quota_management.yaml
@@ -0,0 +1,35 @@
+# Quota Management (behavior features): rate limits, budgets, spend tracking. Grounded in
+# litellm/proxy/hooks/ + litellm/proxy/auth/auth_checks.py + litellm/proxy/spend_tracking/.
+- {id: quota_management.ratelimit.rpm.blocks_over_limit, module: quota_management, tier: P0, behavior: ratelimit, variant: rpm, assertions: [blocks_over_limit], exercised_on: [chat_completions, messages], source: "parallel_request_limiter_v3.py", rationale: "v3 limiter enforces RPM per key/team/model; 429 on breach"}
+- {id: quota_management.ratelimit.tpm.blocks_over_limit, module: quota_management, tier: P0, behavior: ratelimit, variant: tpm, assertions: [blocks_over_limit], exercised_on: [chat_completions, messages], source: "parallel_request_limiter_v3.py", rationale: "v3 limiter enforces TPM per key/team/model; 429 on breach"}
+- {id: quota_management.ratelimit.rpm.resets_after_window, module: quota_management, tier: P1, behavior: ratelimit, variant: rpm, assertions: [resets_after_window], exercised_on: [chat_completions], source: "parallel_request_limiter_v3.py", rationale: "Rate-limit window (LITELLM_RATE_LIMIT_WINDOW_SIZE, 60s default) expires; a blocked key serves again in the next window"}
+- {id: quota_management.ratelimit.rpm.headers_report_remaining, module: quota_management, tier: P1, behavior: ratelimit, variant: rpm, assertions: [headers_report_remaining], exercised_on: [chat_completions], source: "parallel_request_limiter_v3.py async_post_call_success_hook", rationale: "Successful responses carry x-ratelimit-api_key-{limit,remaining}-{requests,tokens} so clients can pace"}
+- {id: quota_management.ratelimit.priority_generous.picks_under_tpm, module: quota_management, tier: P1, behavior: ratelimit, variant: priority_generous, assertions: [picks_under_tpm], exercised_on: [chat_completions, messages], source: "dynamic_rate_limiter_v3.py:36-52", rationale: "Generous mode (<80% sat) allows priority borrowing"}
+- {id: quota_management.ratelimit.priority_strict.picks_under_tpm, module: quota_management, tier: P1, behavior: ratelimit, variant: priority_strict, assertions: [picks_under_tpm], exercised_on: [chat_completions, messages], source: "dynamic_rate_limiter_v3.py:53-71", rationale: "Strict mode (>=80% sat) enforces priority fairness"}
+- {id: quota_management.budget.key.blocks_over_limit, module: quota_management, tier: P0, behavior: budget, variant: key, assertions: [blocks_over_limit], exercised_on: [chat_completions], source: "proxy/auth/auth_checks.py", rationale: "A key's max_budget blocks further paid calls once spend crosses it"}
+- {id: quota_management.budget.internal_user.blocks_over_limit, module: quota_management, tier: P1, behavior: budget, variant: internal_user, assertions: [blocks_over_limit], exercised_on: [chat_completions], source: "proxy/auth/auth_checks.py", rationale: "An internal user's max_budget governs personal keys"}
+- {id: quota_management.budget.end_user.blocks_over_limit, module: quota_management, tier: P1, behavior: budget, variant: end_user, assertions: [blocks_over_limit], exercised_on: [chat_completions], source: "proxy/auth/auth_checks.py", rationale: "A customer (end-user) max_budget blocks calls attributed via user="}
+- {id: quota_management.budget.organization.blocks_over_limit, module: quota_management, tier: P1, behavior: budget, variant: organization, assertions: [blocks_over_limit], exercised_on: [chat_completions], source: "proxy/auth/auth_checks.py", rationale: "An organization's max_budget blocks keys under its teams"}
+- {id: quota_management.budget.team_member.blocks_over_limit, module: quota_management, tier: P1, behavior: budget, variant: team_member, assertions: [blocks_over_limit], exercised_on: [chat_completions], source: "proxy/auth/auth_checks.py", rationale: "A member's per-team budget blocks independently of the team budget"}
+- {id: quota_management.budget.tag.blocks_over_limit, module: quota_management, tier: P1, behavior: budget, variant: tag, assertions: [blocks_over_limit], exercised_on: [chat_completions], source: "router_strategy/budget_limiter.py", rationale: "Proxy-level tag budgets block tagged requests at the cap"}
+- {id: quota_management.budget.model_max.isolates_per_model, module: quota_management, tier: P1, behavior: budget, variant: model_max, assertions: [isolates_per_model], exercised_on: [chat_completions], source: "proxy/hooks/model_max_budget_limiter.py", rationale: "model_max_budget caps one model without touching a sibling's budget"}
+- {id: quota_management.budget.soft.alerts_without_blocking, module: quota_management, tier: P1, behavior: budget, variant: soft, assertions: [alerts_without_blocking], exercised_on: [chat_completions], source: "proxy/auth/auth_checks.py", rationale: "soft_budget alerts but never blocks traffic"}
+- {id: quota_management.budget.key.resets_after_window, module: quota_management, tier: P1, behavior: budget, variant: key, assertions: [resets_after_window], exercised_on: [chat_completions], source: "proxy/common_utils/reset_budget_job.py", rationale: "budget_duration zeroes key spend after the window; a blocked key serves again"}
+- {id: quota_management.budget.team_member.resets_after_window, module: quota_management, tier: P1, behavior: budget, variant: team_member, assertions: [resets_after_window], exercised_on: [chat_completions], source: "proxy/common_utils/reset_budget_job.py", rationale: "Member per-team budget reset keeps advancing window after window"}
+- {id: quota_management.budget.key_multi_window.blocks_then_resets, module: quota_management, tier: P1, behavior: budget, variant: key_multi_window, assertions: [blocks_then_resets], exercised_on: [chat_completions], source: "proxy/common_utils/reset_budget_job.py", rationale: "budget_limits enforce within a short window and serve again in the next"}
+- {id: quota_management.budget.key_multi_window.resets_windows_independently, module: quota_management, tier: P2, behavior: budget, variant: key_multi_window, assertions: [resets_windows_independently], exercised_on: [chat_completions], source: "proxy/common_utils/reset_budget_job.py", rationale: "Each window of a multi-window budget resets on its own schedule"}
+- {id: quota_management.budget.team_multi_window.blocks_then_resets, module: quota_management, tier: P1, behavior: budget, variant: team_multi_window, assertions: [blocks_then_resets], exercised_on: [chat_completions], source: "proxy/common_utils/reset_budget_job.py", rationale: "Team budget_limits enforce and reset per window"}
+- {id: quota_management.budget.fallback.routes_to_fallback, module: quota_management, tier: P1, behavior: budget, variant: fallback, assertions: [routes_to_fallback], exercised_on: [messages], source: "proxy/hooks/model_max_budget_limiter.py", rationale: "budget_fallbacks reroute to the fallback model once the primary's budget is exhausted"}
+- {id: quota_management.budget.spend_counter.reseed_matches_db, module: quota_management, tier: P2, behavior: budget, variant: spend_counter, assertions: [reseed_matches_db], exercised_on: [chat_completions], source: "proxy/spend_tracking/budget_reservation.py", rationale: "Concurrent cold-counter reseeds keep the enforcement counter equal to DB spend (#26829)"}
+- {id: quota_management.spend_tracking.chat_completions.logs_cost, module: quota_management, tier: P0, behavior: spend_tracking, variant: chat_completions, assertions: [logs_cost], exercised_on: [chat_completions], source: "proxy/spend_tracking/spend_tracking_utils.py", rationale: "A paid chat call writes a nonzero spend row"}
+- {id: quota_management.spend_tracking.stream.logs_cost, module: quota_management, tier: P1, behavior: spend_tracking, variant: stream, assertions: [logs_cost], exercised_on: [chat_completions], source: "proxy/spend_tracking/spend_tracking_utils.py", rationale: "Streaming responses aggregate token counts into a spend row"}
+- {id: quota_management.spend_tracking.embeddings.logs_cost, module: quota_management, tier: P1, behavior: spend_tracking, variant: embeddings, assertions: [logs_cost], exercised_on: [embeddings], source: "proxy/spend_tracking/spend_tracking_utils.py", rationale: "Embedding calls write nonzero spend rows"}
+- {id: quota_management.spend_tracking.cache_hit.zero_cost, module: quota_management, tier: P1, behavior: spend_tracking, variant: cache_hit, assertions: [zero_cost], exercised_on: [chat_completions], source: "proxy/spend_tracking/spend_tracking_utils.py", rationale: "A response-cache hit logs at zero cost with the cache-hit marker"}
+- {id: quota_management.spend_tracking.key_rollup.matches_sum_of_logs, module: quota_management, tier: P1, behavior: spend_tracking, variant: key_rollup, assertions: [matches_sum_of_logs], exercised_on: [chat_completions], source: "proxy/db/db_spend_update_writer.py", rationale: "A key's rolled-up spend equals the sum of its log rows"}
+- {id: quota_management.spend_tracking.concurrent_burst.loses_no_spend, module: quota_management, tier: P1, behavior: spend_tracking, variant: concurrent_burst, assertions: [loses_no_spend], exercised_on: [chat_completions], source: "proxy/db/db_spend_update_writer.py", rationale: "Concurrent calls all land as spend; no row lost to write contention"}
+- {id: quota_management.spend_tracking.tags.attributes_spend, module: quota_management, tier: P1, behavior: spend_tracking, variant: tags, assertions: [attributes_spend], exercised_on: [chat_completions], source: "proxy/spend_tracking/spend_tracking_utils.py", rationale: "Request tags round-trip to spend rows and tag rollups match tagged logs"}
+- {id: quota_management.spend_tracking.end_user.attributes_spend, module: quota_management, tier: P1, behavior: spend_tracking, variant: end_user, assertions: [attributes_spend], exercised_on: [chat_completions], source: "proxy/spend_tracking/spend_tracking_utils.py", rationale: "user= attribution lands the end-user id on the spend row"}
+- {id: quota_management.spend_tracking.per_model.writes_own_rows, module: quota_management, tier: P2, behavior: spend_tracking, variant: per_model, assertions: [writes_own_rows], exercised_on: [chat_completions], source: "proxy/spend_tracking/spend_tracking_utils.py", rationale: "Each model on a shared key gets its own spend row"}
+- {id: quota_management.spend_tracking.failure.writes_failure_row, module: quota_management, tier: P1, behavior: spend_tracking, variant: failure, assertions: [writes_failure_row], exercised_on: [chat_completions], source: "proxy/spend_tracking/spend_log_error_logger.py", rationale: "A failed call writes a failure-status spend row"}
+- {id: quota_management.spend_tracking.spend_calculate.returns_cost, module: quota_management, tier: P2, behavior: spend_tracking, variant: spend_calculate, assertions: [returns_cost], exercised_on: [chat_completions], source: "proxy/spend_tracking/spend_management_endpoints.py", rationale: "/spend/calculate prices a hypothetical request at nonzero cost"}
+- {id: quota_management.spend_tracking.pagination.keeps_total, module: quota_management, tier: P2, behavior: spend_tracking, variant: pagination, assertions: [keeps_total], exercised_on: [chat_completions], source: "proxy/spend_tracking/spend_management_endpoints.py", rationale: "Spend-logs v2 pagination caps page size without losing the total"}
diff --git a/tests/e2e/coverage_registry/reliability.yaml b/tests/e2e/coverage_registry/reliability.yaml
index ad5630a32dd..3746b029331 100644
--- a/tests/e2e/coverage_registry/reliability.yaml
+++ b/tests/e2e/coverage_registry/reliability.yaml
@@ -12,10 +12,6 @@
 - {id: reliability.cooldown.429.trips_then_recovers, module: reliability, tier: P0, behavior: cooldown, variant: "429", assertions: [trips_then_recovers], exercised_on: [chat_completions, messages], source: "cooldown_handlers.py:69", rationale: "Cools on 429, avoids hammering exhausted provider"}
 - {id: reliability.cooldown.auth.trips_then_recovers, module: reliability, tier: P1, behavior: cooldown, variant: auth, assertions: [trips_then_recovers], exercised_on: [chat_completions, messages], source: "cooldown_handlers.py:74", rationale: "Cools on 401 auth error"}
 - {id: reliability.cooldown.timeout.trips_then_recovers, module: reliability, tier: P1, behavior: cooldown, variant: timeout, assertions: [trips_then_recovers], exercised_on: [chat_completions, messages], source: "cooldown_handlers.py:77", rationale: "Cools on 408 timeout"}
-- {id: reliability.ratelimit.rpm.blocks_over_limit, module: reliability, tier: P0, behavior: ratelimit, variant: rpm, assertions: [blocks_over_limit], exercised_on: [chat_completions, messages], source: "dynamic_rate_limiter_v3.py", rationale: "v3 limiter enforces RPM per key/team/model; 429 on breach"}
-- {id: reliability.ratelimit.tpm.blocks_over_limit, module: reliability, tier: P0, behavior: ratelimit, variant: tpm, assertions: [blocks_over_limit], exercised_on: [chat_completions, messages], source: "dynamic_rate_limiter_v3.py", rationale: "v3 limiter enforces TPM per key/team/model; 429 on breach"}
-- {id: reliability.ratelimit.priority_generous.picks_under_tpm, module: reliability, tier: P1, behavior: ratelimit, variant: priority_generous, assertions: [picks_under_tpm], exercised_on: [chat_completions, messages], source: "dynamic_rate_limiter_v3.py:36-52", rationale: "Generous mode (<80% sat) allows priority borrowing"}
-- {id: reliability.ratelimit.priority_strict.picks_under_tpm, module: reliability, tier: P1, behavior: ratelimit, variant: priority_strict, assertions: [picks_under_tpm], exercised_on: [chat_completions, messages], source: "dynamic_rate_limiter_v3.py:53-71", rationale: "Strict mode (>=80% sat) enforces priority fairness"}
 - {id: reliability.routing.simple_shuffle.picks_healthy_deployment, module: reliability, tier: P1, behavior: routing, variant: simple_shuffle, assertions: [picks_healthy_deployment], exercised_on: [chat_completions, messages], source: "router_strategy/simple_shuffle.py", rationale: "Baseline weighted/uniform pick"}
 - {id: reliability.routing.latency_based.picks_lowest_latency, module: reliability, tier: P1, behavior: routing, variant: latency_based, assertions: [picks_lowest_latency], exercised_on: [chat_completions, messages], source: "router_strategy/lowest_latency.py", rationale: "Routes to lowest-latency deployment"}
 - {id: reliability.routing.cost_based.picks_lowest_cost, module: reliability, tier: P1, behavior: routing, variant: cost_based, assertions: [picks_lowest_cost], exercised_on: [chat_completions, messages], source: "router_strategy/lowest_cost.py", rationale: "Spend-aware routing"}
diff --git a/tests/e2e/coverage_registry/schema.py b/tests/e2e/coverage_registry/schema.py
index bb27fbf0ea0..21be0acb18f 100644
--- a/tests/e2e/coverage_registry/schema.py
+++ b/tests/e2e/coverage_registry/schema.py
@@ -1,7 +1,7 @@
 """Registry row schema: the contract every denominator cell validates against.
 
 A cell is one customer-noticeable behavior a single e2e test can assert pass/fail
-on. `module` is the id's segment-1 prefix (seven of them); dashboard rollups can
+on. `module` is the id's segment-1 prefix (eight of them); dashboard rollups can
 split or merge those prefixes. The union is discriminated on `module`, so an LLM
 row cannot carry a guardrail field and vice versa.
 """
@@ -100,6 +100,13 @@ class ReliabilityCell(_Base):
     exercised_on: tuple[str, ...]
 
 
+class QuotaCell(_Base):
+    module: Literal["quota_management"]
+    behavior: Literal["ratelimit", "budget", "spend_tracking"]
+    variant: str
+    exercised_on: tuple[str, ...]
+
+
 class LoggingCell(_Base):
     module: Literal["logging"]
     event: str
@@ -122,6 +129,7 @@ class OtherCell(_Base):
     | MgmtCell
     | McpCell
     | ReliabilityCell
+    | QuotaCell
     | LoggingCell
     | GuardrailCell
     | OtherCell,
@@ -142,6 +150,7 @@ class OtherCell(_Base):
     "mcp": "MCPs",
     "mgmt": "Management/UI",
     "reliability": "Reliability & Performance",
+    "quota_management": "Quota Management",
     "logging": "Logging & Guardrails",
     "guardrail": "Logging & Guardrails",
     "other": "Other",
@@ -153,6 +162,7 @@ class OtherCell(_Base):
     "MCPs",
     "Management/UI",
     "Reliability & Performance",
+    "Quota Management",
     "Logging & Guardrails",
     "Other",
 )
@@ -163,6 +173,7 @@ class OtherCell(_Base):
     "MCPs": "mcp",
     "Management/UI": "management_ui",
     "Reliability & Performance": "reliability_performance",
+    "Quota Management": "quota_management",
     "Logging & Guardrails": "logging_guardrails",
     "Other": "other",
 }
diff --git a/tests/e2e/spend_tracking/test_spend_tracking_e2e.py b/tests/e2e/spend_tracking/test_spend_tracking_e2e.py
index 3495011eab6..2f0ffae44e3 100644
--- a/tests/e2e/spend_tracking/test_spend_tracking_e2e.py
+++ b/tests/e2e/spend_tracking/test_spend_tracking_e2e.py
@@ -59,6 +59,7 @@ def _require_row(
     return matches[0]
 
 
+@pytest.mark.covers("quota_management.spend_tracking.chat_completions.logs_cost")
 def test_chat_completion_writes_nonzero_spend_row(
     client: SpendClient, scoped_key: str
 ) -> None:
@@ -93,6 +94,7 @@ def test_chat_completion_writes_nonzero_spend_row(
         ), f"row request_id != client response.id ({chat.id})"
 
 
+@pytest.mark.covers("quota_management.spend_tracking.stream.logs_cost")
 def test_streaming_chat_completion_tracks_spend(
     client: SpendClient, scoped_key: str
 ) -> None:
@@ -120,6 +122,7 @@ def test_streaming_chat_completion_tracks_spend(
     assert (row.total_tokens or 0) == prompt + completion
 
 
+@pytest.mark.covers("quota_management.spend_tracking.embeddings.logs_cost")
 def test_embedding_writes_nonzero_spend_row(
     client: SpendClient, scoped_key: str
 ) -> None:
@@ -142,6 +145,7 @@ def test_embedding_writes_nonzero_spend_row(
     assert "text-embedding-3-small" in (row.model or "")
 
 
+@pytest.mark.covers("quota_management.spend_tracking.cache_hit.zero_cost")
 def test_cache_hit_is_zero_cost_and_suffixed(
     client: SpendClient, scoped_key: str
 ) -> None:
@@ -177,6 +181,7 @@ def test_cache_hit_is_zero_cost_and_suffixed(
     ), f"the non-cached call should still be charged: {_summarize(rows)}"
 
 
+@pytest.mark.covers("quota_management.spend_tracking.key_rollup.matches_sum_of_logs")
 def test_key_spend_equals_sum_of_logs(client: SpendClient, scoped_key: str) -> None:
     for _ in range(2):
         _ = unwrap(
@@ -203,6 +208,7 @@ def test_key_spend_equals_sum_of_logs(client: SpendClient, scoped_key: str) -> N
     ), f"key aggregate {key_spend} != sum of logs {logs_total}; rows: {_summarize(rows)}"
 
 
+@pytest.mark.covers("quota_management.spend_tracking.concurrent_burst.loses_no_spend")
 def test_burst_of_concurrent_calls_loses_no_spend(
     client: SpendClient, scoped_key: str
 ) -> None:
@@ -249,6 +255,7 @@ def call(idx: int) -> Result[ChatResponse]:
     )
 
 
+@pytest.mark.covers("quota_management.spend_tracking.pagination.keeps_total")
 def test_spend_logs_v2_pagination_caps_pages_and_keeps_total(
     client: SpendClient, scoped_key: str
 ) -> None:
@@ -301,6 +308,7 @@ def test_spend_logs_v2_pagination_caps_pages_and_keeps_total(
     )
 
 
+@pytest.mark.covers("quota_management.spend_tracking.tags.attributes_spend")
 def test_request_tags_round_trip(client: SpendClient, scoped_key: str) -> None:
     tag = f"e2e-spend-{unique_marker()}"
     _ = unwrap(
@@ -317,6 +325,7 @@ def test_request_tags_round_trip(client: SpendClient, scoped_key: str) -> None:
     )
 
 
+@pytest.mark.covers("quota_management.spend_tracking.tags.attributes_spend")
 def test_tag_spend_matches_sum_of_tagged_logs(
     client: SpendClient, scoped_key: str
 ) -> None:
@@ -354,6 +363,7 @@ def test_tag_spend_matches_sum_of_tagged_logs(
     )
 
 
+@pytest.mark.covers("quota_management.spend_tracking.end_user.attributes_spend")
 def test_end_user_spend_attributed_on_row(
     client: SpendClient, scoped_key: str, resources: ResourceManager
 ) -> None:
@@ -371,6 +381,7 @@ def test_end_user_spend_attributed_on_row(
     assert (row.spend or 0) > 0, f"end-user row should cost > 0: {_summarize(rows)}"
 
 
+@pytest.mark.covers("quota_management.spend_tracking.per_model.writes_own_rows")
 def test_each_model_on_a_shared_key_gets_its_own_row(
     client: SpendClient, scoped_key: str
 ) -> None:
@@ -419,6 +430,7 @@ def both_models_costed(rows: list[SpendLogRow]) -> bool:
         ), f"claude row request_id {claude_row.request_id} != response id {claude.id}"
 
 
+@pytest.mark.covers("quota_management.spend_tracking.failure.writes_failure_row")
 def test_failure_call_writes_failure_status_row(
     client: SpendClient, scoped_key: str
 ) -> None:
@@ -438,6 +450,7 @@ def test_failure_call_writes_failure_status_row(
     assert (failure_rows[0].spend or 0) == 0.0, "failed call must not be charged"
 
 
+@pytest.mark.covers("quota_management.spend_tracking.spend_calculate.returns_cost")
 def test_spend_calculate_returns_nonzero_cost(client: SpendClient) -> None:
     cost = client.calculate_spend(
         "gemini-2.5-flash", "estimate the cost of this request"

From 8225ddf2a42dd8c31c2211b48b67cf2e53b85bbd Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 11 Jul 2026 12:14:09 -0700
Subject: [PATCH 357/370] fix(e2e): name the route the spend_calculate registry
 cell actually exercises

---
 tests/e2e/coverage_registry/quota_management.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/e2e/coverage_registry/quota_management.yaml b/tests/e2e/coverage_registry/quota_management.yaml
index 2d3676ae97a..fac266149f4 100644
--- a/tests/e2e/coverage_registry/quota_management.yaml
+++ b/tests/e2e/coverage_registry/quota_management.yaml
@@ -31,5 +31,5 @@
 - {id: quota_management.spend_tracking.end_user.attributes_spend, module: quota_management, tier: P1, behavior: spend_tracking, variant: end_user, assertions: [attributes_spend], exercised_on: [chat_completions], source: "proxy/spend_tracking/spend_tracking_utils.py", rationale: "user= attribution lands the end-user id on the spend row"}
 - {id: quota_management.spend_tracking.per_model.writes_own_rows, module: quota_management, tier: P2, behavior: spend_tracking, variant: per_model, assertions: [writes_own_rows], exercised_on: [chat_completions], source: "proxy/spend_tracking/spend_tracking_utils.py", rationale: "Each model on a shared key gets its own spend row"}
 - {id: quota_management.spend_tracking.failure.writes_failure_row, module: quota_management, tier: P1, behavior: spend_tracking, variant: failure, assertions: [writes_failure_row], exercised_on: [chat_completions], source: "proxy/spend_tracking/spend_log_error_logger.py", rationale: "A failed call writes a failure-status spend row"}
-- {id: quota_management.spend_tracking.spend_calculate.returns_cost, module: quota_management, tier: P2, behavior: spend_tracking, variant: spend_calculate, assertions: [returns_cost], exercised_on: [chat_completions], source: "proxy/spend_tracking/spend_management_endpoints.py", rationale: "/spend/calculate prices a hypothetical request at nonzero cost"}
+- {id: quota_management.spend_tracking.spend_calculate.returns_cost, module: quota_management, tier: P2, behavior: spend_tracking, variant: spend_calculate, assertions: [returns_cost], exercised_on: [spend_calculate], source: "proxy/spend_tracking/spend_management_endpoints.py", rationale: "/spend/calculate prices a hypothetical request at nonzero cost"}
 - {id: quota_management.spend_tracking.pagination.keeps_total, module: quota_management, tier: P2, behavior: spend_tracking, variant: pagination, assertions: [keeps_total], exercised_on: [chat_completions], source: "proxy/spend_tracking/spend_management_endpoints.py", rationale: "Spend-logs v2 pagination caps page size without losing the total"}

From d37daf0b9f7b20f5201f1fc2cf5454d23fce5ec2 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Sat, 11 Jul 2026 12:49:43 -0700
Subject: [PATCH 358/370] refactor(e2e): move budgets and spend_tracking suites
 under quota_management

---
 tests/e2e/CLAUDE.md                                            | 3 +--
 tests/e2e/conftest.py                                          | 2 +-
 tests/e2e/pytest.ini                                           | 2 +-
 tests/e2e/{ => quota_management}/budgets/BUDGET_CODE_MATRIX.md | 0
 .../budgets/BUDGET_TEST_COVERAGE_MATRIX.md                     | 2 +-
 tests/e2e/{ => quota_management}/budgets/budget_client.py      | 0
 tests/e2e/{ => quota_management}/budgets/conftest.py           | 0
 .../e2e/{ => quota_management}/budgets/test_budget_crud_e2e.py | 0
 .../budgets/test_budget_enforcement_e2e.py                     | 0
 .../{ => quota_management}/budgets/test_budget_fallback_e2e.py | 0
 .../budgets/test_budget_reset_advances_e2e.py                  | 0
 .../{ => quota_management}/budgets/test_budget_reset_e2e.py    | 0
 .../budgets/test_model_max_budget_e2e.py                       | 0
 .../budgets/test_multi_window_budget_e2e.py                    | 0
 .../e2e/{ => quota_management}/budgets/test_soft_budget_e2e.py | 0
 .../budgets/test_spend_counter_reseed_e2e.py                   | 0
 .../e2e/{ => quota_management}/budgets/test_tag_budget_e2e.py  | 0
 .../budgets/test_team_member_budget_e2e.py                     | 0
 .../budgets/test_team_member_budget_reset_e2e.py               | 0
 .../budgets/test_team_multi_window_budget_e2e.py               | 0
 .../spend_tracking/SPEND_TRACKING_COVERAGE_MATRIX.md           | 0
 tests/e2e/{ => quota_management}/spend_tracking/conftest.py    | 0
 .../{ => quota_management}/spend_tracking/spend_e2e_client.py  | 0
 .../{ => quota_management}/spend_tracking/test_spend_routes.py | 0
 .../spend_tracking/test_spend_tracking_e2e.py                  | 0
 25 files changed, 4 insertions(+), 5 deletions(-)
 rename tests/e2e/{ => quota_management}/budgets/BUDGET_CODE_MATRIX.md (100%)
 rename tests/e2e/{ => quota_management}/budgets/BUDGET_TEST_COVERAGE_MATRIX.md (98%)
 rename tests/e2e/{ => quota_management}/budgets/budget_client.py (100%)
 rename tests/e2e/{ => quota_management}/budgets/conftest.py (100%)
 rename tests/e2e/{ => quota_management}/budgets/test_budget_crud_e2e.py (100%)
 rename tests/e2e/{ => quota_management}/budgets/test_budget_enforcement_e2e.py (100%)
 rename tests/e2e/{ => quota_management}/budgets/test_budget_fallback_e2e.py (100%)
 rename tests/e2e/{ => quota_management}/budgets/test_budget_reset_advances_e2e.py (100%)
 rename tests/e2e/{ => quota_management}/budgets/test_budget_reset_e2e.py (100%)
 rename tests/e2e/{ => quota_management}/budgets/test_model_max_budget_e2e.py (100%)
 rename tests/e2e/{ => quota_management}/budgets/test_multi_window_budget_e2e.py (100%)
 rename tests/e2e/{ => quota_management}/budgets/test_soft_budget_e2e.py (100%)
 rename tests/e2e/{ => quota_management}/budgets/test_spend_counter_reseed_e2e.py (100%)
 rename tests/e2e/{ => quota_management}/budgets/test_tag_budget_e2e.py (100%)
 rename tests/e2e/{ => quota_management}/budgets/test_team_member_budget_e2e.py (100%)
 rename tests/e2e/{ => quota_management}/budgets/test_team_member_budget_reset_e2e.py (100%)
 rename tests/e2e/{ => quota_management}/budgets/test_team_multi_window_budget_e2e.py (100%)
 rename tests/e2e/{ => quota_management}/spend_tracking/SPEND_TRACKING_COVERAGE_MATRIX.md (100%)
 rename tests/e2e/{ => quota_management}/spend_tracking/conftest.py (100%)
 rename tests/e2e/{ => quota_management}/spend_tracking/spend_e2e_client.py (100%)
 rename tests/e2e/{ => quota_management}/spend_tracking/test_spend_routes.py (100%)
 rename tests/e2e/{ => quota_management}/spend_tracking/test_spend_tracking_e2e.py (100%)

diff --git a/tests/e2e/CLAUDE.md b/tests/e2e/CLAUDE.md
index 5b23e15b5e2..88992038cb7 100644
--- a/tests/e2e/CLAUDE.md
+++ b/tests/e2e/CLAUDE.md
@@ -11,8 +11,7 @@ Each subdirectory under `tests/e2e/` is one suite, scoped to an endpoint family
 - `embeddings/` - the `/embeddings` endpoint across providers
 - `batches/` - the `/batches` endpoint (placeholder until the first test lands)
 - `realtime/` - realtime websocket sessions, including the pipecat audio path
-- `budgets/` - budget definition, enforcement, and reset windows (key, team, tag, soft, multi-window)
-- `spend_tracking/` - spend logging and cost attribution on `/spend/*`
+- `quota_management/` - quota enforcement and accounting, one subfolder per behavior: `budgets/` (budget definition, enforcement, and reset windows: key, team, tag, soft, multi-window) and `spend_tracking/` (spend logging and cost attribution on `/spend/*`)
 - `management/` - key/team/user/organization management routes: create/update/delete persistence via the info routes, team membership, and llm-only-key route denials; also the dashboard UI behavior on top of them, driven through the proxy-served UI at /ui with playwright (optional dep behind importorskip)
 - `logging/` - logging-integration delivery (datadog and friends)
 - `security/` - secret handling and log-leak protection
diff --git a/tests/e2e/conftest.py b/tests/e2e/conftest.py
index 4c4c8fe735b..08df334d4b8 100644
--- a/tests/e2e/conftest.py
+++ b/tests/e2e/conftest.py
@@ -95,7 +95,7 @@ def pytest_sessionfinish(session: pytest.Session, exitstatus: int) -> None:
     path."""
     if not session.stash.get(_E2E_TEST_RAN, False):
         return
-    spend_dir = str(Path(__file__).parent / "spend_tracking")
+    spend_dir = str(Path(__file__).parent / "quota_management" / "spend_tracking")
     sys.path.insert(0, spend_dir)
     try:
         from spend_e2e_client import reset_spend_logs  # pyright: ignore
diff --git a/tests/e2e/pytest.ini b/tests/e2e/pytest.ini
index 7799f6b16a2..d3b2193226b 100644
--- a/tests/e2e/pytest.ini
+++ b/tests/e2e/pytest.ini
@@ -1,6 +1,6 @@
 [pytest]
 # Config when any e2e suite under tests/e2e/ is run directly, e.g.
-#   uv run pytest tests/e2e/spend_tracking/ -v
+#   uv run pytest tests/e2e/quota_management/spend_tracking/ -v
 # The e2e marker is also registered in conftest.py for runs rooted elsewhere.
 addopts = --strict-markers --strict-config
 markers =
diff --git a/tests/e2e/budgets/BUDGET_CODE_MATRIX.md b/tests/e2e/quota_management/budgets/BUDGET_CODE_MATRIX.md
similarity index 100%
rename from tests/e2e/budgets/BUDGET_CODE_MATRIX.md
rename to tests/e2e/quota_management/budgets/BUDGET_CODE_MATRIX.md
diff --git a/tests/e2e/budgets/BUDGET_TEST_COVERAGE_MATRIX.md b/tests/e2e/quota_management/budgets/BUDGET_TEST_COVERAGE_MATRIX.md
similarity index 98%
rename from tests/e2e/budgets/BUDGET_TEST_COVERAGE_MATRIX.md
rename to tests/e2e/quota_management/budgets/BUDGET_TEST_COVERAGE_MATRIX.md
index 62bfc1fdd41..7ff920a8d6d 100644
--- a/tests/e2e/budgets/BUDGET_TEST_COVERAGE_MATRIX.md
+++ b/tests/e2e/quota_management/budgets/BUDGET_TEST_COVERAGE_MATRIX.md
@@ -12,7 +12,7 @@ Pre-existing live coverage outside this suite:
 - `tests/local_testing/test_router_budget_limiter.py` - provider / tag / deployment
   budgets at the router.
 
-This suite (`tests/e2e/budgets/`) adds the missing live coverage and runs
+This suite (`tests/e2e/quota_management/budgets/`) adds the missing live coverage and runs
 on the shared lifecycle (every entity it creates is deleted on teardown).
 
 ---
diff --git a/tests/e2e/budgets/budget_client.py b/tests/e2e/quota_management/budgets/budget_client.py
similarity index 100%
rename from tests/e2e/budgets/budget_client.py
rename to tests/e2e/quota_management/budgets/budget_client.py
diff --git a/tests/e2e/budgets/conftest.py b/tests/e2e/quota_management/budgets/conftest.py
similarity index 100%
rename from tests/e2e/budgets/conftest.py
rename to tests/e2e/quota_management/budgets/conftest.py
diff --git a/tests/e2e/budgets/test_budget_crud_e2e.py b/tests/e2e/quota_management/budgets/test_budget_crud_e2e.py
similarity index 100%
rename from tests/e2e/budgets/test_budget_crud_e2e.py
rename to tests/e2e/quota_management/budgets/test_budget_crud_e2e.py
diff --git a/tests/e2e/budgets/test_budget_enforcement_e2e.py b/tests/e2e/quota_management/budgets/test_budget_enforcement_e2e.py
similarity index 100%
rename from tests/e2e/budgets/test_budget_enforcement_e2e.py
rename to tests/e2e/quota_management/budgets/test_budget_enforcement_e2e.py
diff --git a/tests/e2e/budgets/test_budget_fallback_e2e.py b/tests/e2e/quota_management/budgets/test_budget_fallback_e2e.py
similarity index 100%
rename from tests/e2e/budgets/test_budget_fallback_e2e.py
rename to tests/e2e/quota_management/budgets/test_budget_fallback_e2e.py
diff --git a/tests/e2e/budgets/test_budget_reset_advances_e2e.py b/tests/e2e/quota_management/budgets/test_budget_reset_advances_e2e.py
similarity index 100%
rename from tests/e2e/budgets/test_budget_reset_advances_e2e.py
rename to tests/e2e/quota_management/budgets/test_budget_reset_advances_e2e.py
diff --git a/tests/e2e/budgets/test_budget_reset_e2e.py b/tests/e2e/quota_management/budgets/test_budget_reset_e2e.py
similarity index 100%
rename from tests/e2e/budgets/test_budget_reset_e2e.py
rename to tests/e2e/quota_management/budgets/test_budget_reset_e2e.py
diff --git a/tests/e2e/budgets/test_model_max_budget_e2e.py b/tests/e2e/quota_management/budgets/test_model_max_budget_e2e.py
similarity index 100%
rename from tests/e2e/budgets/test_model_max_budget_e2e.py
rename to tests/e2e/quota_management/budgets/test_model_max_budget_e2e.py
diff --git a/tests/e2e/budgets/test_multi_window_budget_e2e.py b/tests/e2e/quota_management/budgets/test_multi_window_budget_e2e.py
similarity index 100%
rename from tests/e2e/budgets/test_multi_window_budget_e2e.py
rename to tests/e2e/quota_management/budgets/test_multi_window_budget_e2e.py
diff --git a/tests/e2e/budgets/test_soft_budget_e2e.py b/tests/e2e/quota_management/budgets/test_soft_budget_e2e.py
similarity index 100%
rename from tests/e2e/budgets/test_soft_budget_e2e.py
rename to tests/e2e/quota_management/budgets/test_soft_budget_e2e.py
diff --git a/tests/e2e/budgets/test_spend_counter_reseed_e2e.py b/tests/e2e/quota_management/budgets/test_spend_counter_reseed_e2e.py
similarity index 100%
rename from tests/e2e/budgets/test_spend_counter_reseed_e2e.py
rename to tests/e2e/quota_management/budgets/test_spend_counter_reseed_e2e.py
diff --git a/tests/e2e/budgets/test_tag_budget_e2e.py b/tests/e2e/quota_management/budgets/test_tag_budget_e2e.py
similarity index 100%
rename from tests/e2e/budgets/test_tag_budget_e2e.py
rename to tests/e2e/quota_management/budgets/test_tag_budget_e2e.py
diff --git a/tests/e2e/budgets/test_team_member_budget_e2e.py b/tests/e2e/quota_management/budgets/test_team_member_budget_e2e.py
similarity index 100%
rename from tests/e2e/budgets/test_team_member_budget_e2e.py
rename to tests/e2e/quota_management/budgets/test_team_member_budget_e2e.py
diff --git a/tests/e2e/budgets/test_team_member_budget_reset_e2e.py b/tests/e2e/quota_management/budgets/test_team_member_budget_reset_e2e.py
similarity index 100%
rename from tests/e2e/budgets/test_team_member_budget_reset_e2e.py
rename to tests/e2e/quota_management/budgets/test_team_member_budget_reset_e2e.py
diff --git a/tests/e2e/budgets/test_team_multi_window_budget_e2e.py b/tests/e2e/quota_management/budgets/test_team_multi_window_budget_e2e.py
similarity index 100%
rename from tests/e2e/budgets/test_team_multi_window_budget_e2e.py
rename to tests/e2e/quota_management/budgets/test_team_multi_window_budget_e2e.py
diff --git a/tests/e2e/spend_tracking/SPEND_TRACKING_COVERAGE_MATRIX.md b/tests/e2e/quota_management/spend_tracking/SPEND_TRACKING_COVERAGE_MATRIX.md
similarity index 100%
rename from tests/e2e/spend_tracking/SPEND_TRACKING_COVERAGE_MATRIX.md
rename to tests/e2e/quota_management/spend_tracking/SPEND_TRACKING_COVERAGE_MATRIX.md
diff --git a/tests/e2e/spend_tracking/conftest.py b/tests/e2e/quota_management/spend_tracking/conftest.py
similarity index 100%
rename from tests/e2e/spend_tracking/conftest.py
rename to tests/e2e/quota_management/spend_tracking/conftest.py
diff --git a/tests/e2e/spend_tracking/spend_e2e_client.py b/tests/e2e/quota_management/spend_tracking/spend_e2e_client.py
similarity index 100%
rename from tests/e2e/spend_tracking/spend_e2e_client.py
rename to tests/e2e/quota_management/spend_tracking/spend_e2e_client.py
diff --git a/tests/e2e/spend_tracking/test_spend_routes.py b/tests/e2e/quota_management/spend_tracking/test_spend_routes.py
similarity index 100%
rename from tests/e2e/spend_tracking/test_spend_routes.py
rename to tests/e2e/quota_management/spend_tracking/test_spend_routes.py
diff --git a/tests/e2e/spend_tracking/test_spend_tracking_e2e.py b/tests/e2e/quota_management/spend_tracking/test_spend_tracking_e2e.py
similarity index 100%
rename from tests/e2e/spend_tracking/test_spend_tracking_e2e.py
rename to tests/e2e/quota_management/spend_tracking/test_spend_tracking_e2e.py

From e7f41442d037021e62725c190b0ea5f1e3f7539a Mon Sep 17 00:00:00 2001
From: yucheng-berri <yucheng@berri.ai>
Date: Sat, 11 Jul 2026 16:17:49 -0700
Subject: [PATCH 359/370] feat(guardrails): add pre_mcp_call support to Content
 Filter (#32936)

* feat(guardrails): add pre_mcp_call support to Content Filter

* test(guardrails): cover canonical MCP key gate under pre_mcp_call mode

* fix(guardrails): scan MCP arguments per value and gate mixed-mode scans by call type

* fix(guardrails): cap MCP argument scan depth and register the walker with the recursion detector

* test(guardrails): update LIT-4226 UI settings tests for content filter pre_mcp_call support

* fix(guardrails): use builtin generics in MCP scan annotations to satisfy strict-rule budget

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

---------

Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
---
 .../litellm_content_filter/content_filter.py  |  68 +++
 .../code_coverage_tests/recursive_detector.py |   1 +
 .../content_filter/test_content_filter.py     | 452 ++++++++++++++++++
 .../guardrails/test_guardrail_endpoints.py    |  20 +-
 4 files changed, 533 insertions(+), 8 deletions(-)

diff --git a/litellm/proxy/guardrails/guardrail_hooks/litellm_content_filter/content_filter.py b/litellm/proxy/guardrails/guardrail_hooks/litellm_content_filter/content_filter.py
index c3b66f8f388..dda4b0236eb 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/litellm_content_filter/content_filter.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/litellm_content_filter/content_filter.py
@@ -29,9 +29,11 @@
 
 from litellm import Router
 from litellm._logging import verbose_proxy_logger
+from litellm.constants import DEFAULT_MAX_RECURSE_DEPTH
 from litellm.integrations.custom_guardrail import CustomGuardrail
 from litellm.proxy._types import UserAPIKeyAuth
 from litellm.types.utils import (
+    CallTypes,
     GenericGuardrailAPIInputs,
     GuardrailStatus,
     GuardrailTracingDetail,
@@ -1683,6 +1685,66 @@ def _log_guardrail_information(
             tracing_detail=GuardrailTracingDetail(**tracing_kw),  # type: ignore[typeddict-item]
         )
 
+    @staticmethod
+    def _get_mcp_tool_name(request_data: dict) -> str | None:
+        raw_name: object = request_data.get("mcp_tool_name")
+        if isinstance(raw_name, str) and raw_name:
+            return raw_name
+        return None
+
+    def _assert_mcp_argument_label_clean(self, text: str, detections: list[ContentFilterDetection]) -> None:
+        if self._filter_single_text(text, detections=detections) != text:
+            raise HTTPException(
+                status_code=400,
+                detail={
+                    "error": "Content blocked: MCP tool call argument matched a masking rule on a non-rewritable field"
+                },
+            )
+
+    def _filter_mcp_argument_value(
+        self, value: object, detections: list[ContentFilterDetection], depth: int = 0
+    ) -> object:
+        if depth > DEFAULT_MAX_RECURSE_DEPTH:
+            raise HTTPException(
+                status_code=400,
+                detail={"error": "Content blocked: MCP tool call arguments exceed the maximum nesting depth"},
+            )
+        if isinstance(value, str):
+            return self._filter_single_text(value, detections=detections)
+        if isinstance(value, (int, float)) and not isinstance(value, bool):
+            self._assert_mcp_argument_label_clean(str(value), detections)
+            return value
+        if isinstance(value, dict):
+            for key in value:
+                if isinstance(key, str):
+                    self._assert_mcp_argument_label_clean(key, detections)
+            return {key: self._filter_mcp_argument_value(item, detections, depth + 1) for key, item in value.items()}
+        if isinstance(value, list):
+            return [self._filter_mcp_argument_value(item, detections, depth + 1) for item in value]
+        return value
+
+    def _scan_mcp_tool_call_arguments(
+        self,
+        request_data: dict,
+        detections: list[ContentFilterDetection],
+        logging_obj: Optional["LiteLLMLoggingObj"] = None,
+    ) -> None:
+        if not self._event_hook_is_event_type(GuardrailEventHooks.pre_mcp_call):
+            return
+        call_type: object = getattr(logging_obj, "call_type", None)
+        if logging_obj is not None and call_type != CallTypes.call_mcp_tool.value:
+            return
+        if self._get_mcp_tool_name(request_data) is None:
+            return
+        raw_arguments: object = request_data.get("mcp_arguments")
+        if not isinstance(raw_arguments, dict) or not raw_arguments:
+            return
+        filtered_arguments = self._filter_mcp_argument_value(raw_arguments, detections)
+        if filtered_arguments == raw_arguments:
+            return
+        request_data["mcp_arguments"] = filtered_arguments
+        request_data["modified_arguments"] = filtered_arguments
+
     async def apply_guardrail(
         self,
         inputs: "GenericGuardrailAPIInputs",
@@ -1737,6 +1799,11 @@ async def apply_guardrail(
             verbose_proxy_logger.debug("ContentFilterGuardrail: Guardrail applied successfully")
             inputs["texts"] = processed_texts
 
+            if input_type == "request":
+                self._scan_mcp_tool_call_arguments(
+                    request_data=request_data, detections=detections, logging_obj=logging_obj
+                )
+
             # Count masked entities by type
             self._count_masked_entities(detections, masked_entity_count)
 
@@ -1903,4 +1970,5 @@ def get_supported_event_hooks(cls) -> List[GuardrailEventHooks]:
             GuardrailEventHooks.post_call,
             GuardrailEventHooks.during_call,
             GuardrailEventHooks.realtime_input_transcription,
+            GuardrailEventHooks.pre_mcp_call,
         ]
diff --git a/tests/code_coverage_tests/recursive_detector.py b/tests/code_coverage_tests/recursive_detector.py
index f9bd4a012cc..e08d703d21f 100644
--- a/tests/code_coverage_tests/recursive_detector.py
+++ b/tests/code_coverage_tests/recursive_detector.py
@@ -54,6 +54,7 @@
     "sanitize_oci_schema",  # OCI: bounded by JSON-schema tree depth.
     "_freeze_for_dedupe",  # OTEL: max depth set (default 16, _FREEZE_MAX_DEPTH); fails closed by returning repr(value) at the cap.
     "apply_json_merge_patch",  # max depth set (_MAX_MERGE_DEPTH=64); fails closed by raising ValueError at the cap.
+    "_filter_mcp_argument_value",  # max depth set (DEFAULT_MAX_RECURSE_DEPTH); fails closed by blocking the MCP call at the cap.
 ]
 
 
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/content_filter/test_content_filter.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/content_filter/test_content_filter.py
index bb079ea6580..452e2f666a9 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/content_filter/test_content_filter.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/content_filter/test_content_filter.py
@@ -2398,3 +2398,455 @@ async def test_tracing_fields_no_detections(self):
         # No detections, so these should be None
         assert slg.get("detection_method") is None
         assert slg.get("match_details") is None
+
+
+class TestContentFilterMCPPreCall:
+    """Test pre_mcp_call support: MCP tool call argument scanning in apply_guardrail"""
+
+    def test_pre_mcp_call_is_supported_event_hook(self):
+        """
+        Constructing the guardrail with mode pre_mcp_call must succeed (LIT-4226)
+        """
+        guardrail = ContentFilterGuardrail(
+            guardrail_name="test-mcp-mode",
+            event_hook=GuardrailEventHooks.pre_mcp_call,
+            blocked_words=[BlockedWord(keyword="confidential", action=ContentFilterAction.BLOCK)],
+        )
+
+        assert GuardrailEventHooks.pre_mcp_call in guardrail.supported_event_hooks
+
+    @pytest.mark.asyncio
+    async def test_apply_guardrail_blocks_mcp_tool_arguments(self):
+        """
+        Blocked word inside MCP tool call arguments raises HTTPException
+        """
+        guardrail = ContentFilterGuardrail(
+            guardrail_name="test-mcp-block",
+            event_hook=GuardrailEventHooks.pre_mcp_call,
+            blocked_words=[BlockedWord(keyword="confidential", action=ContentFilterAction.BLOCK)],
+        )
+
+        request_data = {
+            "mcp_tool_name": "send_email",
+            "mcp_arguments": {"body": "this is confidential data"},
+        }
+
+        with pytest.raises(HTTPException) as exc_info:
+            await guardrail.apply_guardrail(
+                inputs={},
+                request_data=request_data,
+                input_type="request",
+            )
+
+        assert exc_info.value.status_code == 400
+        assert "confidential" in str(exc_info.value.detail)
+
+    @pytest.mark.asyncio
+    async def test_apply_guardrail_masks_mcp_tool_arguments(self):
+        """
+        MASK pattern match inside MCP arguments writes masked args to modified_arguments
+        """
+        patterns = [
+            ContentFilterPattern(
+                pattern_type="prebuilt",
+                pattern_name="email",
+                action=ContentFilterAction.MASK,
+            ),
+        ]
+        guardrail = ContentFilterGuardrail(
+            guardrail_name="test-mcp-mask",
+            event_hook=GuardrailEventHooks.pre_mcp_call,
+            patterns=patterns,
+        )
+
+        request_data = {
+            "mcp_tool_name": "send_email",
+            "mcp_arguments": {"contact": "reach me at test@example.com"},
+        }
+
+        await guardrail.apply_guardrail(
+            inputs={},
+            request_data=request_data,
+            input_type="request",
+        )
+
+        modified = request_data["modified_arguments"]
+        assert "[EMAIL_REDACTED]" in modified["contact"]
+        assert "test@example.com" not in modified["contact"]
+        assert request_data["mcp_arguments"] == modified
+
+    @pytest.mark.asyncio
+    async def test_apply_guardrail_mcp_arguments_clean_pass(self):
+        """
+        Clean MCP arguments pass through without modification
+        """
+        guardrail = ContentFilterGuardrail(
+            guardrail_name="test-mcp-clean",
+            event_hook=GuardrailEventHooks.pre_mcp_call,
+            blocked_words=[BlockedWord(keyword="confidential", action=ContentFilterAction.BLOCK)],
+        )
+
+        request_data = {
+            "mcp_tool_name": "get_weather",
+            "mcp_arguments": {"city": "Paris"},
+        }
+
+        await guardrail.apply_guardrail(
+            inputs={},
+            request_data=request_data,
+            input_type="request",
+        )
+
+        assert "modified_arguments" not in request_data
+
+    @pytest.mark.asyncio
+    async def test_apply_guardrail_mcp_anchored_regex_matches_argument_value(self):
+        """
+        Anchored custom regexes apply to each argument value, not to a serialized JSON document
+        """
+        patterns = [
+            ContentFilterPattern(
+                pattern_type="regex",
+                pattern="^secret$",
+                name="anchored_secret",
+                action=ContentFilterAction.BLOCK,
+            ),
+        ]
+        guardrail = ContentFilterGuardrail(
+            guardrail_name="test-mcp-anchored",
+            event_hook=GuardrailEventHooks.pre_mcp_call,
+            patterns=patterns,
+        )
+
+        with pytest.raises(HTTPException) as exc_info:
+            await guardrail.apply_guardrail(
+                inputs={},
+                request_data={"mcp_tool_name": "save_note", "mcp_arguments": {"note": "secret"}},
+                input_type="request",
+            )
+
+        assert exc_info.value.status_code == 400
+
+    @pytest.mark.asyncio
+    async def test_apply_guardrail_mcp_mask_preserves_nested_structure(self):
+        """
+        Masking rewrites string values inside nested dicts and lists without corrupting the structure
+        """
+        patterns = [
+            ContentFilterPattern(
+                pattern_type="prebuilt",
+                pattern_name="email",
+                action=ContentFilterAction.MASK,
+            ),
+        ]
+        guardrail = ContentFilterGuardrail(
+            guardrail_name="test-mcp-nested-mask",
+            event_hook=GuardrailEventHooks.pre_mcp_call,
+            patterns=patterns,
+        )
+
+        request_data = {
+            "mcp_tool_name": "send_email",
+            "mcp_arguments": {
+                "recipients": ["team", "cc jane.doe@example.com"],
+                "meta": {"note": "from bob@example.com", "count": 2},
+            },
+        }
+
+        await guardrail.apply_guardrail(inputs={}, request_data=request_data, input_type="request")
+
+        modified = request_data["modified_arguments"]
+        assert modified["recipients"][0] == "team"
+        assert "[EMAIL_REDACTED]" in modified["recipients"][1]
+        assert "jane.doe@example.com" not in modified["recipients"][1]
+        assert "[EMAIL_REDACTED]" in modified["meta"]["note"]
+        assert modified["meta"]["count"] == 2
+        assert request_data["mcp_arguments"] == modified
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize(
+        "mcp_arguments",
+        [
+            {"this is confidential data": "x"},
+            {"a": {"contains confidential stuff": "x"}},
+        ],
+    )
+    async def test_apply_guardrail_mcp_argument_keys_scanned(self, mcp_arguments):
+        """
+        Blocked content smuggled in argument keys (top-level or nested) is detected, not just values
+        """
+        guardrail = ContentFilterGuardrail(
+            guardrail_name="test-mcp-key-smuggling",
+            event_hook=GuardrailEventHooks.pre_mcp_call,
+            blocked_words=[BlockedWord(keyword="confidential", action=ContentFilterAction.BLOCK)],
+        )
+
+        with pytest.raises(HTTPException) as exc_info:
+            await guardrail.apply_guardrail(
+                inputs={},
+                request_data={"mcp_tool_name": "send_email", "mcp_arguments": mcp_arguments},
+                input_type="request",
+            )
+
+        assert exc_info.value.status_code == 400
+
+    @pytest.mark.asyncio
+    async def test_apply_guardrail_mcp_numeric_mask_match_blocks(self):
+        """
+        A MASK rule matching a numeric argument blocks the call, since a redaction tag cannot be
+        represented in a number
+        """
+        patterns = [
+            ContentFilterPattern(
+                pattern_type="prebuilt",
+                pattern_name="visa",
+                action=ContentFilterAction.MASK,
+            ),
+        ]
+        guardrail = ContentFilterGuardrail(
+            guardrail_name="test-mcp-numeric-mask",
+            event_hook=GuardrailEventHooks.pre_mcp_call,
+            patterns=patterns,
+        )
+
+        with pytest.raises(HTTPException) as exc_info:
+            await guardrail.apply_guardrail(
+                inputs={},
+                request_data={"mcp_tool_name": "charge_card", "mcp_arguments": {"card": 4111111111111111}},
+                input_type="request",
+            )
+
+        assert exc_info.value.status_code == 400
+        assert "non-rewritable" in str(exc_info.value.detail)
+
+    @pytest.mark.asyncio
+    async def test_apply_guardrail_mcp_arguments_exceeding_max_depth_block(self):
+        """
+        Arguments nested beyond DEFAULT_MAX_RECURSE_DEPTH block fail-closed instead of passing unscanned
+        """
+        from litellm.constants import DEFAULT_MAX_RECURSE_DEPTH
+
+        guardrail = ContentFilterGuardrail(
+            guardrail_name="test-mcp-depth-cap",
+            event_hook=GuardrailEventHooks.pre_mcp_call,
+            blocked_words=[BlockedWord(keyword="confidential", action=ContentFilterAction.BLOCK)],
+        )
+
+        deep: dict = {"leaf": "confidential data"}
+        for _ in range(DEFAULT_MAX_RECURSE_DEPTH + 1):
+            deep = {"level": deep}
+
+        with pytest.raises(HTTPException) as exc_info:
+            await guardrail.apply_guardrail(
+                inputs={},
+                request_data={"mcp_tool_name": "save_note", "mcp_arguments": deep},
+                input_type="request",
+            )
+
+        assert exc_info.value.status_code == 400
+        assert "nesting depth" in str(exc_info.value.detail)
+
+    @pytest.mark.asyncio
+    async def test_apply_guardrail_mixed_mode_chat_call_not_scanned(self):
+        """
+        A mixed pre_call + pre_mcp_call guardrail must not run the MCP scan on a chat invocation,
+        identified by the proxy-owned logging object's call_type, even when MCP keys are planted
+        """
+        guardrail = ContentFilterGuardrail(
+            guardrail_name="test-mixed-mode-chat",
+            event_hook=[GuardrailEventHooks.pre_call, GuardrailEventHooks.pre_mcp_call],
+            blocked_words=[BlockedWord(keyword="confidential", action=ContentFilterAction.BLOCK)],
+        )
+
+        chat_logging_obj = MagicMock()
+        chat_logging_obj.call_type = "acompletion"
+
+        request_data = {
+            "mcp_tool_name": "send_email",
+            "mcp_arguments": {"body": "this is confidential data"},
+            "messages": [{"role": "user", "content": "hello"}],
+        }
+
+        await guardrail.apply_guardrail(
+            inputs={"texts": ["hello"]},
+            request_data=request_data,
+            input_type="request",
+            logging_obj=chat_logging_obj,
+        )
+
+        assert "modified_arguments" not in request_data
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("mcp_call_type", [None, "call_mcp_tool"])
+    async def test_apply_guardrail_mixed_mode_mcp_call_scanned(self, mcp_call_type):
+        """
+        The same mixed mode guardrail still scans genuine MCP invocations, whether the logging
+        object is absent (canonical synthetic payload) or carries the MCP call_type
+        """
+        guardrail = ContentFilterGuardrail(
+            guardrail_name="test-mixed-mode-mcp",
+            event_hook=[GuardrailEventHooks.pre_call, GuardrailEventHooks.pre_mcp_call],
+            blocked_words=[BlockedWord(keyword="confidential", action=ContentFilterAction.BLOCK)],
+        )
+
+        logging_obj = None
+        if mcp_call_type is not None:
+            logging_obj = MagicMock()
+            logging_obj.call_type = mcp_call_type
+
+        with pytest.raises(HTTPException):
+            await guardrail.apply_guardrail(
+                inputs={},
+                request_data={
+                    "mcp_tool_name": "send_email",
+                    "mcp_arguments": {"body": "this is confidential data"},
+                },
+                input_type="request",
+                logging_obj=logging_obj,
+            )
+
+    @pytest.mark.asyncio
+    async def test_apply_guardrail_non_mcp_name_arguments_not_scanned(self):
+        """
+        A raw body with top-level name + arguments (e.g. pass-through) is not treated as an MCP call;
+        only the canonical mcp_tool_name + mcp_arguments keys trigger the scan
+        """
+        guardrail = ContentFilterGuardrail(
+            guardrail_name="test-non-mcp-shape",
+            event_hook=GuardrailEventHooks.pre_call,
+            blocked_words=[BlockedWord(keyword="confidential", action=ContentFilterAction.BLOCK)],
+        )
+
+        await guardrail.apply_guardrail(
+            inputs={"texts": ["hello"]},
+            request_data={"name": "send_email", "arguments": {"body": "confidential data"}},
+            input_type="request",
+        )
+
+    @pytest.mark.asyncio
+    async def test_apply_guardrail_mcp_response_side_not_scanned(self):
+        """
+        input_type response does not run the MCP argument scan
+        """
+        guardrail = ContentFilterGuardrail(
+            guardrail_name="test-mcp-response-side",
+            event_hook=GuardrailEventHooks.pre_mcp_call,
+            blocked_words=[BlockedWord(keyword="confidential", action=ContentFilterAction.BLOCK)],
+        )
+
+        await guardrail.apply_guardrail(
+            inputs={"texts": ["clean response"]},
+            request_data={
+                "mcp_tool_name": "send_email",
+                "mcp_arguments": {"body": "this is confidential data"},
+            },
+            input_type="response",
+        )
+    @pytest.mark.asyncio
+    async def test_apply_guardrail_blocks_non_ascii_mcp_arguments(self):
+        """
+        Non-ASCII blocked words in MCP arguments must be detected (json.dumps must not escape them)
+        """
+        guardrail = ContentFilterGuardrail(
+            guardrail_name="test-mcp-non-ascii",
+            event_hook=GuardrailEventHooks.pre_mcp_call,
+            blocked_words=[BlockedWord(keyword="\u673a\u5bc6", action=ContentFilterAction.BLOCK)],
+        )
+
+        with pytest.raises(HTTPException) as exc_info:
+            await guardrail.apply_guardrail(
+                inputs={},
+                request_data={
+                    "mcp_tool_name": "send_email",
+                    "mcp_arguments": {"body": "this is \u673a\u5bc6 data"},
+                },
+                input_type="request",
+            )
+
+        assert exc_info.value.status_code == 400
+
+    @pytest.mark.asyncio
+    async def test_apply_guardrail_mcp_mask_survives_chained_guardrails(self):
+        """
+        A second masking guardrail must scan the already-masked arguments, not resurrect the originals
+        """
+        email_guardrail = ContentFilterGuardrail(
+            guardrail_name="test-mcp-chain-email",
+            event_hook=GuardrailEventHooks.pre_mcp_call,
+            patterns=[
+                ContentFilterPattern(pattern_type="prebuilt", pattern_name="email", action=ContentFilterAction.MASK)
+            ],
+        )
+        phone_guardrail = ContentFilterGuardrail(
+            guardrail_name="test-mcp-chain-phone",
+            event_hook=GuardrailEventHooks.pre_mcp_call,
+            patterns=[
+                ContentFilterPattern(pattern_type="prebuilt", pattern_name="us_phone", action=ContentFilterAction.MASK)
+            ],
+        )
+
+        request_data = {
+            "mcp_tool_name": "send_email",
+            "mcp_arguments": {"contact": "email test@example.com phone 555-123-4567"},
+        }
+
+        await email_guardrail.apply_guardrail(inputs={}, request_data=request_data, input_type="request")
+        await phone_guardrail.apply_guardrail(inputs={}, request_data=request_data, input_type="request")
+
+        final = request_data["modified_arguments"]
+        assert "test@example.com" not in final["contact"]
+        assert "555-123-4567" not in final["contact"]
+        assert "[EMAIL_REDACTED]" in final["contact"]
+        assert "[US_PHONE_REDACTED]" in final["contact"]
+
+    @pytest.mark.asyncio
+    async def test_apply_guardrail_pre_call_mode_ignores_forged_mcp_keys(self):
+        """
+        A pre_call mode guardrail must not run the MCP scan even when a caller plants MCP keys in the body
+        """
+        guardrail = ContentFilterGuardrail(
+            guardrail_name="test-forged-mcp-keys",
+            event_hook=GuardrailEventHooks.pre_call,
+            blocked_words=[BlockedWord(keyword="confidential", action=ContentFilterAction.BLOCK)],
+        )
+
+        request_data = {
+            "mcp_tool_name": "send_email",
+            "mcp_arguments": {"body": "this is confidential data"},
+            "messages": [{"role": "user", "content": "hello"}],
+        }
+
+        await guardrail.apply_guardrail(
+            inputs={"texts": ["hello"]},
+            request_data=request_data,
+            input_type="request",
+        )
+
+        assert "modified_arguments" not in request_data
+        assert request_data["mcp_arguments"] == {"body": "this is confidential data"}
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize(
+        "request_data",
+        [
+            {"name": "send_email", "arguments": {"body": "confidential data"}},
+            {"name": "send_email", "mcp_arguments": {"body": "confidential data"}},
+        ],
+    )
+    async def test_apply_guardrail_pre_mcp_mode_requires_canonical_keys(self, request_data):
+        """
+        Even in pre_mcp_call mode, only the canonical mcp_tool_name key identifies an MCP call;
+        a bare name key must not, regardless of which arguments key accompanies it
+        """
+        guardrail = ContentFilterGuardrail(
+            guardrail_name="test-mcp-canonical-keys",
+            event_hook=GuardrailEventHooks.pre_mcp_call,
+            blocked_words=[BlockedWord(keyword="confidential", action=ContentFilterAction.BLOCK)],
+        )
+
+        await guardrail.apply_guardrail(
+            inputs={},
+            request_data=request_data,
+            input_type="request",
+        )
+        assert "modified_arguments" not in request_data
diff --git a/tests/test_litellm/proxy/guardrails/test_guardrail_endpoints.py b/tests/test_litellm/proxy/guardrails/test_guardrail_endpoints.py
index eb0a670291e..21e7186fca3 100644
--- a/tests/test_litellm/proxy/guardrails/test_guardrail_endpoints.py
+++ b/tests/test_litellm/proxy/guardrails/test_guardrail_endpoints.py
@@ -2095,9 +2095,11 @@ async def test_get_guardrail_ui_settings_returns_per_provider_supported_modes():
 
     modes_by_provider = result.supported_modes_by_provider
 
-    # Guardrails from the bug report: neither accepts pre_mcp_call, and the
-    # settings endpoint must reflect that so the UI can hide it.
-    assert "pre_mcp_call" not in modes_by_provider["litellm_content_filter"]
+    # Content Filter now supports pre_mcp_call (LIT-4226 feature half) but not
+    # during_mcp_call; Tool Permission still supports neither, and the settings
+    # endpoint must reflect both so the UI shows exactly the savable modes.
+    assert "pre_mcp_call" in modes_by_provider["litellm_content_filter"]
+    assert "during_mcp_call" not in modes_by_provider["litellm_content_filter"]
     assert modes_by_provider["tool_permission"] == ["pre_call", "post_call"]
 
     # MCP-capable guardrails must still advertise the MCP hooks so users who
@@ -2139,10 +2141,12 @@ async def test_ui_settings_map_matches_runtime_supported_event_hooks():
         ], provider
 
 
-def test_content_filter_runtime_rejects_pre_mcp_call():
+def test_content_filter_runtime_rejects_unsupported_mcp_hook():
     """
     Locks the runtime side of the LIT-4226 contract: the ContentFilterGuardrail
-    validator must reject pre_mcp_call at construction. If someone widens the
+    validator must reject a hook missing from its supported list at
+    construction. pre_mcp_call is supported since the LIT-4226 feature half, so
+    during_mcp_call is the unsupported example now. If someone widens the
     UI classmethod but forgets to widen the runtime supported_event_hooks (or
     vice versa), the two-lists-must-agree test above catches the drift and this
     test catches the specific bug the ticket reported.
@@ -2155,7 +2159,7 @@ def test_content_filter_runtime_rejects_pre_mcp_call():
     with pytest.raises(ValueError, match="not in the supported event hooks"):
         ContentFilterGuardrail(
             guardrail_name="lit4226-runtime-check",
-            event_hook=GuardrailEventHooks.pre_mcp_call,
+            event_hook=GuardrailEventHooks.during_mcp_call,
         )
 
 
@@ -2197,14 +2201,14 @@ def test_strict_guardrail_modes_flag_controls_raise_vs_warn(monkeypatch, caplog)
     with pytest.raises(ValueError, match="not in the supported event hooks"):
         ContentFilterGuardrail(
             guardrail_name="lit4226-strict-default",
-            event_hook=GuardrailEventHooks.pre_mcp_call,
+            event_hook=GuardrailEventHooks.during_mcp_call,
         )
 
     monkeypatch.setenv("LITELLM_STRICT_GUARDRAIL_MODES", "false")
     with caplog.at_level(logging.WARNING):
         instance = ContentFilterGuardrail(
             guardrail_name="lit4226-strict-off",
-            event_hook=GuardrailEventHooks.pre_mcp_call,
+            event_hook=GuardrailEventHooks.during_mcp_call,
         )
     assert instance is not None
     assert any("not in the supported event hooks" in rec.message for rec in caplog.records)

From 03970d7c3a38190080008c6b7bccdf927c5eb4bf Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng@berri.ai>
Date: Sat, 11 Jul 2026 16:48:08 -0700
Subject: [PATCH 360/370] bump: litellm-proxy-extras 0.4.75 -> 0.4.76 (#32957)

---
 litellm-proxy-extras/pyproject.toml | 4 ++--
 pyproject.toml                      | 2 +-
 uv.lock                             | 4 ++--
 3 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/litellm-proxy-extras/pyproject.toml b/litellm-proxy-extras/pyproject.toml
index 4d237622da2..a54db2ace65 100644
--- a/litellm-proxy-extras/pyproject.toml
+++ b/litellm-proxy-extras/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "litellm-proxy-extras"
-version = "0.4.75"
+version = "0.4.76"
 description = "Additional files for the LiteLLM Proxy. Reduces the size of the main litellm package."
 readme = "README.md"
 requires-python = ">=3.9"
@@ -26,7 +26,7 @@ required-version = ">=0.10.9"
 module-root = ""
 
 [tool.commitizen]
-version = "0.4.75"
+version = "0.4.76"
 version_files = [
     "pyproject.toml:^version",
     "../pyproject.toml:litellm-proxy-extras==",
diff --git a/pyproject.toml b/pyproject.toml
index effcd0c675f..c2a0e85d13a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -62,7 +62,7 @@ proxy = [
     "azure-identity>=1.25.2,<2.0",
     "azure-storage-blob>=12.28.0,<13.0",
     "mcp>=1.26.0,<2.0",
-    "litellm-proxy-extras==0.4.75",
+    "litellm-proxy-extras==0.4.76",
     "litellm-enterprise==0.1.49",
     "RestrictedPython>=8.1,<9.0",
     "rich>=13.9.4,<14.0",
diff --git a/uv.lock b/uv.lock
index 38a662db07c..00db09ef4ec 100644
--- a/uv.lock
+++ b/uv.lock
@@ -9,7 +9,7 @@ resolution-markers = [
 ]
 
 [options]
-exclude-newer = "2026-07-08T17:10:15.525149Z"
+exclude-newer = "2026-07-08T23:20:11.959202Z"
 exclude-newer-span = "P3D"
 
 [manifest]
@@ -3661,7 +3661,7 @@ source = { editable = "enterprise" }
 
 [[package]]
 name = "litellm-proxy-extras"
-version = "0.4.75"
+version = "0.4.76"
 source = { editable = "litellm-proxy-extras" }
 
 [[package]]

From cb24864a7f3f68cfbcf8a20324cc4a1e7270c156 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Sat, 11 Jul 2026 16:48:25 -0700
Subject: [PATCH 361/370] feat(proxy): add expires filter to GET /key/list
 (#32953)

* feat(proxy): add expires filter to GET /key/list

Add an opt-in expires query param to GET /key/list so callers can fetch
only expired or only active keys without paginating every page and
filtering client-side. 'expired' matches keys whose expires is in the
past (NULL expires excluded); 'active' matches keys that never expire or
expire in the future. Omitting the param preserves existing behavior for
every caller. An unrecognized value returns HTTP 400 rather than silently
returning all keys.

The filter is pushed to the database via the existing Prisma where
builder so callers avoid pulling the full key table into application
memory.

Resolves LIT-3387

* refactor(proxy): declare VALID_EXPIRES_FILTER_VALUES before its first use
---
 .../key_management_endpoints.py               |  25 ++
 .../test_key_management_endpoints.py          | 261 ++++++++++++++++++
 ui/litellm-dashboard/src/lib/http/schema.d.ts |   2 +
 3 files changed, 288 insertions(+)

diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py
index bf64f537c7f..b128b0ea57e 100644
--- a/litellm/proxy/management_endpoints/key_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/key_management_endpoints.py
@@ -5141,6 +5141,9 @@ async def get_member_team_ids(
     return _get_member_team_ids_from_objects(user_api_key_dict, team_objects)
 
 
+VALID_EXPIRES_FILTER_VALUES = frozenset({"active", "expired"})
+
+
 @router.get(
     "/key/list",
     tags=["key management"],
@@ -5180,6 +5183,10 @@ async def list_keys(
         False,
         description="If true (proxy admins only), match user_id/key_alias as case-insensitive substrings instead of exact values. Defaults to false: /key/list matched these exactly before substring search was added, and an exact user_id/key_alias filter must never return another user's keys.",
     ),
+    expires: str | None = Query(
+        None,
+        description="Filter keys by expiration. 'expired' returns keys whose expires is in the past; 'active' returns keys that never expire or expire in the future. Omit to return keys regardless of expiration.",
+    ),
 ) -> KeyListResponseObject:
     """
     List all keys for a given user / team / organization.
@@ -5215,6 +5222,12 @@ async def list_keys(
                 detail={"error": "Invalid status value. Currently only 'deleted' is supported."},
             )
 
+        if isinstance(expires, str) and expires not in VALID_EXPIRES_FILTER_VALUES:
+            raise HTTPException(
+                status_code=400,
+                detail={"error": "Invalid expires value. Supported: 'active', 'expired'."},
+            )
+
         complete_user_info = await validate_key_list_check(
             user_api_key_dict=user_api_key_dict,
             user_id=user_id,
@@ -5295,6 +5308,7 @@ async def list_keys(
             access_group_id=access_group_id,
             agent_id=agent_id,
             use_substring_matching=use_substring_matching,
+            expires_filter=expires if isinstance(expires, str) else None,
         )
 
         verbose_proxy_logger.debug("Successfully prepared response")
@@ -5502,6 +5516,12 @@ def _validate_sort_params(sort_by: Optional[str], sort_order: str) -> Optional[D
     return order_by
 
 
+def _build_expires_where_clause(expires_filter: str, now: datetime) -> dict[str, Any]:
+    if expires_filter == "expired":
+        return {"AND": [{"expires": {"not": None}}, {"expires": {"lt": now}}]}
+    return {"OR": [{"expires": None}, {"expires": {"gte": now}}]}
+
+
 def _build_key_filter_conditions(
     user_id: Optional[str],
     team_id: Optional[str],
@@ -5516,6 +5536,7 @@ def _build_key_filter_conditions(
     access_group_id: Optional[str] = None,
     agent_id: Optional[str] = None,
     use_substring_matching: bool = False,
+    expires_filter: str | None = None,
 ) -> Dict[str, Union[str, Dict[str, Any], List[Dict[str, Any]]]]:
     """Build filter conditions for key listing.
 
@@ -5623,6 +5644,8 @@ def _build_key_filter_conditions(
         where = {"AND": [where, {"access_group_ids": {"hasSome": [access_group_id]}}]}
     if agent_id and isinstance(agent_id, str):
         where = {"AND": [where, {"agent_id": agent_id}]}
+    if expires_filter is not None and expires_filter in VALID_EXPIRES_FILTER_VALUES:
+        where = {"AND": [where, _build_expires_where_clause(expires_filter, datetime.now(timezone.utc))]}
 
     verbose_proxy_logger.debug(f"Filter conditions: {where}")
     return where
@@ -5652,6 +5675,7 @@ async def _list_key_helper(
     access_group_id: Optional[str] = None,
     agent_id: Optional[str] = None,
     use_substring_matching: bool = False,
+    expires_filter: str | None = None,
 ) -> KeyListResponseObject:
     """
     Helper function to list keys
@@ -5689,6 +5713,7 @@ async def _list_key_helper(
         access_group_id=access_group_id,
         agent_id=agent_id,
         use_substring_matching=use_substring_matching,
+        expires_filter=expires_filter,
     )
 
     # Calculate skip for pagination
diff --git a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
index 2fe7725fd12..db6d3489830 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
@@ -14530,3 +14530,264 @@ def test_generate_key_helper_fn_accepts_per_tag_rate_limits():
         request_type="user",
         tag_rpm_limit={"cell-1": 5},
     )
+
+
+def _find_expires_clauses(node):
+    """Recursively collect every value keyed 'expires' anywhere in a Prisma where dict."""
+    found = []
+    if isinstance(node, dict):
+        for key, value in node.items():
+            if key == "expires":
+                found.append(value)
+            else:
+                found.extend(_find_expires_clauses(value))
+    elif isinstance(node, list):
+        for item in node:
+            found.extend(_find_expires_clauses(item))
+    return found
+
+
+def test_build_expires_where_clause_expired_shape():
+    """'expired' must exclude never-expiring (NULL) keys and match expires < now."""
+    from datetime import datetime, timezone
+
+    from litellm.proxy.management_endpoints.key_management_endpoints import (
+        _build_expires_where_clause,
+    )
+
+    now = datetime(2026, 1, 2, 3, 4, 5, tzinfo=timezone.utc)
+    assert _build_expires_where_clause("expired", now) == {
+        "AND": [{"expires": {"not": None}}, {"expires": {"lt": now}}]
+    }
+
+
+def test_build_expires_where_clause_active_shape():
+    """'active' must include never-expiring (NULL) keys and match expires >= now."""
+    from datetime import datetime, timezone
+
+    from litellm.proxy.management_endpoints.key_management_endpoints import (
+        _build_expires_where_clause,
+    )
+
+    now = datetime(2026, 1, 2, 3, 4, 5, tzinfo=timezone.utc)
+    assert _build_expires_where_clause("active", now) == {
+        "OR": [{"expires": None}, {"expires": {"gte": now}}]
+    }
+
+
+def test_build_key_filter_conditions_expired_applies_lt_clause():
+    """expires_filter='expired' ANDs in a not-NULL + lt(now) constraint."""
+    from litellm.proxy.management_endpoints.key_management_endpoints import (
+        _build_key_filter_conditions,
+    )
+
+    where = _build_key_filter_conditions(
+        user_id="u1",
+        team_id=None,
+        organization_id=None,
+        key_alias=None,
+        key_hash=None,
+        exclude_team_id=None,
+        admin_team_ids=None,
+        expires_filter="expired",
+    )
+
+    clauses = _find_expires_clauses(where)
+    assert {"not": None} in clauses
+    lt_clauses = [c for c in clauses if isinstance(c, dict) and "lt" in c]
+    assert len(lt_clauses) == 1
+    assert "gte" not in str(clauses)
+
+
+def test_build_key_filter_conditions_active_applies_gte_and_null():
+    """expires_filter='active' ANDs in a NULL-or-gte(now) constraint."""
+    from litellm.proxy.management_endpoints.key_management_endpoints import (
+        _build_key_filter_conditions,
+    )
+
+    where = _build_key_filter_conditions(
+        user_id="u1",
+        team_id=None,
+        organization_id=None,
+        key_alias=None,
+        key_hash=None,
+        exclude_team_id=None,
+        admin_team_ids=None,
+        expires_filter="active",
+    )
+
+    clauses = _find_expires_clauses(where)
+    assert None in clauses
+    gte_clauses = [c for c in clauses if isinstance(c, dict) and "gte" in c]
+    assert len(gte_clauses) == 1
+    assert "lt" not in str(clauses)
+
+
+def test_build_key_filter_conditions_no_expires_filter_omits_clause():
+    """Default (no expires_filter) must not add any expires constraint — preserves existing callers."""
+    from litellm.proxy.management_endpoints.key_management_endpoints import (
+        _build_key_filter_conditions,
+    )
+
+    where = _build_key_filter_conditions(
+        user_id="u1",
+        team_id=None,
+        organization_id=None,
+        key_alias=None,
+        key_hash=None,
+        exclude_team_id=None,
+        admin_team_ids=None,
+    )
+
+    assert _find_expires_clauses(where) == []
+
+
+def test_build_key_filter_conditions_invalid_expires_filter_omits_clause():
+    """An unrecognized expires_filter value is ignored, not applied blindly."""
+    from litellm.proxy.management_endpoints.key_management_endpoints import (
+        _build_key_filter_conditions,
+    )
+
+    where = _build_key_filter_conditions(
+        user_id="u1",
+        team_id=None,
+        organization_id=None,
+        key_alias=None,
+        key_hash=None,
+        exclude_team_id=None,
+        admin_team_ids=None,
+        expires_filter="garbage",
+    )
+
+    assert _find_expires_clauses(where) == []
+
+
+def test_build_key_filter_conditions_expires_now_is_call_time_utc():
+    """The lt(now) boundary is computed at call time as a tz-aware UTC datetime."""
+    from datetime import datetime, timezone
+
+    from litellm.proxy.management_endpoints.key_management_endpoints import (
+        _build_key_filter_conditions,
+    )
+
+    before = datetime.now(timezone.utc)
+    where = _build_key_filter_conditions(
+        user_id="u1",
+        team_id=None,
+        organization_id=None,
+        key_alias=None,
+        key_hash=None,
+        exclude_team_id=None,
+        admin_team_ids=None,
+        expires_filter="expired",
+    )
+    after = datetime.now(timezone.utc)
+
+    lt_values = [c["lt"] for c in _find_expires_clauses(where) if isinstance(c, dict) and "lt" in c]
+    assert len(lt_values) == 1
+    now_value = lt_values[0]
+    assert now_value.tzinfo is not None
+    assert now_value.utcoffset().total_seconds() == 0
+    assert before <= now_value <= after
+
+
+@pytest.mark.asyncio
+async def test_list_keys_rejects_invalid_expires():
+    """A typo'd expires value must 400, never silently fall back to returning all keys."""
+    from unittest.mock import Mock, patch
+
+    mock_prisma_client = AsyncMock()
+    mock_user_api_key_dict = UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN)
+
+    with patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client):
+        with pytest.raises(ProxyException) as exc_info:
+            await list_keys(
+                request=Mock(),
+                user_api_key_dict=mock_user_api_key_dict,
+                status=None,
+                expires="expred",
+            )
+
+    assert exc_info.value.code == "400"
+    assert "Invalid expires value" in str(exc_info.value.message)
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "expires_value, expected_forward",
+    [("expired", "expired"), ("active", "active"), (None, None)],
+)
+async def test_list_keys_forwards_expires_filter(expires_value, expected_forward):
+    """list_keys forwards a valid/None expires value verbatim to _list_key_helper as expires_filter."""
+    from unittest.mock import Mock, patch
+
+    mock_prisma_client = AsyncMock()
+    mock_user_api_key_dict = UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN)
+    mock_user_info = LiteLLM_UserTable(
+        user_id="admin-user",
+        user_email="admin@example.com",
+        teams=[],
+        organization_memberships=[],
+    )
+    mock_helper = AsyncMock(
+        return_value={"keys": [], "total_count": 0, "current_page": 1, "total_pages": 0}
+    )
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client),
+        patch(
+            "litellm.proxy.management_endpoints.key_management_endpoints.validate_key_list_check",
+            return_value=mock_user_info,
+        ),
+        patch(
+            "litellm.proxy.management_endpoints.key_management_endpoints._list_key_helper",
+            mock_helper,
+        ),
+    ):
+        await list_keys(
+            request=Mock(),
+            user_api_key_dict=mock_user_api_key_dict,
+            status=None,
+            expires=expires_value,
+        )
+
+    mock_helper.assert_called_once()
+    assert mock_helper.call_args.kwargs["expires_filter"] == expected_forward
+
+
+@pytest.mark.asyncio
+async def test_list_keys_without_expires_param_forwards_none():
+    """Existing callers that never pass `expires` must not 400 and must forward expires_filter=None."""
+    from unittest.mock import Mock, patch
+
+    mock_prisma_client = AsyncMock()
+    mock_user_api_key_dict = UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN)
+    mock_user_info = LiteLLM_UserTable(
+        user_id="admin-user",
+        user_email="admin@example.com",
+        teams=[],
+        organization_memberships=[],
+    )
+    mock_helper = AsyncMock(
+        return_value={"keys": [], "total_count": 0, "current_page": 1, "total_pages": 0}
+    )
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client),
+        patch(
+            "litellm.proxy.management_endpoints.key_management_endpoints.validate_key_list_check",
+            return_value=mock_user_info,
+        ),
+        patch(
+            "litellm.proxy.management_endpoints.key_management_endpoints._list_key_helper",
+            mock_helper,
+        ),
+    ):
+        await list_keys(
+            request=Mock(),
+            user_api_key_dict=mock_user_api_key_dict,
+            status=None,
+        )
+
+    mock_helper.assert_called_once()
+    assert mock_helper.call_args.kwargs["expires_filter"] is None
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index 2cee78a6efb..43bb465ec58 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -42428,6 +42428,8 @@ export interface operations {
                 agent_id?: string | null;
                 /** @description If true (proxy admins only), match user_id/key_alias as case-insensitive substrings instead of exact values. Defaults to false: /key/list matched these exactly before substring search was added, and an exact user_id/key_alias filter must never return another user's keys. */
                 substring_matching?: boolean;
+                /** @description Filter keys by expiration. 'expired' returns keys whose expires is in the past; 'active' returns keys that never expire or expire in the future. Omit to return keys regardless of expiration. */
+                expires?: string | null;
             };
             header?: never;
             path?: never;

From ca877c78c388f34b0d962f42dce409711715bba7 Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Sat, 11 Jul 2026 16:51:44 -0700
Subject: [PATCH 362/370] refactor(ui): colocate the usage view, keeping the
 shared usage components (#32952)

Split for the usage (UsagePage) segment. Most of the folder is the usage page's
own view, but four pieces are reused elsewhere and stay in @/components/UsagePage:
TopKeyView (old-usage), KeyModelUsageView and value_formatters (activity_metrics),
and the shared types (activity_metrics, chartUtils). The other 21 files move into
usage/_components, preserving the folder structure.

The external consumers import only the retained files, so they are untouched. The
moved files' imports of the retained files become @/components/UsagePage paths,
other escaping relative imports are absolutized, and lint suppressions are re-keyed
for moved files only. No behavior change.
---
 ui/litellm-dashboard/eslint-suppressions.json | 16 ++++-----
 .../EndpointUsage/EndpointUsage.test.tsx      |  0
 .../EndpointUsage/EndpointUsage.tsx           |  2 +-
 .../components/EndpointUsageBarChart.test.tsx |  0
 .../components/EndpointUsageBarChart.tsx      |  2 +-
 .../EndpointUsageLineChart.test.tsx           |  0
 .../components/EndpointUsageLineChart.tsx     |  2 +-
 .../components/EndpointUsageTable.test.tsx    |  0
 .../components/EndpointUsageTable.tsx         |  2 +-
 .../EntityUsage/EntityUsage.test.tsx          | 14 ++++----
 .../components/EntityUsage/EntityUsage.tsx    | 24 +++++++++-----
 .../EntityUsage/SpendByProvider.test.tsx      |  4 +--
 .../EntityUsage/SpendByProvider.tsx           |  4 +--
 .../EntityUsage/TopModelView.test.tsx         |  0
 .../components/EntityUsage/TopModelView.tsx   |  4 +--
 .../components/UsageAIChatPanel.test.tsx      |  4 +--
 .../components/UsageAIChatPanel.tsx           |  2 +-
 .../components/UsagePageView.test.tsx         | 22 ++++++-------
 .../_components}/components/UsagePageView.tsx | 33 +++++++++++--------
 .../UsageViewSelect/UsageViewSelect.test.tsx  |  0
 .../UsageViewSelect/UsageViewSelect.tsx       |  0
 .../hooks/usePaginatedDailyActivity.ts        |  2 +-
 .../src/app/(dashboard)/usage/page.tsx        |  2 +-
 23 files changed, 75 insertions(+), 64 deletions(-)
 rename ui/litellm-dashboard/src/{components/UsagePage => app/(dashboard)/usage/_components}/components/EndpointUsage/EndpointUsage.test.tsx (100%)
 rename ui/litellm-dashboard/src/{components/UsagePage => app/(dashboard)/usage/_components}/components/EndpointUsage/EndpointUsage.tsx (97%)
 rename ui/litellm-dashboard/src/{components/UsagePage => app/(dashboard)/usage/_components}/components/EndpointUsage/components/EndpointUsageBarChart.test.tsx (100%)
 rename ui/litellm-dashboard/src/{components/UsagePage => app/(dashboard)/usage/_components}/components/EndpointUsage/components/EndpointUsageBarChart.tsx (96%)
 rename ui/litellm-dashboard/src/{components/UsagePage => app/(dashboard)/usage/_components}/components/EndpointUsage/components/EndpointUsageLineChart.test.tsx (100%)
 rename ui/litellm-dashboard/src/{components/UsagePage => app/(dashboard)/usage/_components}/components/EndpointUsage/components/EndpointUsageLineChart.tsx (97%)
 rename ui/litellm-dashboard/src/{components/UsagePage => app/(dashboard)/usage/_components}/components/EndpointUsage/components/EndpointUsageTable.test.tsx (100%)
 rename ui/litellm-dashboard/src/{components/UsagePage => app/(dashboard)/usage/_components}/components/EndpointUsage/components/EndpointUsageTable.tsx (98%)
 rename ui/litellm-dashboard/src/{components/UsagePage => app/(dashboard)/usage/_components}/components/EntityUsage/EntityUsage.test.tsx (98%)
 rename ui/litellm-dashboard/src/{components/UsagePage => app/(dashboard)/usage/_components}/components/EntityUsage/EntityUsage.tsx (97%)
 rename ui/litellm-dashboard/src/{components/UsagePage => app/(dashboard)/usage/_components}/components/EntityUsage/SpendByProvider.test.tsx (98%)
 rename ui/litellm-dashboard/src/{components/UsagePage => app/(dashboard)/usage/_components}/components/EntityUsage/SpendByProvider.tsx (97%)
 rename ui/litellm-dashboard/src/{components/UsagePage => app/(dashboard)/usage/_components}/components/EntityUsage/TopModelView.test.tsx (100%)
 rename ui/litellm-dashboard/src/{components/UsagePage => app/(dashboard)/usage/_components}/components/EntityUsage/TopModelView.tsx (96%)
 rename ui/litellm-dashboard/src/{components/UsagePage => app/(dashboard)/usage/_components}/components/UsageAIChatPanel.test.tsx (96%)
 rename ui/litellm-dashboard/src/{components/UsagePage => app/(dashboard)/usage/_components}/components/UsageAIChatPanel.tsx (99%)
 rename ui/litellm-dashboard/src/{components/UsagePage => app/(dashboard)/usage/_components}/components/UsagePageView.test.tsx (98%)
 rename ui/litellm-dashboard/src/{components/UsagePage => app/(dashboard)/usage/_components}/components/UsagePageView.tsx (97%)
 rename ui/litellm-dashboard/src/{components/UsagePage => app/(dashboard)/usage/_components}/components/UsageViewSelect/UsageViewSelect.test.tsx (100%)
 rename ui/litellm-dashboard/src/{components/UsagePage => app/(dashboard)/usage/_components}/components/UsageViewSelect/UsageViewSelect.tsx (100%)
 rename ui/litellm-dashboard/src/{components/UsagePage => app/(dashboard)/usage/_components}/hooks/usePaginatedDailyActivity.ts (99%)

diff --git a/ui/litellm-dashboard/eslint-suppressions.json b/ui/litellm-dashboard/eslint-suppressions.json
index 32cd1cd6eff..48b400536bd 100644
--- a/ui/litellm-dashboard/eslint-suppressions.json
+++ b/ui/litellm-dashboard/eslint-suppressions.json
@@ -1502,32 +1502,32 @@
       "count": 1
     }
   },
-  "src/components/UsagePage/components/EndpointUsage/components/EndpointUsageBarChart.tsx": {
+  "src/app/(dashboard)/usage/_components/components/EndpointUsage/components/EndpointUsageBarChart.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/components/UsagePage/components/EndpointUsage/components/EndpointUsageLineChart.tsx": {
+  "src/app/(dashboard)/usage/_components/components/EndpointUsage/components/EndpointUsageLineChart.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/components/UsagePage/components/EndpointUsage/components/EndpointUsageTable.tsx": {
+  "src/app/(dashboard)/usage/_components/components/EndpointUsage/components/EndpointUsageTable.tsx": {
     "no-nested-ternary": {
       "count": 1
     }
   },
-  "src/components/UsagePage/components/EntityUsage/EntityUsage.tsx": {
+  "src/app/(dashboard)/usage/_components/components/EntityUsage/EntityUsage.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/components/UsagePage/components/EntityUsage/SpendByProvider.tsx": {
+  "src/app/(dashboard)/usage/_components/components/EntityUsage/SpendByProvider.tsx": {
     "no-restricted-imports": {
       "count": 1
     }
   },
-  "src/components/UsagePage/components/UsageAIChatPanel.tsx": {
+  "src/app/(dashboard)/usage/_components/components/UsageAIChatPanel.tsx": {
     "no-nested-ternary": {
       "count": 1
     },
@@ -1535,7 +1535,7 @@
       "count": 1
     }
   },
-  "src/components/UsagePage/components/UsagePageView.tsx": {
+  "src/app/(dashboard)/usage/_components/components/UsagePageView.tsx": {
     "no-nested-ternary": {
       "count": 1
     },
@@ -1549,7 +1549,7 @@
       "count": 3
     }
   },
-  "src/components/UsagePage/hooks/usePaginatedDailyActivity.ts": {
+  "src/app/(dashboard)/usage/_components/hooks/usePaginatedDailyActivity.ts": {
     "react-hooks/refs": {
       "count": 1
     },
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/EndpointUsage.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EndpointUsage/EndpointUsage.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/EndpointUsage.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EndpointUsage/EndpointUsage.test.tsx
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/EndpointUsage.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EndpointUsage/EndpointUsage.tsx
similarity index 97%
rename from ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/EndpointUsage.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EndpointUsage/EndpointUsage.tsx
index 68959405a8f..64fdb13a0b9 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/EndpointUsage.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EndpointUsage/EndpointUsage.tsx
@@ -2,7 +2,7 @@ import React, { useMemo } from "react";
 import EndpointUsageBarChart from "./components/EndpointUsageBarChart";
 import EndpointUsageLineChart from "./components/EndpointUsageLineChart";
 import EndpointUsageTable from "./components/EndpointUsageTable";
-import { DailyData, MetricWithMetadata } from "../../types";
+import { DailyData, MetricWithMetadata } from "@/components/UsagePage/types";
 
 interface EndpointUsageProps {
   userSpendData?: {
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageBarChart.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EndpointUsage/components/EndpointUsageBarChart.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageBarChart.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EndpointUsage/components/EndpointUsageBarChart.test.tsx
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageBarChart.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EndpointUsage/components/EndpointUsageBarChart.tsx
similarity index 96%
rename from ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageBarChart.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EndpointUsage/components/EndpointUsageBarChart.tsx
index dd712fdb232..2badbe30868 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageBarChart.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EndpointUsage/components/EndpointUsageBarChart.tsx
@@ -1,7 +1,7 @@
 import React from "react";
 import { BarChart, Card, Title } from "@tremor/react";
 import { CustomLegend, CustomTooltip } from "@/components/common_components/chartUtils";
-import { MetricWithMetadata } from "../../../types";
+import { MetricWithMetadata } from "@/components/UsagePage/types";
 
 interface EndpointUsageBarChartProps {
   endpointData?: Record<string, MetricWithMetadata>;
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageLineChart.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EndpointUsage/components/EndpointUsageLineChart.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageLineChart.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EndpointUsage/components/EndpointUsageLineChart.test.tsx
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageLineChart.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EndpointUsage/components/EndpointUsageLineChart.tsx
similarity index 97%
rename from ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageLineChart.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EndpointUsage/components/EndpointUsageLineChart.tsx
index 564eaa1fe85..9f838d6156a 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageLineChart.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EndpointUsage/components/EndpointUsageLineChart.tsx
@@ -1,6 +1,6 @@
 import { Card, LineChart, Title } from "@tremor/react";
 import { useMemo } from "react";
-import { DailyData } from "../../../types";
+import { DailyData } from "@/components/UsagePage/types";
 
 interface EndpointUsageLineChartProps {
   dailyData?: { results: DailyData[] };
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageTable.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EndpointUsage/components/EndpointUsageTable.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageTable.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EndpointUsage/components/EndpointUsageTable.test.tsx
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageTable.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EndpointUsage/components/EndpointUsageTable.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageTable.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EndpointUsage/components/EndpointUsageTable.tsx
index 88f92360ab5..60282b2fa1d 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EndpointUsage/components/EndpointUsageTable.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EndpointUsage/components/EndpointUsageTable.tsx
@@ -2,7 +2,7 @@ import React from "react";
 import { Table, Progress } from "antd";
 import type { ColumnsType } from "antd/es/table";
 import { MoneyCell } from "@/components/shared/table_cells";
-import { MetricWithMetadata } from "../../../types";
+import { MetricWithMetadata } from "@/components/UsagePage/types";
 
 interface EndpointUsageTableProps {
   endpointData: Record<string, MetricWithMetadata>;
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/EntityUsage.test.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/EntityUsage.test.tsx
index c95f81e3086..a5e0488cbb9 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/EntityUsage.test.tsx
@@ -1,6 +1,6 @@
 import { act, fireEvent, render, screen, waitFor } from "@testing-library/react";
 import { beforeAll, beforeEach, describe, expect, it, vi } from "vitest";
-import * as networking from "../../../networking";
+import * as networking from "@/components/networking";
 import EntityUsage from "./EntityUsage";
 
 beforeAll(() => {
@@ -14,7 +14,7 @@ beforeAll(() => {
 });
 
 // Mock the networking module
-vi.mock("../../../networking", () => ({
+vi.mock("@/components/networking", () => ({
   tagDailyActivityCall: vi.fn(),
   teamDailyActivityCall: vi.fn(),
   organizationDailyActivityCall: vi.fn(),
@@ -24,12 +24,12 @@ vi.mock("../../../networking", () => ({
 }));
 
 // Mock the child components to simplify testing
-vi.mock("../../../activity_metrics", () => ({
+vi.mock("@/components/activity_metrics", () => ({
   ActivityMetrics: () => <div>Activity Metrics</div>,
   processActivityData: () => ({ data: [], metadata: {} }),
 }));
 
-vi.mock("./TopKeyView", () => ({
+vi.mock("@/components/UsagePage/components/EntityUsage/TopKeyView", () => ({
   default: () => <div>Top Keys</div>,
 }));
 
@@ -37,15 +37,15 @@ vi.mock("./TopModelView", () => ({
   default: () => <div>Top Models</div>,
 }));
 
-vi.mock("../../../EntityUsageExport/EntityUsageExportModal", () => ({
+vi.mock("@/components/EntityUsageExport/EntityUsageExportModal", () => ({
   default: () => <div>Entity Usage Export Modal</div>,
 }));
 
-vi.mock("../../../EntityUsageExport", () => ({
+vi.mock("@/components/EntityUsageExport", () => ({
   UsageExportHeader: () => <div>Usage Export Header</div>,
 }));
 
-vi.mock("../../../common_components/team_multi_select", () => ({
+vi.mock("@/components/common_components/team_multi_select", () => ({
   default: () => <div>Team Multi Select</div>,
 }));
 
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/EntityUsage.tsx
similarity index 97%
rename from ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/EntityUsage.tsx
index 8e48b1e9139..94a9cedbdf5 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/EntityUsage.tsx
@@ -26,10 +26,10 @@ import {
 import { ExportOutlined, LoadingOutlined } from "@ant-design/icons";
 import { Alert, Button } from "antd";
 import React, { useMemo, useState } from "react";
-import TeamMultiSelect from "../../../common_components/team_multi_select";
-import { ActivityMetrics, processActivityData } from "../../../activity_metrics";
-import { UsageExportHeader } from "../../../EntityUsageExport";
-import type { EntityType } from "../../../EntityUsageExport/types";
+import TeamMultiSelect from "@/components/common_components/team_multi_select";
+import { ActivityMetrics, processActivityData } from "@/components/activity_metrics";
+import { UsageExportHeader } from "@/components/EntityUsageExport";
+import type { EntityType } from "@/components/EntityUsageExport/types";
 import {
   agentDailyActivityCall,
   customerDailyActivityCall,
@@ -37,13 +37,19 @@ import {
   tagDailyActivityCall,
   teamDailyActivityCall,
   userDailyActivityCall,
-} from "../../../networking";
-import { getProviderLogoAndName } from "../../../provider_info_helpers";
+} from "@/components/networking";
+import { getProviderLogoAndName } from "@/components/provider_info_helpers";
 import { usePaginatedDailyActivity } from "../../hooks/usePaginatedDailyActivity";
-import { BreakdownMetrics, DailyData, EntityMetricWithMetadata, KeyMetricWithMetadata, TagUsage } from "../../types";
-import { valueFormatterSpend } from "../../utils/value_formatters";
+import {
+  BreakdownMetrics,
+  DailyData,
+  EntityMetricWithMetadata,
+  KeyMetricWithMetadata,
+  TagUsage,
+} from "@/components/UsagePage/types";
+import { valueFormatterSpend } from "@/components/UsagePage/utils/value_formatters";
 import EndpointUsage from "../EndpointUsage/EndpointUsage";
-import TopKeyView from "./TopKeyView";
+import TopKeyView from "@/components/UsagePage/components/EntityUsage/TopKeyView";
 import TopModelView from "./TopModelView";
 
 interface EntityMetrics {
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/SpendByProvider.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/SpendByProvider.test.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/SpendByProvider.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/SpendByProvider.test.tsx
index 983da5a4abb..cbacaa9a356 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/SpendByProvider.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/SpendByProvider.test.tsx
@@ -2,13 +2,13 @@ import { fireEvent, render, screen } from "@testing-library/react";
 import { describe, expect, it, vi, beforeEach } from "vitest";
 import SpendByProvider from "./SpendByProvider";
 
-vi.mock("../../../shared/chart_loader", () => ({
+vi.mock("@/components/shared/chart_loader", () => ({
   ChartLoader: ({ isDateChanging }: { isDateChanging: boolean }) => (
     <div data-testid="chart-loader">{isDateChanging ? "Processing date selection..." : "Loading chart data..."}</div>
   ),
 }));
 
-vi.mock("../../../molecules/models/ProviderLogo", () => ({
+vi.mock("@/components/molecules/models/ProviderLogo", () => ({
   ProviderLogo: ({ provider }: { provider: string }) => <div data-testid={`provider-logo-${provider}`}>{provider}</div>,
 }));
 
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/SpendByProvider.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/SpendByProvider.tsx
similarity index 97%
rename from ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/SpendByProvider.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/SpendByProvider.tsx
index 89b574d2a33..846a0c6b13e 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/SpendByProvider.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/SpendByProvider.tsx
@@ -17,8 +17,8 @@ import {
 } from "@tremor/react";
 import { Tooltip } from "antd";
 import React, { useState } from "react";
-import { ProviderLogo } from "../../../molecules/models/ProviderLogo";
-import { ChartLoader } from "../../../shared/chart_loader";
+import { ProviderLogo } from "@/components/molecules/models/ProviderLogo";
+import { ChartLoader } from "@/components/shared/chart_loader";
 
 type ProviderSpendData = {
   provider: string;
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/TopModelView.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/TopModelView.test.tsx
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/TopModelView.tsx
similarity index 96%
rename from ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/TopModelView.tsx
index 148a290bcb7..5b058e41a35 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/TopModelView.tsx
@@ -2,8 +2,8 @@ import { BarChart } from "@/components/shared/charts";
 import { MoneyCell } from "@/components/shared/table_cells";
 import { Segmented } from "antd";
 import { useState } from "react";
-import { formatNumberWithCommas } from "../../../../utils/dataUtils";
-import { DataTable } from "../../../view_logs/table";
+import { formatNumberWithCommas } from "@/utils/dataUtils";
+import { DataTable } from "@/components/view_logs/table";
 
 type TopModel = {
   key: string;
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/UsageAIChatPanel.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsageAIChatPanel.test.tsx
similarity index 96%
rename from ui/litellm-dashboard/src/components/UsagePage/components/UsageAIChatPanel.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsageAIChatPanel.test.tsx
index 268dfdf758a..54bf4fc25ce 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/UsageAIChatPanel.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsageAIChatPanel.test.tsx
@@ -1,6 +1,6 @@
 import { screen } from "@testing-library/react";
 import { beforeAll, describe, expect, it, vi } from "vitest";
-import { renderWithProviders } from "../../../../tests/test-utils";
+import { renderWithProviders } from "@/../tests/test-utils";
 import UsageAIChatPanel from "./UsageAIChatPanel";
 
 beforeAll(() => {
@@ -13,7 +13,7 @@ beforeAll(() => {
   }
 });
 
-vi.mock("../../networking", () => ({
+vi.mock("@/components/networking", () => ({
   modelHubCall: vi.fn().mockResolvedValue({
     data: [{ model_group: "gpt-4" }, { model_group: "claude-3-opus" }],
   }),
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/UsageAIChatPanel.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsageAIChatPanel.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/components/UsagePage/components/UsageAIChatPanel.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsageAIChatPanel.tsx
index 9841889b928..9d6b09353a2 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/UsageAIChatPanel.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsageAIChatPanel.tsx
@@ -1,7 +1,7 @@
 import React, { useEffect, useRef, useState } from "react";
 import { Button, Select, Input, Spin } from "antd";
 import ReactMarkdown from "react-markdown";
-import { modelHubCall, usageAiChatStream, UsageAiToolCallEvent } from "../../networking";
+import { modelHubCall, usageAiChatStream, UsageAiToolCallEvent } from "@/components/networking";
 
 const { TextArea } = Input;
 
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsagePageView.test.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsagePageView.test.tsx
index b412d1ee365..cf122137f91 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsagePageView.test.tsx
@@ -5,9 +5,9 @@ import { useCurrentUser } from "@/app/(dashboard)/hooks/users/useCurrentUser";
 import { useInfiniteUsers } from "@/app/(dashboard)/hooks/users/useUsers";
 import { act, fireEvent, screen, waitFor } from "@testing-library/react";
 import { beforeAll, beforeEach, describe, expect, it, vi } from "vitest";
-import { renderWithProviders } from "../../../../tests/test-utils";
-import type { Organization } from "../../networking";
-import * as networking from "../../networking";
+import { renderWithProviders } from "@/../tests/test-utils";
+import type { Organization } from "@/components/networking";
+import * as networking from "@/components/networking";
 import UsagePage from "./UsagePageView";
 
 // Polyfill ResizeObserver for test environment
@@ -22,23 +22,23 @@ beforeAll(() => {
 });
 
 // Mock the networking module
-vi.mock("../../networking", () => ({
+vi.mock("@/components/networking", () => ({
   userDailyActivityCall: vi.fn(),
   userDailyActivityAggregatedCall: vi.fn(),
   tagListCall: vi.fn(),
 }));
 
 // Mock child components to simplify testing
-vi.mock("../../activity_metrics", () => ({
+vi.mock("@/components/activity_metrics", () => ({
   ActivityMetrics: () => <div>Activity Metrics</div>,
   processActivityData: () => ({ data: [], metadata: {} }),
 }));
 
-vi.mock("../../view_user_spend", () => ({
+vi.mock("@/components/view_user_spend", () => ({
   default: () => <div>View User Spend</div>,
 }));
 
-vi.mock("./EntityUsage/TopKeyView", () => ({
+vi.mock("@/components/UsagePage/components/EntityUsage/TopKeyView", () => ({
   default: () => <div>Top Keys</div>,
 }));
 
@@ -80,7 +80,7 @@ vi.mock("./UsageViewSelect/UsageViewSelect", async () => {
   return { UsageViewSelect };
 });
 
-vi.mock("../../shared/advanced_date_picker", async () => {
+vi.mock("@/components/shared/advanced_date_picker", async () => {
   const React = await import("react");
   const AdvancedDatePicker = () => {
     return React.createElement("div", { "data-testid": "advanced-date-picker" }, "Date Picker");
@@ -89,15 +89,15 @@ vi.mock("../../shared/advanced_date_picker", async () => {
   return { default: AdvancedDatePicker };
 });
 
-vi.mock("../../user_agent_activity", () => ({
+vi.mock("@/components/user_agent_activity", () => ({
   default: () => <div>User Agent Activity</div>,
 }));
 
-vi.mock("../../cloudzero_export_modal", () => ({
+vi.mock("@/components/cloudzero_export_modal", () => ({
   default: () => <div>CloudZero Export Modal</div>,
 }));
 
-vi.mock("../../EntityUsageExport", () => ({
+vi.mock("@/components/EntityUsageExport", () => ({
   default: () => <div>Entity Usage Export Modal</div>,
 }));
 
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsagePageView.tsx
similarity index 97%
rename from ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsagePageView.tsx
index 4998b197c01..a95d48aa75b 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsagePageView.tsx
@@ -33,24 +33,29 @@ import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 import { useCurrentUser } from "@/app/(dashboard)/hooks/users/useCurrentUser";
 import { useInfiniteUsers } from "@/app/(dashboard)/hooks/users/useUsers";
 import { formatNumberWithCommas } from "@/utils/dataUtils";
-import { all_admin_roles, internalUserRoles } from "../../../utils/roles";
-import { ActivityMetrics, processActivityData } from "../../activity_metrics";
-import CloudZeroExportModal from "../../cloudzero_export_modal";
-import EntityUsageExportModal from "../../EntityUsageExport";
-import { Team } from "../../key_team_helpers/key_list";
-import { Organization, tagListCall, userDailyActivityAggregatedCall, userDailyActivityCall } from "../../networking";
-import AdvancedDatePicker from "../../shared/advanced_date_picker";
-import { ChartLoader } from "../../shared/chart_loader";
-import { Tag } from "../../tag_management/types";
-import UserAgentActivity from "../../user_agent_activity";
-import ViewUserSpend from "../../view_user_spend";
+import { all_admin_roles, internalUserRoles } from "@/utils/roles";
+import { ActivityMetrics, processActivityData } from "@/components/activity_metrics";
+import CloudZeroExportModal from "@/components/cloudzero_export_modal";
+import EntityUsageExportModal from "@/components/EntityUsageExport";
+import { Team } from "@/components/key_team_helpers/key_list";
+import {
+  Organization,
+  tagListCall,
+  userDailyActivityAggregatedCall,
+  userDailyActivityCall,
+} from "@/components/networking";
+import AdvancedDatePicker from "@/components/shared/advanced_date_picker";
+import { ChartLoader } from "@/components/shared/chart_loader";
+import { Tag } from "@/components/tag_management/types";
+import UserAgentActivity from "@/components/user_agent_activity";
+import ViewUserSpend from "@/components/view_user_spend";
 import { usePaginatedDailyActivity } from "../hooks/usePaginatedDailyActivity";
-import { DailyData, KeyMetricWithMetadata, MetricWithMetadata } from "../types";
-import { valueFormatterSpend } from "../utils/value_formatters";
+import { DailyData, KeyMetricWithMetadata, MetricWithMetadata } from "@/components/UsagePage/types";
+import { valueFormatterSpend } from "@/components/UsagePage/utils/value_formatters";
 import EndpointUsage from "./EndpointUsage/EndpointUsage";
 import EntityUsage, { EntityList } from "./EntityUsage/EntityUsage";
 import SpendByProvider from "./EntityUsage/SpendByProvider";
-import TopKeyView from "./EntityUsage/TopKeyView";
+import TopKeyView from "@/components/UsagePage/components/EntityUsage/TopKeyView";
 import UsageAIChatPanel from "./UsageAIChatPanel";
 import { UsageOption, UsageViewSelect } from "./UsageViewSelect/UsageViewSelect";
 
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/UsageViewSelect/UsageViewSelect.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsageViewSelect/UsageViewSelect.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/UsagePage/components/UsageViewSelect/UsageViewSelect.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsageViewSelect/UsageViewSelect.test.tsx
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/UsageViewSelect/UsageViewSelect.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsageViewSelect/UsageViewSelect.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/UsagePage/components/UsageViewSelect/UsageViewSelect.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsageViewSelect/UsageViewSelect.tsx
diff --git a/ui/litellm-dashboard/src/components/UsagePage/hooks/usePaginatedDailyActivity.ts b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/hooks/usePaginatedDailyActivity.ts
similarity index 99%
rename from ui/litellm-dashboard/src/components/UsagePage/hooks/usePaginatedDailyActivity.ts
rename to ui/litellm-dashboard/src/app/(dashboard)/usage/_components/hooks/usePaginatedDailyActivity.ts
index dedea065825..86b26bda539 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/hooks/usePaginatedDailyActivity.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/hooks/usePaginatedDailyActivity.ts
@@ -1,5 +1,5 @@
 import { useCallback, useEffect, useRef, useState } from "react";
-import { DailyData } from "../types";
+import { DailyData } from "@/components/UsagePage/types";
 
 export interface PaginationProgress {
   currentPage: number;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/usage/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/page.tsx
index 7382262cbd5..32ce0a69aea 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/usage/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import NewUsagePage from "@/components/UsagePage/components/UsagePageView";
+import NewUsagePage from "./_components/components/UsagePageView";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 import { useTeams } from "@/app/(dashboard)/hooks/teams/useTeams";
 import { useOrganizations } from "@/app/(dashboard)/hooks/organizations/useOrganizations";

From 4baeb283f389d3ab1ec574ab1493b36ff4c89cc6 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng@berri.ai>
Date: Sat, 11 Jul 2026 17:02:04 -0700
Subject: [PATCH 363/370] chore: update Next.js build artifacts (2026-07-11
 23:35 UTC, node v20.20.2) (#32960)

---
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 .../proxy/_experimental/out/404/index.html    |   2 +-
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 .../proxy/_experimental/out/__next._head.txt  |   8 +-
 .../proxy/_experimental/out/__next._index.txt |  14 +-
 .../proxy/_experimental/out/__next._tree.txt  |   4 +-
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0-px9-g~2oyp5.js b/litellm/proxy/_experimental/out/_next/static/chunks/0-px9-g~2oyp5.js
new file mode 100644
index 00000000000..0c51d099fb1
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0-px9-g~2oyp5.js
@@ -0,0 +1,48 @@
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t=e.i(843476),r=e.i(994388),n=e.i(304967),l=e.i(197647),a=e.i(653824),i=e.i(269200),o=e.i(942232),s=e.i(977572),d=e.i(427612),c=e.i(64848),u=e.i(496020),m=e.i(881073),g=e.i(404206),p=e.i(723731),b=e.i(599724),h=e.i(271645),f=e.i(650056),y=e.i(127952),x=e.i(902555),v=e.i(727749),j=e.i(266027),C=e.i(954616),O=e.i(912598),S=e.i(243652),$=e.i(602869),w=e.i(135214);let E=(0,S.createQueryKeys)("budgets");e.i(622826);var k=e.i(964471),T=e.i(779241),P=e.i(677667),N=e.i(898667),I=e.i(130643),M=e.i(464571),B=e.i(212931),R=e.i(808613),A=e.i(28651),F=e.i(199133);let D=({isModalVisible:e,setIsModalVisible:r})=>{let[n]=R.Form.useForm(),l=(()=>{let{accessToken:e}=(0,w.default)(),t=(0,O.useQueryClient)();return(0,C.useMutation)({mutationFn:async t=>{if(!e)throw Error("Access token is required");return(0,$.budgetCreateCall)(e,t)},onSuccess:()=>{t.invalidateQueries({queryKey:E.all})}})})(),a=async e=>{try{v.default.info("Making API Call"),await l.mutateAsync(e),v.default.success("Budget 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Budget",name:"budget_duration",children:(0,t.jsxs)(F.Select,{defaultValue:null,placeholder:"n/a",children:[(0,t.jsx)(F.Select.Option,{value:"24h",children:"daily"}),(0,t.jsx)(F.Select.Option,{value:"7d",children:"weekly"}),(0,t.jsx)(F.Select.Option,{value:"30d",children:"monthly"})]})})]})]})]}),(0,t.jsx)("div",{style:{textAlign:"right",marginTop:"10px"},children:(0,t.jsx)(M.Button,{htmlType:"submit",children:"Save"})})]})})},z=`
+curl -X POST --location '<your_proxy_base_url>/end_user/new' \\
+
+-H 'Authorization: Bearer <your-master-key>' \\
+
+-H 'Content-Type: application/json' \\
+
+-d '{"user_id": "my-customer-id', "budget_id": "<BUDGET_ID>"}' # 👈 KEY CHANGE
+
+`,H=`
+curl -X POST --location '<your_proxy_base_url>/chat/completions' \\
+
+-H 'Authorization: Bearer <your-master-key>' \\
+
+-H 'Content-Type: application/json' \\
+
+-d '{
+  "model": "gpt-3.5-turbo',
+  "messages":[{"role": "user", "content": "Hey, how's it going?"}],
+  "user": "my-customer-id"
+}' # 👈 KEY CHANGE
+
+`,_=`from openai import OpenAI
+client = OpenAI(
+  base_url="<your_proxy_base_url>",
+  api_key="<your_proxy_key>"
+)
+
+completion = client.chat.completions.create(
+  model="gpt-3.5-turbo",
+  messages=[
+    {"role": "system", "content": "You are a helpful assistant."},
+    {"role": "user", "content": "Hello!"}
+  ],
+  user="my-customer-id"
+)
+
+print(completion.choices[0].message)`;var G=e.i(708347);let W=({accessToken:e})=>{let[S,T]=(0,h.useState)(!1),[P,N]=(0,h.useState)(!1),[I,M]=(0,h.useState)(null),[B,R]=(0,h.useState)(!1),{userRole:A}=(0,w.default)(),F=(0,G.isProxyAdminRole)(A??""),{data:W=[]}=(()=>{let{accessToken:e}=(0,w.default)();return(0,j.useQuery)({queryKey:E.list({}),queryFn:async()=>(await (0,$.getBudgetList)(e)??[]).filter(e=>null!=e),enabled:!!e})})(),K=(()=>{let{accessToken:e}=(0,w.default)(),t=(0,O.useQueryClient)();return(0,C.useMutation)({mutationFn:async t=>{if(!e)throw Error("Access token is required");return(0,$.budgetDeleteCall)(e,t)},onSuccess:()=>{t.invalidateQueries({queryKey:E.all})}})})(),X=async t=>{null!=e&&(M(t),N(!0))},q=async()=>{if(I&&null!=e)try{await K.mutateAsync(I.budget_id),v.default.success("Budget deleted.")}catch(e){console.error("Error deleting budget:",e),"function"==typeof v.default.fromBackend?v.default.fromBackend("Failed to delete budget"):v.default.info("Failed to delete budget")}finally{R(!1),M(null)}};return(0,t.jsxs)("div",{className:"w-full mx-auto flex-auto overflow-y-auto m-8 p-2",children:[F&&(0,t.jsx)(r.Button,{size:"sm",variant:"primary",className:"mb-2",onClick:()=>T(!0),children:"+ Create Budget"}),(0,t.jsxs)(a.TabGroup,{children:[(0,t.jsxs)(m.TabList,{children:[(0,t.jsx)(l.Tab,{children:"Budgets"}),(0,t.jsx)(l.Tab,{children:"Examples"})]}),(0,t.jsxs)(p.TabPanels,{children:[(0,t.jsx)(g.TabPanel,{children:(0,t.jsxs)("div",{className:"mt-6",children:[(0,t.jsx)(D,{isModalVisible:S,setIsModalVisible:T}),I&&(0,t.jsx)(L,{isModalVisible:P,setIsModalVisible:N,existingBudget:I}),(0,t.jsxs)(n.Card,{children:[(0,t.jsx)(b.Text,{children:"Create a budget to assign to customers."}),(0,t.jsxs)(i.Table,{children:[(0,t.jsx)(d.TableHead,{children:(0,t.jsxs)(u.TableRow,{children:[(0,t.jsx)(c.TableHeaderCell,{children:"Budget ID"}),(0,t.jsx)(c.TableHeaderCell,{children:"Max Budget"}),(0,t.jsx)(c.TableHeaderCell,{children:"TPM"}),(0,t.jsx)(c.TableHeaderCell,{children:"RPM"})]})}),(0,t.jsx)(o.TableBody,{children:W.slice().sort((e,t)=>new Date(t.updated_at).getTime()-new Date(e.updated_at).getTime()).map(e=>(0,t.jsxs)(u.TableRow,{children:[(0,t.jsx)(s.TableCell,{children:e.budget_id}),(0,t.jsx)(s.TableCell,{children:(0,t.jsx)(k.MoneyCell,{value:e.max_budget,decimals:2,showZero:!0,emptyText:"Unlimited"})}),(0,t.jsx)(s.TableCell,{children:e.tpm_limit?e.tpm_limit:"n/a"}),(0,t.jsx)(s.TableCell,{children:e.rpm_limit?e.rpm_limit:"n/a"}),F&&(0,t.jsxs)(t.Fragment,{children:[(0,t.jsx)(x.default,{variant:"Edit",tooltipText:"Edit budget",onClick:()=>X(e),dataTestId:"edit-budget-button"}),(0,t.jsx)(x.default,{variant:"Delete",tooltipText:"Delete budget",onClick:()=>{M(e),R(!0)},dataTestId:"delete-budget-button"})]})]},e.budget_id))})]})]}),(0,t.jsx)(y.default,{isOpen:B,title:"Delete Budget?",message:"Are you sure you want to delete this budget? This action cannot be undone.",resourceInformationTitle:"Budget Information",resourceInformation:[{label:"Budget ID",value:I?.budget_id,code:!0},{label:"Max Budget",value:I?.max_budget},{label:"TPM",value:I?.tpm_limit},{label:"RPM",value:I?.rpm_limit}],onCancel:()=>{R(!1)},onOk:q,confirmLoading:K.isPending})]})}),(0,t.jsx)(g.TabPanel,{children:(0,t.jsxs)("div",{className:"mt-6",children:[(0,t.jsx)(b.Text,{className:"text-base",children:"How to use budget id"}),(0,t.jsxs)(a.TabGroup,{children:[(0,t.jsxs)(m.TabList,{children:[(0,t.jsx)(l.Tab,{children:"Assign Budget to Customer"}),(0,t.jsx)(l.Tab,{children:"Test it (Curl)"}),(0,t.jsx)(l.Tab,{children:"Test it (OpenAI SDK)"})]}),(0,t.jsxs)(p.TabPanels,{children:[(0,t.jsx)(g.TabPanel,{children:(0,t.jsx)(f.Prism,{language:"bash",children:z})}),(0,t.jsx)(g.TabPanel,{children:(0,t.jsx)(f.Prism,{language:"bash",children:H})}),(0,t.jsx)(g.TabPanel,{children:(0,t.jsx)(f.Prism,{language:"python",children:_})})]})]})]})})]})]})]})};e.s(["default",0,function(){let{accessToken:e}=(0,w.default)();return(0,t.jsx)(W,{accessToken:e})}],359200)}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0-s2am3eulbyd.js b/litellm/proxy/_experimental/out/_next/static/chunks/0-s2am3eulbyd.js
deleted file mode 100644
index d5b9e0099b9..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0-s2am3eulbyd.js
+++ /dev/null
@@ -1 +0,0 @@
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new file mode 100644
index 00000000000..6504ddd6e5e
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0.w8~sa9q0n_s.js b/litellm/proxy/_experimental/out/_next/static/chunks/0.w8~sa9q0n_s.js
deleted file mode 100644
index 6994bde5e6d..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0.w8~sa9q0n_s.js
+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0y5ybr0-5yc_z.js b/litellm/proxy/_experimental/out/_next/static/chunks/0.xp85h9ki~9t.js
similarity index 66%
rename from litellm/proxy/_experimental/out/_next/static/chunks/0y5ybr0-5yc_z.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/0.xp85h9ki~9t.js
index a2b2359b381..24c8f4e7454 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0y5ybr0-5yc_z.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0.xp85h9ki~9t.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/16-7emebrt-xf.js b/litellm/proxy/_experimental/out/_next/static/chunks/00-xblkiz3o8~.js
similarity index 64%
rename from litellm/proxy/_experimental/out/_next/static/chunks/16-7emebrt-xf.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/00-xblkiz3o8~.js
index d3ffb6638d4..53ea96e5a69 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/16-7emebrt-xf.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/00-xblkiz3o8~.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0.1o3m2oaq6je.js b/litellm/proxy/_experimental/out/_next/static/chunks/01dk-b-_masm~.js
similarity index 58%
rename from litellm/proxy/_experimental/out/_next/static/chunks/0.1o3m2oaq6je.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/01dk-b-_masm~.js
index 2eeed6a6c76..03fe5143c6c 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0.1o3m2oaq6je.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/01dk-b-_masm~.js
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ts=e.i(200208),tn=e.i(399536),to=e.i(112179),td=e.i(152990),tc=e.i(682830),tm=e.i(994388),tu=e.i(779241);let{Title:tp,Text:tg}=f.Typography,{Option:tx}=x.Select,th=({visible:e,onClose:t,accessToken:a,onSuccess:i,guardrailId:s,fullLitellmParams:n,initialValues:o})=>{let d,c,[h]=u.Form.useForm(),[f,j]=(0,r.useState)(!1),[_,b]=(0,r.useState)(o?.provider||null),[v,w]=(0,r.useState)(null),[C,N]=(0,r.useState)([]),[k,S]=(0,r.useState)({});(0,r.useEffect)(()=>{(async()=>{try{if(!a)return;let e=await (0,m.getGuardrailUISettings)(a);w(e)}catch(e){console.error("Error fetching guardrail settings:",e),y.default.fromBackend("Failed to load guardrail settings")}})()},[a]),(0,r.useEffect)(()=>{o?.pii_entities_config&&Object.keys(o.pii_entities_config).length>0&&(N(Object.keys(o.pii_entities_config)),S(o.pii_entities_config))},[o]);let I=e=>{N(t=>t.includes(e)?t.filter(t=>t!==e):[...t,e])},A=(e,t)=>{S(a=>({...a,[e]:t}))},O=async()=>{try{j(!0);let e=await 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Use global default follows litellm_settings.skip_tool_message_in_guardrail.",children:(0,l.jsxs)(x.Select,{children:[(0,l.jsx)(tx,{value:"inherit",children:"Use global default"}),(0,l.jsx)(tx,{value:"yes",children:"Yes — exclude from guardrail scan"}),(0,l.jsx)(tx,{value:"no",children:"No — always include in scan"})]})}),(()=>{if(!_)return null;if("PresidioPII"===_)return v&&_&&"PresidioPII"===_?(0,l.jsx)(eq,{entities:v.supported_entities,actions:v.supported_actions,selectedEntities:C,selectedActions:k,onEntitySelect:I,onActionSelect:A,entityCategories:v.pii_entity_categories}):null;switch(_){case"Aporia":return(0,l.jsx)(u.Form.Item,{label:"Aporia Configuration",name:"config",tooltip:"JSON configuration for Aporia",children:(0,l.jsx)(p.Input.TextArea,{rows:4,placeholder:`{
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@@ -18,7 +18,7 @@
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@@ -66,7 +66,7 @@
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0"},children:[(0,t.jsxs)("div",{onClick:s,style:{display:"inline-flex",alignItems:"center",gap:6,color:"#5f6368",cursor:"pointer",fontSize:14,marginBottom:24},children:[(0,t.jsx)(a.ArrowLeftOutlined,{style:{fontSize:11}}),(0,t.jsx)("span",{children:"Skills"})]}),(0,t.jsxs)("div",{style:{marginBottom:8},children:[(0,t.jsx)("h1",{style:{fontSize:28,fontWeight:400,color:"#202124",margin:0,lineHeight:1.2},children:e.name}),e.description&&(0,t.jsx)("p",{style:{fontSize:14,color:"#5f6368",margin:"8px 0 0 0",lineHeight:1.6},children:e.description})]}),(0,t.jsx)("div",{style:{borderBottom:"1px solid #dadce0",marginBottom:28,marginTop:24},children:(0,t.jsx)("div",{style:{display:"flex",gap:0},children:[{key:"overview",label:"Overview"},{key:"usage",label:"How to Use"}].map(e=>(0,t.jsx)("div",{onClick:()=>p(e.key),style:{padding:"12px 20px",fontSize:14,color:d===e.key?"#1a73e8":"#5f6368",borderBottom:d===e.key?"3px solid #1a73e8":"3px solid 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0",lineHeight:1.6},children:["Add this to"," ",(0,t.jsx)("code",{style:{fontSize:13,backgroundColor:"#f1f3f4",padding:"1px 6px",borderRadius:4},children:"~/.claude/settings.json"})," ","to point Claude Code at your proxy:"]}),(0,t.jsxs)("div",{style:{border:"1px solid #dadce0",borderRadius:8,overflow:"hidden"},children:[(0,t.jsxs)("div",{style:{display:"flex",alignItems:"center",justifyContent:"space-between",padding:"10px 16px",backgroundColor:"#f8f9fa",borderBottom:"1px solid #dadce0"},children:[(0,t.jsx)("span",{style:{fontSize:13,color:"#3c4043",fontWeight:500},children:"~/.claude/settings.json"}),(0,t.jsxs)("button",{onClick:()=>{u(JSON.stringify({extraKnownMarketplaces:{"my-org":{source:"url",url:`${window.location.origin}/claude-code/marketplace.json`}}},null,2),"settings")},style:{display:"flex",alignItems:"center",gap:4,fontSize:12,color:"settings"===c?"#137333":"#1a73e8",background:"none",border:"none",cursor:"pointer",padding:0},children:["settings"===c?(0,t.jsx)(n.CheckOutlined,{}):(0,t.jsx)(o.CopyOutlined,{}),"settings"===c?"Copied":"Copy"]})]}),(0,t.jsx)("pre",{style:{margin:0,padding:"14px 16px",fontSize:13,fontFamily:"monospace",color:"#202124",backgroundColor:"#fff"},children:JSON.stringify({extraKnownMarketplaces:{"my-org":{source:"url",url:`${window.location.origin}/claude-code/marketplace.json`}}},null,2)})]})]})]})}],652272)},798496,e=>{"use strict";var t=e.i(843476),i=e.i(152990),a=e.i(682830),o=e.i(271645),n=e.i(269200),r=e.i(427612),s=e.i(64848),l=e.i(942232),d=e.i(496020),p=e.i(977572),c=e.i(94629),m=e.i(360820),u=e.i(871943);e.s(["ModelDataTable",0,function({data:e=[],columns:g,isLoading:f=!1,defaultSorting:h=[],pagination:_,onPaginationChange:x,enablePagination:b=!1,onRowClick:y}){let[v,w]=o.default.useState(h),[j]=o.default.useState("onChange"),[S,k]=o.default.useState({}),[C,z]=o.default.useState({}),I=(0,i.useReactTable)({data:e,columns:g,state:{sorting:v,columnSizing:S,columnVisibility:C,...b&&_?{pagination:_}:{}},columnResizeMode:j,onSortingChange:w,onColumnSizingChange:k,onColumnVisibilityChange:z,...b&&x?{onPaginationChange:x}:{},getCoreRowModel:(0,a.getCoreRowModel)(),getSortedRowModel:(0,a.getSortedRowModel)(),...b?{getPaginationRowModel:(0,a.getPaginationRowModel)()}:{},enableSorting:!0,enableColumnResizing:!0,defaultColumn:{minSize:40,maxSize:500}});return(0,t.jsx)("div",{className:"rounded-lg custom-border relative",children:(0,t.jsx)("div",{className:"overflow-x-auto",children:(0,t.jsx)("div",{className:"relative min-w-full",children:(0,t.jsxs)(n.Table,{className:"[&_td]:py-2 [&_th]:py-2",style:{width:I.getTotalSize(),minWidth:"100%",tableLayout:"fixed"},children:[(0,t.jsx)(r.TableHead,{children:I.getHeaderGroups().map(e=>(0,t.jsx)(d.TableRow,{children:e.headers.map(e=>(0,t.jsxs)(s.TableHeaderCell,{className:`py-1 h-8 relative ${"actions"===e.id?"sticky right-0 bg-white shadow-[-4px_0_8px_-6px_rgba(0,0,0,0.1)] w-[120px] ml-8":""} ${e.column.columnDef.meta?.className||""}`,style:{width:"actions"===e.id?120:e.getSize(),position:"actions"===e.id?"sticky":"relative",right:"actions"===e.id?0:"auto"},onClick:e.column.getCanSort()?e.column.getToggleSortingHandler():void 0,children:[(0,t.jsxs)("div",{className:"flex items-center justify-between gap-2",children:[(0,t.jsx)("div",{className:"flex items-center",children:e.isPlaceholder?null:(0,i.flexRender)(e.column.columnDef.header,e.getContext())}),"actions"!==e.id&&e.column.getCanSort()&&(0,t.jsx)("div",{className:"w-4",children:e.column.getIsSorted()?({asc:(0,t.jsx)(m.ChevronUpIcon,{className:"h-4 w-4 text-blue-500"}),desc:(0,t.jsx)(u.ChevronDownIcon,{className:"h-4 w-4 text-blue-500"})})[e.column.getIsSorted()]:(0,t.jsx)(c.SwitchVerticalIcon,{className:"h-4 w-4 text-gray-400"})})]}),e.column.getCanResize()&&(0,t.jsx)("div",{onMouseDown:e.getResizeHandler(),onTouchStart:e.getResizeHandler(),className:`absolute right-0 top-0 h-full w-2 cursor-col-resize select-none touch-none ${e.column.getIsResizing()?"bg-blue-500":"hover:bg-blue-200"}`})]},e.id))},e.id))}),(0,t.jsx)(l.TableBody,{children:f?(0,t.jsx)(d.TableRow,{children:(0,t.jsx)(p.TableCell,{colSpan:g.length,className:"h-8 text-center",children:(0,t.jsx)("div",{className:"text-center text-gray-500",children:(0,t.jsx)("p",{children:"🚅 Loading models..."})})})}):I.getRowModel().rows.length>0?I.getRowModel().rows.map(e=>(0,t.jsx)(d.TableRow,{onClick:()=>y?.(e.original),className:y?"cursor-pointer hover:bg-gray-50":"",children:e.getVisibleCells().map(e=>(0,t.jsx)(p.TableCell,{className:`py-0.5 overflow-hidden ${"actions"===e.column.id?"sticky right-0 bg-white shadow-[-4px_0_8px_-6px_rgba(0,0,0,0.1)] w-[120px] ml-8":""} ${e.column.columnDef.meta?.className||""}`,style:{width:"actions"===e.column.id?120:e.column.getSize(),position:"actions"===e.column.id?"sticky":"relative",right:"actions"===e.column.id?0:"auto"},children:(0,i.flexRender)(e.column.columnDef.cell,e.getContext())},e.id))},e.id)):(0,t.jsx)(d.TableRow,{children:(0,t.jsx)(p.TableCell,{colSpan:g.length,className:"h-8 text-center",children:(0,t.jsx)("div",{className:"text-center text-gray-500",children:(0,t.jsx)("p",{children:"No models found"})})})})})]})})})})}])},339019,865361,e=>{"use strict";var t,i,a=((t={}).AUDIO_SPEECH="audio_speech",t.AUDIO_TRANSCRIPTION="audio_transcription",t.IMAGE_GENERATION="image_generation",t.VIDEO_GENERATION="video_generation",t.CHAT="chat",t.RESPONSES="responses",t.IMAGE_EDITS="image_edits",t.ANTHROPIC_MESSAGES="anthropic_messages",t.EMBEDDING="embedding",t),o=((i={}).IMAGE="image",i.VIDEO="video",i.CHAT="chat",i.RESPONSES="responses",i.IMAGE_EDITS="image_edits",i.ANTHROPIC_MESSAGES="anthropic_messages",i.EMBEDDINGS="embeddings",i.SPEECH="speech",i.TRANSCRIPTION="transcription",i.A2A_AGENTS="a2a_agents",i.MCP="mcp",i.REALTIME="realtime",i.INTERACTIONS="interactions",i);let n={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"};e.s(["EndpointType",()=>o,"getEndpointType",0,e=>Object.values(a).includes(e)?n[e]:"chat"],865361),e.s(["generateCodeSnippet",0,e=>{let t,{apiKeySource:i,accessToken:a,apiKey:n,inputMessage:r,chatHistory:s,selectedTags:l,selectedVectorStores:d,selectedGuardrails:p,selectedPolicies:c,selectedMCPServers:m,mcpServers:u,mcpServerToolRestrictions:g,selectedVoice:f,endpointType:h,selectedModel:_,selectedSdk:x,proxySettings:b}=e,y="session"===i?a:n,v=window.location.origin,w=b?.LITELLM_UI_API_DOC_BASE_URL;w&&w.trim()?v=w:b?.PROXY_BASE_URL&&(v=b.PROXY_BASE_URL);let j=r||"Your prompt here",S=j.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),k=s.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),C={};l.length>0&&(C.tags=l),d.length>0&&(C.vector_stores=d),p.length>0&&(C.guardrails=p),c.length>0&&(C.policies=c);let z=_||"your-model-name",I="azure"===x?`import openai
+
+client = openai.AzureOpenAI(
+	api_key="${y||"YOUR_LITELLM_API_KEY"}",
+	azure_endpoint="${v}",
+	api_version="2024-02-01"
+)`:`import openai
+
+client = openai.OpenAI(
+	api_key="${y||"YOUR_LITELLM_API_KEY"}",
+	base_url="${v}"
+)`;switch(h){case o.CHAT:{let e=Object.keys(C).length>0,i="";if(e){let e=JSON.stringify({metadata:C},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`,
+    extra_body=${e}`}let a=k.length>0?k:[{role:"user",content:j}];t=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.chat.completions.create(
+    model="${z}",
+    messages=${JSON.stringify(a,null,4)}${i}
+)
+
+print(response)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.chat.completions.create(
+#     model="${z}",
+#     messages=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {
+#                     "type": "text",
+#                     "text": "${S}"
+#                 },
+#                 {
+#                     "type": "image_url",
+#                     "image_url": {
+#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
+#                     }
+#                 }
+#             ]
+#         }
+#     ]${i}
+# )
+# print(response_with_file)
+`;break}case o.RESPONSES:{let e=Object.keys(C).length>0,i="";if(e){let e=JSON.stringify({metadata:C},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`,
+    extra_body=${e}`}let a=k.length>0?k:[{role:"user",content:j}];t=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.responses.create(
+    model="${z}",
+    input=${JSON.stringify(a,null,4)}${i}
+)
+
+print(response.output_text)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.responses.create(
+#     model="${z}",
+#     input=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {"type": "input_text", "text": "${S}"},
+#                 {
+#                     "type": "input_image",
+#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
+#                 },
+#             ],
+#         }
+#     ]${i}
+# )
+# print(response_with_file.output_text)
+`;break}case o.IMAGE:t="azure"===x?`
+# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
+# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
+# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
+import os
+import requests
+import json
+import time
+from PIL import Image
+
+result = client.images.generate(
+	model="${z}",
+	prompt="${r}",
+	n=1
+)
+
+json_response = json.loads(result.model_dump_json())
+
+# Set the directory for the stored image
+image_dir = os.path.join(os.curdir, 'images')
+
+# If the directory doesn't exist, create it
+if not os.path.isdir(image_dir):
+	os.mkdir(image_dir)
+
+# Initialize the image path
+image_filename = f"generated_image_{int(time.time())}.png"
+image_path = os.path.join(image_dir, image_filename)
+
+try:
+	# Retrieve the generated image
+	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
+			image_url = json_response["data"][0]["url"]
+			generated_image = requests.get(image_url).content
+			with open(image_path, "wb") as image_file:
+					image_file.write(generated_image)
+
+			print(f"Image saved to {image_path}")
+			# Display the image
+			image = Image.open(image_path)
+			image.show()
+	else:
+			print("Could not find image URL in response.")
+			print("Full response:", json_response)
+except Exception as e:
+	print(f"An error occurred: {e}")
+	print("Full response:", json_response)
+`:`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${S}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${z}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case o.IMAGE_EDITS:t="azure"===x?`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# The prompt entered by the user
+prompt = "${S}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${z}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`:`
+import base64
+import os
+import time
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${S}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${z}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case o.EMBEDDINGS:t=`
+response = client.embeddings.create(
+	input="${r||"Your string here"}",
+	model="${z}",
+	encoding_format="base64" # or "float"
+)
+
+print(response.data[0].embedding)
+`;break;case o.TRANSCRIPTION:t=`
+# Open the audio file
+audio_file = open("path/to/your/audio/file.mp3", "rb")
+
+# Make the transcription request
+response = client.audio.transcriptions.create(
+	model="${z}",
+	file=audio_file${r?`,
+	prompt="${r.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
+)
+
+print(response.text)
+`;break;case o.SPEECH:t=`
+# Make the text-to-speech request
+response = client.audio.speech.create(
+	model="${z}",
+	input="${r||"Your text to convert to speech here"}",
+	voice="${f}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
+)
+
+# Save the audio to a file
+output_filename = "output_speech.mp3"
+response.stream_to_file(output_filename)
+print(f"Audio saved to {output_filename}")
+
+# Optional: Customize response format and speed
+# response = client.audio.speech.create(
+#     model="${z}",
+#     input="${r||"Your text to convert to speech here"}",
+#     voice="alloy",
+#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
+#     speed=1.0  # Range: 0.25 to 4.0
+# )
+# response.stream_to_file("output_speech.mp3")
+`;break;default:t="\n# Code generation for this endpoint is not implemented yet."}return`${I}
+${t}`}],339019)}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/01m7lab3u92-v.js b/litellm/proxy/_experimental/out/_next/static/chunks/01m7lab3u92-v.js
new file mode 100644
index 00000000000..dd0196da59e
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/01m7lab3u92-v.js
@@ -0,0 +1,13 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/00q4mtjboprhm.js b/litellm/proxy/_experimental/out/_next/static/chunks/02-u6qtmsnqn0.js
similarity index 89%
rename from litellm/proxy/_experimental/out/_next/static/chunks/00q4mtjboprhm.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/02-u6qtmsnqn0.js
index a2355d3675e..e1a7a779038 100644
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/02-u6qtmsnqn0.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/024dtgrf2jszs.js b/litellm/proxy/_experimental/out/_next/static/chunks/024dtgrf2jszs.js
deleted file mode 100644
index b1a91138cd5..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/024dtgrf2jszs.js
+++ /dev/null
@@ -1 +0,0 @@
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deleted file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0bj0yt1e7b-fn.js b/litellm/proxy/_experimental/out/_next/static/chunks/03m16pvgn6tls.js
similarity index 89%
rename from litellm/proxy/_experimental/out/_next/static/chunks/0bj0yt1e7b-fn.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/03m16pvgn6tls.js
index 9e9cd1aeb5e..604bf07d6dd 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0bj0yt1e7b-fn.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/03m16pvgn6tls.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/03sib2ibxxpji.js b/litellm/proxy/_experimental/out/_next/static/chunks/03sib2ibxxpji.js
new file mode 100644
index 00000000000..ee0c24f0032
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new file mode 100644
index 00000000000..b275472205d
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/03zxkn.2-qj65.js
@@ -0,0 +1,31 @@
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A=e.i(122577),I=e.i(592968),F=e.i(898586),L=e.i(356449),M=e.i(127952),O=e.i(418371),B=e.i(708347),E=e.i(888259),R=e.i(695411),P=e.i(212931);let D=(0,e.i(475254).default)("arrow-right",[["path",{d:"M5 12h14",key:"1ays0h"}],["path",{d:"m12 5 7 7-7 7",key:"xquz4c"}]]);function $({open:e,onCancel:r,children:l}){return(0,t.jsx)(P.Modal,{title:(0,t.jsx)("div",{className:"pb-4 border-b border-gray-100",children:(0,t.jsxs)("div",{className:"flex items-center gap-2 text-gray-800",children:[(0,t.jsx)("div",{className:"p-2 bg-indigo-50 rounded-lg",children:(0,t.jsx)(D,{className:"w-5 h-5 text-indigo-600"})}),(0,t.jsxs)("div",{children:[(0,t.jsx)("h2",{className:"text-lg font-bold m-0",children:"Configure Model Fallbacks"}),(0,t.jsx)("p",{className:"text-sm text-gray-500 font-normal m-0",children:"Manage multiple fallback chains for different models (up to 5 groups at a 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Error: ${e}`)}}let q=({accessToken:e,userRole:l,userID:c})=>{let[u,m]=(0,r.useState)({}),[p,f]=(0,r.useState)(!1),[h,y]=(0,r.useState)(null),[x,_]=(0,r.useState)(!1),{data:w}=(0,T.useModelCostMap)(),C=e=>null!=w&&"object"==typeof w&&e in w?w[e].litellm_provider??"":"";(0,r.useEffect)(()=>{e&&l&&c&&(0,b.getCallbacksCall)(e,c,l).then(e=>{let t=e.router_settings;"model_group_retry_policy"in t&&delete t.model_group_retry_policy,m(t)})},[e,l,c]);let k=e=>{y(e),_(!0)},v=async()=>{if(!h||!e)return;let t=Object.keys(h)[0];if(!t)return;f(!0);let r=u.fallbacks.map(e=>{let r={...e};return t in r&&Array.isArray(r[t])&&delete r[t],r}).filter(e=>Object.keys(e).length>0),l={...u,fallbacks:r};try{await (0,b.setCallbacksCall)(e,{router_settings:l}),m(l),S.default.success("Router settings updated successfully")}catch(e){S.default.fromBackend("Failed to update router settings: "+e)}finally{f(!1),_(!1),y(null)}};if(!e)return null;let L=async t=>{if(!e)return;let r={...u,fallbacks:t};try{await (0,b.setCallbacksCall)(e,{router_settings:r}),m(r)}catch(t){throw S.default.fromBackend("Failed to update router settings: "+t),e&&l&&c&&(0,b.getCallbacksCall)(e,c,l).then(e=>{let t=e.router_settings;"model_group_retry_policy"in t&&delete t.model_group_retry_policy,m(t)}),t}},E=Array.isArray(u.fallbacks)&&u.fallbacks.length>0,R=(0,B.isProxyAdminRole)(l??"");return(0,t.jsxs)(t.Fragment,{children:[R&&(0,t.jsx)(H,{accessToken:e||"",value:u.fallbacks||[],onChange:L}),E?(0,t.jsxs)(a.Table,{children:[(0,t.jsx)(s.TableHead,{children:(0,t.jsxs)(n.TableRow,{children:[(0,t.jsx)(i.TableHeaderCell,{children:"Model Name"}),(0,t.jsx)(i.TableHeaderCell,{children:"Fallbacks"}),(0,t.jsx)(i.TableHeaderCell,{children:"Actions"})]})}),(0,t.jsx)(d.TableBody,{children:u.fallbacks.map((l,a)=>Object.entries(l).map(([s,i])=>{let d;return(0,t.jsxs)(n.TableRow,{children:[(0,t.jsx)(o.TableCell,{className:"align-top",children:(d=C?.(s)??s,(0,t.jsxs)("span",{className:K,children:[(0,t.jsx)(O.ProviderLogo,{provider:d,className:"w-4 h-4 shrink-0"}),(0,t.jsx)("span",{children:s})]}))}),(0,t.jsx)(o.TableCell,{className:"align-top",children:function(e,l){let a=Array.isArray(e)?e:[];if(0===a.length)return null;let s=({modelName:e})=>{let r=l?.(e)??e;return(0,t.jsxs)("span",{className:K,children:[(0,t.jsx)(O.ProviderLogo,{provider:r,className:"w-4 h-4 shrink-0"}),(0,t.jsx)("span",{children:e})]})};return(0,t.jsxs)("span",{className:"grid grid-cols-[auto_1fr] items-start gap-x-2 w-full min-w-0",children:[(0,t.jsx)("span",{className:"inline-flex items-center justify-center w-8 h-8 shrink-0 self-start text-blue-600","aria-hidden":!0,children:(0,t.jsx)(N,{className:"w-5 h-5 stroke-[2.5]"})}),(0,t.jsx)("span",{className:"flex flex-wrap items-start gap-1 min-w-0",children:a.map((e,l)=>(0,t.jsxs)(r.default.Fragment,{children:[l>0&&(0,t.jsx)(g.Icon,{icon:N,size:"xs",className:"shrink-0 text-gray-400"}),(0,t.jsx)(s,{modelName:e})]},e))})]})}(Array.isArray(i)?i:[],C)}),(0,t.jsx)(o.TableCell,{className:"align-top",children:R&&(0,t.jsxs)(t.Fragment,{children:[(0,t.jsx)(I.Tooltip,{title:"Test fallback",children:(0,t.jsx)(g.Icon,{icon:A.PlayIcon,size:"sm",onClick:()=>U(Object.keys(l)[0],e||""),className:"cursor-pointer hover:text-blue-600"})}),(0,t.jsx)(I.Tooltip,{title:"Delete fallback",children:(0,t.jsx)("span",{"data-testid":"delete-fallback-button",role:"button",tabIndex:0,onClick:()=>k(l),onKeyDown:e=>"Enter"===e.key&&k(l),className:"cursor-pointer inline-flex",children:(0,t.jsx)(g.Icon,{icon:j.TrashIcon,size:"sm",className:"hover:text-red-600"})})})]})})]},a.toString()+s)}))})]}):(0,t.jsx)("div",{className:"rounded-lg border border-gray-200 bg-gray-50 px-4 py-6 text-center",children:(0,t.jsx)(F.Typography.Text,{type:"secondary",children:"No fallbacks configured. Add fallbacks to automatically try another model when the primary fails."})}),(0,t.jsx)(M.default,{isOpen:x,title:"Delete Fallback?",message:"Are you sure you want to delete this fallback? This action cannot be undone.",resourceInformationTitle:"Fallback Information",resourceInformation:[{label:"Model Name",value:h?Object.keys(h)[0]:"",code:!0}],onCancel:()=>{_(!1),y(null)},onOk:v,confirmLoading:p})]})};var z=e.i(175712),J=e.i(525720),Q=e.i(311451),Y=e.i(770914),V=e.i(646563),X=e.i(91979),W=e.i(928685),Z=e.i(135214),ee=e.i(954616),et=e.i(266027),er=e.i(912598),el=e.i(243652);let ea=(0,el.createQueryKeys)("routingGroups"),es=async e=>{let t=await (0,b.getRouterSettingsCall)(e),r=t?.current_values??{},l=(Array.isArray(t?.fields)?t.fields:[]).find(e=>e?.field_name==="routing_strategy");return{routingGroups:Array.isArray(r.routing_groups)?r.routing_groups:[],routingStrategy:r.routing_strategy??null,availableStrategies:Array.isArray(l?.options)?l.options:[]}},en=(0,el.createQueryKeys)("routerFields"),ei=async e=>{try{let t=b.proxyBaseUrl?`${b.proxyBaseUrl}/router/fields`:"/router/fields",r=await fetch(t,{method:"GET",headers:{[(0,b.getGlobalLitellmHeaderName)()]:`Bearer ${e}`,"Content-Type":"application/json"}});if(!r.ok){let e=await r.json(),t=e?.error&&(e.error.message||e.error)||e?.message||e?.detail||e?.error||JSON.stringify(e);throw Error(t)}return await r.json()}catch(e){throw console.error("Failed to fetch router fields:",e),e}};var eo=e.i(625901),ed=e.i(592392),ec=e.i(291542),eu=e.i(653496),eg=e.i(262218),em=e.i(539677),ep=e.i(955135),ef=e.i(751904),eh=e.i(245094);let{Text:ey,Paragraph:ex}=F.Typography,eb=e=>{switch(e){case"simple-shuffle":return"Simple Shuffle";case"least-busy":return"Least Busy";case"usage-based-routing":return"Usage Based";case"latency-based-routing":return"Latency Based";default:return e}},e_=e=>e.models[0]??"<your-model>",ej={backgroundColor:"#111827",color:"#f3f4f6",borderRadius:6,padding:16,fontSize:12,whiteSpace:"pre",overflowX:"auto"},ew=({group:e,baseUrl:l})=>{let a={curl:`curl -X POST '${l}/v1/chat/completions' \\
+  -H 'Content-Type: application/json' \\
+  -H 'Authorization: Bearer $LITELLM_API_KEY' \\
+  -d '{
+    "model": "${e_(e)}",
+    "messages": [{"role": "user", "content": "Hello!"}]
+  }'`,python:`from openai import OpenAI
+
+client = OpenAI(
+    api_key="$LITELLM_API_KEY",
+    base_url="${l}",
+)
+
+response = client.chat.completions.create(
+    model="${e_(e)}",
+    messages=[{"role": "user", "content": "Hello!"}],
+)
+
+print(response)`,javascript:`import OpenAI from "openai";
+
+const client = new OpenAI({
+  apiKey: process.env.LITELLM_API_KEY,
+  baseURL: "${l}",
+});
+
+const response = await client.chat.completions.create({
+  model: "${e_(e)}",
+  messages: [{ role: "user", content: "Hello!" }],
+});
+
+console.log(response);`},[s,n]=(0,r.useState)("curl"),i=[{key:"curl",label:"cURL"},{key:"python",label:"Python (OpenAI SDK)"},{key:"javascript",label:"JavaScript (OpenAI SDK)"}].map(({key:e,label:r})=>({key:e,label:r,children:(0,t.jsx)(ex,{code:!0,className:"mb-0!",style:ej,children:a[e]})}));return(0,t.jsx)(eu.Tabs,{size:"small",activeKey:s,onChange:e=>n(e),items:i,tabBarExtraContent:(0,t.jsx)(ex,{copyable:{text:a[s],tooltips:["Copy","Copied"]},className:"mb-0!"})})},eC=({groups:e,loading:l,onEdit:a,onDelete:s,proxyBaseUrl:n})=>{let[i,o]=(0,r.useState)([]),d=n&&n.trim()?n:window.location?.origin?window.location.origin:"<your_proxy_base_url>",c=[{title:"GROUP NAME",dataIndex:"group_name",key:"group_name",render:e=>(0,t.jsx)(ey,{strong:!0,className:"text-blue-600",children:e})},{title:"MODELS",dataIndex:"models",key:"models",render:e=>(0,t.jsx)(J.Flex,{wrap:"wrap",gap:4,children:e.map(e=>(0,t.jsx)(eg.Tag,{children:e},e))})},{title:"STRATEGY",dataIndex:"routing_strategy",key:"routing_strategy",render:e=>(0,t.jsxs)("span",{className:"inline-flex items-center gap-1.5",children:[(0,t.jsx)(em.BranchesOutlined,{className:"text-gray-400"}),(0,t.jsx)(ey,{children:eb(e)})]})},{title:"ACTIONS",key:"actions",width:120,align:"right",render:(e,r)=>(0,t.jsxs)(J.Flex,{justify:"flex-end",align:"center",gap:8,children:[(0,t.jsx)(I.Tooltip,{title:"Edit",children:(0,t.jsx)(C.Button,{type:"text",icon:(0,t.jsx)(ef.EditOutlined,{}),onClick:e=>{e.stopPropagation(),a(r)}})}),(0,t.jsx)(I.Tooltip,{title:"Delete",children:(0,t.jsx)(C.Button,{type:"text",danger:!0,icon:(0,t.jsx)(ep.DeleteOutlined,{}),onClick:e=>{e.stopPropagation(),s(r)}})})]})}];return(0,t.jsx)(ec.Table,{rowKey:"group_name",columns:c,dataSource:e,loading:l,pagination:!1,expandable:{expandedRowKeys:i,onExpandedRowsChange:e=>o([...e]),expandedRowRender:e=>(0,t.jsxs)("div",{className:"bg-gray-50 border border-gray-200 rounded-md p-4 my-2",children:[(0,t.jsxs)(J.Flex,{align:"center",gap:8,className:"mb-2",children:[(0,t.jsx)(eh.CodeOutlined,{className:"text-blue-500"}),(0,t.jsx)(ey,{strong:!0,children:"How routing works for this group"})]}),(0,t.jsxs)(ex,{className:"text-sm text-gray-600 mb-3",children:["Callers request any model in the group by name — LiteLLM picks a deployment behind the scenes using the"," ",(0,t.jsx)(ey,{strong:!0,children:eb(e.routing_strategy)})," strategy."]}),(0,t.jsx)(ew,{group:e,baseUrl:d})]})}})};var eS=e.i(808613),ek=e.i(199133);let{Text:ev,Paragraph:eT}=F.Typography,eN=new Set(["latency-based-routing","usage-based-routing"]),eA=/^[A-Za-z0-9._-]+$/,eI=({open:e,mode:l,initialValue:a,availableStrategies:s,strategyDescriptions:n,modelOptions:i,existingGroupNames:o,onClose:d,onSubmit:c,saving:u})=>{let[g]=eS.Form.useForm(),m=eS.Form.useWatch("routing_strategy",g),p={group_name:a?.group_name??"",models:a?.models??[],routing_strategy:a?.routing_strategy??s[0]??"simple-shuffle",routing_strategy_args:a?.routing_strategy_args?JSON.stringify(a.routing_strategy_args,null,2):""},f=(0,r.useMemo)(()=>new Set(o.filter(e=>e!==a?.group_name).map(e=>e.toLowerCase())),[o,a]),h=async()=>{let e=await g.validateFields(),t=eN.has(String(e.routing_strategy)),r=null;if(t&&e.routing_strategy_args&&e.routing_strategy_args.trim())try{r=JSON.parse(e.routing_strategy_args)}catch{g.setFields([{name:"routing_strategy_args",errors:["Must be valid JSON"]}]);return}await 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/04kkw880e1sbl.js b/litellm/proxy/_experimental/out/_next/static/chunks/04kkw880e1sbl.js
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t,i,o=((t={}).AUDIO_SPEECH="audio_speech",t.AUDIO_TRANSCRIPTION="audio_transcription",t.IMAGE_GENERATION="image_generation",t.VIDEO_GENERATION="video_generation",t.CHAT="chat",t.RESPONSES="responses",t.IMAGE_EDITS="image_edits",t.ANTHROPIC_MESSAGES="anthropic_messages",t.EMBEDDING="embedding",t),n=((i={}).IMAGE="image",i.VIDEO="video",i.CHAT="chat",i.RESPONSES="responses",i.IMAGE_EDITS="image_edits",i.ANTHROPIC_MESSAGES="anthropic_messages",i.EMBEDDINGS="embeddings",i.SPEECH="speech",i.TRANSCRIPTION="transcription",i.A2A_AGENTS="a2a_agents",i.MCP="mcp",i.REALTIME="realtime",i.INTERACTIONS="interactions",i);let r={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"};e.s(["EndpointType",()=>n,"getEndpointType",0,e=>Object.values(o).includes(e)?r[e]:"chat"],865361),e.s(["generateCodeSnippet",0,e=>{let t,{apiKeySource:i,accessToken:o,apiKey:r,inputMessage:a,chatHistory:s,selectedTags:l,selectedVectorStores:c,selectedGuardrails:d,selectedPolicies:u,selectedMCPServers:p,mcpServers:m,mcpServerToolRestrictions:g,selectedVoice:f,endpointType:h,selectedModel:b,selectedSdk:_,proxySettings:y}=e,x="session"===i?o:r,v=window.location.origin,w=y?.LITELLM_UI_API_DOC_BASE_URL;w&&w.trim()?v=w:y?.PROXY_BASE_URL&&(v=y.PROXY_BASE_URL);let S=a||"Your prompt here",j=S.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),$=s.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),C={};l.length>0&&(C.tags=l),c.length>0&&(C.vector_stores=c),d.length>0&&(C.guardrails=d),u.length>0&&(C.policies=u);let k=b||"your-model-name",E="azure"===_?`import openai
-
-client = openai.AzureOpenAI(
-	api_key="${x||"YOUR_LITELLM_API_KEY"}",
-	azure_endpoint="${v}",
-	api_version="2024-02-01"
-)`:`import openai
-
-client = openai.OpenAI(
-	api_key="${x||"YOUR_LITELLM_API_KEY"}",
-	base_url="${v}"
-)`;switch(h){case n.CHAT:{let e=Object.keys(C).length>0,i="";if(e){let e=JSON.stringify({metadata:C},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`,
-    extra_body=${e}`}let o=$.length>0?$:[{role:"user",content:S}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.chat.completions.create(
-    model="${k}",
-    messages=${JSON.stringify(o,null,4)}${i}
-)
-
-print(response)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.chat.completions.create(
-#     model="${k}",
-#     messages=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {
-#                     "type": "text",
-#                     "text": "${j}"
-#                 },
-#                 {
-#                     "type": "image_url",
-#                     "image_url": {
-#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
-#                     }
-#                 }
-#             ]
-#         }
-#     ]${i}
-# )
-# print(response_with_file)
-`;break}case n.RESPONSES:{let e=Object.keys(C).length>0,i="";if(e){let e=JSON.stringify({metadata:C},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`,
-    extra_body=${e}`}let o=$.length>0?$:[{role:"user",content:S}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.responses.create(
-    model="${k}",
-    input=${JSON.stringify(o,null,4)}${i}
-)
-
-print(response.output_text)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.responses.create(
-#     model="${k}",
-#     input=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {"type": "input_text", "text": "${j}"},
-#                 {
-#                     "type": "input_image",
-#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
-#                 },
-#             ],
-#         }
-#     ]${i}
-# )
-# print(response_with_file.output_text)
-`;break}case n.IMAGE:t="azure"===_?`
-# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
-# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
-# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
-import os
-import requests
-import json
-import time
-from PIL import Image
-
-result = client.images.generate(
-	model="${k}",
-	prompt="${a}",
-	n=1
-)
-
-json_response = json.loads(result.model_dump_json())
-
-# Set the directory for the stored image
-image_dir = os.path.join(os.curdir, 'images')
-
-# If the directory doesn't exist, create it
-if not os.path.isdir(image_dir):
-	os.mkdir(image_dir)
-
-# Initialize the image path
-image_filename = f"generated_image_{int(time.time())}.png"
-image_path = os.path.join(image_dir, image_filename)
-
-try:
-	# Retrieve the generated image
-	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
-			image_url = json_response["data"][0]["url"]
-			generated_image = requests.get(image_url).content
-			with open(image_path, "wb") as image_file:
-					image_file.write(generated_image)
-
-			print(f"Image saved to {image_path}")
-			# Display the image
-			image = Image.open(image_path)
-			image.show()
-	else:
-			print("Could not find image URL in response.")
-			print("Full response:", json_response)
-except Exception as e:
-	print(f"An error occurred: {e}")
-	print("Full response:", json_response)
-`:`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${j}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${k}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case n.IMAGE_EDITS:t="azure"===_?`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# The prompt entered by the user
-prompt = "${j}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${k}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`:`
-import base64
-import os
-import time
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${j}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${k}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case n.EMBEDDINGS:t=`
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-	encoding_format="base64" # or "float"
-)
-
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-`;break;case n.TRANSCRIPTION:t=`
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-
-# Make the transcription request
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-	file=audio_file${a?`,
-	prompt="${a.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
-)
-
-print(response.text)
-`;break;case n.SPEECH:t=`
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-	input="${a||"Your text to convert to speech here"}",
-	voice="${f}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
-)
-
-# Save the audio to a file
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-
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-#     input="${a||"Your text to convert to speech here"}",
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-#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
-#     speed=1.0  # Range: 0.25 to 4.0
-# )
-# response.stream_to_file("output_speech.mp3")
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models..."})})})}):E.getRowModel().rows.length>0?E.getRowModel().rows.map(e=>(0,t.jsx)(c.TableRow,{onClick:()=>x?.(e.original),className:x?"cursor-pointer hover:bg-gray-50":"",children:e.getVisibleCells().map(e=>(0,t.jsx)(d.TableCell,{className:`py-0.5 overflow-hidden ${"actions"===e.column.id?"sticky right-0 bg-white shadow-[-4px_0_8px_-6px_rgba(0,0,0,0.1)] w-[120px] ml-8":""} ${e.column.columnDef.meta?.className||""}`,style:{width:"actions"===e.column.id?120:e.column.getSize(),position:"actions"===e.column.id?"sticky":"relative",right:"actions"===e.column.id?0:"auto"},children:(0,i.flexRender)(e.column.columnDef.cell,e.getContext())},e.id))},e.id)):(0,t.jsx)(c.TableRow,{children:(0,t.jsx)(d.TableCell,{colSpan:g.length,className:"h-8 text-center",children:(0,t.jsx)("div",{className:"text-center text-gray-500",children:(0,t.jsx)("p",{children:"No models found"})})})})})]})})})})}])},652272,209261,e=>{"use strict";var 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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/04s-iyzsr4cq~.js b/litellm/proxy/_experimental/out/_next/static/chunks/04s-iyzsr4cq~.js
new file mode 100644
index 00000000000..1a419a22465
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/04s-iyzsr4cq~.js
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new file mode 100644
index 00000000000..f867c51a8a2
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\ No newline at end of file
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deleted file mode 100644
index 3f721e181b4..00000000000
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deleted file mode 100644
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Example"}),(0,s.jsx)(ee.Prism,{language:"python",className:"text-sm",children:`import openai
-
-client = openai.OpenAI(
-    api_key="your_api_key",
-    base_url="${(0,g.getProxyBaseUrl)()}"  # Your LiteLLM Proxy URL
-)
-
-response = client.chat.completions.create(
-    model="${D.model_group}",
-    messages=[
-        {
-            "role": "user",
-            "content": "Hello, how are you?"
-        }
-    ]
-)
-
-print(response.choices[0].message.content)`})]})]})}),(0,s.jsx)(o.Modal,{title:em?.name||"Agent Details",width:1e3,open:eu,footer:null,onOk:eL,onCancel:eO,children:em&&(0,s.jsxs)("div",{className:"space-y-6",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"text-lg font-semibold mb-4",children:"Agent Overview"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4 mb-4",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"font-medium",children:"Name:"}),(0,s.jsx)(a.Text,{children:em.name})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"font-medium",children:"Version:"}),(0,s.jsxs)(t.Badge,{color:"blue",children:["v",em.version]})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"font-medium",children:"Protocol Version:"}),(0,s.jsx)(a.Text,{children:em.protocolVersion})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"font-medium",children:"URL:"}),(0,s.jsxs)("div",{className:"flex items-center 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-import asyncio
-
-# Standard MCP configuration
-config = {
-    "mcpServers": {
-        "${ev.server_name}": {
-            "url": "${(0,g.getProxyBaseUrl)()}/${ev.server_name}/mcp",
-            "headers": {
-                "x-litellm-api-key": "Bearer sk-1234"
-            }
-        }
-    }
-}
-
-# Create a client that connects to the server
-client = Client(config)
-
-async def main():
-    async with client:
-        # List available tools
-        tools = await client.list_tools()
-        print(f"Available tools: {[tool.name for tool in tools]}")
-
-        # Call a tool
-        response = await client.call_tool(
-            name="tool_name",
-            arguments={"arg": "value"}
-        )
-        print(f"Response: {response}")
-
-if __name__ == "__main__":
-    asyncio.run(main())`})]})]})}),(0,s.jsx)(_,{visible:ea,onClose:()=>ei(!1),accessToken:e||"",modelHubData:M||[],onSuccess:()=>{e&&(async()=>{try{let s=await (0,g.modelHubCall)(e);B(s.data)}catch(e){console.error("Error refreshing model data:",e)}})()}}),(0,s.jsx)(f,{visible:ec,onClose:()=>ed(!1),accessToken:e||"",agentHubData:er||[],onSuccess:()=>{e&&(async()=>{try{let s=(await (0,g.getAgentsList)(e)).agents.map(e=>({agent_id:e.agent_id,...e.agent_card_params,is_public:e.is_public}));en(s)}catch(e){console.error("Error refreshing agent data:",e)}})()}}),(0,s.jsx)(N,{visible:eT,onClose:()=>e_(!1),accessToken:e||"",mcpHubData:eg||[],onSuccess:()=>{e&&(async()=>{try{let s=await (0,g.fetchMCPServers)(e);ej(s)}catch(e){console.error("Error refreshing MCP server data:",e)}})()}}),(0,s.jsx)(R,{visible:eM,onClose:()=>eB(!1),accessToken:e||"",skillsList:ew,onSuccess:async()=>{eC((await (0,g.getClaudeCodePluginsList)(e||"",!0===x)).plugins)}})]})}],934879)}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/05jl.36jjki22.js b/litellm/proxy/_experimental/out/_next/static/chunks/05jl.36jjki22.js
deleted file mode 100644
index 68c1b8cbfa7..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/05jl.36jjki22.js
+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0wdodjnd~2hv6.js b/litellm/proxy/_experimental/out/_next/static/chunks/060kl3yana4g8.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/0wdodjnd~2hv6.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/060kl3yana4g8.js
index 3a3ef9caaad..7e171047f03 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0wdodjnd~2hv6.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/060kl3yana4g8.js
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eB=()=>{let[e,r]=(0,s.useState)(""),[l,n]=(0,s.useState)(""),o=(0,s.useMemo)(()=>{let t=parseFloat(e),s=parseFloat(l);if(isNaN(t)||isNaN(s)||0===t||0===s)return null;let r=t+s,a=s/r*100;return{originalCost:r.toFixed(10),finalCost:t.toFixed(10),discountAmount:s.toFixed(10),discountPercentage:a.toFixed(2)}},[e,l]);return(0,t.jsxs)("div",{className:"space-y-4 pt-2",children:[(0,t.jsxs)("div",{children:[(0,t.jsx)(a.Text,{className:"font-medium text-gray-900 text-sm mb-1",children:"Cost Calculation"}),(0,t.jsxs)(a.Text,{className:"text-xs text-gray-600",children:["Discounts are applied to provider costs:"," ",(0,t.jsx)("code",{className:"bg-gray-100 px-1.5 py-0.5 rounded-sm text-xs",children:"final_cost = base_cost × (1 - discount%/100)"})]})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)(a.Text,{className:"font-medium text-gray-900 text-sm mb-1",children:"Example"}),(0,t.jsx)(a.Text,{className:"text-xs text-gray-600",children:"A 5% discount on a $10.00 request results in: $10.00 × (1 - 0.05) = 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0pu3ltw1cci2~.js b/litellm/proxy/_experimental/out/_next/static/chunks/068p6o.s_qzmk.js
similarity index 55%
rename from litellm/proxy/_experimental/out/_next/static/chunks/0pu3ltw1cci2~.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/068p6o.s_qzmk.js
index 481b9e60300..3af24ecefd2 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0pu3ltw1cci2~.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/068p6o.s_qzmk.js
@@ -1,4 +1,4 @@
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@@ -13,13 +13,13 @@
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   https://api.openai.com/v1/chat/completions \\
   -H 'Authorization: Bearer sk-xxx' \\
   -H 'Content-Type: application/json' \\
@@ -32,4 +32,4 @@ ${e}
     }
   ],
   "temperature": 0.7
-  }'`}),(0,t.jsx)(s.Button,{type:"text",icon:(0,t.jsx)(o.CopyOutlined,{}),style:{position:"absolute",right:"8px",top:"8px"},size:"small",onClick:()=>{navigator.clipboard.writeText(c||""),a.default.success("Copied to clipboard")}})]})]})]}),(0,t.jsx)("div",{className:"mt-4 text-right w-full",children:(0,t.jsxs)("p",{className:"text-sm text-gray-500",children:["Found an error? File an issue"," ",(0,t.jsx)("a",{href:"https://github.com/BerriAI/litellm/issues",target:"_blank",rel:"noopener noreferrer",children:"here"}),"."]})})]})};var d=e.i(135214);e.s(["default",0,function(){let{accessToken:e}=(0,d.default)();return(0,t.jsx)(n,{accessToken:e})}],411929)}]);
\ No newline at end of file
+  }'`}),(0,t.jsx)(o.Button,{type:"text",icon:(0,t.jsx)(s.CopyOutlined,{}),style:{position:"absolute",right:"8px",top:"8px"},size:"small",onClick:()=>{navigator.clipboard.writeText(c||""),i.default.success("Copied to clipboard")}})]})]})]}),(0,t.jsx)("div",{className:"mt-4 text-right w-full",children:(0,t.jsxs)("p",{className:"text-sm text-gray-500",children:["Found an error? File an issue"," ",(0,t.jsx)("a",{href:"https://github.com/BerriAI/litellm/issues",target:"_blank",rel:"noopener noreferrer",children:"here"}),"."]})})]})};var d=e.i(135214);e.s(["default",0,function(){let{accessToken:e}=(0,d.default)();return(0,t.jsx)(n,{accessToken:e})}],411929)}]);
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/069vv6t-agy4i.js b/litellm/proxy/_experimental/out/_next/static/chunks/069vv6t-agy4i.js
new file mode 100644
index 00000000000..a155edc8359
--- /dev/null
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/06~wwm45e~p~x.js b/litellm/proxy/_experimental/out/_next/static/chunks/06~wwm45e~p~x.js
deleted file mode 100644
index 440949776b2..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/06~wwm45e~p~x.js
+++ /dev/null
@@ -1,31 +0,0 @@
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-    "model": "${ej(e)}",
-    "messages": [{"role": "user", "content": "Hello!"}]
-  }'`,python:`from openai import OpenAI
-
-client = OpenAI(
-    api_key="$LITELLM_API_KEY",
-    base_url="${l}",
-)
-
-response = client.chat.completions.create(
-    model="${ej(e)}",
-    messages=[{"role": "user", "content": "Hello!"}],
-)
-
-print(response)`,javascript:`import OpenAI from "openai";
-
-const client = new OpenAI({
-  apiKey: process.env.LITELLM_API_KEY,
-  baseURL: "${l}",
-});
-
-const response = await client.chat.completions.create({
-  model: "${ej(e)}",
-  messages: [{ role: "user", content: "Hello!" }],
-});
-
-console.log(response);`},[s,n]=(0,r.useState)("curl"),i=[{key:"curl",label:"cURL"},{key:"python",label:"Python (OpenAI SDK)"},{key:"javascript",label:"JavaScript (OpenAI SDK)"}].map(({key:e,label:r})=>({key:e,label:r,children:(0,t.jsx)(eb,{code:!0,className:"mb-0!",style:ew,children:a[e]})}));return(0,t.jsx)(eg.Tabs,{size:"small",activeKey:s,onChange:e=>n(e),items:i,tabBarExtraContent:(0,t.jsx)(eb,{copyable:{text:a[s],tooltips:["Copy","Copied"]},className:"mb-0!"})})},ek=({groups:e,loading:l,onEdit:a,onDelete:s,proxyBaseUrl:n})=>{let[i,o]=(0,r.useState)([]),d=n&&n.trim()?n:window.location?.origin?window.location.origin:"<your_proxy_base_url>",c=[{title:"GROUP 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/07.7b79hs9bzb.js b/litellm/proxy/_experimental/out/_next/static/chunks/07.7b79hs9bzb.js
deleted file mode 100644
index 2f8fa50a7df..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/07.7b79hs9bzb.js
+++ /dev/null
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-8.23453);--color-sky-200:lab(88.6983% -11.3978 -16.8488);--color-sky-300:lab(80.3307% -20.2945 -31.385);--color-sky-400:lab(70.687% -23.6078 -45.9483);--color-sky-500:lab(63.3038% -18.433 -51.0407);--color-sky-600:lab(51.7754% -11.4712 -49.8349);--color-sky-700:lab(41.6013% -9.10804 -42.5647);--color-sky-800:lab(35.164% -9.57692 -34.4068);--color-sky-900:lab(29.1959% -8.34689 -28.2453);--color-sky-950:lab(17.8299% -5.31271 -21.1584);--color-blue-50:lab(96.492% -1.14644 -5.11479);--color-blue-100:lab(92.0301% -2.24757 -11.6453);--color-blue-200:lab(86.15% -4.04379 -21.0797);--color-blue-300:lab(77.5052% -6.4629 -36.42);--color-blue-400:lab(65.0361% -1.42065 -56.9802);--color-blue-500:lab(54.1736% 13.3369 -74.6839);--color-blue-600:lab(44.0605% 29.0279 -86.0352);--color-blue-700:lab(36.9089% 35.0961 -85.6872);--color-blue-800:lab(30.2514% 27.7853 -70.2699);--color-blue-900:lab(26.1542% 15.7545 -51.5504);--color-blue-950:lab(15.6723% 8.86232 -32.2945);--color-indigo-50:lab(95.4818% .411302 -6.78529);--color-indigo-100:lab(91.6577% 1.04591 -12.7199);--color-indigo-200:lab(84.4329% 3.18977 -23.9688);--color-indigo-300:lab(74.0235% 8.54138 -41.6075);--color-indigo-400:lab(59.866% 22.4834 -64.4485);--color-indigo-500:lab(48.295% 38.3129 -81.9673);--color-indigo-600:lab(38.4009% 52.6132 -92.3857);--color-indigo-700:lab(32.4486% 49.2217 -84.6695);--color-indigo-800:lab(26.6645% 37.9804 -68.6402);--color-indigo-900:lab(23.3911% 24.6978 -50.4718);--color-indigo-950:lab(12.4853% 14.9672 -31.3418);--color-violet-50:lab(96.2416% 2.28849 -5.51657);--color-violet-100:lab(93.0838% 4.35197 -9.88284);--color-violet-200:lab(87.0888% 8.53688 -19.4189);--color-violet-300:lab(76.7419% 18.3911 -37.0706);--color-violet-400:lab(62.8239% 34.9159 -60.0512);--color-violet-500:lab(49.9355% 55.1776 -81.8963);--color-violet-600:lab(41.088% 68.9966 -91.995);--color-violet-700:lab(35.2783% 67.9912 -88.793);--color-violet-800:lab(29.3188% 57.7986 -76.1493);--color-violet-900:lab(24.3783% 45.7525 -61.4902);--color-violet-950:lab(14.0706% 33.3353 -46.7553);--color-purple-50:lab(97.1627% 2.99937 -4.13398);--color-purple-100:lab(93.3333% 6.97437 -9.83434);--color-purple-200:lab(87.8405% 13.4282 -18.7159);--color-purple-300:lab(78.3298% 26.2195 -34.9499);--color-purple-400:lab(63.6946% 47.6127 -59.2066);--color-purple-500:lab(52.0183% 66.11 -78.2316);--color-purple-600:lab(43.0295% 75.21 -86.5669);--color-purple-700:lab(36.1758% 69.8525 -80.0381);--color-purple-800:lab(30.6017% 56.7637 -64.4751);--color-purple-900:lab(24.9401% 45.2703 -51.2728);--color-purple-950:lab(14.8253% 38.9005 -44.5861);--color-fuchsia-50:lab(97.1083% 4.46233 -4.09334);--color-fuchsia-100:lab(93.9419% 9.57647 -9.08735);--color-fuchsia-200:lab(87.7108% 19.9958 -18.2054);--color-fuchsia-300:lab(78.5378% 39.3533 -32.9615);--color-fuchsia-400:lab(66.1178% 66.0652 -52.4733);--color-fuchsia-500:lab(56.4256% 83.132 -64.639);--color-fuchsia-600:lab(47.5131% 83.4271 -63.0363);--color-fuchsia-700:lab(39.787% 72.2653 -53.1244);--color-fuchsia-800:lab(32.904% 60.2883 -43.6569);--color-fuchsia-900:lab(27.755% 48.6174 -34.3553);--color-fuchsia-950:lab(15.7348% 39.0235 -27.4073);--color-pink-50:lab(96.4459% 4.53997 -1.49434);--color-pink-100:lab(93.5864% 9.01193 -3.15079);--color-pink-200:lab(87.4504% 19.6 -6.46662);--color-pink-300:lab(77.8308% 38.525 -10.5394);--color-pink-400:lab(64.5597% 64.3615 -12.7988);--color-pink-500:lab(56.9303% 76.8162 -8.07021);--color-pink-600:lab(49.5493% 79.8381 2.31768);--color-pink-700:lab(42.1737% 71.8009 7.42233);--color-pink-800:lab(34.9559% 60.2885 5.99639);--color-pink-900:lab(29.4367% 49.3962 3.35757);--color-pink-950:lab(15.6116% 35.2166 3.53979);--color-rose-50:lab(96.2369% 4.94155 1.28011);--color-rose-100:lab(92.8221% 9.86832 2.60075);--color-rose-200:lab(86.806% 19.1909 4.07754);--color-rose-300:lab(76.6339% 38.3549 9.68835);--color-rose-400:lab(64.4125% 63.0291 19.2068);--color-rose-500:lab(56.101% 79.4328 31.4532);--color-rose-600:lab(49.1882% 81.577 36.0311);--color-rose-700:lab(41.1651% 71.6251 30.3087);--color-rose-800:lab(34.6481% 60.802 20.1957);--color-rose-900:lab(29.7104% 51.514 12.6253);--color-rose-950:lab(14.2323% 34.0086 9.80922);--color-slate-50:lab(98.1434% -.369519 -1.05966);--color-slate-100:lab(96.286% -.852436 -2.46847);--color-slate-200:lab(91.7353% -.998765 -4.76968);--color-slate-300:lab(84.7652% -1.94535 -7.93337);--color-slate-400:lab(65.5349% -2.25151 -14.5072);--color-slate-500:lab(48.0876% -2.03595 -16.5814);--color-slate-600:lab(35.5623% -1.74978 -15.4316);--color-slate-700:lab(26.9569% -1.47016 -15.6993);--color-slate-800:lab(16.132% -.318035 -14.6672);--color-slate-900:lab(7.78673% 1.82345 -15.0537);--color-slate-950:lab(1.76974% 1.32743 -9.28855);--color-gray-50:lab(98.2596% -.247031 -.706708);--color-gray-100:lab(96.1596% -.0823438 -1.13575);--color-gray-200:lab(91.6229% -.159115 -2.26791);--color-gray-300:lab(85.1236% -.612259 -3.7138);--color-gray-400:lab(65.9269% -.832707 -8.17473);--color-gray-500:lab(47.7841% -.393182 -10.0268);--color-gray-600:lab(35.6337% -1.58697 -10.8425);--color-gray-700:lab(27.1134% -.956401 -12.3224);--color-gray-800:lab(16.1051% -1.18239 -11.7533);--color-gray-900:lab(8.11897% .811279 -12.254);--color-gray-950:lab(1.90334% .278696 -5.48866);--color-zinc-50:lab(98.26% 0 0);--color-zinc-100:lab(96.1634% .0993311 -.364041);--color-zinc-200:lab(90.6853% .399232 -1.45452);--color-zinc-300:lab(84.9837% .601262 -2.17986);--color-zinc-400:lab(65.6464% 1.53497 -5.42429);--color-zinc-500:lab(47.8878% 1.65477 -5.77283);--color-zinc-600:lab(35.1166% 1.78212 -6.1173);--color-zinc-700:lab(26.8019% 1.35387 -4.68303);--color-zinc-800:lab(15.7305% .613764 -2.16959);--color-zinc-900:lab(8.30603% .618205 -2.16572);--color-zinc-950:lab(2.51107% .242703 -.886115);--color-neutral-50:lab(98.26% 0 0);--color-neutral-100:lab(96.52% -.0000298023 .0000119209);--color-neutral-200:lab(90.952% 0 -.0000119209);--color-neutral-300:lab(84.92% 0 -.0000119209);--color-neutral-400:lab(66.128% -.0000298023 .0000119209);--color-neutral-500:lab(48.496% 0 0);--color-neutral-600:lab(34.924% 0 0);--color-neutral-700:lab(27.036% 0 0);--color-neutral-800:lab(15.204% 0 -.00000596046);--color-neutral-900:lab(7.78201% -.0000149012 0);--color-neutral-950:lab(2.75381% 0 0);--color-stone-50:lab(98.2686% -.0991821 .364304);--color-stone-100:lab(96.5286% -.0991821 .364268);--color-stone-200:lab(91.055% .663072 .865579);--color-stone-300:lab(84.7909% .928015 1.59738);--color-stone-400:lab(66.2166% 1.88044 3.20326);--color-stone-500:lab(48.1164% 2.35701 4.26852);--color-stone-600:lab(35.5168% 1.08604 4.07829);--color-stone-700:lab(27.3812% 1.32917 3.57789);--color-stone-800:lab(15.0353% 1.96067 1.53427);--color-stone-900:lab(9.03835% 1.15298 1.92955);--color-stone-950:lab(2.86037% .455312 .568903)}}}@layer base{*,:after,:before,::backdrop{box-sizing:border-box;border:0 solid;margin:0;padding:0}::file-selector-button{box-sizing:border-box;border:0 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-10.0268);opacity:1}::-webkit-datetime-edit-fields-wrapper{padding:0}::-webkit-date-and-time-value{min-height:1.5em}::-webkit-date-and-time-value{text-align:inherit}::-webkit-datetime-edit{display:inline-flex}::-webkit-datetime-edit{padding-top:0;padding-bottom:0}::-webkit-datetime-edit-year-field{padding-top:0;padding-bottom:0}::-webkit-datetime-edit-month-field{padding-top:0;padding-bottom:0}::-webkit-datetime-edit-day-field{padding-top:0;padding-bottom:0}::-webkit-datetime-edit-hour-field{padding-top:0;padding-bottom:0}::-webkit-datetime-edit-minute-field{padding-top:0;padding-bottom:0}::-webkit-datetime-edit-second-field{padding-top:0;padding-bottom:0}::-webkit-datetime-edit-millisecond-field{padding-top:0;padding-bottom:0}::-webkit-datetime-edit-meridiem-field{padding-top:0;padding-bottom:0}select{-webkit-print-color-adjust:exact;print-color-adjust:exact;background-image:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' fill='none' viewBox='0 0 20 20'%3e%3cpath 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(color:color-mix(in lab, red, red)){.bg-primary\/10{background-color:color-mix(in oklab, var(--primary) 10%, transparent)}}.bg-purple-50{background-color:var(--color-purple-50)}.bg-purple-100{background-color:var(--color-purple-100)}.bg-purple-200{background-color:var(--color-purple-200)}.bg-purple-300{background-color:var(--color-purple-300)}.bg-purple-400{background-color:var(--color-purple-400)}.bg-purple-500{background-color:var(--color-purple-500)}.bg-purple-600{background-color:var(--color-purple-600)}.bg-purple-700{background-color:var(--color-purple-700)}.bg-purple-800{background-color:var(--color-purple-800)}.bg-purple-900{background-color:var(--color-purple-900)}.bg-purple-950{background-color:var(--color-purple-950)}.bg-red-50{background-color:var(--color-red-50)}.bg-red-50\/30{background-color:#fef2f24d}@supports (color:color-mix(in lab, red, red)){.bg-red-50\/30{background-color:color-mix(in oklab, var(--color-red-50) 30%, 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red)){.bg-white\/80{background-color:color-mix(in oklab, var(--color-white) 80%, 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var(--tw-gradient-to-position))}.from-teal-400{--tw-gradient-from:var(--color-teal-400);--tw-gradient-stops:var(--tw-gradient-via-stops,var(--tw-gradient-position), var(--tw-gradient-from) var(--tw-gradient-from-position), var(--tw-gradient-to) var(--tw-gradient-to-position))}.to-blue-50{--tw-gradient-to:var(--color-blue-50);--tw-gradient-stops:var(--tw-gradient-via-stops,var(--tw-gradient-position), var(--tw-gradient-from) var(--tw-gradient-from-position), var(--tw-gradient-to) var(--tw-gradient-to-position))}.to-cyan-600{--tw-gradient-to:var(--color-cyan-600);--tw-gradient-stops:var(--tw-gradient-via-stops,var(--tw-gradient-position), var(--tw-gradient-from) var(--tw-gradient-from-position), var(--tw-gradient-to) var(--tw-gradient-to-position))}.to-green-50{--tw-gradient-to:var(--color-green-50);--tw-gradient-stops:var(--tw-gradient-via-stops,var(--tw-gradient-position), var(--tw-gradient-from) var(--tw-gradient-from-position), var(--tw-gradient-to) 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(color:color-mix(in lab, red, red)){.hover\:bg-destructive\/90:hover{background-color:color-mix(in oklab, var(--destructive) 90%, transparent)}}.hover\:bg-emerald-50:hover{background-color:var(--color-emerald-50)}.hover\:bg-emerald-100:hover{background-color:var(--color-emerald-100)}.hover\:bg-emerald-200:hover{background-color:var(--color-emerald-200)}.hover\:bg-emerald-300:hover{background-color:var(--color-emerald-300)}.hover\:bg-emerald-400:hover{background-color:var(--color-emerald-400)}.hover\:bg-emerald-500:hover{background-color:var(--color-emerald-500)}.hover\:bg-emerald-600:hover{background-color:var(--color-emerald-600)}.hover\:bg-emerald-700:hover{background-color:var(--color-emerald-700)}.hover\:bg-emerald-800:hover{background-color:var(--color-emerald-800)}.hover\:bg-emerald-900:hover{background-color:var(--color-emerald-900)}.hover\:bg-emerald-950:hover{background-color:var(--color-emerald-950)}.hover\:bg-fuchsia-50:hover{background-color:var(--color-fuchsia-50)}.hover\:bg-fuchsia-100:hover{background-color:var(--color-fuchsia-100)}.hover\:bg-fuchsia-200:hover{background-color:var(--color-fuchsia-200)}.hover\:bg-fuchsia-300:hover{background-color:var(--color-fuchsia-300)}.hover\:bg-fuchsia-400:hover{background-color:var(--color-fuchsia-400)}.hover\:bg-fuchsia-500:hover{background-color:var(--color-fuchsia-500)}.hover\:bg-fuchsia-600:hover{background-color:var(--color-fuchsia-600)}.hover\:bg-fuchsia-700:hover{background-color:var(--color-fuchsia-700)}.hover\:bg-fuchsia-800:hover{background-color:var(--color-fuchsia-800)}.hover\:bg-fuchsia-900:hover{background-color:var(--color-fuchsia-900)}.hover\:bg-fuchsia-950:hover{background-color:var(--color-fuchsia-950)}.hover\:bg-gray-50:hover{background-color:var(--color-gray-50)}.hover\:bg-gray-100:hover{background-color:var(--color-gray-100)}.hover\:bg-gray-100\!:hover{background-color:var(--color-gray-100)!important}.hover\:bg-gray-200:hover{background-color:var(--color-gray-200)}.hover\:bg-gray-300:hover{background-color:var(--color-gray-300)}.hover\:bg-gray-400:hover{background-color:var(--color-gray-400)}.hover\:bg-gray-500:hover{background-color:var(--color-gray-500)}.hover\:bg-gray-600:hover{background-color:var(--color-gray-600)}.hover\:bg-gray-700:hover{background-color:var(--color-gray-700)}.hover\:bg-gray-800:hover{background-color:var(--color-gray-800)}.hover\:bg-gray-900:hover{background-color:var(--color-gray-900)}.hover\:bg-gray-950:hover{background-color:var(--color-gray-950)}.hover\:bg-green-50:hover{background-color:var(--color-green-50)}.hover\:bg-green-100:hover{background-color:var(--color-green-100)}.hover\:bg-green-200:hover{background-color:var(--color-green-200)}.hover\:bg-green-300:hover{background-color:var(--color-green-300)}.hover\:bg-green-400:hover{background-color:var(--color-green-400)}.hover\:bg-green-500:hover{background-color:var(--color-green-500)}.hover\:bg-green-600:hover{background-color:var(--color-green-600)}.hover\:bg-green-700:hover{background-color:var(--color-green-700)}.hover\:bg-green-800:hover{background-color:var(--color-green-800)}.hover\:bg-green-900:hover{background-color:var(--color-green-900)}.hover\:bg-green-950:hover{background-color:var(--color-green-950)}.hover\:bg-indigo-50:hover{background-color:var(--color-indigo-50)}.hover\:bg-indigo-100:hover{background-color:var(--color-indigo-100)}.hover\:bg-indigo-200:hover{background-color:var(--color-indigo-200)}.hover\:bg-indigo-300:hover{background-color:var(--color-indigo-300)}.hover\:bg-indigo-400:hover{background-color:var(--color-indigo-400)}.hover\:bg-indigo-500:hover{background-color:var(--color-indigo-500)}.hover\:bg-indigo-600:hover{background-color:var(--color-indigo-600)}.hover\:bg-indigo-700:hover{background-color:var(--color-indigo-700)}.hover\:bg-indigo-800:hover{background-color:var(--color-indigo-800)}.hover\:bg-indigo-900:hover{background-color:var(--color-indigo-900)}.hover\:bg-indigo-950:hover{background-color:var(--color-indigo-950)}.hover\:bg-lime-50:hover{background-color:var(--color-lime-50)}.hover\:bg-lime-100:hover{background-color:var(--color-lime-100)}.hover\:bg-lime-200:hover{background-color:var(--color-lime-200)}.hover\:bg-lime-300:hover{background-color:var(--color-lime-300)}.hover\:bg-lime-400:hover{background-color:var(--color-lime-400)}.hover\:bg-lime-500:hover{background-color:var(--color-lime-500)}.hover\:bg-lime-600:hover{background-color:var(--color-lime-600)}.hover\:bg-lime-700:hover{background-color:var(--color-lime-700)}.hover\:bg-lime-800:hover{background-color:var(--color-lime-800)}.hover\:bg-lime-900:hover{background-color:var(--color-lime-900)}.hover\:bg-lime-950:hover{background-color:var(--color-lime-950)}.hover\:bg-muted:hover,.hover\:bg-muted\/50:hover{background-color:var(--muted)}@supports (color:color-mix(in lab, red, red)){.hover\:bg-muted\/50:hover{background-color:color-mix(in oklab, var(--muted) 50%, transparent)}}.hover\:bg-neutral-50:hover{background-color:var(--color-neutral-50)}.hover\:bg-neutral-100:hover{background-color:var(--color-neutral-100)}.hover\:bg-neutral-200:hover{background-color:var(--color-neutral-200)}.hover\:bg-neutral-300:hover{background-color:var(--color-neutral-300)}.hover\:bg-neutral-400:hover{background-color:var(--color-neutral-400)}.hover\:bg-neutral-500:hover{background-color:var(--color-neutral-500)}.hover\:bg-neutral-600:hover{background-color:var(--color-neutral-600)}.hover\:bg-neutral-700:hover{background-color:var(--color-neutral-700)}.hover\:bg-neutral-800:hover{background-color:var(--color-neutral-800)}.hover\:bg-neutral-900:hover{background-color:var(--color-neutral-900)}.hover\:bg-neutral-950:hover{background-color:var(--color-neutral-950)}.hover\:bg-orange-50:hover{background-color:var(--color-orange-50)}.hover\:bg-orange-100:hover{background-color:var(--color-orange-100)}.hover\:bg-orange-200:hover{background-color:var(--color-orange-200)}.hover\:bg-orange-300:hover{background-color:var(--color-orange-300)}.hover\:bg-orange-400:hover{background-color:var(--color-orange-400)}.hover\:bg-orange-500:hover{background-color:var(--color-orange-500)}.hover\:bg-orange-600:hover{background-color:var(--color-orange-600)}.hover\:bg-orange-700:hover{background-color:var(--color-orange-700)}.hover\:bg-orange-800:hover{background-color:var(--color-orange-800)}.hover\:bg-orange-900:hover{background-color:var(--color-orange-900)}.hover\:bg-orange-950:hover{background-color:var(--color-orange-950)}.hover\:bg-pink-50:hover{background-color:var(--color-pink-50)}.hover\:bg-pink-100:hover{background-color:var(--color-pink-100)}.hover\:bg-pink-200:hover{background-color:var(--color-pink-200)}.hover\:bg-pink-300:hover{background-color:var(--color-pink-300)}.hover\:bg-pink-400:hover{background-color:var(--color-pink-400)}.hover\:bg-pink-500:hover{background-color:var(--color-pink-500)}.hover\:bg-pink-600:hover{background-color:var(--color-pink-600)}.hover\:bg-pink-700:hover{background-color:var(--color-pink-700)}.hover\:bg-pink-800:hover{background-color:var(--color-pink-800)}.hover\:bg-pink-900:hover{background-color:var(--color-pink-900)}.hover\:bg-pink-950:hover{background-color:var(--color-pink-950)}.hover\:bg-primary\/90:hover{background-color:var(--primary)}@supports (color:color-mix(in lab, red, red)){.hover\:bg-primary\/90:hover{background-color:color-mix(in oklab, var(--primary) 90%, transparent)}}.hover\:bg-purple-50:hover{background-color:var(--color-purple-50)}.hover\:bg-purple-100:hover{background-color:var(--color-purple-100)}.hover\:bg-purple-200:hover{background-color:var(--color-purple-200)}.hover\:bg-purple-300:hover{background-color:var(--color-purple-300)}.hover\:bg-purple-400:hover{background-color:var(--color-purple-400)}.hover\:bg-purple-500:hover{background-color:var(--color-purple-500)}.hover\:bg-purple-600:hover{background-color:var(--color-purple-600)}.hover\:bg-purple-700:hover{background-color:var(--color-purple-700)}.hover\:bg-purple-800:hover{background-color:var(--color-purple-800)}.hover\:bg-purple-900:hover{background-color:var(--color-purple-900)}.hover\:bg-purple-950:hover{background-color:var(--color-purple-950)}.hover\:bg-red-50:hover{background-color:var(--color-red-50)}.hover\:bg-red-100:hover{background-color:var(--color-red-100)}.hover\:bg-red-200:hover{background-color:var(--color-red-200)}.hover\:bg-red-300:hover{background-color:var(--color-red-300)}.hover\:bg-red-400:hover{background-color:var(--color-red-400)}.hover\:bg-red-500:hover{background-color:var(--color-red-500)}.hover\:bg-red-600:hover{background-color:var(--color-red-600)}.hover\:bg-red-700:hover{background-color:var(--color-red-700)}.hover\:bg-red-800:hover{background-color:var(--color-red-800)}.hover\:bg-red-900:hover{background-color:var(--color-red-900)}.hover\:bg-red-950:hover{background-color:var(--color-red-950)}.hover\:bg-rose-50:hover{background-color:var(--color-rose-50)}.hover\:bg-rose-100:hover{background-color:var(--color-rose-100)}.hover\:bg-rose-200:hover{background-color:var(--color-rose-200)}.hover\:bg-rose-300:hover{background-color:var(--color-rose-300)}.hover\:bg-rose-400:hover{background-color:var(--color-rose-400)}.hover\:bg-rose-500:hover{background-color:var(--color-rose-500)}.hover\:bg-rose-600:hover{background-color:var(--color-rose-600)}.hover\:bg-rose-700:hover{background-color:var(--color-rose-700)}.hover\:bg-rose-800:hover{background-color:var(--color-rose-800)}.hover\:bg-rose-900:hover{background-color:var(--color-rose-900)}.hover\:bg-rose-950:hover{background-color:var(--color-rose-950)}.hover\:bg-secondary\/80:hover{background-color:var(--secondary)}@supports 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red)){.bg-emerald-500.bg-opacity-20{background-color:color-mix(in oklab, var(--color-emerald-500) 20%, transparent)}}.bg-emerald-500.bg-opacity-40{background-color:#00bb7f66}@supports (color:color-mix(in lab, red, red)){.bg-emerald-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-emerald-500) 40%, transparent)}}.hover\:bg-emerald-500.hover\:bg-opacity-20:hover{background-color:#00bb7f33}@supports (color:color-mix(in lab, red, red)){.hover\:bg-emerald-500.hover\:bg-opacity-20:hover{background-color:color-mix(in oklab, var(--color-emerald-500) 20%, transparent)}}.group:hover .bg-emerald-500.group-hover\:bg-opacity-30{background-color:#00bb7f4d}@supports (color:color-mix(in lab, red, red)){.group:hover .bg-emerald-500.group-hover\:bg-opacity-30{background-color:color-mix(in oklab, var(--color-emerald-500) 30%, transparent)}}.ring-emerald-500.ring-opacity-20{--tw-ring-color:#00bb7f33}@supports (color:color-mix(in lab, red, red)){.ring-emerald-500.ring-opacity-20{--tw-ring-color:color-mix(in oklab, var(--color-emerald-500) 20%, transparent)}}.ring-emerald-300.ring-opacity-40{--tw-ring-color:#5ee9b566}@supports (color:color-mix(in lab, red, red)){.ring-emerald-300.ring-opacity-40{--tw-ring-color:color-mix(in oklab, var(--color-emerald-300) 40%, transparent)}}.bg-teal-500.bg-opacity-10{background-color:#00baa71a}@supports (color:color-mix(in lab, red, red)){.bg-teal-500.bg-opacity-10{background-color:color-mix(in oklab, var(--color-teal-500) 10%, transparent)}}.bg-teal-500.bg-opacity-20{background-color:#00baa733}@supports (color:color-mix(in lab, red, red)){.bg-teal-500.bg-opacity-20{background-color:color-mix(in oklab, var(--color-teal-500) 20%, transparent)}}.bg-teal-500.bg-opacity-40{background-color:#00baa766}@supports (color:color-mix(in lab, red, red)){.bg-teal-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-teal-500) 40%, transparent)}}.hover\:bg-teal-500.hover\:bg-opacity-20:hover{background-color:#00baa733}@supports (color:color-mix(in lab, red, red)){.hover\:bg-teal-500.hover\:bg-opacity-20:hover{background-color:color-mix(in oklab, var(--color-teal-500) 20%, transparent)}}.group:hover .bg-teal-500.group-hover\:bg-opacity-30{background-color:#00baa74d}@supports (color:color-mix(in lab, red, red)){.group:hover .bg-teal-500.group-hover\:bg-opacity-30{background-color:color-mix(in oklab, var(--color-teal-500) 30%, transparent)}}.ring-teal-500.ring-opacity-20{--tw-ring-color:#00baa733}@supports (color:color-mix(in lab, red, red)){.ring-teal-500.ring-opacity-20{--tw-ring-color:color-mix(in oklab, var(--color-teal-500) 20%, transparent)}}.ring-teal-300.ring-opacity-40{--tw-ring-color:#46ecd566}@supports (color:color-mix(in lab, red, red)){.ring-teal-300.ring-opacity-40{--tw-ring-color:color-mix(in oklab, var(--color-teal-300) 40%, transparent)}}.bg-cyan-500.bg-opacity-10{background-color:#00b7d71a}@supports (color:color-mix(in lab, red, red)){.bg-cyan-500.bg-opacity-10{background-color:color-mix(in oklab, var(--color-cyan-500) 10%, transparent)}}.bg-cyan-500.bg-opacity-20{background-color:#00b7d733}@supports (color:color-mix(in lab, red, red)){.bg-cyan-500.bg-opacity-20{background-color:color-mix(in oklab, var(--color-cyan-500) 20%, transparent)}}.bg-cyan-500.bg-opacity-40{background-color:#00b7d766}@supports (color:color-mix(in lab, red, red)){.bg-cyan-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-cyan-500) 40%, transparent)}}.hover\:bg-cyan-500.hover\:bg-opacity-20:hover{background-color:#00b7d733}@supports (color:color-mix(in lab, red, red)){.hover\:bg-cyan-500.hover\:bg-opacity-20:hover{background-color:color-mix(in oklab, var(--color-cyan-500) 20%, transparent)}}.group:hover .bg-cyan-500.group-hover\:bg-opacity-30{background-color:#00b7d74d}@supports (color:color-mix(in lab, red, red)){.group:hover .bg-cyan-500.group-hover\:bg-opacity-30{background-color:color-mix(in oklab, var(--color-cyan-500) 30%, transparent)}}.ring-cyan-500.ring-opacity-20{--tw-ring-color:#00b7d733}@supports (color:color-mix(in lab, red, red)){.ring-cyan-500.ring-opacity-20{--tw-ring-color:color-mix(in oklab, var(--color-cyan-500) 20%, transparent)}}.ring-cyan-300.ring-opacity-40{--tw-ring-color:#53eafd66}@supports (color:color-mix(in lab, red, red)){.ring-cyan-300.ring-opacity-40{--tw-ring-color:color-mix(in oklab, var(--color-cyan-300) 40%, transparent)}}.bg-sky-500.bg-opacity-10{background-color:#00a5ef1a}@supports (color:color-mix(in lab, red, red)){.bg-sky-500.bg-opacity-10{background-color:color-mix(in oklab, var(--color-sky-500) 10%, transparent)}}.bg-sky-500.bg-opacity-20{background-color:#00a5ef33}@supports (color:color-mix(in lab, red, red)){.bg-sky-500.bg-opacity-20{background-color:color-mix(in oklab, var(--color-sky-500) 20%, transparent)}}.bg-sky-500.bg-opacity-40{background-color:#00a5ef66}@supports (color:color-mix(in lab, red, red)){.bg-sky-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-sky-500) 40%, transparent)}}.hover\:bg-sky-500.hover\:bg-opacity-20:hover{background-color:#00a5ef33}@supports (color:color-mix(in lab, red, red)){.hover\:bg-sky-500.hover\:bg-opacity-20:hover{background-color:color-mix(in oklab, var(--color-sky-500) 20%, transparent)}}.group:hover .bg-sky-500.group-hover\:bg-opacity-30{background-color:#00a5ef4d}@supports (color:color-mix(in lab, red, red)){.group:hover .bg-sky-500.group-hover\:bg-opacity-30{background-color:color-mix(in oklab, var(--color-sky-500) 30%, transparent)}}.ring-sky-500.ring-opacity-20{--tw-ring-color:#00a5ef33}@supports (color:color-mix(in lab, red, red)){.ring-sky-500.ring-opacity-20{--tw-ring-color:color-mix(in oklab, var(--color-sky-500) 20%, transparent)}}.ring-sky-300.ring-opacity-40{--tw-ring-color:#77d4ff66}@supports (color:color-mix(in lab, red, red)){.ring-sky-300.ring-opacity-40{--tw-ring-color:color-mix(in oklab, var(--color-sky-300) 40%, transparent)}}.bg-blue-500.bg-opacity-10{background-color:#3080ff1a}@supports (color:color-mix(in lab, red, red)){.bg-blue-500.bg-opacity-10{background-color:color-mix(in oklab, var(--color-blue-500) 10%, transparent)}}.bg-blue-500.bg-opacity-20{background-color:#3080ff33}@supports (color:color-mix(in lab, red, red)){.bg-blue-500.bg-opacity-20{background-color:color-mix(in oklab, var(--color-blue-500) 20%, transparent)}}.bg-blue-500.bg-opacity-40{background-color:#3080ff66}@supports (color:color-mix(in lab, red, red)){.bg-blue-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-blue-500) 40%, transparent)}}.hover\:bg-blue-500.hover\:bg-opacity-20:hover{background-color:#3080ff33}@supports (color:color-mix(in lab, red, red)){.hover\:bg-blue-500.hover\:bg-opacity-20:hover{background-color:color-mix(in oklab, var(--color-blue-500) 20%, transparent)}}.group:hover .bg-blue-500.group-hover\:bg-opacity-30{background-color:#3080ff4d}@supports (color:color-mix(in lab, red, red)){.group:hover .bg-blue-500.group-hover\:bg-opacity-30{background-color:color-mix(in oklab, var(--color-blue-500) 30%, transparent)}}.ring-blue-500.ring-opacity-20{--tw-ring-color:#3080ff33}@supports (color:color-mix(in lab, red, red)){.ring-blue-500.ring-opacity-20{--tw-ring-color:color-mix(in oklab, var(--color-blue-500) 20%, transparent)}}.ring-blue-300.ring-opacity-40{--tw-ring-color:#90c5ff66}@supports (color:color-mix(in lab, red, red)){.ring-blue-300.ring-opacity-40{--tw-ring-color:color-mix(in oklab, var(--color-blue-300) 40%, transparent)}}.bg-indigo-500.bg-opacity-10{background-color:#625fff1a}@supports (color:color-mix(in lab, red, red)){.bg-indigo-500.bg-opacity-10{background-color:color-mix(in oklab, var(--color-indigo-500) 10%, transparent)}}.bg-indigo-500.bg-opacity-20{background-color:#625fff33}@supports (color:color-mix(in lab, red, red)){.bg-indigo-500.bg-opacity-20{background-color:color-mix(in oklab, var(--color-indigo-500) 20%, transparent)}}.bg-indigo-500.bg-opacity-40{background-color:#625fff66}@supports (color:color-mix(in lab, red, red)){.bg-indigo-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-indigo-500) 40%, transparent)}}.hover\:bg-indigo-500.hover\:bg-opacity-20:hover{background-color:#625fff33}@supports (color:color-mix(in lab, red, red)){.hover\:bg-indigo-500.hover\:bg-opacity-20:hover{background-color:color-mix(in oklab, var(--color-indigo-500) 20%, transparent)}}.group:hover .bg-indigo-500.group-hover\:bg-opacity-30{background-color:#625fff4d}@supports (color:color-mix(in lab, red, red)){.group:hover .bg-indigo-500.group-hover\:bg-opacity-30{background-color:color-mix(in oklab, var(--color-indigo-500) 30%, transparent)}}.ring-indigo-500.ring-opacity-20{--tw-ring-color:#625fff33}@supports (color:color-mix(in lab, red, red)){.ring-indigo-500.ring-opacity-20{--tw-ring-color:color-mix(in oklab, var(--color-indigo-500) 20%, transparent)}}.ring-indigo-300.ring-opacity-40{--tw-ring-color:#a4b3ff66}@supports (color:color-mix(in lab, red, red)){.ring-indigo-300.ring-opacity-40{--tw-ring-color:color-mix(in oklab, var(--color-indigo-300) 40%, transparent)}}.bg-violet-500.bg-opacity-10{background-color:#8d54ff1a}@supports (color:color-mix(in lab, red, red)){.bg-violet-500.bg-opacity-10{background-color:color-mix(in oklab, var(--color-violet-500) 10%, transparent)}}.bg-violet-500.bg-opacity-20{background-color:#8d54ff33}@supports (color:color-mix(in lab, red, red)){.bg-violet-500.bg-opacity-20{background-color:color-mix(in oklab, var(--color-violet-500) 20%, transparent)}}.bg-violet-500.bg-opacity-40{background-color:#8d54ff66}@supports (color:color-mix(in lab, red, red)){.bg-violet-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-violet-500) 40%, transparent)}}.hover\:bg-violet-500.hover\:bg-opacity-20:hover{background-color:#8d54ff33}@supports (color:color-mix(in lab, red, red)){.hover\:bg-violet-500.hover\:bg-opacity-20:hover{background-color:color-mix(in oklab, var(--color-violet-500) 20%, transparent)}}.group:hover .bg-violet-500.group-hover\:bg-opacity-30{background-color:#8d54ff4d}@supports (color:color-mix(in lab, red, red)){.group:hover .bg-violet-500.group-hover\:bg-opacity-30{background-color:color-mix(in oklab, var(--color-violet-500) 30%, transparent)}}.ring-violet-500.ring-opacity-20{--tw-ring-color:#8d54ff33}@supports (color:color-mix(in lab, red, red)){.ring-violet-500.ring-opacity-20{--tw-ring-color:color-mix(in oklab, var(--color-violet-500) 20%, transparent)}}.ring-violet-300.ring-opacity-40{--tw-ring-color:#c4b4ff66}@supports (color:color-mix(in lab, red, red)){.ring-violet-300.ring-opacity-40{--tw-ring-color:color-mix(in oklab, var(--color-violet-300) 40%, transparent)}}.bg-purple-500.bg-opacity-10{background-color:#ac4bff1a}@supports (color:color-mix(in lab, red, red)){.bg-purple-500.bg-opacity-10{background-color:color-mix(in oklab, var(--color-purple-500) 10%, transparent)}}.bg-purple-500.bg-opacity-20{background-color:#ac4bff33}@supports (color:color-mix(in lab, red, red)){.bg-purple-500.bg-opacity-20{background-color:color-mix(in oklab, var(--color-purple-500) 20%, transparent)}}.bg-purple-500.bg-opacity-40{background-color:#ac4bff66}@supports (color:color-mix(in lab, red, red)){.bg-purple-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-purple-500) 40%, transparent)}}.hover\:bg-purple-500.hover\:bg-opacity-20:hover{background-color:#ac4bff33}@supports (color:color-mix(in lab, red, red)){.hover\:bg-purple-500.hover\:bg-opacity-20:hover{background-color:color-mix(in oklab, var(--color-purple-500) 20%, transparent)}}.group:hover .bg-purple-500.group-hover\:bg-opacity-30{background-color:#ac4bff4d}@supports (color:color-mix(in lab, red, red)){.group:hover .bg-purple-500.group-hover\:bg-opacity-30{background-color:color-mix(in oklab, var(--color-purple-500) 30%, transparent)}}.ring-purple-500.ring-opacity-20{--tw-ring-color:#ac4bff33}@supports (color:color-mix(in lab, red, red)){.ring-purple-500.ring-opacity-20{--tw-ring-color:color-mix(in oklab, var(--color-purple-500) 20%, transparent)}}.ring-purple-300.ring-opacity-40{--tw-ring-color:#d9b3ff66}@supports (color:color-mix(in lab, red, red)){.ring-purple-300.ring-opacity-40{--tw-ring-color:color-mix(in oklab, var(--color-purple-300) 40%, transparent)}}.bg-fuchsia-500.bg-opacity-10{background-color:#e12afb1a}@supports (color:color-mix(in lab, red, red)){.bg-fuchsia-500.bg-opacity-10{background-color:color-mix(in oklab, var(--color-fuchsia-500) 10%, transparent)}}.bg-fuchsia-500.bg-opacity-20{background-color:#e12afb33}@supports (color:color-mix(in lab, red, red)){.bg-fuchsia-500.bg-opacity-20{background-color:color-mix(in oklab, var(--color-fuchsia-500) 20%, transparent)}}.bg-fuchsia-500.bg-opacity-40{background-color:#e12afb66}@supports (color:color-mix(in lab, red, red)){.bg-fuchsia-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-fuchsia-500) 40%, transparent)}}.hover\:bg-fuchsia-500.hover\:bg-opacity-20:hover{background-color:#e12afb33}@supports (color:color-mix(in lab, red, red)){.hover\:bg-fuchsia-500.hover\:bg-opacity-20:hover{background-color:color-mix(in oklab, var(--color-fuchsia-500) 20%, transparent)}}.group:hover .bg-fuchsia-500.group-hover\:bg-opacity-30{background-color:#e12afb4d}@supports (color:color-mix(in lab, red, red)){.group:hover .bg-fuchsia-500.group-hover\:bg-opacity-30{background-color:color-mix(in oklab, var(--color-fuchsia-500) 30%, transparent)}}.ring-fuchsia-500.ring-opacity-20{--tw-ring-color:#e12afb33}@supports (color:color-mix(in lab, red, red)){.ring-fuchsia-500.ring-opacity-20{--tw-ring-color:color-mix(in oklab, var(--color-fuchsia-500) 20%, transparent)}}.ring-fuchsia-300.ring-opacity-40{--tw-ring-color:#f2a9ff66}@supports (color:color-mix(in lab, red, red)){.ring-fuchsia-300.ring-opacity-40{--tw-ring-color:color-mix(in oklab, var(--color-fuchsia-300) 40%, transparent)}}.bg-pink-500.bg-opacity-10{background-color:#f6339a1a}@supports (color:color-mix(in lab, red, red)){.bg-pink-500.bg-opacity-10{background-color:color-mix(in oklab, var(--color-pink-500) 10%, transparent)}}.bg-pink-500.bg-opacity-20{background-color:#f6339a33}@supports (color:color-mix(in lab, red, red)){.bg-pink-500.bg-opacity-20{background-color:color-mix(in oklab, var(--color-pink-500) 20%, transparent)}}.bg-pink-500.bg-opacity-40{background-color:#f6339a66}@supports (color:color-mix(in lab, red, red)){.bg-pink-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-pink-500) 40%, transparent)}}.hover\:bg-pink-500.hover\:bg-opacity-20:hover{background-color:#f6339a33}@supports (color:color-mix(in lab, red, red)){.hover\:bg-pink-500.hover\:bg-opacity-20:hover{background-color:color-mix(in oklab, var(--color-pink-500) 20%, transparent)}}.group:hover .bg-pink-500.group-hover\:bg-opacity-30{background-color:#f6339a4d}@supports (color:color-mix(in lab, red, red)){.group:hover .bg-pink-500.group-hover\:bg-opacity-30{background-color:color-mix(in oklab, var(--color-pink-500) 30%, transparent)}}.ring-pink-500.ring-opacity-20{--tw-ring-color:#f6339a33}@supports (color:color-mix(in lab, red, red)){.ring-pink-500.ring-opacity-20{--tw-ring-color:color-mix(in oklab, var(--color-pink-500) 20%, transparent)}}.ring-pink-300.ring-opacity-40{--tw-ring-color:#fda5d566}@supports (color:color-mix(in lab, red, red)){.ring-pink-300.ring-opacity-40{--tw-ring-color:color-mix(in oklab, var(--color-pink-300) 40%, transparent)}}.bg-rose-500.bg-opacity-10{background-color:#ff23571a}@supports (color:color-mix(in lab, red, red)){.bg-rose-500.bg-opacity-10{background-color:color-mix(in oklab, var(--color-rose-500) 10%, transparent)}}.bg-rose-500.bg-opacity-20{background-color:#ff235733}@supports (color:color-mix(in lab, red, red)){.bg-rose-500.bg-opacity-20{background-color:color-mix(in oklab, var(--color-rose-500) 20%, transparent)}}.bg-rose-500.bg-opacity-40{background-color:#ff235766}@supports (color:color-mix(in lab, red, red)){.bg-rose-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-rose-500) 40%, transparent)}}.hover\:bg-rose-500.hover\:bg-opacity-20:hover{background-color:#ff235733}@supports (color:color-mix(in lab, red, red)){.hover\:bg-rose-500.hover\:bg-opacity-20:hover{background-color:color-mix(in oklab, var(--color-rose-500) 20%, transparent)}}.group:hover .bg-rose-500.group-hover\:bg-opacity-30{background-color:#ff23574d}@supports (color:color-mix(in lab, red, red)){.group:hover .bg-rose-500.group-hover\:bg-opacity-30{background-color:color-mix(in oklab, var(--color-rose-500) 30%, transparent)}}.ring-rose-500.ring-opacity-20{--tw-ring-color:#ff235733}@supports 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/077lpxhql0wyy.js b/litellm/proxy/_experimental/out/_next/static/chunks/077lpxhql0wyy.js
deleted file mode 100644
index 479b2fddfee..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/077lpxhql0wyy.js
+++ /dev/null
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new file mode 100644
index 00000000000..d60cb06123b
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deleted file mode 100644
index 6cbc422e491..00000000000
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/09n4d0jmr93_4.js b/litellm/proxy/_experimental/out/_next/static/chunks/09n4d0jmr93_4.js
new file mode 100644
index 00000000000..a8b762a6cf2
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/09n4d0jmr93_4.js
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/09qysx83l-.6u.js b/litellm/proxy/_experimental/out/_next/static/chunks/09qysx83l-.6u.js
new file mode 100644
index 00000000000..0c7d72c1b0b
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/09qysx83l-.6u.js
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new file mode 100644
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p=({href:e,className:r})=>(0,o.jsxs)("a",{href:e,target:"_blank",rel:"noopener noreferrer",title:"Open documentation in a new tab",className:(0,g.cn)("inline-flex items-center gap-2 rounded-xl border border-zinc-200 bg-white/80 px-3.5 py-2 text-sm font-medium text-zinc-700 shadow-xs","hover:bg-white focus-visible:outline-hidden focus-visible:ring-2 focus-visible:ring-blue-500 active:translate-y-[0.5px]",r),children:[(0,o.jsx)("span",{children:"API Reference Docs"}),(0,o.jsx)(d.ExternalLink,{"aria-hidden":!0,className:"h-4 w-4 opacity-80"}),(0,o.jsx)("span",{className:"sr-only",children:"(opens in a new tab)"})]}),m=({proxySettings:e})=>{let d="<your_proxy_base_url>",g=e?.LITELLM_UI_API_DOC_BASE_URL;return g&&g.trim()?d=g:e?.PROXY_BASE_URL&&(d=e.PROXY_BASE_URL),(0,o.jsx)(o.Fragment,{children:(0,o.jsx)(i.Grid,{className:"gap-2 p-8 h-[80vh] w-full mt-2",children:(0,o.jsxs)("div",{className:"mb-5",children:[(0,o.jsxs)("div",{className:"flex items-center justify-between",children:[(0,o.jsx)("p",{className:"text-2xl text-tremor-content-strong dark:text-dark-tremor-content-strong font-semibold",children:"OpenAI Compatible Proxy: API Reference"}),(0,o.jsx)(p,{className:"ml-3 shrink-0",href:"https://docs.litellm.ai/docs/proxy/user_keys"})]}),(0,o.jsxs)(r.Text,{className:"mt-2 mb-2",children:["LiteLLM is OpenAI Compatible. This means your API Key works with the OpenAI SDK. Just replace the base_url to point to your litellm proxy. Example Below"," "]}),(0,o.jsxs)(n.TabGroup,{children:[(0,o.jsxs)(s.TabList,{children:[(0,o.jsx)(l.Tab,{children:"OpenAI Python SDK"}),(0,o.jsx)(l.Tab,{children:"LlamaIndex"}),(0,o.jsx)(l.Tab,{children:"Langchain Py"})]}),(0,o.jsxs)(a.TabPanels,{children:[(0,o.jsx)(t.TabPanel,{children:(0,o.jsx)(c.default,{language:"python",code:`import openai
+client = openai.OpenAI(
+    api_key="your_api_key",
+    base_url="${d}" # LiteLLM Proxy is OpenAI compatible, Read More: https://docs.litellm.ai/docs/proxy/user_keys
+)
+
+response = client.chat.completions.create(
+    model="gpt-3.5-turbo", # model to send to the proxy
+    messages = [
+        {
+            "role": "user",
+            "content": "this is a test request, write a short poem"
+        }
+    ]
+)
+
+print(response)`})}),(0,o.jsx)(t.TabPanel,{children:(0,o.jsx)(c.default,{language:"python",code:`import os, dotenv
+
+from llama_index.llms import AzureOpenAI
+from llama_index.embeddings import AzureOpenAIEmbedding
+from llama_index import VectorStoreIndex, SimpleDirectoryReader, ServiceContext
+
+llm = AzureOpenAI(
+    engine="azure-gpt-3.5",               # model_name on litellm proxy
+    temperature=0.0,
+    azure_endpoint="${d}", # litellm proxy endpoint
+    api_key="sk-1234",                    # litellm proxy API Key
+    api_version="2023-07-01-preview",
+)
+
+embed_model = AzureOpenAIEmbedding(
+    deployment_name="azure-embedding-model",
+    azure_endpoint="${d}",
+    api_key="sk-1234",
+    api_version="2023-07-01-preview",
+)
+
+documents = SimpleDirectoryReader("llama_index_data").load_data()
+service_context = ServiceContext.from_defaults(llm=llm, embed_model=embed_model)
+index = VectorStoreIndex.from_documents(documents, service_context=service_context)
+
+query_engine = index.as_query_engine()
+response = query_engine.query("What did the author do growing up?")
+print(response)`})}),(0,o.jsx)(t.TabPanel,{children:(0,o.jsx)(c.default,{language:"python",code:`from langchain.chat_models import ChatOpenAI
+from langchain.prompts.chat import (
+    ChatPromptTemplate,
+    HumanMessagePromptTemplate,
+    SystemMessagePromptTemplate,
+)
+from langchain.schema import HumanMessage, SystemMessage
+
+chat = ChatOpenAI(
+    openai_api_base="${d}",
+    model = "gpt-3.5-turbo",
+    temperature=0.1
+)
+
+messages = [
+    SystemMessage(
+        content="You are a helpful assistant that im using to make a test request to."
+    ),
+    HumanMessage(
+        content="test from litellm. tell me why it's amazing in 1 sentence"
+    ),
+]
+response = chat(messages)
+
+print(response)`})})]})]})]})})})};var h=e.i(541202),u=e.i(135214),b=e.i(592392);e.s(["default",0,()=>{let{accessToken:e}=(0,u.default)(),r=(0,b.default)(e);return(0,o.jsxs)(o.Fragment,{children:[(0,o.jsx)(h.DeprecationBanner,{featureName:"The API Reference tab"}),(0,o.jsx)(m,{proxySettings:r})]})}],191905)}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0_1wg4k2zmtbm.js b/litellm/proxy/_experimental/out/_next/static/chunks/0_1wg4k2zmtbm.js
deleted file mode 100644
index 2600ce22ad2..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0_1wg4k2zmtbm.js
+++ /dev/null
@@ -1,10 +0,0 @@
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-
-resolver = A2ACardResolver(
-    httpx_client=httpx_client,
-    base_url=base_url,
-    # agent_card_path uses default, extended_agent_card_path also uses default
-)
-
-# Fetch Public Agent Card and Initialize Client
-final_agent_card_to_use: AgentCard | None = None
-_public_card = (
-    await resolver.get_agent_card()
-)  # Fetches from default public path - \`/agents/{agent_id}/\`
-final_agent_card_to_use = _public_card
-
-if _public_card.supports_authenticated_extended_card:
-    try:
-        auth_headers_dict = {
-            'Authorization': 'Bearer dummy-token-for-extended-card'
-        }
-        _extended_card = await resolver.get_agent_card(
-            relative_card_path=EXTENDED_AGENT_CARD_PATH,
-            http_kwargs={'headers': auth_headers_dict},
-        )
-        final_agent_card_to_use = (
-            _extended_card  # Update to use the extended card
-        )
-    except Exception as e_extended:
-        logger.warning(
-            f'Failed to fetch extended agent card: {e_extended}. Will proceed with public card.',
-            exc_info=True,
-        )`})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eU(`from a2a.client import A2ACardResolver, A2AClient
-from a2a.types import (
-    AgentCard,
-    MessageSendParams,
-    SendMessageRequest,
-    SendStreamingMessageRequest,
-)
-from a2a.utils.constants import (
-    AGENT_CARD_WELL_KNOWN_PATH,
-    EXTENDED_AGENT_CARD_PATH,
-)
-
-base_url = '${eC.url}'
-
-resolver = A2ACardResolver(
-    httpx_client=httpx_client,
-    base_url=base_url,
-    # agent_card_path uses default, extended_agent_card_path also uses default
-)
-
-# Fetch Public Agent Card and Initialize Client
-final_agent_card_to_use: AgentCard | None = None
-_public_card = (
-    await resolver.get_agent_card()
-)  # Fetches from default public path - \`/agents/{agent_id}/\`
-final_agent_card_to_use = _public_card
-
-if _public_card.supports_authenticated_extended_card:
-    try:
-        auth_headers_dict = {
-            'Authorization': 'Bearer dummy-token-for-extended-card'
-        }
-        _extended_card = await resolver.get_agent_card(
-            relative_card_path=EXTENDED_AGENT_CARD_PATH,
-            http_kwargs={'headers': auth_headers_dict},
-        )
-        final_agent_card_to_use = (
-            _extended_card  # Update to use the extended card
-        )
-    except Exception as e_extended:
-        logger.warning(
-            f'Failed to fetch extended agent card: {e_extended}. Will proceed with public card.',
-            exc_info=True,
-        )`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-sm font-medium mb-2 text-gray-700",children:"Step 2: Call the Agent"}),(0,s.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,s.jsx)("pre",{className:"text-xs",children:`client = A2AClient(
-    httpx_client=httpx_client, agent_card=final_agent_card_to_use
-)
-
-send_message_payload: dict[str, Any] = {
-    'message': {
-        'role': 'user',
-        'parts': [
-            {'kind': 'text', 'text': 'how much is 10 USD in INR?'}
-        ],
-        'messageId': uuid4().hex,
-    },
-}
-request = SendMessageRequest(
-    id=str(uuid4()), params=MessageSendParams(**send_message_payload)
-)
-
-response = await client.send_message(request)
-print(response.model_dump(mode='json', exclude_none=True))`})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eU(`client = A2AClient(
-    httpx_client=httpx_client, agent_card=final_agent_card_to_use
-)
-
-send_message_payload: dict[str, Any] = {
-    'message': {
-        'role': 'user',
-        'parts': [
-            {'kind': 'text', 'text': 'how much is 10 USD in INR?'}
-        ],
-        'messageId': uuid4().hex,
-    },
-}
-request = SendMessageRequest(
-    id=str(uuid4()), params=MessageSendParams(**send_message_payload)
-)
-
-response = await client.send_message(request)
-print(response.model_dump(mode='json', exclude_none=True))`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})]})}),(0,s.jsx)(o.Modal,{title:(0,s.jsxs)("div",{className:"flex items-center space-x-2",children:[(0,s.jsx)("span",{children:eA?.server_name||"MCP Server Details"}),eA&&(0,s.jsx)(h.Tooltip,{title:"Copy server name",children:(0,s.jsx)(u.Copy,{onClick:()=>eU(eA.server_name),className:"cursor-pointer text-gray-500 hover:text-blue-500 w-4 h-4"})})]}),width:1e3,open:e_,footer:null,onOk:()=>{eT(!1),eM(null)},onCancel:()=>{eT(!1),eM(null)},children:eA&&(0,s.jsxs)("div",{className:"space-y-6",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Server Overview"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4 mb-4",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Server Name:"}),(0,s.jsx)(n.Text,{children:eA.server_name})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Transport:"}),(0,s.jsx)(m.Tag,{color:"blue",children:eA.transport})]}),eA.alias&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Alias:"}),(0,s.jsx)(n.Text,{children:eA.alias})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Auth Type:"}),(0,s.jsx)(m.Tag,{color:"none"===eA.auth_type?"gray":"green",children:eA.auth_type})]}),(0,s.jsxs)("div",{className:"col-span-2",children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Description:"}),(0,s.jsx)(n.Text,{children:eA.mcp_info?.description||"-"})]})]})]}),eA.mcp_info&&Object.keys(eA.mcp_info).length>0&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Additional Information"}),(0,s.jsx)("div",{className:"bg-gray-50 p-4 rounded-lg",children:(0,s.jsx)("pre",{className:"text-xs overflow-x-auto",children:JSON.stringify(eA.mcp_info,null,2)})})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example"}),(0,s.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,s.jsx)("pre",{className:"text-sm",children:`# Using MCP Server with Python FastMCP
-
-from fastmcp import Client
-import asyncio
-
-# Standard MCP configuration
-config = {
-    "mcpServers": {
-        "${eA.server_name}": {
-            "url": "${(0,v.getProxyBaseUrl)()}/${eA.server_name}/mcp",
-            "headers": {
-                "x-litellm-api-key": "Bearer sk-1234"
-            }
-        }
-    }
-}
-
-# Create a client that connects to the server
-client = Client(config)
-
-async def main():
-    async with client:
-        # List available tools
-        tools = await client.list_tools()
-        print(f"Available tools: {[tool.name for tool in tools]}")
-
-        # Call a tool
-        response = await client.call_tool(
-            name="tool_name", 
-            arguments={"arg": "value"}
-        )
-        print(f"Response: {response}")
-
-if __name__ == "__main__":
-    asyncio.run(main())`})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eU(`# Using MCP Server with Python FastMCP
-
-from fastmcp import Client
-import asyncio
-
-# Standard MCP configuration
-config = {
-    "mcpServers": {
-        "${eA.server_name}": {
-            "url": "${(0,v.getProxyBaseUrl)()}/${eA.server_name}/mcp",
-            "headers": {
-                "x-litellm-api-key": "Bearer sk-1234"
-            }
-        }
-    }
-}
-
-# Create a client that connects to the server
-client = Client(config)
-
-async def main():
-    async with client:
-        # List available tools
-        tools = await client.list_tools()
-        print(f"Available tools: {[tool.name for tool in tools]}")
-
-        # Call a tool
-        response = await client.call_tool(
-            name="tool_name", 
-            arguments={"arg": "value"}
-        )
-        print(f"Response: {response}")
-
-if __name__ == "__main__":
-    asyncio.run(main())`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})})]})})}])}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0_nll0_papjy~.js b/litellm/proxy/_experimental/out/_next/static/chunks/0_nll0_papjy~.js
deleted file mode 100644
index a5f176082f1..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0_nll0_papjy~.js
+++ /dev/null
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new file mode 100644
index 00000000000..7df681001a9
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0e9hs7onyj28m.js b/litellm/proxy/_experimental/out/_next/static/chunks/0a6iga_s7xld1.js
similarity index 69%
rename from litellm/proxy/_experimental/out/_next/static/chunks/0e9hs7onyj28m.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/0a6iga_s7xld1.js
index 97e37c16222..7c69944d38a 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0e9hs7onyj28m.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0a6iga_s7xld1.js
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         & > ${n}-affix-wrapper,
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+
+client = openai.AzureOpenAI(
+	api_key="${_||"YOUR_LITELLM_API_KEY"}",
+	azure_endpoint="${k}",
+	api_version="2024-02-01"
+)`:`import openai
+
+client = openai.OpenAI(
+	api_key="${_||"YOUR_LITELLM_API_KEY"}",
+	base_url="${k}"
+)`;switch(f){case a.CHAT:{let e=Object.keys(S).length>0,o="";if(e){let e=JSON.stringify({metadata:S},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();o=`,
+    extra_body=${e}`}let r=j.length>0?j:[{role:"user",content:w}];t=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.chat.completions.create(
+    model="${z}",
+    messages=${JSON.stringify(r,null,4)}${o}
+)
+
+print(response)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.chat.completions.create(
+#     model="${z}",
+#     messages=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {
+#                     "type": "text",
+#                     "text": "${C}"
+#                 },
+#                 {
+#                     "type": "image_url",
+#                     "image_url": {
+#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
+#                     }
+#                 }
+#             ]
+#         }
+#     ]${o}
+# )
+# print(response_with_file)
+`;break}case a.RESPONSES:{let e=Object.keys(S).length>0,o="";if(e){let e=JSON.stringify({metadata:S},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();o=`,
+    extra_body=${e}`}let r=j.length>0?j:[{role:"user",content:w}];t=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.responses.create(
+    model="${z}",
+    input=${JSON.stringify(r,null,4)}${o}
+)
+
+print(response.output_text)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.responses.create(
+#     model="${z}",
+#     input=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {"type": "input_text", "text": "${C}"},
+#                 {
+#                     "type": "input_image",
+#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
+#                 },
+#             ],
+#         }
+#     ]${o}
+# )
+# print(response_with_file.output_text)
+`;break}case a.IMAGE:t="azure"===v?`
+# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
+# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
+# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
+import os
+import requests
+import json
+import time
+from PIL import Image
+
+result = client.images.generate(
+	model="${z}",
+	prompt="${n}",
+	n=1
+)
+
+json_response = json.loads(result.model_dump_json())
+
+# Set the directory for the stored image
+image_dir = os.path.join(os.curdir, 'images')
+
+# If the directory doesn't exist, create it
+if not os.path.isdir(image_dir):
+	os.mkdir(image_dir)
+
+# Initialize the image path
+image_filename = f"generated_image_{int(time.time())}.png"
+image_path = os.path.join(image_dir, image_filename)
+
+try:
+	# Retrieve the generated image
+	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
+			image_url = json_response["data"][0]["url"]
+			generated_image = requests.get(image_url).content
+			with open(image_path, "wb") as image_file:
+					image_file.write(generated_image)
+
+			print(f"Image saved to {image_path}")
+			# Display the image
+			image = Image.open(image_path)
+			image.show()
+	else:
+			print("Could not find image URL in response.")
+			print("Full response:", json_response)
+except Exception as e:
+	print(f"An error occurred: {e}")
+	print("Full response:", json_response)
+`:`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${C}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${z}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case a.IMAGE_EDITS:t="azure"===v?`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# The prompt entered by the user
+prompt = "${C}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${z}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`:`
+import base64
+import os
+import time
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${C}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${z}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case a.EMBEDDINGS:t=`
+response = client.embeddings.create(
+	input="${n||"Your string here"}",
+	model="${z}",
+	encoding_format="base64" # or "float"
+)
+
+print(response.data[0].embedding)
+`;break;case a.TRANSCRIPTION:t=`
+# Open the audio file
+audio_file = open("path/to/your/audio/file.mp3", "rb")
+
+# Make the transcription request
+response = client.audio.transcriptions.create(
+	model="${z}",
+	file=audio_file${n?`,
+	prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
+)
+
+print(response.text)
+`;break;case a.SPEECH:t=`
+# Make the text-to-speech request
+response = client.audio.speech.create(
+	model="${z}",
+	input="${n||"Your text to convert to speech here"}",
+	voice="${g}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
+)
+
+# Save the audio to a file
+output_filename = "output_speech.mp3"
+response.stream_to_file(output_filename)
+print(f"Audio saved to {output_filename}")
+
+# Optional: Customize response format and speed
+# response = client.audio.speech.create(
+#     model="${z}",
+#     input="${n||"Your text to convert to speech here"}",
+#     voice="alloy",
+#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
+#     speed=1.0  # Range: 0.25 to 4.0
+# )
+# response.stream_to_file("output_speech.mp3")
+`;break;default:t="\n# Code generation for this endpoint is not implemented yet."}return`${N}
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/04jvxoid~vpxj.js b/litellm/proxy/_experimental/out/_next/static/chunks/0aqpm5mabssqz.js
similarity index 96%
rename from litellm/proxy/_experimental/out/_next/static/chunks/04jvxoid~vpxj.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/0aqpm5mabssqz.js
index 9dc1fe4ed21..5bf7fedde8c 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0axk76owb7jv..js b/litellm/proxy/_experimental/out/_next/static/chunks/0axk76owb7jv..js
new file mode 100644
index 00000000000..9ec07a7e16e
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new file mode 100644
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new file mode 100644
index 00000000000..ec063948cd2
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0b5ys20if-ovu.js
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new file mode 100644
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new file mode 100644
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new file mode 100644
index 00000000000..a3dfe11cb1e
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new file mode 100644
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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0eenr4v7sbd44.js b/litellm/proxy/_experimental/out/_next/static/chunks/0eenr4v7sbd44.js
new file mode 100644
index 00000000000..988e50df384
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0eenr4v7sbd44.js
@@ -0,0 +1,91 @@
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new file mode 100644
index 00000000000..67a746ae30d
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new file mode 100644
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#f1f3f4"},children:[(0,t.jsx)("td",{style:{padding:"12px 0",color:"#3c4043"},children:e.property}),(0,t.jsx)("td",{style:{padding:"12px 0",color:"#202124"},children:e.value})]},r))})]})]}),(0,t.jsxs)("div",{style:{width:240,flexShrink:0},children:[(0,t.jsxs)("div",{style:{marginBottom:24},children:[(0,t.jsx)("div",{style:{fontSize:12,color:"#5f6368",marginBottom:4},children:"Status"}),(0,t.jsx)("span",{style:{fontSize:12,padding:"3px 10px",borderRadius:12,backgroundColor:e.enabled?"#e6f4ea":"#f1f3f4",color:e.enabled?"#137333":"#5f6368",fontWeight:500},children:e.enabled?"Public":"Draft"})]}),g&&(0,t.jsxs)("div",{style:{marginBottom:24},children:[(0,t.jsx)("div",{style:{fontSize:12,color:"#5f6368",marginBottom:4},children:"Source"}),(0,t.jsxs)("a",{href:g,target:"_blank",rel:"noopener noreferrer",style:{fontSize:13,color:"#1a73e8",wordBreak:"break-all",display:"flex",alignItems:"center",gap:4},children:[g.replace("https://",""),(0,t.jsx)(n.LinkOutlined,{style:{fontSize:11,flexShrink:0}})]})]}),e.keywords&&e.keywords.length>0&&(0,t.jsxs)("div",{style:{marginBottom:24},children:[(0,t.jsx)("div",{style:{fontSize:12,color:"#5f6368",marginBottom:8},children:"Tags"}),(0,t.jsx)("div",{style:{display:"flex",flexWrap:"wrap",gap:6},children:e.keywords.map(e=>(0,t.jsx)("span",{style:{fontSize:12,padding:"4px 12px",borderRadius:16,border:"1px solid #dadce0",color:"#3c4043",backgroundColor:"#fff"},children:e},e))})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)("div",{style:{fontSize:12,color:"#5f6368",marginBottom:4},children:"Skill ID"}),(0,t.jsx)("div",{style:{fontSize:12,fontFamily:"monospace",color:"#3c4043",wordBreak:"break-all"},children:e.id})]})]})]}),"usage"===c&&(0,t.jsxs)("div",{style:{maxWidth:640},children:[(0,t.jsx)("h2",{style:{fontSize:18,fontWeight:400,color:"#202124",margin:"0 0 8px 0"},children:"Using this skill"}),(0,t.jsx)("p",{style:{fontSize:14,color:"#5f6368",margin:"0 0 24px 0",lineHeight:1.6},children:"Once your proxy is set as a marketplace, enable this skill in Claude Code with one command:"}),(0,t.jsxs)("div",{style:{border:"1px solid #dadce0",borderRadius:8,overflow:"hidden",marginBottom:24},children:[(0,t.jsxs)("div",{style:{display:"flex",alignItems:"center",justifyContent:"space-between",padding:"10px 16px",backgroundColor:"#f8f9fa",borderBottom:"1px solid #dadce0"},children:[(0,t.jsx)("span",{style:{fontSize:13,color:"#3c4043",fontWeight:500},children:"Run in Claude Code"}),(0,t.jsxs)("button",{onClick:()=>p(f,"install"),style:{display:"flex",alignItems:"center",gap:4,fontSize:12,color:"install"===u?"#137333":"#1a73e8",background:"none",border:"none",cursor:"pointer",padding:0},children:["install"===u?(0,t.jsx)(o.CheckOutlined,{}):(0,t.jsx)(i.CopyOutlined,{}),"install"===u?"Copied":"Copy"]})]}),(0,t.jsx)("pre",{style:{margin:0,padding:"14px 16px",fontSize:14,fontFamily:"monospace",color:"#202124",backgroundColor:"#fff"},children:f})]}),(0,t.jsxs)("p",{style:{fontSize:13,color:"#5f6368",lineHeight:1.6,margin:0},children:["Don't have the marketplace configured yet?"," ",(0,t.jsx)("span",{onClick:()=>d("setup"),style:{color:"#1a73e8",cursor:"pointer"},children:"See one-time setup →"})]})]}),"setup"===c&&(0,t.jsxs)("div",{style:{maxWidth:640},children:[(0,t.jsx)("h2",{style:{fontSize:18,fontWeight:400,color:"#202124",margin:"0 0 8px 0"},children:"One-time marketplace setup"}),(0,t.jsxs)("p",{style:{fontSize:14,color:"#5f6368",margin:"0 0 24px 0",lineHeight:1.6},children:["Add this to"," ",(0,t.jsx)("code",{style:{fontSize:13,backgroundColor:"#f1f3f4",padding:"1px 6px",borderRadius:4},children:"~/.claude/settings.json"})," ","to point Claude Code at your proxy:"]}),(0,t.jsxs)("div",{style:{border:"1px solid #dadce0",borderRadius:8,overflow:"hidden"},children:[(0,t.jsxs)("div",{style:{display:"flex",alignItems:"center",justifyContent:"space-between",padding:"10px 16px",backgroundColor:"#f8f9fa",borderBottom:"1px solid #dadce0"},children:[(0,t.jsx)("span",{style:{fontSize:13,color:"#3c4043",fontWeight:500},children:"~/.claude/settings.json"}),(0,t.jsxs)("button",{onClick:()=>{p(JSON.stringify({extraKnownMarketplaces:{"my-org":{source:"url",url:`${window.location.origin}/claude-code/marketplace.json`}}},null,2),"settings")},style:{display:"flex",alignItems:"center",gap:4,fontSize:12,color:"settings"===u?"#137333":"#1a73e8",background:"none",border:"none",cursor:"pointer",padding:0},children:["settings"===u?(0,t.jsx)(o.CheckOutlined,{}):(0,t.jsx)(i.CopyOutlined,{}),"settings"===u?"Copied":"Copy"]})]}),(0,t.jsx)("pre",{style:{margin:0,padding:"14px 16px",fontSize:13,fontFamily:"monospace",color:"#202124",backgroundColor:"#fff"},children:JSON.stringify({extraKnownMarketplaces:{"my-org":{source:"url",url:`${window.location.origin}/claude-code/marketplace.json`}}},null,2)})]})]})]})}],652272)},339019,865361,e=>{"use strict";var t,r,a=((t={}).AUDIO_SPEECH="audio_speech",t.AUDIO_TRANSCRIPTION="audio_transcription",t.IMAGE_GENERATION="image_generation",t.VIDEO_GENERATION="video_generation",t.CHAT="chat",t.RESPONSES="responses",t.IMAGE_EDITS="image_edits",t.ANTHROPIC_MESSAGES="anthropic_messages",t.EMBEDDING="embedding",t),i=((r={}).IMAGE="image",r.VIDEO="video",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages",r.EMBEDDINGS="embeddings",r.SPEECH="speech",r.TRANSCRIPTION="transcription",r.A2A_AGENTS="a2a_agents",r.MCP="mcp",r.REALTIME="realtime",r.INTERACTIONS="interactions",r);let o={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"};e.s(["EndpointType",()=>i,"getEndpointType",0,e=>Object.values(a).includes(e)?o[e]:"chat"],865361),e.s(["generateCodeSnippet",0,e=>{let t,{apiKeySource:r,accessToken:a,apiKey:o,inputMessage:n,chatHistory:l,selectedTags:s,selectedVectorStores:c,selectedGuardrails:d,selectedPolicies:u,selectedMCPServers:m,mcpServers:p,mcpServerToolRestrictions:g,selectedVoice:f,endpointType:h,selectedModel:b,selectedSdk:y,proxySettings:x}=e,_="session"===r?a:o,v=window.location.origin,w=x?.LITELLM_UI_API_DOC_BASE_URL;w&&w.trim()?v=w:x?.PROXY_BASE_URL&&(v=x.PROXY_BASE_URL);let j=n||"Your prompt here",S=j.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),C=l.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),$={};s.length>0&&($.tags=s),c.length>0&&($.vector_stores=c),d.length>0&&($.guardrails=d),u.length>0&&($.policies=u);let k=b||"your-model-name",O="azure"===y?`import openai
-
-client = openai.AzureOpenAI(
-	api_key="${_||"YOUR_LITELLM_API_KEY"}",
-	azure_endpoint="${v}",
-	api_version="2024-02-01"
-)`:`import openai
-
-client = openai.OpenAI(
-	api_key="${_||"YOUR_LITELLM_API_KEY"}",
-	base_url="${v}"
-)`;switch(h){case i.CHAT:{let e=Object.keys($).length>0,r="";if(e){let e=JSON.stringify({metadata:$},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();r=`,
-    extra_body=${e}`}let a=C.length>0?C:[{role:"user",content:j}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.chat.completions.create(
-    model="${k}",
-    messages=${JSON.stringify(a,null,4)}${r}
-)
-
-print(response)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.chat.completions.create(
-#     model="${k}",
-#     messages=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {
-#                     "type": "text",
-#                     "text": "${S}"
-#                 },
-#                 {
-#                     "type": "image_url",
-#                     "image_url": {
-#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
-#                     }
-#                 }
-#             ]
-#         }
-#     ]${r}
-# )
-# print(response_with_file)
-`;break}case i.RESPONSES:{let e=Object.keys($).length>0,r="";if(e){let e=JSON.stringify({metadata:$},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();r=`,
-    extra_body=${e}`}let a=C.length>0?C:[{role:"user",content:j}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.responses.create(
-    model="${k}",
-    input=${JSON.stringify(a,null,4)}${r}
-)
-
-print(response.output_text)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.responses.create(
-#     model="${k}",
-#     input=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {"type": "input_text", "text": "${S}"},
-#                 {
-#                     "type": "input_image",
-#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
-#                 },
-#             ],
-#         }
-#     ]${r}
-# )
-# print(response_with_file.output_text)
-`;break}case i.IMAGE:t="azure"===y?`
-# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
-# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
-# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
-import os
-import requests
-import json
-import time
-from PIL import Image
-
-result = client.images.generate(
-	model="${k}",
-	prompt="${n}",
-	n=1
-)
-
-json_response = json.loads(result.model_dump_json())
-
-# Set the directory for the stored image
-image_dir = os.path.join(os.curdir, 'images')
-
-# If the directory doesn't exist, create it
-if not os.path.isdir(image_dir):
-	os.mkdir(image_dir)
-
-# Initialize the image path
-image_filename = f"generated_image_{int(time.time())}.png"
-image_path = os.path.join(image_dir, image_filename)
-
-try:
-	# Retrieve the generated image
-	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
-			image_url = json_response["data"][0]["url"]
-			generated_image = requests.get(image_url).content
-			with open(image_path, "wb") as image_file:
-					image_file.write(generated_image)
-
-			print(f"Image saved to {image_path}")
-			# Display the image
-			image = Image.open(image_path)
-			image.show()
-	else:
-			print("Could not find image URL in response.")
-			print("Full response:", json_response)
-except Exception as e:
-	print(f"An error occurred: {e}")
-	print("Full response:", json_response)
-`:`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${S}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${k}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case i.IMAGE_EDITS:t="azure"===y?`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# The prompt entered by the user
-prompt = "${S}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${k}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`:`
-import base64
-import os
-import time
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${S}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${k}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case i.EMBEDDINGS:t=`
-response = client.embeddings.create(
-	input="${n||"Your string here"}",
-	model="${k}",
-	encoding_format="base64" # or "float"
-)
-
-print(response.data[0].embedding)
-`;break;case i.TRANSCRIPTION:t=`
-# Open the audio file
-audio_file = open("path/to/your/audio/file.mp3", "rb")
-
-# Make the transcription request
-response = client.audio.transcriptions.create(
-	model="${k}",
-	file=audio_file${n?`,
-	prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
-)
-
-print(response.text)
-`;break;case i.SPEECH:t=`
-# Make the text-to-speech request
-response = client.audio.speech.create(
-	model="${k}",
-	input="${n||"Your text to convert to speech here"}",
-	voice="${f}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
-)
-
-# Save the audio to a file
-output_filename = "output_speech.mp3"
-response.stream_to_file(output_filename)
-print(f"Audio saved to {output_filename}")
-
-# Optional: Customize response format and speed
-# response = client.audio.speech.create(
-#     model="${k}",
-#     input="${n||"Your text to convert to speech here"}",
-#     voice="alloy",
-#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
-#     speed=1.0  # Range: 0.25 to 4.0
-# )
-# response.stream_to_file("output_speech.mp3")
-`;break;default:t="\n# Code generation for this endpoint is not implemented yet."}return`${O}
-${t}`}],339019)}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0f2wyvhnwd.zh.js b/litellm/proxy/_experimental/out/_next/static/chunks/0f2wyvhnwd.zh.js
new file mode 100644
index 00000000000..19b992a7313
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0f2wyvhnwd.zh.js
@@ -0,0 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0ft3qhkd2xm70.js b/litellm/proxy/_experimental/out/_next/static/chunks/0ft3qhkd2xm70.js
new file mode 100644
index 00000000000..fceec927ec8
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0ft3qhkd2xm70.js
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+    ${t}-jump-next
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+    &${t}-mini ${t}-next ${t}-item-link
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0f~m6gi_k-res.js b/litellm/proxy/_experimental/out/_next/static/chunks/0f~m6gi_k-res.js
new file mode 100644
index 00000000000..7b3229cf73c
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0f~m6gi_k-res.js
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0gs3rt4djbpok.js b/litellm/proxy/_experimental/out/_next/static/chunks/0gs3rt4djbpok.js
deleted file mode 100644
index 92373e02348..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0gw7v5z1-5x0y.js b/litellm/proxy/_experimental/out/_next/static/chunks/0gw7v5z1-5x0y.js
new file mode 100644
index 00000000000..59f766f1826
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0gw7v5z1-5x0y.js
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e=a.getMouseInfo(t);if(e){var r=u1(u1({},e),{},{isTooltipActive:!0});a.setState(r),a.triggerSyncEvent(r);var n=a.props.onClick;(0,C.default)(n)&&n(r,t)}}),u2(a,"handleMouseDown",function(t){var e=a.props.onMouseDown;(0,C.default)(e)&&e(a.getMouseInfo(t),t)}),u2(a,"handleMouseUp",function(t){var e=a.props.onMouseUp;(0,C.default)(e)&&e(a.getMouseInfo(t),t)}),u2(a,"handleTouchMove",function(t){null!=t.changedTouches&&t.changedTouches.length>0&&a.throttleTriggeredAfterMouseMove(t.changedTouches[0])}),u2(a,"handleTouchStart",function(t){null!=t.changedTouches&&t.changedTouches.length>0&&a.handleMouseDown(t.changedTouches[0])}),u2(a,"handleTouchEnd",function(t){null!=t.changedTouches&&t.changedTouches.length>0&&a.handleMouseUp(t.changedTouches[0])}),u2(a,"handleDoubleClick",function(t){var e=a.props.onDoubleClick;(0,C.default)(e)&&e(a.getMouseInfo(t),t)}),u2(a,"handleContextMenu",function(t){var e=a.props.onContextMenu;(0,C.default)(e)&&e(a.getMouseInfo(t),t)}),u2(a,"triggerSyncEvent",function(t){void 0!==a.props.syncId&&ut.emit(ue,a.props.syncId,t,a.eventEmitterSymbol)}),u2(a,"applySyncEvent",function(t){var e=a.props,r=e.layout,n=e.syncMethod,o=a.state.updateId,i=t.dataStartIndex,l=t.dataEndIndex;if(void 0!==t.dataStartIndex||void 0!==t.dataEndIndex)a.setState(u1({dataStartIndex:i,dataEndIndex:l},m({props:a.props,dataStartIndex:i,dataEndIndex:l,updateId:o},a.state)));else if(void 0!==t.activeTooltipIndex){var u=t.chartX,c=t.chartY,s=t.activeTooltipIndex,f=a.state,p=f.offset,d=f.tooltipTicks;if(!p)return;if("function"==typeof n)s=n(d,t);else if("value"===n){s=-1;for(var y=0;y<d.length;y++)if(d[y].value===t.activeLabel){s=y;break}}var h=u1(u1({},p),{},{x:p.left,y:p.top}),v=Math.min(u,h.x+h.width),b=Math.min(c,h.y+h.height),g=d[s]&&d[s].value,x=ce(a.state,a.props.data,s),O=d[s]?{x:"horizontal"===r?d[s].coordinate:v,y:"horizontal"===r?b:d[s].coordinate}:u5;a.setState(u1(u1({},t),{},{activeLabel:g,activeCoordinate:O,activePayload:x,activeTooltipIndex:s}))}else a.setState(t)}),u2(a,"renderCursor",function(t){var r,n=a.state,o=n.isTooltipActive,i=n.activeCoordinate,l=n.activePayload,c=n.offset,s=n.activeTooltipIndex,f=n.tooltipAxisBandSize,p=a.getTooltipEventType(),d=null!=(r=t.props.active)?r:o,y=a.props.layout,h=t.key||"_recharts-cursor";return u.default.createElement(uF,{key:h,activeCoordinate:i,activePayload:l,activeTooltipIndex:s,chartName:e,element:t,isActive:d,layout:y,offset:c,tooltipAxisBandSize:f,tooltipEventType:p})}),u2(a,"renderPolarAxis",function(t,e,r){var n=(0,d.default)(t,"type.axisType"),o=(0,d.default)(a.state,"".concat(n,"Map")),i=t.type.defaultProps,l=void 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c=l.item,s=uq(l,uU);return(0,u.cloneElement)(c,u1(u1({},s),{},{chartWidth:n,chartHeight:o,margin:i,onBBoxUpdate:a.handleLegendBBoxUpdate}))}),u2(a,"renderTooltip",function(){var t,e=a.props,r=e.children,n=e.accessibilityLayer,o=Z(r,t0);if(!o)return null;var i=a.state,l=i.isTooltipActive,c=i.activeCoordinate,s=i.activePayload,f=i.activeLabel,p=i.offset,d=null!=(t=o.props.active)?t:l;return(0,u.cloneElement)(o,{viewBox:u1(u1({},p),{},{x:p.left,y:p.top}),active:d,label:f,payload:d?s:[],coordinate:c,accessibilityLayer:n})}),u2(a,"renderBrush",function(t){var e=a.props,r=e.margin,n=e.data,o=a.state,i=o.offset,l=o.dataStartIndex,c=o.dataEndIndex,s=o.updateId;return(0,u.cloneElement)(t,{key:t.key||"_recharts-brush",onChange:o3(a.handleBrushChange,t.props.onChange),data:n,x:b(t.props.x)?t.props.x:i.left,y:b(t.props.y)?t.props.y:i.top+i.height+i.brushBottom-(r.bottom||0),width:b(t.props.width)?t.props.width:i.width,startIndex:l,endIndex:c,updateId:"brush-".concat(s)})}),u2(a,"renderReferenceElement",function(t,e,r){if(!t)return null;var n=a.clipPathId,o=a.state,i=o.xAxisMap,l=o.yAxisMap,c=o.offset,s=t.type.defaultProps||{},f=t.props,p=f.xAxisId,d=void 0===p?s.xAxisId:p,y=f.yAxisId,h=void 0===y?s.yAxisId:y;return(0,u.cloneElement)(t,{key:t.key||"".concat(e,"-").concat(r),xAxis:i[d],yAxis:l[h],viewBox:{x:c.left,y:c.top,width:c.width,height:c.height},clipPathId:n})}),u2(a,"renderActivePoints",function(t){var e=t.item,r=t.activePoint,o=t.basePoint,a=t.childIndex,i=t.isRange,l=[],u=e.props.key,c=void 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0!==n.item.type.defaultProps?u1(u1({},n.item.type.defaultProps),n.item.props):n.item.props,g=b.activeDot,x=b.hide,O=b.activeBar,w=b.activeShape,j=!!(!x&&l&&p&&(g||O||w)),S={};"axis"!==o&&p&&"click"===p.props.trigger?S={onClick:o3(a.handleItemMouseEnter,t.props.onClick)}:"axis"!==o&&(S={onMouseLeave:o3(a.handleItemMouseLeave,t.props.onMouseLeave),onMouseEnter:o3(a.handleItemMouseEnter,t.props.onMouseEnter)});var P=(0,u.cloneElement)(t,u1(u1({},n.props),S));if(j)if(s>=0){if(c.dataKey&&!c.allowDuplicatedCategory){var E="function"==typeof c.dataKey?function(t){return"function"==typeof c.dataKey?c.dataKey(t.payload):null}:"payload.".concat(c.dataKey.toString());T=A(y,E,f),C=v&&m&&A(m,E,f)}else T=null==y?void 0:y[s],C=v&&m&&m[s];if(w||O){var k=void 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l=this.state.tooltipTicks[i]&&this.state.tooltipTicks[i].value,u=ce(this.state,r,i,l),c=this.state.tooltipTicks[i].coordinate,s=(this.state.offset.top+n)/2,f="horizontal"===o?{x:c,y:s}:{y:c,x:s},p=this.state.formattedGraphicalItems.find(function(t){return"Scatter"===t.item.type.name});p&&(f=u1(u1({},f),p.props.points[i].tooltipPosition),u=p.props.points[i].tooltipPayload);var d={activeTooltipIndex:i,isTooltipActive:!0,activeLabel:l,activePayload:u,activeCoordinate:f};this.setState(d),this.renderCursor(a),this.accessibilityManager.setIndex(i)}}}},{key:"getSnapshotBeforeUpdate",value:function(t,e){if(!this.props.accessibilityLayer)return null;if(this.state.tooltipTicks!==e.tooltipTicks&&this.accessibilityManager.setDetails({coordinateList:this.state.tooltipTicks}),this.props.layout!==t.layout&&this.accessibilityManager.setDetails({layout:this.props.layout}),this.props.margin!==t.margin){var r,n;this.accessibilityManager.setDetails({offset:{left:null!=(r=this.props.margin.left)?r:0,top:null!=(n=this.props.margin.top)?n:0}})}return null}},{key:"componentDidUpdate",value:function(t){tr([Z(t.children,t0)],[Z(this.props.children,t0)])||this.displayDefaultTooltip()}},{key:"componentWillUnmount",value:function(){this.removeListener(),this.throttleTriggeredAfterMouseMove.cancel()}},{key:"getTooltipEventType",value:function(){var t=Z(this.props.children,t0);if(t&&"boolean"==typeof t.props.shared){var e=t.props.shared?"axis":"item";return i.indexOf(e)>=0?e:o}return o}},{key:"getMouseInfo",value:function(t){if(!this.container)return null;var e=this.container,r=e.getBoundingClientRect(),n={top:r.top+window.scrollY-document.documentElement.clientTop,left:r.left+window.scrollX-document.documentElement.clientLeft},o={chartX:Math.round(t.pageX-n.left),chartY:Math.round(t.pageY-n.top)},a=r.width/e.offsetWidth||1,i=this.inRange(o.chartX,o.chartY,a);if(!i)return null;var l=this.state,u=l.xAxisMap,c=l.yAxisMap,s=this.getTooltipEventType(),f=cr(this.state,this.props.data,this.props.layout,i);if("axis"!==s&&u&&c){var p=S(u).scale,d=S(c).scale,y=p&&p.invert?p.invert(o.chartX):null,h=d&&d.invert?d.invert(o.chartY):null;return u1(u1({},o),{},{xValue:y,yValue:h},f)}return f?u1(u1({},o),f):null}},{key:"inRange",value:function(t,e){var r=arguments.length>2&&void 0!==arguments[2]?arguments[2]:1,n=this.props.layout,o=t/r,a=e/r;if("horizontal"===n||"vertical"===n){var i=this.state.offset;return o>=i.left&&o<=i.left+i.width&&a>=i.top&&a<=i.top+i.height?{x:o,y:a}:null}var l=this.state,u=l.angleAxisMap,c=l.radiusAxisMap;return u&&c?aX({x:o,y:a},S(u)):null}},{key:"parseEventsOfWrapper",value:function(){var t=this.props.children,e=this.getTooltipEventType(),r=Z(t,t0),n={};return r&&"axis"===e&&(n="click"===r.props.trigger?{onClick:this.handleClick}:{onMouseEnter:this.handleMouseEnter,onDoubleClick:this.handleDoubleClick,onMouseMove:this.handleMouseMove,onMouseLeave:this.handleMouseLeave,onTouchMove:this.handleTouchMove,onTouchStart:this.handleTouchStart,onTouchEnd:this.handleTouchEnd,onContextMenu:this.handleContextMenu}),u1(u1({},z(this.props,this.handleOuterEvent)),n)}},{key:"addListener",value:function(){ut.on(ue,this.handleReceiveSyncEvent)}},{key:"removeListener",value:function(){ut.removeListener(ue,this.handleReceiveSyncEvent)}},{key:"filterFormatItem",value:function(t,e,r){for(var n=this.state.formattedGraphicalItems,o=0,a=n.length;o<a;o++){var i=n[o];if(i.item===t||i.props.key===t.key||e===K(i.item.type)&&r===i.childIndex)return i}return null}},{key:"renderClipPath",value:function(){var t=this.clipPathId,e=this.state.offset,r=e.left,n=e.top,o=e.height,a=e.width;return u.default.createElement("defs",null,u.default.createElement("clipPath",{id:t},u.default.createElement("rect",{x:r,y:n,height:o,width:a})))}},{key:"getXScales",value:function(){var t=this.state.xAxisMap;return t?Object.entries(t).reduce(function(t,e){var r=uK(e,2),n=r[0],o=r[1];return u1(u1({},t),{},u2({},n,o.scale))},{}):null}},{key:"getYScales",value:function(){var t=this.state.yAxisMap;return t?Object.entries(t).reduce(function(t,e){var r=uK(e,2),n=r[0],o=r[1];return u1(u1({},t),{},u2({},n,o.scale))},{}):null}},{key:"getXScaleByAxisId",value:function(t){var e;return null==(e=this.state.xAxisMap)||null==(e=e[t])?void 0:e.scale}},{key:"getYScaleByAxisId",value:function(t){var e;return null==(e=this.state.yAxisMap)||null==(e=e[t])?void 0:e.scale}},{key:"getItemByXY",value:function(t){var e=this.state,r=e.formattedGraphicalItems,n=e.activeItem;if(r&&r.length)for(var o=0,a=r.length;o<a;o++){var i=r[o],l=i.props,u=i.item,c=void 0!==u.type.defaultProps?u1(u1({},u.type.defaultProps),u.props):u.props,s=K(u.type);if("Bar"===s){var f=(l.data||[]).find(function(e){return ny(t,e)});if(f)return{graphicalItem:i,payload:f}}else if("RadialBar"===s){var p=(l.data||[]).find(function(e){return aX(t,e)});if(p)return{graphicalItem:i,payload:p}}else if(iN(i,n)||iB(i,n)||i_(i,n)){var d=iW({graphicalItem:i,activeTooltipItem:n,itemData:c.data}),y=void 0===c.activeIndex?d:c.activeIndex;return{graphicalItem:u1(u1({},i),{},{childIndex:y}),payload:i_(i,n)?c.data[d]:i.props.data[d]}}}return null}},{key:"render",value:function(){var t,e,r=this;if(!J(this))return null;var n=this.props,o=n.children,a=n.className,i=n.width,l=n.height,s=n.style,f=n.compact,p=n.title,d=n.desc,y=te(uq(n,uX),!1);if(f)return u.default.createElement(lC,{state:this.state,width:this.props.width,height:this.props.height,clipPathId:this.clipPathId},u.default.createElement(tm,uV({},y,{width:i,height:l,title:p,desc:d}),this.renderClipPath(),to(o,this.renderMap)));this.props.accessibilityLayer&&(y.tabIndex=null!=(t=this.props.tabIndex)?t:0,y.role=null!=(e=this.props.role)?e:"application",y.onKeyDown=function(t){r.accessibilityManager.keyboardEvent(t)},y.onFocus=function(){r.accessibilityManager.focus()});var h=this.parseEventsOfWrapper();return 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0"},children:[(0,t.jsxs)("div",{onClick:l,style:{display:"inline-flex",alignItems:"center",gap:6,color:"#5f6368",cursor:"pointer",fontSize:14,marginBottom:24},children:[(0,t.jsx)(o.ArrowLeftOutlined,{style:{fontSize:11}}),(0,t.jsx)("span",{children:"Skills"})]}),(0,t.jsxs)("div",{style:{marginBottom:8},children:[(0,t.jsx)("h1",{style:{fontSize:28,fontWeight:400,color:"#202124",margin:0,lineHeight:1.2},children:e.name}),e.description&&(0,t.jsx)("p",{style:{fontSize:14,color:"#5f6368",margin:"8px 0 0 0",lineHeight:1.6},children:e.description})]}),(0,t.jsx)("div",{style:{borderBottom:"1px solid #dadce0",marginBottom:28,marginTop:24},children:(0,t.jsx)("div",{style:{display:"flex",gap:0},children:[{key:"overview",label:"Overview"},{key:"usage",label:"How to Use"}].map(e=>(0,t.jsx)("div",{onClick:()=>d(e.key),style:{padding:"12px 20px",fontSize:14,color:c===e.key?"#1a73e8":"#5f6368",borderBottom:c===e.key?"3px solid #1a73e8":"3px solid 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#dadce0"},children:[(0,t.jsx)("span",{style:{fontSize:13,color:"#3c4043",fontWeight:500},children:"~/.claude/settings.json"}),(0,t.jsxs)("button",{onClick:()=>{g(JSON.stringify({extraKnownMarketplaces:{"my-org":{source:"url",url:`${window.location.origin}/claude-code/marketplace.json`}}},null,2),"settings")},style:{display:"flex",alignItems:"center",gap:4,fontSize:12,color:"settings"===p?"#137333":"#1a73e8",background:"none",border:"none",cursor:"pointer",padding:0},children:["settings"===p?(0,t.jsx)(a.CheckOutlined,{}):(0,t.jsx)(n.CopyOutlined,{}),"settings"===p?"Copied":"Copy"]})]}),(0,t.jsx)("pre",{style:{margin:0,padding:"14px 16px",fontSize:13,fontFamily:"monospace",color:"#202124",backgroundColor:"#fff"},children:JSON.stringify({extraKnownMarketplaces:{"my-org":{source:"url",url:`${window.location.origin}/claude-code/marketplace.json`}}},null,2)})]})]})]})}],652272)},798496,e=>{"use strict";var t=e.i(843476),i=e.i(152990),o=e.i(682830),n=e.i(271645),a=e.i(269200),r=e.i(427612),l=e.i(64848),s=e.i(942232),c=e.i(496020),d=e.i(977572),p=e.i(94629),m=e.i(360820),g=e.i(871943);e.s(["ModelDataTable",0,function({data:e=[],columns:u,isLoading:h=!1,defaultSorting:f=[],pagination:b,onPaginationChange:v,enablePagination:$=!1,onRowClick:_}){let[x,I]=n.default.useState(f),[y]=n.default.useState("onChange"),[A,C]=n.default.useState({}),[S,w]=n.default.useState({}),k=(0,i.useReactTable)({data:e,columns:u,state:{sorting:x,columnSizing:A,columnVisibility:S,...$&&b?{pagination:b}:{}},columnResizeMode:y,onSortingChange:I,onColumnSizingChange:C,onColumnVisibilityChange:w,...$&&v?{onPaginationChange:v}:{},getCoreRowModel:(0,o.getCoreRowModel)(),getSortedRowModel:(0,o.getSortedRowModel)(),...$?{getPaginationRowModel:(0,o.getPaginationRowModel)()}:{},enableSorting:!0,enableColumnResizing:!0,defaultColumn:{minSize:40,maxSize:500}});return(0,t.jsx)("div",{className:"rounded-lg custom-border relative",children:(0,t.jsx)("div",{className:"overflow-x-auto",children:(0,t.jsx)("div",{className:"relative min-w-full",children:(0,t.jsxs)(a.Table,{className:"[&_td]:py-2 [&_th]:py-2",style:{width:k.getTotalSize(),minWidth:"100%",tableLayout:"fixed"},children:[(0,t.jsx)(r.TableHead,{children:k.getHeaderGroups().map(e=>(0,t.jsx)(c.TableRow,{children:e.headers.map(e=>(0,t.jsxs)(l.TableHeaderCell,{className:`py-1 h-8 relative ${"actions"===e.id?"sticky right-0 bg-white shadow-[-4px_0_8px_-6px_rgba(0,0,0,0.1)] w-[120px] ml-8":""} ${e.column.columnDef.meta?.className||""}`,style:{width:"actions"===e.id?120:e.getSize(),position:"actions"===e.id?"sticky":"relative",right:"actions"===e.id?0:"auto"},onClick:e.column.getCanSort()?e.column.getToggleSortingHandler():void 0,children:[(0,t.jsxs)("div",{className:"flex items-center justify-between gap-2",children:[(0,t.jsx)("div",{className:"flex items-center",children:e.isPlaceholder?null:(0,i.flexRender)(e.column.columnDef.header,e.getContext())}),"actions"!==e.id&&e.column.getCanSort()&&(0,t.jsx)("div",{className:"w-4",children:e.column.getIsSorted()?({asc:(0,t.jsx)(m.ChevronUpIcon,{className:"h-4 w-4 text-blue-500"}),desc:(0,t.jsx)(g.ChevronDownIcon,{className:"h-4 w-4 text-blue-500"})})[e.column.getIsSorted()]:(0,t.jsx)(p.SwitchVerticalIcon,{className:"h-4 w-4 text-gray-400"})})]}),e.column.getCanResize()&&(0,t.jsx)("div",{onMouseDown:e.getResizeHandler(),onTouchStart:e.getResizeHandler(),className:`absolute right-0 top-0 h-full w-2 cursor-col-resize select-none touch-none ${e.column.getIsResizing()?"bg-blue-500":"hover:bg-blue-200"}`})]},e.id))},e.id))}),(0,t.jsx)(s.TableBody,{children:h?(0,t.jsx)(c.TableRow,{children:(0,t.jsx)(d.TableCell,{colSpan:u.length,className:"h-8 text-center",children:(0,t.jsx)("div",{className:"text-center text-gray-500",children:(0,t.jsx)("p",{children:"🚅 Loading models..."})})})}):k.getRowModel().rows.length>0?k.getRowModel().rows.map(e=>(0,t.jsx)(c.TableRow,{onClick:()=>_?.(e.original),className:_?"cursor-pointer hover:bg-gray-50":"",children:e.getVisibleCells().map(e=>(0,t.jsx)(d.TableCell,{className:`py-0.5 overflow-hidden ${"actions"===e.column.id?"sticky right-0 bg-white shadow-[-4px_0_8px_-6px_rgba(0,0,0,0.1)] w-[120px] ml-8":""} ${e.column.columnDef.meta?.className||""}`,style:{width:"actions"===e.column.id?120:e.column.getSize(),position:"actions"===e.column.id?"sticky":"relative",right:"actions"===e.column.id?0:"auto"},children:(0,i.flexRender)(e.column.columnDef.cell,e.getContext())},e.id))},e.id)):(0,t.jsx)(c.TableRow,{children:(0,t.jsx)(d.TableCell,{colSpan:u.length,className:"h-8 text-center",children:(0,t.jsx)("div",{className:"text-center text-gray-500",children:(0,t.jsx)("p",{children:"No models found"})})})})})]})})})})}])},339019,865361,e=>{"use strict";var t,i,o=((t={}).AUDIO_SPEECH="audio_speech",t.AUDIO_TRANSCRIPTION="audio_transcription",t.IMAGE_GENERATION="image_generation",t.VIDEO_GENERATION="video_generation",t.CHAT="chat",t.RESPONSES="responses",t.IMAGE_EDITS="image_edits",t.ANTHROPIC_MESSAGES="anthropic_messages",t.EMBEDDING="embedding",t),n=((i={}).IMAGE="image",i.VIDEO="video",i.CHAT="chat",i.RESPONSES="responses",i.IMAGE_EDITS="image_edits",i.ANTHROPIC_MESSAGES="anthropic_messages",i.EMBEDDINGS="embeddings",i.SPEECH="speech",i.TRANSCRIPTION="transcription",i.A2A_AGENTS="a2a_agents",i.MCP="mcp",i.REALTIME="realtime",i.INTERACTIONS="interactions",i);let a={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"};e.s(["EndpointType",()=>n,"getEndpointType",0,e=>Object.values(o).includes(e)?a[e]:"chat"],865361),e.s(["generateCodeSnippet",0,e=>{let t,{apiKeySource:i,accessToken:o,apiKey:a,inputMessage:r,chatHistory:l,selectedTags:s,selectedVectorStores:c,selectedGuardrails:d,selectedPolicies:p,selectedMCPServers:m,mcpServers:g,mcpServerToolRestrictions:u,selectedVoice:h,endpointType:f,selectedModel:b,selectedSdk:v,proxySettings:$}=e,_="session"===i?o:a,x=window.location.origin,I=$?.LITELLM_UI_API_DOC_BASE_URL;I&&I.trim()?x=I:$?.PROXY_BASE_URL&&(x=$.PROXY_BASE_URL);let y=r||"Your prompt here",A=y.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),C=l.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),S={};s.length>0&&(S.tags=s),c.length>0&&(S.vector_stores=c),d.length>0&&(S.guardrails=d),p.length>0&&(S.policies=p);let w=b||"your-model-name",k="azure"===v?`import openai
+
+client = openai.AzureOpenAI(
+	api_key="${_||"YOUR_LITELLM_API_KEY"}",
+	azure_endpoint="${x}",
+	api_version="2024-02-01"
+)`:`import openai
+
+client = openai.OpenAI(
+	api_key="${_||"YOUR_LITELLM_API_KEY"}",
+	base_url="${x}"
+)`;switch(f){case n.CHAT:{let e=Object.keys(S).length>0,i="";if(e){let e=JSON.stringify({metadata:S},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`,
+    extra_body=${e}`}let o=C.length>0?C:[{role:"user",content:y}];t=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.chat.completions.create(
+    model="${w}",
+    messages=${JSON.stringify(o,null,4)}${i}
+)
+
+print(response)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.chat.completions.create(
+#     model="${w}",
+#     messages=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {
+#                     "type": "text",
+#                     "text": "${A}"
+#                 },
+#                 {
+#                     "type": "image_url",
+#                     "image_url": {
+#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
+#                     }
+#                 }
+#             ]
+#         }
+#     ]${i}
+# )
+# print(response_with_file)
+`;break}case n.RESPONSES:{let e=Object.keys(S).length>0,i="";if(e){let e=JSON.stringify({metadata:S},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`,
+    extra_body=${e}`}let o=C.length>0?C:[{role:"user",content:y}];t=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.responses.create(
+    model="${w}",
+    input=${JSON.stringify(o,null,4)}${i}
+)
+
+print(response.output_text)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.responses.create(
+#     model="${w}",
+#     input=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {"type": "input_text", "text": "${A}"},
+#                 {
+#                     "type": "input_image",
+#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
+#                 },
+#             ],
+#         }
+#     ]${i}
+# )
+# print(response_with_file.output_text)
+`;break}case n.IMAGE:t="azure"===v?`
+# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
+# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
+# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
+import os
+import requests
+import json
+import time
+from PIL import Image
+
+result = client.images.generate(
+	model="${w}",
+	prompt="${r}",
+	n=1
+)
+
+json_response = json.loads(result.model_dump_json())
+
+# Set the directory for the stored image
+image_dir = os.path.join(os.curdir, 'images')
+
+# If the directory doesn't exist, create it
+if not os.path.isdir(image_dir):
+	os.mkdir(image_dir)
+
+# Initialize the image path
+image_filename = f"generated_image_{int(time.time())}.png"
+image_path = os.path.join(image_dir, image_filename)
+
+try:
+	# Retrieve the generated image
+	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
+			image_url = json_response["data"][0]["url"]
+			generated_image = requests.get(image_url).content
+			with open(image_path, "wb") as image_file:
+					image_file.write(generated_image)
+
+			print(f"Image saved to {image_path}")
+			# Display the image
+			image = Image.open(image_path)
+			image.show()
+	else:
+			print("Could not find image URL in response.")
+			print("Full response:", json_response)
+except Exception as e:
+	print(f"An error occurred: {e}")
+	print("Full response:", json_response)
+`:`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${A}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${w}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case n.IMAGE_EDITS:t="azure"===v?`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# The prompt entered by the user
+prompt = "${A}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${w}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`:`
+import base64
+import os
+import time
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${A}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${w}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case n.EMBEDDINGS:t=`
+response = client.embeddings.create(
+	input="${r||"Your string here"}",
+	model="${w}",
+	encoding_format="base64" # or "float"
+)
+
+print(response.data[0].embedding)
+`;break;case n.TRANSCRIPTION:t=`
+# Open the audio file
+audio_file = open("path/to/your/audio/file.mp3", "rb")
+
+# Make the transcription request
+response = client.audio.transcriptions.create(
+	model="${w}",
+	file=audio_file${r?`,
+	prompt="${r.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
+)
+
+print(response.text)
+`;break;case n.SPEECH:t=`
+# Make the text-to-speech request
+response = client.audio.speech.create(
+	model="${w}",
+	input="${r||"Your text to convert to speech here"}",
+	voice="${h}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
+)
+
+# Save the audio to a file
+output_filename = "output_speech.mp3"
+response.stream_to_file(output_filename)
+print(f"Audio saved to {output_filename}")
+
+# Optional: Customize response format and speed
+# response = client.audio.speech.create(
+#     model="${w}",
+#     input="${r||"Your text to convert to speech here"}",
+#     voice="alloy",
+#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
+#     speed=1.0  # Range: 0.25 to 4.0
+# )
+# response.stream_to_file("output_speech.mp3")
+`;break;default:t="\n# Code generation for this endpoint is not implemented yet."}return`${k}
+${t}`}],339019)},157058,e=>{"use strict";var t=e.i(843476),i=e.i(934879),o=e.i(976883),n=e.i(135214),a=e.i(708347);e.s(["default",0,function(){let{accessToken:e,userRole:r,premiumUser:l}=(0,n.default)();return(0,a.isAdminRole)(r)?(0,t.jsx)(i.default,{accessToken:e,publicPage:!1,premiumUser:l,userRole:r}):(0,t.jsx)(o.default,{accessToken:e,isEmbedded:!0})}])}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0hipu1px0oa-i.js b/litellm/proxy/_experimental/out/_next/static/chunks/0hipu1px0oa-i.js
new file mode 100644
index 00000000000..c620430ae35
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0hipu1px0oa-i.js
@@ -0,0 +1,13 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0pidya1qvuvx8.js b/litellm/proxy/_experimental/out/_next/static/chunks/0hpxif-db_y5-.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/0pidya1qvuvx8.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/0hpxif-db_y5-.js
index b547129cba4..823a8c9373d 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0pidya1qvuvx8.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0hpxif-db_y5-.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0hpyic_._9giq.js b/litellm/proxy/_experimental/out/_next/static/chunks/0hpyic_._9giq.js
new file mode 100644
index 00000000000..1a07af6514a
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0hpyic_._9giq.js
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index 29da9ff2079..00000000000
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0_lqo-1.pg27v.js b/litellm/proxy/_experimental/out/_next/static/chunks/0i_bg.46lh34y.js
similarity index 60%
rename from litellm/proxy/_experimental/out/_next/static/chunks/0_lqo-1.pg27v.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/0i_bg.46lh34y.js
index dfff3f9a30c..3c916f81e07 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0_lqo-1.pg27v.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0i_bg.46lh34y.js
@@ -1,4 +1,4 @@
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new file mode 100644
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new file mode 100644
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new file mode 100644
index 00000000000..34e912305b7
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0iztt_s1c7uqp.js b/litellm/proxy/_experimental/out/_next/static/chunks/0iztt_s1c7uqp.js
new file mode 100644
index 00000000000..2c4aede2a0e
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0iztt_s1c7uqp.js
@@ -0,0 +1,8 @@
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deleted file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0jcvl1e2eje4p.js b/litellm/proxy/_experimental/out/_next/static/chunks/0jcvl1e2eje4p.js
deleted file mode 100644
index f0650dfd4c7..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0jcvl1e2eje4p.js
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new file mode 100644
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0ky5yqivq~i_c.js b/litellm/proxy/_experimental/out/_next/static/chunks/0ky5yqivq~i_c.js
deleted file mode 100644
index 0c475cf6c8b..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0ky5yqivq~i_c.js
+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0l2kua2.zu6ov.js b/litellm/proxy/_experimental/out/_next/static/chunks/0l2kua2.zu6ov.js
deleted file mode 100644
index bde94971d95..00000000000
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-curl -X POST --location '<your_proxy_base_url>/end_user/new' \\
-
--H 'Authorization: Bearer <your-master-key>' \\
-
--H 'Content-Type: application/json' \\
-
--d '{"user_id": "my-customer-id', "budget_id": "<BUDGET_ID>"}' # 👈 KEY CHANGE
-
-`,F=`
-curl -X POST --location '<your_proxy_base_url>/chat/completions' \\
-
--H 'Authorization: Bearer <your-master-key>' \\
-
--H 'Content-Type: application/json' \\
-
--d '{
-  "model": "gpt-3.5-turbo',
-  "messages":[{"role": "user", "content": "Hey, how's it going?"}],
-  "user": "my-customer-id"
-}' # 👈 KEY CHANGE
-
-`,_=`from openai import OpenAI
-client = OpenAI(
-  base_url="<your_proxy_base_url>",
-  api_key="<your_proxy_key>"
-)
-
-completion = client.chat.completions.create(
-  model="gpt-3.5-turbo",
-  messages=[
-    {"role": "system", "content": "You are a helpful assistant."},
-    {"role": "user", "content": "Hello!"}
-  ],
-  user="my-customer-id"
-)
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0lb0p7rh5znu_.js b/litellm/proxy/_experimental/out/_next/static/chunks/0lb0p7rh5znu_.js
deleted file mode 100644
index c8ad6f44626..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0lb0p7rh5znu_.js
+++ /dev/null
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new file mode 100644
index 00000000000..39e5ab103fb
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0m9eq7z1d8z7f.js b/litellm/proxy/_experimental/out/_next/static/chunks/0m9eq7z1d8z7f.js
new file mode 100644
index 00000000000..337d65d7bd1
--- /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0mitbihlhjk21.js b/litellm/proxy/_experimental/out/_next/static/chunks/0mitbihlhjk21.js
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index bcf8bf3a7ac..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0piozaeodiue..js b/litellm/proxy/_experimental/out/_next/static/chunks/0muex_g1s25-x.js
similarity index 72%
rename from litellm/proxy/_experimental/out/_next/static/chunks/0piozaeodiue..js
rename to litellm/proxy/_experimental/out/_next/static/chunks/0muex_g1s25-x.js
index 8d4e485ff65..3a4868e99c4 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0piozaeodiue..js
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this._client.get(rt`/v1/memory_stores/${r}/memory_versions/${e}?beta=true`,{query:n,...s,headers:s7([{"anthropic-beta":[...a??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}list(e,t={},s){let{betas:r,...a}=t??{};return this._client.getAPIList(rt`/v1/memory_stores/${e}/memory_versions?beta=true`,sG,{query:a,...s,headers:s7([{"anthropic-beta":[...r??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}redact(e,t,s){let{memory_store_id:r,betas:a}=t;return this._client.post(rt`/v1/memory_stores/${r}/memory_versions/${e}/redact?beta=true`,{...s,headers:s7([{"anthropic-beta":[...a??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}}class rp extends s6{constructor(){super(...arguments),this.memories=new rm(this._client),this.memoryVersions=new rh(this._client)}create(e,t){let{betas:s,...r}=e;return 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 Any clarifications or constraints they specified
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this._client.getAPIList("/v1/sessions?beta=true",sG,{query:r,...t,headers:s7([{"anthropic-beta":[...s??[],"managed-agents-2026-04-01"].toString()},t?.headers])})}delete(e,t={},s){let{betas:r}=t??{};return this._client.delete(rt`/v1/sessions/${e}?beta=true`,{...s,headers:s7([{"anthropic-beta":[...r??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}archive(e,t={},s){let{betas:r}=t??{};return this._client.post(rt`/v1/sessions/${e}/archive?beta=true`,{...s,headers:s7([{"anthropic-beta":[...r??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}}rU.Events=r$,rU.Resources=rL;class rB extends s6{create(e,t={},s){let{betas:r,...a}=t??{};return this._client.post(rt`/v1/skills/${e}/versions?beta=true`,sZ({body:a,...s,headers:s7([{"anthropic-beta":[...r??[],"skills-2025-10-02"].toString()},s?.headers])},this._client))}retrieve(e,t,s){let{skill_id:r,betas:a}=t;return this._client.get(rt`/v1/skills/${r}/versions/${e}?beta=true`,{...s,headers:s7([{"anthropic-beta":[...a??[],"skills-2025-10-02"].toString()},s?.headers])})}list(e,t={},s){let{betas:r,...a}=t??{};return this._client.getAPIList(rt`/v1/skills/${e}/versions?beta=true`,sG,{query:a,...s,headers:s7([{"anthropic-beta":[...r??[],"skills-2025-10-02"].toString()},s?.headers])})}delete(e,t,s){let{skill_id:r,betas:a}=t;return this._client.delete(rt`/v1/skills/${r}/versions/${e}?beta=true`,{...s,headers:s7([{"anthropic-beta":[...a??[],"skills-2025-10-02"].toString()},s?.headers])})}}class rD extends s6{constructor(){super(...arguments),this.versions=new rB(this._client)}create(e={},t){let{betas:s,...r}=e??{};return this._client.post("/v1/skills?beta=true",sZ({body:r,...t,headers:s7([{"anthropic-beta":[...s??[],"skills-2025-10-02"].toString()},t?.headers])},this._client,!1))}retrieve(e,t={},s){let{betas:r}=t??{};return this._client.get(rt`/v1/skills/${e}?beta=true`,{...s,headers:s7([{"anthropic-beta":[...r??[],"skills-2025-10-02"].toString()},s?.headers])})}list(e={},t){let{betas:s,...r}=e??{};return this._client.getAPIList("/v1/skills?beta=true",sG,{query:r,...t,headers:s7([{"anthropic-beta":[...s??[],"skills-2025-10-02"].toString()},t?.headers])})}delete(e,t={},s){let{betas:r}=t??{};return this._client.delete(rt`/v1/skills/${e}?beta=true`,{...s,headers:s7([{"anthropic-beta":[...r??[],"skills-2025-10-02"].toString()},s?.headers])})}}rD.Versions=rB;class rq extends s6{create(e,t,s){let{betas:r,...a}=t;return this._client.post(rt`/v1/vaults/${e}/credentials?beta=true`,{body:a,...s,headers:s7([{"anthropic-beta":[...r??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}retrieve(e,t,s){let{vault_id:r,betas:a}=t;return this._client.get(rt`/v1/vaults/${r}/credentials/${e}?beta=true`,{...s,headers:s7([{"anthropic-beta":[...a??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}update(e,t,s){let{vault_id:r,betas:a,...n}=t;return this._client.post(rt`/v1/vaults/${r}/credentials/${e}?beta=true`,{body:n,...s,headers:s7([{"anthropic-beta":[...a??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}list(e,t={},s){let{betas:r,...a}=t??{};return this._client.getAPIList(rt`/v1/vaults/${e}/credentials?beta=true`,sG,{query:a,...s,headers:s7([{"anthropic-beta":[...r??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}delete(e,t,s){let{vault_id:r,betas:a}=t;return this._client.delete(rt`/v1/vaults/${r}/credentials/${e}?beta=true`,{...s,headers:s7([{"anthropic-beta":[...a??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}archive(e,t,s){let{vault_id:r,betas:a}=t;return this._client.post(rt`/v1/vaults/${r}/credentials/${e}/archive?beta=true`,{...s,headers:s7([{"anthropic-beta":[...a??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}}class rW extends s6{constructor(){super(...arguments),this.credentials=new rq(this._client)}create(e,t){let{betas:s,...r}=e;return this._client.post("/v1/vaults?beta=true",{body:r,...t,headers:s7([{"anthropic-beta":[...s??[],"managed-agents-2026-04-01"].toString()},t?.headers])})}retrieve(e,t={},s){let{betas:r}=t??{};return this._client.get(rt`/v1/vaults/${e}?beta=true`,{...s,headers:s7([{"anthropic-beta":[...r??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}update(e,t,s){let{betas:r,...a}=t;return this._client.post(rt`/v1/vaults/${e}?beta=true`,{body:a,...s,headers:s7([{"anthropic-beta":[...r??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}list(e={},t){let{betas:s,...r}=e??{};return this._client.getAPIList("/v1/vaults?beta=true",sG,{query:r,...t,headers:s7([{"anthropic-beta":[...s??[],"managed-agents-2026-04-01"].toString()},t?.headers])})}delete(e,t={},s){let{betas:r}=t??{};return this._client.delete(rt`/v1/vaults/${e}?beta=true`,{...s,headers:s7([{"anthropic-beta":[...r??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}archive(e,t={},s){let{betas:r}=t??{};return this._client.post(rt`/v1/vaults/${e}/archive?beta=true`,{...s,headers:s7([{"anthropic-beta":[...r??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}}rW.Credentials=rq;class rz extends s6{constructor(){super(...arguments),this.models=new ro(this._client),this.messages=new rI(this._client),this.agents=new ru(this._client),this.environments=new rs(this._client),this.sessions=new rU(this._client),this.vaults=new rW(this._client),this.memoryStores=new rp(this._client),this.files=new rl(this._client),this.skills=new rD(this._client),this.userProfiles=new rc(this._client)}}function rF(e){return e?.output_config?.format}function rH(e,t,s){let r=rF(t);return t&&"parse"in(r??{})?rV(e,t,s):{...e,content:e.content.map(e=>"text"===e.type?Object.defineProperty({...e},"parsed_output",{value:null,enumerable:!1}):e),parsed_output:null}}function rV(e,t,s){let r=null,a=e.content.map(e=>{if("text"===e.type){let s=function(e,t){let s=rF(e);if(s?.type!=="json_schema")return null;try{if("parse"in s)return s.parse(t);return JSON.parse(t)}catch(e){throw new se(`Failed to parse structured output: ${e}`)}}(t,e.text);return null===r&&(r=s),Object.defineProperty({...e},"parsed_output",{value:s,enumerable:!1})}return e});return{...e,content:a,parsed_output:r}}rz.Models=ro,rz.Messages=rI,rz.Agents=ru,rz.Environments=rs,rz.Sessions=rU,rz.Vaults=rW,rz.MemoryStores=rp,rz.Files=rl,rz.Skills=rD,rz.UserProfiles=rc;let rJ="__json_buf";function rG(e){return"tool_use"===e.type||"server_tool_use"===e.type}class rK{constructor(e,t){F.add(this),this.messages=[],this.receivedMessages=[],H.set(this,void 0),V.set(this,null),this.controller=new AbortController,J.set(this,void 0),G.set(this,()=>{}),K.set(this,()=>{}),X.set(this,void 0),Y.set(this,()=>{}),Q.set(this,()=>{}),Z.set(this,{}),ee.set(this,!1),et.set(this,!1),es.set(this,!1),er.set(this,!1),ea.set(this,void 0),en.set(this,void 0),ei.set(this,void 0),ec.set(this,e=>{if(t3(this,et,!0,"f"),t7(e)&&(e=new ss),e instanceof ss)return t3(this,es,!0,"f"),this._emit("abort",e);if(e instanceof se)return this._emit("error",e);if(e instanceof Error){let t=new se(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new se(String(e)))}),t3(this,J,new Promise((e,t)=>{t3(this,G,e,"f"),t3(this,K,t,"f")}),"f"),t3(this,X,new Promise((e,t)=>{t3(this,Y,e,"f"),t3(this,Q,t,"f")}),"f"),t6(this,J,"f").catch(()=>{}),t6(this,X,"f").catch(()=>{}),t3(this,V,e,"f"),t3(this,ei,t?.logger??console,"f")}get response(){return t6(this,ea,"f")}get 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r,a=s?.signal;a&&(a.aborted&&this.controller.abort(),r=this.controller.abort.bind(this.controller),a.addEventListener("abort",r));try{t6(this,F,"m",ed).call(this);let{response:r,data:a}=await e.create({...t,stream:!0},{...s,signal:this.controller.signal}).withResponse();for await(let e of(this._connected(r),a))t6(this,F,"m",eu).call(this,e);if(a.controller.signal?.aborted)throw new ss;t6(this,F,"m",em).call(this)}finally{a&&r&&a.removeEventListener("abort",r)}}_connected(e){this.ended||(t3(this,ea,e,"f"),t3(this,en,e?.headers.get("request-id"),"f"),t6(this,G,"f").call(this,e),this._emit("connect"))}get ended(){return t6(this,ee,"f")}get errored(){return t6(this,et,"f")}get aborted(){return t6(this,es,"f")}abort(){this.controller.abort()}on(e,t){return(t6(this,Z,"f")[e]||(t6(this,Z,"f")[e]=[])).push({listener:t}),this}off(e,t){let s=t6(this,Z,"f")[e];if(!s)return this;let r=s.findIndex(e=>e.listener===t);return r>=0&&s.splice(r,1),this}once(e,t){return(t6(this,Z,"f")[e]||(t6(this,Z,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,s)=>{t3(this,er,!0,"f"),"error"!==e&&this.once("error",s),this.once(e,t)})}async done(){t3(this,er,!0,"f"),await t6(this,X,"f")}get currentMessage(){return t6(this,H,"f")}async finalMessage(){return await this.done(),t6(this,F,"m",el).call(this)}async finalText(){return await this.done(),t6(this,F,"m",eo).call(this)}_emit(e,...t){if(t6(this,ee,"f"))return;"end"===e&&(t3(this,ee,!0,"f"),t6(this,Y,"f").call(this));let s=t6(this,Z,"f")[e];if(s&&(t6(this,Z,"f")[e]=s.filter(e=>!e.once),s.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];t6(this,er,"f")||s?.length||Promise.reject(e),t6(this,K,"f").call(this,e),t6(this,Q,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];t6(this,er,"f")||s?.length||Promise.reject(e),t6(this,K,"f").call(this,e),t6(this,Q,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",t6(this,F,"m",el).call(this))}async _fromReadableStream(e,t){let s,r=t?.signal;r&&(r.aborted&&this.controller.abort(),s=this.controller.abort.bind(this.controller),r.addEventListener("abort",s));try{t6(this,F,"m",ed).call(this),this._connected(null);let t=sU.fromReadableStream(e,this.controller);for await(let e of t)t6(this,F,"m",eu).call(this,e);if(t.controller.signal?.aborted)throw new ss;t6(this,F,"m",em).call(this)}finally{r&&s&&r.removeEventListener("abort",s)}}[(H=new WeakMap,V=new WeakMap,J=new WeakMap,G=new WeakMap,K=new WeakMap,X=new WeakMap,Y=new WeakMap,Q=new WeakMap,Z=new WeakMap,ee=new WeakMap,et=new WeakMap,es=new WeakMap,er=new WeakMap,ea=new WeakMap,en=new WeakMap,ei=new WeakMap,ec=new WeakMap,F=new WeakSet,el=function(){if(0===this.receivedMessages.length)throw new se("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},eo=function(){if(0===this.receivedMessages.length)throw new se("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new se("stream ended without producing a content block with type=text");return e.join(" ")},ed=function(){this.ended||t3(this,H,void 0,"f")},eu=function(e){if(this.ended)return;let t=t6(this,F,"m",eh).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let s=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===s.type&&this._emit("text",e.delta.text,s.text||"");break;case"citations_delta":"text"===s.type&&this._emit("citation",e.delta.citation,s.citations??[]);break;case"input_json_delta":rG(s)&&s.input&&this._emit("inputJson",e.delta.partial_json,s.input);break;case"thinking_delta":"thinking"===s.type&&this._emit("thinking",e.delta.thinking,s.thinking);break;case"signature_delta":"thinking"===s.type&&this._emit("signature",s.signature);break;default:rX(e.delta)}break}case"message_stop":this._addMessageParam(t),this._addMessage(rH(t,t6(this,V,"f"),{logger:t6(this,ei,"f")}),!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":t3(this,H,t,"f")}},em=function(){if(this.ended)throw new se("stream has ended, this shouldn't happen");let e=t6(this,H,"f");if(!e)throw new se("request ended without sending any chunks");return t3(this,H,void 0,"f"),rH(e,t6(this,V,"f"),{logger:t6(this,ei,"f")})},eh=function(e){let t=t6(this,H,"f");if("message_start"===e.type){if(t)throw new se(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new se(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push({...e.content_block}),t;case"content_block_delta":{let s=t.content.at(e.index);switch(e.delta.type){case"text_delta":s?.type==="text"&&(t.content[e.index]={...s,text:(s.text||"")+e.delta.text});break;case"citations_delta":s?.type==="text"&&(t.content[e.index]={...s,citations:[...s.citations??[],e.delta.citation]});break;case"input_json_delta":if(s&&rG(s)){let r=s[rJ]||"";r+=e.delta.partial_json;let a={...s};Object.defineProperty(a,rJ,{value:r,enumerable:!1,writable:!0}),r&&(a.input=rj(r)),t.content[e.index]=a}break;case"thinking_delta":s?.type==="thinking"&&(t.content[e.index]={...s,thinking:s.thinking+e.delta.thinking});break;case"signature_delta":s?.type==="thinking"&&(t.content[e.index]={...s,signature:e.delta.signature});break;default:rX(e.delta)}return t}}},Symbol.asyncIterator)](){let e=[],t=[],s=!1;return this.on("streamEvent",s=>{let r=t.shift();r?r.resolve(s):e.push(s)}),this.on("end",()=>{for(let e of(s=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(s=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(s=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:s?{value:void 0,done:!0}:new Promise((e,s)=>t.push({resolve:e,reject:s})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new sU(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}function rX(e){}class rY extends s6{create(e,t){return this._client.post("/v1/messages/batches",{body:e,...t})}retrieve(e,t){return this._client.get(rt`/v1/messages/batches/${e}`,t)}list(e={},t){return this._client.getAPIList("/v1/messages/batches",sJ,{query:e,...t})}delete(e,t){return this._client.delete(rt`/v1/messages/batches/${e}`,t)}cancel(e,t){return this._client.post(rt`/v1/messages/batches/${e}/cancel`,t)}async results(e,t){let s=await this.retrieve(e);if(!s.results_url)throw new se(`No batch \`results_url\`; Has it finished processing? ${s.processing_status} - ${s.id}`);return this._client.get(s.results_url,{...t,headers:s7([{Accept:"application/binary"},t?.headers]),stream:!0,__binaryResponse:!0})._thenUnwrap((e,t)=>rg.fromResponse(t.response,t.controller))}}class rQ extends s6{constructor(){super(...arguments),this.batches=new rY(this._client)}create(e,t){e.model in rZ&&console.warn(`The model '${e.model}' is deprecated and will reach end-of-life on ${rZ[e.model]}
-Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`),r0.includes(e.model)&&e.thinking&&"enabled"===e.thinking.type&&console.warn(`Using Claude with ${e.model} and 'thinking.type=enabled' is deprecated. Use 'thinking.type=adaptive' instead which results in better model performance in our testing: https://platform.claude.com/docs/en/build-with-claude/adaptive-thinking`);let s=this._client._options.timeout;if(!e.stream&&null==s){let t=rx[e.model]??void 0;s=this._client.calculateNonstreamingTimeout(e.max_tokens,t)}let r=ri(e.tools,e.messages);return this._client.post("/v1/messages",{body:e,timeout:s??6e5,...t,headers:s7([r,t?.headers]),stream:e.stream??!1})}parse(e,t){return this.create(e,t).then(t=>rV(t,e,{logger:this._client.logger??console}))}stream(e,t){return rK.createMessage(this,e,t,{logger:this._client.logger??console})}countTokens(e,t){return this._client.post("/v1/messages/count_tokens",{body:e,...t})}}let rZ={"claude-1.3":"November 6th, 2024","claude-1.3-100k":"November 6th, 2024","claude-instant-1.1":"November 6th, 2024","claude-instant-1.1-100k":"November 6th, 2024","claude-instant-1.2":"November 6th, 2024","claude-3-sonnet-20240229":"July 21st, 2025","claude-3-opus-20240229":"January 5th, 2026","claude-2.1":"July 21st, 2025","claude-2.0":"July 21st, 2025","claude-3-7-sonnet-latest":"February 19th, 2026","claude-3-7-sonnet-20250219":"February 19th, 2026","claude-3-5-haiku-latest":"February 19th, 2026","claude-3-5-haiku-20241022":"February 19th, 2026","claude-opus-4-0":"June 15th, 2026","claude-opus-4-20250514":"June 15th, 2026","claude-sonnet-4-0":"June 15th, 2026","claude-sonnet-4-20250514":"June 15th, 2026"},r0=["claude-mythos-preview","claude-opus-4-6"];rQ.Batches=rY;class r1 extends s6{retrieve(e,t={},s){let{betas:r}=t??{};return this._client.get(rt`/v1/models/${e}`,{...s,headers:s7([{...r?.toString()!=null?{"anthropic-beta":r?.toString()}:void 0},s?.headers])})}list(e={},t){let{betas:s,...r}=e??{};return this._client.getAPIList("/v1/models",sJ,{query:r,...t,headers:s7([{...s?.toString()!=null?{"anthropic-beta":s?.toString()}:void 0},t?.headers])})}}class r2 extends s6{create(e,t){let{betas:s,...r}=e;return this._client.post("/v1/complete",{body:r,timeout:this._client._options.timeout??6e5,...t,headers:s7([{...s?.toString()!=null?{"anthropic-beta":s?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}}let r5=e=>void 0!==globalThis.process?globalThis.process.env?.[e]?.trim()||void 0:void 0!==globalThis.Deno&&globalThis.Deno.env?.get?.(e)?.trim()||void 0;class r4{constructor({baseURL:e=r5("ANTHROPIC_BASE_URL"),apiKey:t=r5("ANTHROPIC_API_KEY")??null,authToken:s=r5("ANTHROPIC_AUTH_TOKEN")??null,...r}={}){ep.add(this),ef.set(this,void 0);const a={apiKey:t,authToken:s,...r,baseURL:e||"https://api.anthropic.com"};if(!a.dangerouslyAllowBrowser&&"u">typeof window&&void 0!==window.document&&"u">typeof navigator)throw new se("It looks like you're running in a browser-like environment.\n\nThis is disabled by default, as it risks exposing your secret API credentials to attackers.\nIf you understand the risks and have appropriate mitigations in place,\nyou can set the `dangerouslyAllowBrowser` option to `true`, e.g.,\n\nnew Anthropic({ apiKey, dangerouslyAllowBrowser: true });\n");this.baseURL=a.baseURL,this.timeout=a.timeout??eg.DEFAULT_TIMEOUT,this.logger=a.logger??console;const n="warn";this.logLevel=n,this.logLevel=sP(a.logLevel,"ClientOptions.logLevel",this)??sP(r5("ANTHROPIC_LOG"),"process.env['ANTHROPIC_LOG']",this)??n,this.fetchOptions=a.fetchOptions,this.maxRetries=a.maxRetries??2,this.fetch=a.fetch??function(){if("u">typeof fetch)return fetch;throw Error("`fetch` is not defined as a global; Either pass `fetch` to the client, `new Anthropic({ fetch })` or polyfill the global, `globalThis.fetch = fetch`")}(),t3(this,ef,sk,"f");const i=r5("ANTHROPIC_CUSTOM_HEADERS");if(i){const e={};for(const t of i.split("\n")){const s=t.indexOf(":");s>=0&&(e[t.substring(0,s).trim()]=t.substring(s+1).trim())}a.defaultHeaders={...e,...a.defaultHeaders}}this._options=a,this.apiKey="string"==typeof t?t:null,this.authToken=s}withOptions(e){return new this.constructor({...this._options,baseURL:this.baseURL,maxRetries:this.maxRetries,timeout:this.timeout,logger:this.logger,logLevel:this.logLevel,fetch:this.fetch,fetchOptions:this.fetchOptions,apiKey:this.apiKey,authToken:this.authToken,...e})}defaultQuery(){return this._options.defaultQuery}validateHeaders({values:e,nulls:t}){if(!(e.get("x-api-key")||e.get("authorization")||this.apiKey&&e.get("x-api-key")||t.has("x-api-key")||this.authToken&&e.get("authorization"))&&!t.has("authorization"))throw Error('Could not resolve authentication method. Expected either apiKey or authToken to be set. Or for one of the "X-Api-Key" or "Authorization" headers to be explicitly omitted')}async authHeaders(e){return s7([await this.apiKeyAuth(e),await this.bearerAuth(e)])}async apiKeyAuth(e){if(null!=this.apiKey)return s7([{"X-Api-Key":this.apiKey}])}async bearerAuth(e){if(null!=this.authToken)return s7([{Authorization:`Bearer ${this.authToken}`}])}stringifyQuery(e){return Object.entries(e).filter(([e,t])=>void 0!==t).map(([e,t])=>{if("string"==typeof t||"number"==typeof t||"boolean"==typeof t)return`${encodeURIComponent(e)}=${encodeURIComponent(t)}`;if(null===t)return`${encodeURIComponent(e)}=`;throw new se(`Cannot stringify type ${typeof t}; Expected string, number, boolean, or null. If you need to pass nested query parameters, you can manually encode them, e.g. { query: { 'foo[key1]': value1, 'foo[key2]': value2 } }, and please open a GitHub issue requesting better support for your use case.`)}).join("&")}getUserAgent(){return`${this.constructor.name}/JS ${sb}`}defaultIdempotencyKey(){return`stainless-node-retry-${t8()}`}makeStatusError(e,t,s,r){return st.generate(e,t,s,r)}buildURL(e,t,s){let r=!t6(this,ep,"m",ex).call(this)&&s||this.baseURL,a=new URL(sh.test(e)?e:r+(r.endsWith("/")&&e.startsWith("/")?e.slice(1):e)),n=this.defaultQuery(),i=Object.fromEntries(a.searchParams);return sx(n)&&sx(i)||(t={...i,...n,...t}),"object"==typeof t&&t&&!Array.isArray(t)&&(a.search=this.stringifyQuery(t)),a.toString()}_calculateNonstreamingTimeout(e){if(3600*e/128e3>600)throw new se("Streaming is required for operations that may take longer than 10 minutes. See https://github.com/anthropics/anthropic-sdk-typescript#streaming-responses for more details");return 6e5}async prepareOptions(e){}async prepareRequest(e,{url:t,options:s}){}get(e,t){return this.methodRequest("get",e,t)}post(e,t){return this.methodRequest("post",e,t)}patch(e,t){return this.methodRequest("patch",e,t)}put(e,t){return this.methodRequest("put",e,t)}delete(e,t){return this.methodRequest("delete",e,t)}methodRequest(e,t,s){return this.request(Promise.resolve(s).then(s=>({method:e,path:t,...s})))}request(e,t=null){return new sF(this,this.makeRequest(e,t,void 0))}async makeRequest(e,t,s){let r=await e,a=r.maxRetries??this.maxRetries;null==t&&(t=a),await this.prepareOptions(r);let{req:n,url:i,timeout:l}=await this.buildRequest(r,{retryCount:a-t});await this.prepareRequest(n,{url:i,options:r});let o="log_"+(0x1000000*Math.random()|0).toString(16).padStart(6,"0"),c=void 0===s?"":`, retryOf: ${s}`,d=Date.now();if(s$(this).debug(`[${o}] sending request`,sL({retryOfRequestLogID:s,method:r.method,url:i,options:r,headers:n.headers})),r.signal?.aborted)throw new ss;let u=new AbortController,m=await this.fetchWithTimeout(i,n,l,u).catch(t9),h=Date.now();if(m instanceof globalThis.Error){let e=`retrying, ${t} attempts remaining`;if(r.signal?.aborted)throw new ss;let a=t7(m)||/timed? ?out/i.test(String(m)+("cause"in m?String(m.cause):""));if(t)return s$(this).info(`[${o}] connection ${a?"timed out":"failed"} - ${e}`),s$(this).debug(`[${o}] connection ${a?"timed out":"failed"} (${e})`,sL({retryOfRequestLogID:s,url:i,durationMs:h-d,message:m.message})),this.retryRequest(r,t,s??o);if(s$(this).info(`[${o}] connection ${a?"timed out":"failed"} - error; no more retries left`),s$(this).debug(`[${o}] connection ${a?"timed out":"failed"} (error; no more retries left)`,sL({retryOfRequestLogID:s,url:i,durationMs:h-d,message:m.message})),a)throw new sa;throw new sr({cause:m})}let p=[...m.headers.entries()].filter(([e])=>"request-id"===e).map(([e,t])=>", "+e+": "+JSON.stringify(t)).join(""),g=`[${o}${c}${p}] ${n.method} ${i} ${m.ok?"succeeded":"failed"} with status ${m.status} in ${h-d}ms`;if(!m.ok){let e=await this.shouldRetry(m);if(t&&e){let e=`retrying, ${t} attempts remaining`;return await sS(m.body),s$(this).info(`${g} - ${e}`),s$(this).debug(`[${o}] response error (${e})`,sL({retryOfRequestLogID:s,url:m.url,status:m.status,headers:m.headers,durationMs:h-d})),this.retryRequest(r,t,s??o,m.headers)}let a=e?"error; no more retries left":"error; not retryable";s$(this).info(`${g} - ${a}`);let n=await m.text().catch(e=>t9(e).message),i=sy(n),l=i?void 0:n;throw s$(this).debug(`[${o}] response error (${a})`,sL({retryOfRequestLogID:s,url:m.url,status:m.status,headers:m.headers,message:l,durationMs:Date.now()-d})),this.makeStatusError(m.status,i,l,m.headers)}return s$(this).info(g),s$(this).debug(`[${o}] response start`,sL({retryOfRequestLogID:s,url:m.url,status:m.status,headers:m.headers,durationMs:h-d})),{response:m,options:r,controller:u,requestLogID:o,retryOfRequestLogID:s,startTime:d}}getAPIList(e,t,s){return this.requestAPIList(t,s&&"then"in s?s.then(t=>({method:"get",path:e,...t})):{method:"get",path:e,...s})}requestAPIList(e,t){return new sV(this,this.makeRequest(t,null,void 0),e)}async fetchWithTimeout(e,t,s,r){let{signal:a,method:n,...i}=t||{},l=this._makeAbort(r);a&&a.addEventListener("abort",l,{once:!0});let o=setTimeout(l,s),c=globalThis.ReadableStream&&i.body instanceof globalThis.ReadableStream||"object"==typeof i.body&&null!==i.body&&Symbol.asyncIterator in i.body,d={signal:r.signal,...c?{duplex:"half"}:{},method:"GET",...i};n&&(d.method=n.toUpperCase());try{return await this.fetch.call(void 0,e,d)}finally{clearTimeout(o)}}async shouldRetry(e){let t=e.headers.get("x-should-retry");return"true"===t||"false"!==t&&(408===e.status||409===e.status||429===e.status||!!(e.status>=500))}async retryRequest(e,t,s,r){let a,n,i=r?.get("retry-after-ms");if(i){let e=parseFloat(i);Number.isNaN(e)||(a=e)}let l=r?.get("retry-after");if(l&&!a){let e=parseFloat(l);a=Number.isNaN(e)?Date.parse(l)-Date.now():1e3*e}if(void 0===a){let s=e.maxRetries??this.maxRetries;a=this.calculateDefaultRetryTimeoutMillis(t,s)}return await (n=a,new Promise(e=>setTimeout(e,n))),this.makeRequest(e,t-1,s)}calculateDefaultRetryTimeoutMillis(e,t){return Math.min(.5*Math.pow(2,t-e),8)*(1-.25*Math.random())*1e3}calculateNonstreamingTimeout(e,t){if(36e5*e/128e3>6e5||null!=t&&e>t)throw new se("Streaming is required for operations that may take longer than 10 minutes. 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n={};this.idempotencyHeader&&"get"!==s&&(e.idempotencyKey||(e.idempotencyKey=this.defaultIdempotencyKey()),n[this.idempotencyHeader]=e.idempotencyKey);let i=s7([n,{Accept:"application/json","User-Agent":this.getUserAgent(),"X-Stainless-Retry-Count":String(a),...e.timeout?{"X-Stainless-Timeout":String(Math.trunc(e.timeout/1e3))}:{},...t??(t=(()=>{let e="u">typeof Deno&&null!=Deno.build?"deno":"u">typeof EdgeRuntime?"edge":"[object process]"===Object.prototype.toString.call(void 0!==globalThis.process?globalThis.process:0)?"node":"unknown";if("deno"===e)return{"X-Stainless-Lang":"js","X-Stainless-Package-Version":sb,"X-Stainless-OS":sw(Deno.build.os),"X-Stainless-Arch":sv(Deno.build.arch),"X-Stainless-Runtime":"deno","X-Stainless-Runtime-Version":"string"==typeof Deno.version?Deno.version:Deno.version?.deno??"unknown"};if("u">typeof 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t?{"X-Stainless-Lang":"js","X-Stainless-Package-Version":sb,"X-Stainless-OS":"Unknown","X-Stainless-Arch":"unknown","X-Stainless-Runtime":`browser:${t.browser}`,"X-Stainless-Runtime-Version":t.version}:{"X-Stainless-Lang":"js","X-Stainless-Package-Version":sb,"X-Stainless-OS":"Unknown","X-Stainless-Arch":"unknown","X-Stainless-Runtime":"unknown","X-Stainless-Runtime-Version":"unknown"}})()),...this._options.dangerouslyAllowBrowser?{"anthropic-dangerous-direct-browser-access":"true"}:void 0,"anthropic-version":"2023-06-01"},await this.authHeaders(e),this._options.defaultHeaders,r,e.headers]);return this.validateHeaders(i),i.values}_makeAbort(e){return()=>e.abort()}buildBody({options:{body:e,headers:t}}){if(!e)return{bodyHeaders:void 0,body:void 0};let s=s7([t]);return ArrayBuffer.isView(e)||e instanceof ArrayBuffer||e instanceof DataView||"string"==typeof e&&s.values.has("content-type")||globalThis.Blob&&e instanceof globalThis.Blob||e instanceof FormData||e instanceof URLSearchParams||globalThis.ReadableStream&&e instanceof globalThis.ReadableStream?{bodyHeaders:void 0,body:e}:"object"==typeof e&&(Symbol.asyncIterator in e||Symbol.iterator in e&&"next"in e&&"function"==typeof e.next)?{bodyHeaders:void 0,body:s_(e)}:"object"==typeof e&&"application/x-www-form-urlencoded"===s.values.get("content-type")?{bodyHeaders:{"content-type":"application/x-www-form-urlencoded"},body:this.stringifyQuery(e)}:t6(this,ef,"f").call(this,{body:e,headers:s})}}eg=r4,ef=new WeakMap,ep=new WeakSet,ex=function(){return"https://api.anthropic.com"!==this.baseURL},r4.Anthropic=eg,r4.HUMAN_PROMPT="\\n\\nHuman:",r4.AI_PROMPT="\\n\\nAssistant:",r4.DEFAULT_TIMEOUT=6e5,r4.AnthropicError=se,r4.APIError=st,r4.APIConnectionError=sr,r4.APIConnectionTimeoutError=sa,r4.APIUserAbortError=ss,r4.NotFoundError=so,r4.ConflictError=sc,r4.RateLimitError=su,r4.BadRequestError=sn,r4.AuthenticationError=si,r4.InternalServerError=sm,r4.PermissionDeniedError=sl,r4.UnprocessableEntityError=sd,r4.toFile=s4;class r3 extends r4{constructor(){super(...arguments),this.completions=new r2(this),this.messages=new rQ(this),this.models=new r1(this),this.beta=new rz(this)}}async function r6(e,t,s,r,a=[],n,i,l,o,c,d,u,m,h,p){if(!r)throw Error("Virtual Key is required");console.log=function(){};let g=p||(0,eM.getProxyBaseUrl)(),f={};a&&a.length>0&&(f["x-litellm-tags"]=a.join(","));let x=new r3({apiKey:r,baseURL:g,dangerouslyAllowBrowser:!0,defaultHeaders:f});try{let r=Date.now(),a=!1,h={model:s,messages:e.map(e=>({role:e.role,content:e.content})),stream:!0,max_tokens:1024,litellm_trace_id:c};for await(let e of(d&&(h.vector_store_ids=d),u&&(h.guardrails=u),m&&(h.policies=m),x.messages.stream(h,{signal:n}))){if("content_block_delta"===e.type){let n=e.delta;if(!a){a=!0;let e=Date.now()-r;l&&l(e)}"text_delta"===n.type?t("assistant",n.text,s):"reasoning_delta"===n.type&&i&&i(n.text)}if("message_delta"===e.type&&e.usage&&o){let t=e.usage,s={completionTokens:t.output_tokens,promptTokens:t.input_tokens,totalTokens:t.input_tokens+t.output_tokens};o(s)}}}catch(e){throw n?.aborted||eI.default.fromBackend(`Error occurred while generating model response. 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Error: ${e}`),e}}async function r7(e,t,s,r,a,n,i,l,o,c,d){console.log=function(){};let u=d||(0,eM.getProxyBaseUrl)(),m=new eq.default.OpenAI({apiKey:r,baseURL:u,dangerouslyAllowBrowser:!0,defaultHeaders:a&&a.length>0?{"x-litellm-tags":a.join(",")}:void 0});try{let r=await m.audio.transcriptions.create({model:s,file:e,...i?{language:i}:{},...l?{prompt:l}:{},...o?{response_format:o}:{},...void 0!==c?{temperature:c}:{}},{signal:n});if(r&&r.text)t(r.text,s),eI.default.success("Audio transcribed successfully");else throw Error("No transcription text in response")}catch(e){if(console.error("Error making audio transcription request:",e),n?.aborted);else{let t="Failed to transcribe audio";e?.error?.message?t=e.error.message:e?.message&&(t=e.message),eI.default.fromBackend(`Audio transcription failed: ${t}`)}throw e}}async function r9(e,t,s,r,a,n){if(!r)throw Error("Virtual Key is required");console.log=function(){};let i=n||(0,eM.getProxyBaseUrl)(),l={};a&&a.length>0&&(l["x-litellm-tags"]=a.join(","));try{let a=i.endsWith("/")?i.slice(0,-1):i,n=`${a}/embeddings`,o=await fetch(n,{method:"POST",headers:{"Content-Type":"application/json",[(0,eM.getGlobalLitellmHeaderName)()]:`Bearer ${r}`,...l},body:JSON.stringify({model:s,input:e})});if(!o.ok){let e=await o.text();throw Error(e||`Request failed with status ${o.status}`)}let c=await o.json(),d=c?.data?.[0]?.embedding;if(!d)throw Error("No embedding returned from server");t(JSON.stringify(d),c?.model??s)}catch(e){throw eI.default.fromBackend(`Error occurred while making embeddings request. Please try again. 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this._client.get(rt`/v1/vaults/${r}/credentials/${e}?beta=true`,{...s,headers:s7([{"anthropic-beta":[...a??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}update(e,t,s){let{vault_id:r,betas:a,...n}=t;return this._client.post(rt`/v1/vaults/${r}/credentials/${e}?beta=true`,{body:n,...s,headers:s7([{"anthropic-beta":[...a??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}list(e,t={},s){let{betas:r,...a}=t??{};return this._client.getAPIList(rt`/v1/vaults/${e}/credentials?beta=true`,sG,{query:a,...s,headers:s7([{"anthropic-beta":[...r??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}delete(e,t,s){let{vault_id:r,betas:a}=t;return this._client.delete(rt`/v1/vaults/${r}/credentials/${e}?beta=true`,{...s,headers:s7([{"anthropic-beta":[...a??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}archive(e,t,s){let{vault_id:r,betas:a}=t;return this._client.post(rt`/v1/vaults/${r}/credentials/${e}/archive?beta=true`,{...s,headers:s7([{"anthropic-beta":[...a??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}}class rW extends s6{constructor(){super(...arguments),this.credentials=new rq(this._client)}create(e,t){let{betas:s,...r}=e;return this._client.post("/v1/vaults?beta=true",{body:r,...t,headers:s7([{"anthropic-beta":[...s??[],"managed-agents-2026-04-01"].toString()},t?.headers])})}retrieve(e,t={},s){let{betas:r}=t??{};return this._client.get(rt`/v1/vaults/${e}?beta=true`,{...s,headers:s7([{"anthropic-beta":[...r??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}update(e,t,s){let{betas:r,...a}=t;return this._client.post(rt`/v1/vaults/${e}?beta=true`,{body:a,...s,headers:s7([{"anthropic-beta":[...r??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}list(e={},t){let{betas:s,...r}=e??{};return 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ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},eo=function(){if(0===this.receivedMessages.length)throw new se("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new se("stream ended without producing a content block with type=text");return e.join(" ")},ed=function(){this.ended||t3(this,H,void 0,"f")},eu=function(e){if(this.ended)return;let t=t6(this,F,"m",eh).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let s=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===s.type&&this._emit("text",e.delta.text,s.text||"");break;case"citations_delta":"text"===s.type&&this._emit("citation",e.delta.citation,s.citations??[]);break;case"input_json_delta":rG(s)&&s.input&&this._emit("inputJson",e.delta.partial_json,s.input);break;case"thinking_delta":"thinking"===s.type&&this._emit("thinking",e.delta.thinking,s.thinking);break;case"signature_delta":"thinking"===s.type&&this._emit("signature",s.signature);break;default:rX(e.delta)}break}case"message_stop":this._addMessageParam(t),this._addMessage(rH(t,t6(this,J,"f"),{logger:t6(this,ei,"f")}),!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":t3(this,H,t,"f")}},em=function(){if(this.ended)throw new se("stream has ended, this shouldn't happen");let e=t6(this,H,"f");if(!e)throw new se("request ended without sending any chunks");return t3(this,H,void 0,"f"),rH(e,t6(this,J,"f"),{logger:t6(this,ei,"f")})},eh=function(e){let t=t6(this,H,"f");if("message_start"===e.type){if(t)throw new se(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new se(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push({...e.content_block}),t;case"content_block_delta":{let s=t.content.at(e.index);switch(e.delta.type){case"text_delta":s?.type==="text"&&(t.content[e.index]={...s,text:(s.text||"")+e.delta.text});break;case"citations_delta":s?.type==="text"&&(t.content[e.index]={...s,citations:[...s.citations??[],e.delta.citation]});break;case"input_json_delta":if(s&&rG(s)){let r=s[rV]||"";r+=e.delta.partial_json;let a={...s};Object.defineProperty(a,rV,{value:r,enumerable:!1,writable:!0}),r&&(a.input=rj(r)),t.content[e.index]=a}break;case"thinking_delta":s?.type==="thinking"&&(t.content[e.index]={...s,thinking:s.thinking+e.delta.thinking});break;case"signature_delta":s?.type==="thinking"&&(t.content[e.index]={...s,signature:e.delta.signature});break;default:rX(e.delta)}return t}}},Symbol.asyncIterator)](){let e=[],t=[],s=!1;return this.on("streamEvent",s=>{let r=t.shift();r?r.resolve(s):e.push(s)}),this.on("end",()=>{for(let e of(s=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(s=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(s=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:s?{value:void 0,done:!0}:new Promise((e,s)=>t.push({resolve:e,reject:s})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new sU(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}function rX(e){}class rY extends s6{create(e,t){return this._client.post("/v1/messages/batches",{body:e,...t})}retrieve(e,t){return this._client.get(rt`/v1/messages/batches/${e}`,t)}list(e={},t){return this._client.getAPIList("/v1/messages/batches",sV,{query:e,...t})}delete(e,t){return this._client.delete(rt`/v1/messages/batches/${e}`,t)}cancel(e,t){return this._client.post(rt`/v1/messages/batches/${e}/cancel`,t)}async results(e,t){let s=await this.retrieve(e);if(!s.results_url)throw new se(`No batch \`results_url\`; Has it finished processing? ${s.processing_status} - ${s.id}`);return this._client.get(s.results_url,{...t,headers:s7([{Accept:"application/binary"},t?.headers]),stream:!0,__binaryResponse:!0})._thenUnwrap((e,t)=>rg.fromResponse(t.response,t.controller))}}class rQ extends s6{constructor(){super(...arguments),this.batches=new rY(this._client)}create(e,t){e.model in rZ&&console.warn(`The model '${e.model}' is deprecated and will reach end-of-life on ${rZ[e.model]}
+Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`),r0.includes(e.model)&&e.thinking&&"enabled"===e.thinking.type&&console.warn(`Using Claude with ${e.model} and 'thinking.type=enabled' is deprecated. Use 'thinking.type=adaptive' instead which results in better model performance in our testing: https://platform.claude.com/docs/en/build-with-claude/adaptive-thinking`);let s=this._client._options.timeout;if(!e.stream&&null==s){let t=rx[e.model]??void 0;s=this._client.calculateNonstreamingTimeout(e.max_tokens,t)}let r=ri(e.tools,e.messages);return this._client.post("/v1/messages",{body:e,timeout:s??6e5,...t,headers:s7([r,t?.headers]),stream:e.stream??!1})}parse(e,t){return this.create(e,t).then(t=>rJ(t,e,{logger:this._client.logger??console}))}stream(e,t){return rK.createMessage(this,e,t,{logger:this._client.logger??console})}countTokens(e,t){return this._client.post("/v1/messages/count_tokens",{body:e,...t})}}let rZ={"claude-1.3":"November 6th, 2024","claude-1.3-100k":"November 6th, 2024","claude-instant-1.1":"November 6th, 2024","claude-instant-1.1-100k":"November 6th, 2024","claude-instant-1.2":"November 6th, 2024","claude-3-sonnet-20240229":"July 21st, 2025","claude-3-opus-20240229":"January 5th, 2026","claude-2.1":"July 21st, 2025","claude-2.0":"July 21st, 2025","claude-3-7-sonnet-latest":"February 19th, 2026","claude-3-7-sonnet-20250219":"February 19th, 2026","claude-3-5-haiku-latest":"February 19th, 2026","claude-3-5-haiku-20241022":"February 19th, 2026","claude-opus-4-0":"June 15th, 2026","claude-opus-4-20250514":"June 15th, 2026","claude-sonnet-4-0":"June 15th, 2026","claude-sonnet-4-20250514":"June 15th, 2026"},r0=["claude-mythos-preview","claude-opus-4-6"];rQ.Batches=rY;class r1 extends s6{retrieve(e,t={},s){let{betas:r}=t??{};return this._client.get(rt`/v1/models/${e}`,{...s,headers:s7([{...r?.toString()!=null?{"anthropic-beta":r?.toString()}:void 0},s?.headers])})}list(e={},t){let{betas:s,...r}=e??{};return this._client.getAPIList("/v1/models",sV,{query:r,...t,headers:s7([{...s?.toString()!=null?{"anthropic-beta":s?.toString()}:void 0},t?.headers])})}}class r2 extends s6{create(e,t){let{betas:s,...r}=e;return this._client.post("/v1/complete",{body:r,timeout:this._client._options.timeout??6e5,...t,headers:s7([{...s?.toString()!=null?{"anthropic-beta":s?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}}let r5=e=>void 0!==globalThis.process?globalThis.process.env?.[e]?.trim()||void 0:void 0!==globalThis.Deno&&globalThis.Deno.env?.get?.(e)?.trim()||void 0;class r4{constructor({baseURL:e=r5("ANTHROPIC_BASE_URL"),apiKey:t=r5("ANTHROPIC_API_KEY")??null,authToken:s=r5("ANTHROPIC_AUTH_TOKEN")??null,...r}={}){ep.add(this),ef.set(this,void 0);const a={apiKey:t,authToken:s,...r,baseURL:e||"https://api.anthropic.com"};if(!a.dangerouslyAllowBrowser&&"u">typeof window&&void 0!==window.document&&"u">typeof navigator)throw new se("It looks like you're running in a browser-like environment.\n\nThis is disabled by default, as it risks exposing your secret API credentials to attackers.\nIf you understand the risks and have appropriate mitigations in place,\nyou can set the `dangerouslyAllowBrowser` option to `true`, e.g.,\n\nnew Anthropic({ apiKey, dangerouslyAllowBrowser: true });\n");this.baseURL=a.baseURL,this.timeout=a.timeout??eg.DEFAULT_TIMEOUT,this.logger=a.logger??console;const n="warn";this.logLevel=n,this.logLevel=sP(a.logLevel,"ClientOptions.logLevel",this)??sP(r5("ANTHROPIC_LOG"),"process.env['ANTHROPIC_LOG']",this)??n,this.fetchOptions=a.fetchOptions,this.maxRetries=a.maxRetries??2,this.fetch=a.fetch??function(){if("u">typeof fetch)return fetch;throw Error("`fetch` is not defined as a global; Either pass `fetch` to the client, `new Anthropic({ fetch })` or polyfill the global, `globalThis.fetch = fetch`")}(),t3(this,ef,sk,"f");const i=r5("ANTHROPIC_CUSTOM_HEADERS");if(i){const e={};for(const t of i.split("\n")){const s=t.indexOf(":");s>=0&&(e[t.substring(0,s).trim()]=t.substring(s+1).trim())}a.defaultHeaders={...e,...a.defaultHeaders}}this._options=a,this.apiKey="string"==typeof t?t:null,this.authToken=s}withOptions(e){return new this.constructor({...this._options,baseURL:this.baseURL,maxRetries:this.maxRetries,timeout:this.timeout,logger:this.logger,logLevel:this.logLevel,fetch:this.fetch,fetchOptions:this.fetchOptions,apiKey:this.apiKey,authToken:this.authToken,...e})}defaultQuery(){return this._options.defaultQuery}validateHeaders({values:e,nulls:t}){if(!(e.get("x-api-key")||e.get("authorization")||this.apiKey&&e.get("x-api-key")||t.has("x-api-key")||this.authToken&&e.get("authorization"))&&!t.has("authorization"))throw Error('Could not resolve authentication method. Expected either apiKey or authToken to be set. Or for one of the "X-Api-Key" or "Authorization" headers to be explicitly omitted')}async authHeaders(e){return s7([await this.apiKeyAuth(e),await this.bearerAuth(e)])}async apiKeyAuth(e){if(null!=this.apiKey)return s7([{"X-Api-Key":this.apiKey}])}async bearerAuth(e){if(null!=this.authToken)return s7([{Authorization:`Bearer ${this.authToken}`}])}stringifyQuery(e){return Object.entries(e).filter(([e,t])=>void 0!==t).map(([e,t])=>{if("string"==typeof t||"number"==typeof t||"boolean"==typeof t)return`${encodeURIComponent(e)}=${encodeURIComponent(t)}`;if(null===t)return`${encodeURIComponent(e)}=`;throw new se(`Cannot stringify type ${typeof t}; Expected string, number, boolean, or null. If you need to pass nested query parameters, you can manually encode them, e.g. { query: { 'foo[key1]': value1, 'foo[key2]': value2 } }, and please open a GitHub issue requesting better support for your use case.`)}).join("&")}getUserAgent(){return`${this.constructor.name}/JS ${sb}`}defaultIdempotencyKey(){return`stainless-node-retry-${t8()}`}makeStatusError(e,t,s,r){return st.generate(e,t,s,r)}buildURL(e,t,s){let r=!t6(this,ep,"m",ex).call(this)&&s||this.baseURL,a=new URL(sh.test(e)?e:r+(r.endsWith("/")&&e.startsWith("/")?e.slice(1):e)),n=this.defaultQuery(),i=Object.fromEntries(a.searchParams);return sx(n)&&sx(i)||(t={...i,...n,...t}),"object"==typeof t&&t&&!Array.isArray(t)&&(a.search=this.stringifyQuery(t)),a.toString()}_calculateNonstreamingTimeout(e){if(3600*e/128e3>600)throw new se("Streaming is required for operations that may take longer than 10 minutes. See https://github.com/anthropics/anthropic-sdk-typescript#streaming-responses for more details");return 6e5}async prepareOptions(e){}async prepareRequest(e,{url:t,options:s}){}get(e,t){return this.methodRequest("get",e,t)}post(e,t){return this.methodRequest("post",e,t)}patch(e,t){return this.methodRequest("patch",e,t)}put(e,t){return this.methodRequest("put",e,t)}delete(e,t){return this.methodRequest("delete",e,t)}methodRequest(e,t,s){return this.request(Promise.resolve(s).then(s=>({method:e,path:t,...s})))}request(e,t=null){return new sF(this,this.makeRequest(e,t,void 0))}async makeRequest(e,t,s){let r=await e,a=r.maxRetries??this.maxRetries;null==t&&(t=a),await this.prepareOptions(r);let{req:n,url:i,timeout:l}=await this.buildRequest(r,{retryCount:a-t});await this.prepareRequest(n,{url:i,options:r});let o="log_"+(0x1000000*Math.random()|0).toString(16).padStart(6,"0"),c=void 0===s?"":`, retryOf: ${s}`,d=Date.now();if(s$(this).debug(`[${o}] sending request`,sL({retryOfRequestLogID:s,method:r.method,url:i,options:r,headers:n.headers})),r.signal?.aborted)throw new ss;let u=new AbortController,m=await this.fetchWithTimeout(i,n,l,u).catch(t9),h=Date.now();if(m instanceof globalThis.Error){let e=`retrying, ${t} attempts remaining`;if(r.signal?.aborted)throw new ss;let a=t7(m)||/timed? ?out/i.test(String(m)+("cause"in m?String(m.cause):""));if(t)return s$(this).info(`[${o}] connection ${a?"timed out":"failed"} - ${e}`),s$(this).debug(`[${o}] connection ${a?"timed out":"failed"} (${e})`,sL({retryOfRequestLogID:s,url:i,durationMs:h-d,message:m.message})),this.retryRequest(r,t,s??o);if(s$(this).info(`[${o}] connection ${a?"timed out":"failed"} - error; no more retries left`),s$(this).debug(`[${o}] connection ${a?"timed out":"failed"} (error; no more retries left)`,sL({retryOfRequestLogID:s,url:i,durationMs:h-d,message:m.message})),a)throw new sa;throw new sr({cause:m})}let p=[...m.headers.entries()].filter(([e])=>"request-id"===e).map(([e,t])=>", "+e+": "+JSON.stringify(t)).join(""),g=`[${o}${c}${p}] ${n.method} ${i} ${m.ok?"succeeded":"failed"} with status ${m.status} in ${h-d}ms`;if(!m.ok){let e=await this.shouldRetry(m);if(t&&e){let e=`retrying, ${t} attempts remaining`;return await sS(m.body),s$(this).info(`${g} - ${e}`),s$(this).debug(`[${o}] response error (${e})`,sL({retryOfRequestLogID:s,url:m.url,status:m.status,headers:m.headers,durationMs:h-d})),this.retryRequest(r,t,s??o,m.headers)}let a=e?"error; no more retries left":"error; not retryable";s$(this).info(`${g} - ${a}`);let n=await m.text().catch(e=>t9(e).message),i=sy(n),l=i?void 0:n;throw s$(this).debug(`[${o}] response error (${a})`,sL({retryOfRequestLogID:s,url:m.url,status:m.status,headers:m.headers,message:l,durationMs:Date.now()-d})),this.makeStatusError(m.status,i,l,m.headers)}return s$(this).info(g),s$(this).debug(`[${o}] response start`,sL({retryOfRequestLogID:s,url:m.url,status:m.status,headers:m.headers,durationMs:h-d})),{response:m,options:r,controller:u,requestLogID:o,retryOfRequestLogID:s,startTime:d}}getAPIList(e,t,s){return this.requestAPIList(t,s&&"then"in s?s.then(t=>({method:"get",path:e,...t})):{method:"get",path:e,...s})}requestAPIList(e,t){return new sJ(this,this.makeRequest(t,null,void 0),e)}async fetchWithTimeout(e,t,s,r){let{signal:a,method:n,...i}=t||{},l=this._makeAbort(r);a&&a.addEventListener("abort",l,{once:!0});let o=setTimeout(l,s),c=globalThis.ReadableStream&&i.body instanceof globalThis.ReadableStream||"object"==typeof i.body&&null!==i.body&&Symbol.asyncIterator in i.body,d={signal:r.signal,...c?{duplex:"half"}:{},method:"GET",...i};n&&(d.method=n.toUpperCase());try{return await this.fetch.call(void 0,e,d)}finally{clearTimeout(o)}}async shouldRetry(e){let t=e.headers.get("x-should-retry");return"true"===t||"false"!==t&&(408===e.status||409===e.status||429===e.status||!!(e.status>=500))}async retryRequest(e,t,s,r){let a,n,i=r?.get("retry-after-ms");if(i){let e=parseFloat(i);Number.isNaN(e)||(a=e)}let l=r?.get("retry-after");if(l&&!a){let e=parseFloat(l);a=Number.isNaN(e)?Date.parse(l)-Date.now():1e3*e}if(void 0===a){let s=e.maxRetries??this.maxRetries;a=this.calculateDefaultRetryTimeoutMillis(t,s)}return await (n=a,new Promise(e=>setTimeout(e,n))),this.makeRequest(e,t-1,s)}calculateDefaultRetryTimeoutMillis(e,t){return Math.min(.5*Math.pow(2,t-e),8)*(1-.25*Math.random())*1e3}calculateNonstreamingTimeout(e,t){if(36e5*e/128e3>6e5||null!=t&&e>t)throw new se("Streaming is required for operations that may take longer than 10 minutes. 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n={};this.idempotencyHeader&&"get"!==s&&(e.idempotencyKey||(e.idempotencyKey=this.defaultIdempotencyKey()),n[this.idempotencyHeader]=e.idempotencyKey);let i=s7([n,{Accept:"application/json","User-Agent":this.getUserAgent(),"X-Stainless-Retry-Count":String(a),...e.timeout?{"X-Stainless-Timeout":String(Math.trunc(e.timeout/1e3))}:{},...t??(t=(()=>{let e="u">typeof Deno&&null!=Deno.build?"deno":"u">typeof EdgeRuntime?"edge":"[object process]"===Object.prototype.toString.call(void 0!==globalThis.process?globalThis.process:0)?"node":"unknown";if("deno"===e)return{"X-Stainless-Lang":"js","X-Stainless-Package-Version":sb,"X-Stainless-OS":sw(Deno.build.os),"X-Stainless-Arch":sv(Deno.build.arch),"X-Stainless-Runtime":"deno","X-Stainless-Runtime-Version":"string"==typeof Deno.version?Deno.version:Deno.version?.deno??"unknown"};if("u">typeof EdgeRuntime)return{"X-Stainless-Lang":"js","X-Stainless-Package-Version":sb,"X-Stainless-OS":"Unknown","X-Stainless-Arch":`other:${EdgeRuntime}`,"X-Stainless-Runtime":"edge","X-Stainless-Runtime-Version":globalThis.process.version};if("node"===e)return{"X-Stainless-Lang":"js","X-Stainless-Package-Version":sb,"X-Stainless-OS":sw(globalThis.process.platform??"unknown"),"X-Stainless-Arch":sv(globalThis.process.arch??"unknown"),"X-Stainless-Runtime":"node","X-Stainless-Runtime-Version":globalThis.process.version??"unknown"};let t=function(){if("u"<typeof navigator||!navigator)return null;for(let{key:e,pattern:t}of[{key:"edge",pattern:/Edge(?:\W+(\d+)\.(\d+)(?:\.(\d+))?)?/},{key:"ie",pattern:/MSIE(?:\W+(\d+)\.(\d+)(?:\.(\d+))?)?/},{key:"ie",pattern:/Trident(?:.*rv\:(\d+)\.(\d+)(?:\.(\d+))?)?/},{key:"chrome",pattern:/Chrome(?:\W+(\d+)\.(\d+)(?:\.(\d+))?)?/},{key:"firefox",pattern:/Firefox(?:\W+(\d+)\.(\d+)(?:\.(\d+))?)?/},{key:"safari",pattern:/(?:Version\W+(\d+)\.(\d+)(?:\.(\d+))?)?(?:\W+Mobile\S*)?\W+Safari/}]){let s=t.exec(navigator.userAgent);if(s){let t=s[1]||0,r=s[2]||0,a=s[3]||0;return{browser:e,version:`${t}.${r}.${a}`}}}return null}();return t?{"X-Stainless-Lang":"js","X-Stainless-Package-Version":sb,"X-Stainless-OS":"Unknown","X-Stainless-Arch":"unknown","X-Stainless-Runtime":`browser:${t.browser}`,"X-Stainless-Runtime-Version":t.version}:{"X-Stainless-Lang":"js","X-Stainless-Package-Version":sb,"X-Stainless-OS":"Unknown","X-Stainless-Arch":"unknown","X-Stainless-Runtime":"unknown","X-Stainless-Runtime-Version":"unknown"}})()),...this._options.dangerouslyAllowBrowser?{"anthropic-dangerous-direct-browser-access":"true"}:void 0,"anthropic-version":"2023-06-01"},await this.authHeaders(e),this._options.defaultHeaders,r,e.headers]);return this.validateHeaders(i),i.values}_makeAbort(e){return()=>e.abort()}buildBody({options:{body:e,headers:t}}){if(!e)return{bodyHeaders:void 0,body:void 0};let s=s7([t]);return ArrayBuffer.isView(e)||e instanceof ArrayBuffer||e instanceof DataView||"string"==typeof e&&s.values.has("content-type")||globalThis.Blob&&e instanceof globalThis.Blob||e instanceof FormData||e instanceof URLSearchParams||globalThis.ReadableStream&&e instanceof globalThis.ReadableStream?{bodyHeaders:void 0,body:e}:"object"==typeof e&&(Symbol.asyncIterator in e||Symbol.iterator in e&&"next"in e&&"function"==typeof e.next)?{bodyHeaders:void 0,body:s_(e)}:"object"==typeof e&&"application/x-www-form-urlencoded"===s.values.get("content-type")?{bodyHeaders:{"content-type":"application/x-www-form-urlencoded"},body:this.stringifyQuery(e)}:t6(this,ef,"f").call(this,{body:e,headers:s})}}eg=r4,ef=new WeakMap,ep=new WeakSet,ex=function(){return"https://api.anthropic.com"!==this.baseURL},r4.Anthropic=eg,r4.HUMAN_PROMPT="\\n\\nHuman:",r4.AI_PROMPT="\\n\\nAssistant:",r4.DEFAULT_TIMEOUT=6e5,r4.AnthropicError=se,r4.APIError=st,r4.APIConnectionError=sr,r4.APIConnectionTimeoutError=sa,r4.APIUserAbortError=ss,r4.NotFoundError=so,r4.ConflictError=sc,r4.RateLimitError=su,r4.BadRequestError=sn,r4.AuthenticationError=si,r4.InternalServerError=sm,r4.PermissionDeniedError=sl,r4.UnprocessableEntityError=sd,r4.toFile=s4;class r3 extends r4{constructor(){super(...arguments),this.completions=new r2(this),this.messages=new rQ(this),this.models=new r1(this),this.beta=new rz(this)}}async function r6(e,t,s,r,a=[],n,i,l,o,c,d,u,m,h,p){if(!r)throw Error("Virtual Key is required");console.log=function(){};let g=p||(0,eM.getProxyBaseUrl)(),f={};a&&a.length>0&&(f["x-litellm-tags"]=a.join(","));let x=new r3({apiKey:r,baseURL:g,dangerouslyAllowBrowser:!0,defaultHeaders:f});try{let r=Date.now(),a=!1,h={model:s,messages:e.map(e=>({role:e.role,content:e.content})),stream:!0,max_tokens:1024,litellm_trace_id:c};for await(let e of(d&&(h.vector_store_ids=d),u&&(h.guardrails=u),m&&(h.policies=m),x.messages.stream(h,{signal:n}))){if("content_block_delta"===e.type){let n=e.delta;if(!a){a=!0;let e=Date.now()-r;l&&l(e)}"text_delta"===n.type?t("assistant",n.text,s):"reasoning_delta"===n.type&&i&&i(n.text)}if("message_delta"===e.type&&e.usage&&o){let t=e.usage,s={completionTokens:t.output_tokens,promptTokens:t.input_tokens,totalTokens:t.input_tokens+t.output_tokens};o(s)}}}catch(e){throw n?.aborted||eI.default.fromBackend(`Error occurred while generating model response. 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Please try again. 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@@ -36,9 +36,9 @@ Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resour
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new file mode 100644
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0c4pfjjue0uc-.js b/litellm/proxy/_experimental/out/_next/static/chunks/0onea0n77pqw1.js
similarity index 77%
rename from litellm/proxy/_experimental/out/_next/static/chunks/0c4pfjjue0uc-.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/0onea0n77pqw1.js
index f61e7391e76..89db65ad002 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0c4pfjjue0uc-.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0onea0n77pqw1.js
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This is a bug of rc-tree. Please report an issue.");var p=e4(c),m={event:t,node:eJ(s),dragNode:e.dragNodeProps?eJ(e.dragNodeProps):null,dragNodesKeys:[e.dragNodeProps.eventKey].concat(a),dropToGap:0!==i,dropPosition:i+Number(p[p.length-1])};l||null==u||u(m),e.dragNodeProps=null}}}),(0,C.default)((0,tB.default)(e),"cleanDragState",function(){null!==e.state.draggingNodeKey&&e.setState({draggingNodeKey:null,dropPosition:null,dropContainerKey:null,dropTargetKey:null,dropLevelOffset:null,dropAllowed:!0,dragOverNodeKey:null}),e.dragStartMousePosition=null,e.currentMouseOverDroppableNodeKey=null}),(0,C.default)((0,tB.default)(e),"triggerExpandActionExpand",function(t,n){var r=e.state,l=r.expandedKeys,o=r.flattenNodes,a=n.expanded,i=n.key;if(!n.isLeaf&&!t.shiftKey&&!t.metaKey&&!t.ctrlKey){var d=o.filter(function(e){return e.key===i})[0],c=eJ((0,w.default)((0,w.default)({},eY(i,e.getTreeNodeRequiredProps())),{},{data:d.data}));e.setExpandedKeys(a?e2(l,i):e3(l,i)),e.onNodeExpand(t,c)}}),(0,C.default)((0,tB.default)(e),"onNodeClick",function(t,n){var r=e.props,l=r.onClick;"click"===r.expandAction&&e.triggerExpandActionExpand(t,n),null==l||l(t,n)}),(0,C.default)((0,tB.default)(e),"onNodeDoubleClick",function(t,n){var r=e.props,l=r.onDoubleClick;"doubleClick"===r.expandAction&&e.triggerExpandActionExpand(t,n),null==l||l(t,n)}),(0,C.default)((0,tB.default)(e),"onNodeSelect",function(t,n){var r=e.state.selectedKeys,l=e.state,o=l.keyEntities,a=l.fieldNames,i=e.props,d=i.onSelect,c=i.multiple,u=n.selected,s=n[a.key],f=!u,p=(r=f?c?e3(r,s):[s]:e2(r,s)).map(function(e){var t=o[e];return t?t.node:null}).filter(Boolean);e.setUncontrolledState({selectedKeys:r}),null==d||d(r,{event:"select",selected:f,node:n,selectedNodes:p,nativeEvent:t.nativeEvent})}),(0,C.default)((0,tB.default)(e),"onNodeCheck",function(t,n,r){var l,o=e.state,a=o.keyEntities,i=o.checkedKeys,d=o.halfCheckedKeys,c=e.props,u=c.checkStrictly,s=c.onCheck,f=n.key,p={event:"check",node:n,checked:r,nativeEvent:t.nativeEvent};if(u){var m=r?e3(i,f):e2(i,f);l={checked:m,halfChecked:e2(d,f)},p.checkedNodes=m.map(function(e){return a[e]}).filter(Boolean).map(function(e){return e.node}),e.setUncontrolledState({checkedKeys:m})}else{var h=tt([].concat((0,er.default)(i),[f]),!0,a),g=h.checkedKeys,v=h.halfCheckedKeys;if(!r){var y=new Set(g);y.delete(f);var b=tt(Array.from(y),{checked:!1,halfCheckedKeys:v},a);g=b.checkedKeys,v=b.halfCheckedKeys}l=g,p.checkedNodes=[],p.checkedNodesPositions=[],p.halfCheckedKeys=v,g.forEach(function(e){var t=a[e];if(t){var n=t.node,r=t.pos;p.checkedNodes.push(n),p.checkedNodesPositions.push({node:n,pos:r})}}),e.setUncontrolledState({checkedKeys:g},!1,{halfCheckedKeys:v})}null==s||s(l,p)}),(0,C.default)((0,tB.default)(e),"onNodeLoad",function(t){var n,r=t.key,l=e.state.keyEntities[r];if(null==l||null==(n=l.children)||!n.length){var o=new Promise(function(n,l){e.setState(function(o){var a=o.loadedKeys,i=o.loadingKeys,d=void 0===i?[]:i,c=e.props,u=c.loadData,s=c.onLoad;return!u||(void 0===a?[]:a).includes(r)||d.includes(r)?null:(u(t).then(function(){var l=e3(e.state.loadedKeys,r);null==s||s(l,{event:"load",node:t}),e.setUncontrolledState({loadedKeys:l}),e.setState(function(e){return{loadingKeys:e2(e.loadingKeys,r)}}),n()}).catch(function(t){if(e.setState(function(e){return{loadingKeys:e2(e.loadingKeys,r)}}),e.loadingRetryTimes[r]=(e.loadingRetryTimes[r]||0)+1,e.loadingRetryTimes[r]>=10){var o=e.state.loadedKeys;(0,N.default)(!1,"Retry for `loadData` many times but still failed. No more retry."),e.setUncontrolledState({loadedKeys:e3(o,r)}),n()}l(t)}),{loadingKeys:e3(d,r)})})});return o.catch(function(){}),o}}),(0,C.default)((0,tB.default)(e),"onNodeMouseEnter",function(t,n){var r=e.props.onMouseEnter;null==r||r({event:t,node:n})}),(0,C.default)((0,tB.default)(e),"onNodeMouseLeave",function(t,n){var r=e.props.onMouseLeave;null==r||r({event:t,node:n})}),(0,C.default)((0,tB.default)(e),"onNodeContextMenu",function(t,n){var r=e.props.onRightClick;r&&(t.preventDefault(),r({event:t,node:n}))}),(0,C.default)((0,tB.default)(e),"onFocus",function(){var t=e.props.onFocus;e.setState({focused:!0});for(var n=arguments.length,r=Array(n),l=0;l<n;l++)r[l]=arguments[l];null==t||t.apply(void 0,r)}),(0,C.default)((0,tB.default)(e),"onBlur",function(){var t=e.props.onBlur;e.setState({focused:!1}),e.onActiveChange(null);for(var n=arguments.length,r=Array(n),l=0;l<n;l++)r[l]=arguments[l];null==t||t.apply(void 0,r)}),(0,C.default)((0,tB.default)(e),"getTreeNodeRequiredProps",function(){var t=e.state;return{expandedKeys:t.expandedKeys||[],selectedKeys:t.selectedKeys||[],loadedKeys:t.loadedKeys||[],loadingKeys:t.loadingKeys||[],checkedKeys:t.checkedKeys||[],halfCheckedKeys:t.halfCheckedKeys||[],dragOverNodeKey:t.dragOverNodeKey,dropPosition:t.dropPosition,keyEntities:t.keyEntities}}),(0,C.default)((0,tB.default)(e),"setExpandedKeys",function(t){var n=e.state,r=eX(n.treeData,t,n.fieldNames);e.setUncontrolledState({expandedKeys:t,flattenNodes:r},!0)}),(0,C.default)((0,tB.default)(e),"onNodeExpand",function(t,n){var r=e.state.expandedKeys,l=e.state,o=l.listChanging,a=l.fieldNames,i=e.props,d=i.onExpand,c=i.loadData,u=n.expanded,s=n[a.key];if(!o){var f=r.includes(s),p=!u;if((0,N.default)(u&&f||!u&&!f,"Expand state not sync with index check"),r=p?e3(r,s):e2(r,s),e.setExpandedKeys(r),null==d||d(r,{node:n,expanded:p,nativeEvent:t.nativeEvent}),p&&c){var m=e.onNodeLoad(n);m&&m.then(function(){var t=eX(e.state.treeData,r,a);e.setUncontrolledState({flattenNodes:t})}).catch(function(){var t=e2(e.state.expandedKeys,s);e.setExpandedKeys(t)})}}}),(0,C.default)((0,tB.default)(e),"onListChangeStart",function(){e.setUncontrolledState({listChanging:!0})}),(0,C.default)((0,tB.default)(e),"onListChangeEnd",function(){setTimeout(function(){e.setUncontrolledState({listChanging:!1})})}),(0,C.default)((0,tB.default)(e),"onActiveChange",function(t){var n=e.state.activeKey,r=e.props,l=r.onActiveChange,o=r.itemScrollOffset;n!==t&&(e.setState({activeKey:t}),null!==t&&e.scrollTo({key:t,offset:void 0===o?0:o}),null==l||l(t))}),(0,C.default)((0,tB.default)(e),"getActiveItem",function(){var t=e.state,n=t.activeKey,r=t.flattenNodes;return null===n?null:r.find(function(e){return e.key===n})||null}),(0,C.default)((0,tB.default)(e),"offsetActiveKey",function(t){var n=e.state,r=n.flattenNodes,l=n.activeKey,o=r.findIndex(function(e){return e.key===l});-1===o&&t<0&&(o=r.length),o=(o+t+r.length)%r.length;var a=r[o];if(a){var i=a.key;e.onActiveChange(i)}else e.onActiveChange(null)}),(0,C.default)((0,tB.default)(e),"onKeyDown",function(t){var n=e.state,r=n.activeKey,l=n.expandedKeys,o=n.checkedKeys,a=n.fieldNames,i=e.props,d=i.onKeyDown,c=i.checkable,u=i.selectable;switch(t.which){case tz.default.UP:e.offsetActiveKey(-1),t.preventDefault();break;case tz.default.DOWN:e.offsetActiveKey(1),t.preventDefault()}var s=e.getActiveItem();if(s&&s.data){var f=e.getTreeNodeRequiredProps(),p=!1===s.data.isLeaf||!!(s.data[a.children]||[]).length,m=eJ((0,w.default)((0,w.default)({},eY(r,f)),{},{data:s.data,active:!0}));switch(t.which){case tz.default.LEFT:p&&l.includes(r)?e.onNodeExpand({},m):s.parent&&e.onActiveChange(s.parent.key),t.preventDefault();break;case tz.default.RIGHT:p&&!l.includes(r)?e.onNodeExpand({},m):s.children&&s.children.length&&e.onActiveChange(s.children[0].key),t.preventDefault();break;case tz.default.ENTER:case tz.default.SPACE:!c||m.disabled||!1===m.checkable||m.disableCheckbox?c||!u||m.disabled||!1===m.selectable||e.onNodeSelect({},m):e.onNodeCheck({},m,!o.includes(r))}}null==d||d(t)}),(0,C.default)((0,tB.default)(e),"setUncontrolledState",function(t){var n=arguments.length>1&&void 0!==arguments[1]&&arguments[1],r=arguments.length>2&&void 0!==arguments[2]?arguments[2]:null;if(!e.destroyed){var l=!1,o=!0,a={};Object.keys(t).forEach(function(n){if(e.props.hasOwnProperty(n)){o=!1;return}l=!0,a[n]=t[n]}),l&&(!n||o)&&e.setState((0,w.default)((0,w.default)({},a),r))}}),(0,C.default)((0,tB.default)(e),"scrollTo",function(t){e.listRef.current.scrollTo(t)}),e}return(0,tj.default)(r,[{key:"componentDidMount",value:function(){this.destroyed=!1,this.onUpdated()}},{key:"componentDidUpdate",value:function(){this.onUpdated()}},{key:"onUpdated",value:function(){var e=this.props,t=e.activeKey,n=e.itemScrollOffset;void 0!==t&&t!==this.state.activeKey&&(this.setState({activeKey:t}),null!==t&&this.scrollTo({key:t,offset:void 0===n?0:n}))}},{key:"componentWillUnmount",value:function(){window.removeEventListener("dragend",this.onWindowDragEnd),this.destroyed=!0}},{key:"resetDragState",value:function(){this.setState({dragOverNodeKey:null,dropPosition:null,dropLevelOffset:null,dropTargetKey:null,dropContainerKey:null,dropTargetPos:null,dropAllowed:!1})}},{key:"render",value:function(){var e,n=this.state,r=n.focused,l=n.flattenNodes,o=n.keyEntities,a=n.draggingNodeKey,i=n.activeKey,d=n.dropLevelOffset,c=n.dropContainerKey,u=n.dropTargetKey,f=n.dropPosition,p=n.dragOverNodeKey,m=n.indent,h=this.props,g=h.prefixCls,v=h.className,y=h.style,b=h.showLine,w=h.focusable,k=h.tabIndex,S=h.selectable,N=h.showIcon,$=h.icon,K=h.switcherIcon,O=h.draggable,R=h.checkable,I=h.checkStrictly,P=h.disabled,T=h.motion,M=h.loadData,D=h.filterTreeNode,L=h.height,j=h.itemHeight,B=h.scrollWidth,H=h.virtual,A=h.titleRender,W=h.dropIndicatorRender,F=h.onContextMenu,_=h.onScroll,q=h.direction,V=h.rootClassName,U=h.rootStyle,X=(0,z.default)(this.props,{aria:!0,data:!0});O&&(e="object"===(0,x.default)(O)?O:"function"==typeof O?{nodeDraggable:O}:{});var G={prefixCls:g,selectable:S,showIcon:N,icon:$,switcherIcon:K,draggable:e,draggingNodeKey:a,checkable:R,checkStrictly:I,disabled:P,keyEntities:o,dropLevelOffset:d,dropContainerKey:c,dropTargetKey:u,dropPosition:f,dragOverNodeKey:p,indent:m,direction:q,dropIndicatorRender:W,loadData:M,filterTreeNode:D,titleRender:A,onNodeClick:this.onNodeClick,onNodeDoubleClick:this.onNodeDoubleClick,onNodeExpand:this.onNodeExpand,onNodeSelect:this.onNodeSelect,onNodeCheck:this.onNodeCheck,onNodeLoad:this.onNodeLoad,onNodeMouseEnter:this.onNodeMouseEnter,onNodeMouseLeave:this.onNodeMouseLeave,onNodeContextMenu:this.onNodeContextMenu,onNodeDragStart:this.onNodeDragStart,onNodeDragEnter:this.onNodeDragEnter,onNodeDragOver:this.onNodeDragOver,onNodeDragLeave:this.onNodeDragLeave,onNodeDragEnd:this.onNodeDragEnd,onNodeDrop:this.onNodeDrop};return t.createElement(eH.Provider,{value:G},t.createElement("div",{className:(0,E.default)(g,v,V,(0,C.default)((0,C.default)((0,C.default)({},"".concat(g,"-show-line"),b),"".concat(g,"-focused"),r),"".concat(g,"-active-focused"),null!==i)),style:U},t.createElement(t3,(0,s.default)({ref:this.listRef,prefixCls:g,style:y,data:l,disabled:P,selectable:S,checkable:!!R,motion:T,dragging:null!==a,height:L,itemHeight:j,virtual:H,focusable:w,focused:r,tabIndex:void 0===k?0:k,activeItem:this.getActiveItem(),onFocus:this.onFocus,onBlur:this.onBlur,onKeyDown:this.onKeyDown,onActiveChange:this.onActiveChange,onListChangeStart:this.onListChangeStart,onListChangeEnd:this.onListChangeEnd,onContextMenu:F,onScroll:_,scrollWidth:B},this.getTreeNodeRequiredProps(),X))))}}],[{key:"getDerivedStateFromProps",value:function(e,t){var n,r,l=t.prevProps,o={prevProps:e};function a(t){return!l&&e.hasOwnProperty(t)||l&&l[t]!==e[t]}var i=t.fieldNames;if(a("fieldNames")&&(o.fieldNames=i=eV(e.fieldNames)),a("treeData")?n=e.treeData:a("children")&&((0,N.default)(!1,"`children` of Tree is deprecated. Please use `treeData` instead."),n=eU(e.children)),n){o.treeData=n;var d=eG(n,{fieldNames:i});o.keyEntities=(0,w.default)((0,C.default)({},tJ,tZ),d.keyEntities)}var c=o.keyEntities||t.keyEntities;if(a("expandedKeys")||l&&a("autoExpandParent"))o.expandedKeys=e.autoExpandParent||!l&&e.defaultExpandParent?e7(e.expandedKeys,c):e.expandedKeys;else if(!l&&e.defaultExpandAll){var u=(0,w.default)({},c);delete u[tJ];var s=[];Object.keys(u).forEach(function(e){var t=u[e];t.children&&t.children.length&&s.push(t.key)}),o.expandedKeys=s}else!l&&e.defaultExpandedKeys&&(o.expandedKeys=e.autoExpandParent||e.defaultExpandParent?e7(e.defaultExpandedKeys,c):e.defaultExpandedKeys);if(o.expandedKeys||delete o.expandedKeys,n||o.expandedKeys){var f=eX(n||t.treeData,o.expandedKeys||t.expandedKeys,i);o.flattenNodes=f}if(e.selectable&&(a("selectedKeys")?o.selectedKeys=e6(e.selectedKeys,e):!l&&e.defaultSelectedKeys&&(o.selectedKeys=e6(e.defaultSelectedKeys,e))),e.checkable&&(a("checkedKeys")?r=e5(e.checkedKeys)||{}:!l&&e.defaultCheckedKeys?r=e5(e.defaultCheckedKeys)||{}:n&&(r=e5(e.checkedKeys)||{checkedKeys:t.checkedKeys,halfCheckedKeys:t.halfCheckedKeys}),r)){var p=r,m=p.checkedKeys,h=void 0===m?[]:m,g=p.halfCheckedKeys,v=void 0===g?[]:g;if(!e.checkStrictly){var y=tt(h,!0,c);h=y.checkedKeys,v=y.halfCheckedKeys}o.checkedKeys=h,o.halfCheckedKeys=v}return 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r=`.${e}`,l=`${r}-treenode`,o=t.calc(t.paddingXS).div(2).equal(),a=(0,nu.mergeToken)(t,{treeCls:r,treeNodeCls:l,treeNodePadding:o});return[((e,t)=>{let{treeCls:n,treeNodeCls:r,treeNodePadding:l,titleHeight:o,indentSize:a,nodeSelectedBg:i,nodeHoverBg:d,colorTextQuaternary:c,controlItemBgActiveDisabled:u}=t;return{[n]:Object.assign(Object.assign({},(0,ni.resetComponent)(t)),{"--rc-virtual-list-scrollbar-bg":t.colorSplit,background:t.colorBgContainer,borderRadius:t.borderRadius,transition:`background-color ${t.motionDurationSlow}`,"&-rtl":{direction:"rtl"},[`&${n}-rtl ${n}-switcher_close ${n}-switcher-icon svg`]:{transform:"rotate(90deg)"},[`&-focused:not(:hover):not(${n}-active-focused)`]:(0,ni.genFocusOutline)(t),[`${n}-list-holder-inner`]:{alignItems:"flex-start"},[`&${n}-block-node`]:{[`${n}-list-holder-inner`]:{alignItems:"stretch",[`${n}-node-content-wrapper`]:{flex:"auto"},[`${r}.dragging:after`]:{position:"absolute",inset:0,border:`1px solid 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Please report an issue.");var p=e4(c),m={event:t,node:eJ(s),dragNode:e.dragNodeProps?eJ(e.dragNodeProps):null,dragNodesKeys:[e.dragNodeProps.eventKey].concat(a),dropToGap:0!==i,dropPosition:i+Number(p[p.length-1])};l||null==u||u(m),e.dragNodeProps=null}}}),(0,C.default)((0,tB.default)(e),"cleanDragState",function(){null!==e.state.draggingNodeKey&&e.setState({draggingNodeKey:null,dropPosition:null,dropContainerKey:null,dropTargetKey:null,dropLevelOffset:null,dropAllowed:!0,dragOverNodeKey:null}),e.dragStartMousePosition=null,e.currentMouseOverDroppableNodeKey=null}),(0,C.default)((0,tB.default)(e),"triggerExpandActionExpand",function(t,n){var r=e.state,l=r.expandedKeys,o=r.flattenNodes,a=n.expanded,i=n.key;if(!n.isLeaf&&!t.shiftKey&&!t.metaKey&&!t.ctrlKey){var d=o.filter(function(e){return e.key===i})[0],c=eJ((0,w.default)((0,w.default)({},eY(i,e.getTreeNodeRequiredProps())),{},{data:d.data}));e.setExpandedKeys(a?e2(l,i):e3(l,i)),e.onNodeExpand(t,c)}}),(0,C.default)((0,tB.default)(e),"onNodeClick",function(t,n){var r=e.props,l=r.onClick;"click"===r.expandAction&&e.triggerExpandActionExpand(t,n),null==l||l(t,n)}),(0,C.default)((0,tB.default)(e),"onNodeDoubleClick",function(t,n){var r=e.props,l=r.onDoubleClick;"doubleClick"===r.expandAction&&e.triggerExpandActionExpand(t,n),null==l||l(t,n)}),(0,C.default)((0,tB.default)(e),"onNodeSelect",function(t,n){var r=e.state.selectedKeys,l=e.state,o=l.keyEntities,a=l.fieldNames,i=e.props,d=i.onSelect,c=i.multiple,u=n.selected,s=n[a.key],f=!u,p=(r=f?c?e3(r,s):[s]:e2(r,s)).map(function(e){var t=o[e];return t?t.node:null}).filter(Boolean);e.setUncontrolledState({selectedKeys:r}),null==d||d(r,{event:"select",selected:f,node:n,selectedNodes:p,nativeEvent:t.nativeEvent})}),(0,C.default)((0,tB.default)(e),"onNodeCheck",function(t,n,r){var l,o=e.state,a=o.keyEntities,i=o.checkedKeys,d=o.halfCheckedKeys,c=e.props,u=c.checkStrictly,s=c.onCheck,f=n.key,p={event:"check",node:n,checked:r,nativeEvent:t.nativeEvent};if(u){var m=r?e3(i,f):e2(i,f);l={checked:m,halfChecked:e2(d,f)},p.checkedNodes=m.map(function(e){return a[e]}).filter(Boolean).map(function(e){return e.node}),e.setUncontrolledState({checkedKeys:m})}else{var h=tt([].concat((0,er.default)(i),[f]),!0,a),g=h.checkedKeys,v=h.halfCheckedKeys;if(!r){var y=new Set(g);y.delete(f);var b=tt(Array.from(y),{checked:!1,halfCheckedKeys:v},a);g=b.checkedKeys,v=b.halfCheckedKeys}l=g,p.checkedNodes=[],p.checkedNodesPositions=[],p.halfCheckedKeys=v,g.forEach(function(e){var t=a[e];if(t){var n=t.node,r=t.pos;p.checkedNodes.push(n),p.checkedNodesPositions.push({node:n,pos:r})}}),e.setUncontrolledState({checkedKeys:g},!1,{halfCheckedKeys:v})}null==s||s(l,p)}),(0,C.default)((0,tB.default)(e),"onNodeLoad",function(t){var n,r=t.key,l=e.state.keyEntities[r];if(null==l||null==(n=l.children)||!n.length){var o=new Promise(function(n,l){e.setState(function(o){var a=o.loadedKeys,i=o.loadingKeys,d=void 0===i?[]:i,c=e.props,u=c.loadData,s=c.onLoad;return!u||(void 0===a?[]:a).includes(r)||d.includes(r)?null:(u(t).then(function(){var l=e3(e.state.loadedKeys,r);null==s||s(l,{event:"load",node:t}),e.setUncontrolledState({loadedKeys:l}),e.setState(function(e){return{loadingKeys:e2(e.loadingKeys,r)}}),n()}).catch(function(t){if(e.setState(function(e){return{loadingKeys:e2(e.loadingKeys,r)}}),e.loadingRetryTimes[r]=(e.loadingRetryTimes[r]||0)+1,e.loadingRetryTimes[r]>=10){var o=e.state.loadedKeys;(0,N.default)(!1,"Retry for `loadData` many times but still failed. 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t=eX(e.state.treeData,r,a);e.setUncontrolledState({flattenNodes:t})}).catch(function(){var t=e2(e.state.expandedKeys,s);e.setExpandedKeys(t)})}}}),(0,C.default)((0,tB.default)(e),"onListChangeStart",function(){e.setUncontrolledState({listChanging:!0})}),(0,C.default)((0,tB.default)(e),"onListChangeEnd",function(){setTimeout(function(){e.setUncontrolledState({listChanging:!1})})}),(0,C.default)((0,tB.default)(e),"onActiveChange",function(t){var n=e.state.activeKey,r=e.props,l=r.onActiveChange,o=r.itemScrollOffset;n!==t&&(e.setState({activeKey:t}),null!==t&&e.scrollTo({key:t,offset:void 0===o?0:o}),null==l||l(t))}),(0,C.default)((0,tB.default)(e),"getActiveItem",function(){var t=e.state,n=t.activeKey,r=t.flattenNodes;return null===n?null:r.find(function(e){return e.key===n})||null}),(0,C.default)((0,tB.default)(e),"offsetActiveKey",function(t){var n=e.state,r=n.flattenNodes,l=n.activeKey,o=r.findIndex(function(e){return e.key===l});-1===o&&t<0&&(o=r.length),o=(o+t+r.length)%r.length;var a=r[o];if(a){var i=a.key;e.onActiveChange(i)}else e.onActiveChange(null)}),(0,C.default)((0,tB.default)(e),"onKeyDown",function(t){var n=e.state,r=n.activeKey,l=n.expandedKeys,o=n.checkedKeys,a=n.fieldNames,i=e.props,d=i.onKeyDown,c=i.checkable,u=i.selectable;switch(t.which){case tz.default.UP:e.offsetActiveKey(-1),t.preventDefault();break;case tz.default.DOWN:e.offsetActiveKey(1),t.preventDefault()}var s=e.getActiveItem();if(s&&s.data){var f=e.getTreeNodeRequiredProps(),p=!1===s.data.isLeaf||!!(s.data[a.children]||[]).length,m=eJ((0,w.default)((0,w.default)({},eY(r,f)),{},{data:s.data,active:!0}));switch(t.which){case tz.default.LEFT:p&&l.includes(r)?e.onNodeExpand({},m):s.parent&&e.onActiveChange(s.parent.key),t.preventDefault();break;case tz.default.RIGHT:p&&!l.includes(r)?e.onNodeExpand({},m):s.children&&s.children.length&&e.onActiveChange(s.children[0].key),t.preventDefault();break;case tz.default.ENTER:case tz.default.SPACE:!c||m.disabled||!1===m.checkable||m.disableCheckbox?c||!u||m.disabled||!1===m.selectable||e.onNodeSelect({},m):e.onNodeCheck({},m,!o.includes(r))}}null==d||d(t)}),(0,C.default)((0,tB.default)(e),"setUncontrolledState",function(t){var n=arguments.length>1&&void 0!==arguments[1]&&arguments[1],r=arguments.length>2&&void 0!==arguments[2]?arguments[2]:null;if(!e.destroyed){var l=!1,o=!0,a={};Object.keys(t).forEach(function(n){if(e.props.hasOwnProperty(n)){o=!1;return}l=!0,a[n]=t[n]}),l&&(!n||o)&&e.setState((0,w.default)((0,w.default)({},a),r))}}),(0,C.default)((0,tB.default)(e),"scrollTo",function(t){e.listRef.current.scrollTo(t)}),e}return(0,tj.default)(r,[{key:"componentDidMount",value:function(){this.destroyed=!1,this.onUpdated()}},{key:"componentDidUpdate",value:function(){this.onUpdated()}},{key:"onUpdated",value:function(){var e=this.props,t=e.activeKey,n=e.itemScrollOffset;void 0!==t&&t!==this.state.activeKey&&(this.setState({activeKey:t}),null!==t&&this.scrollTo({key:t,offset:void 0===n?0:n}))}},{key:"componentWillUnmount",value:function(){window.removeEventListener("dragend",this.onWindowDragEnd),this.destroyed=!0}},{key:"resetDragState",value:function(){this.setState({dragOverNodeKey:null,dropPosition:null,dropLevelOffset:null,dropTargetKey:null,dropContainerKey:null,dropTargetPos:null,dropAllowed:!1})}},{key:"render",value:function(){var e,n=this.state,r=n.focused,l=n.flattenNodes,o=n.keyEntities,a=n.draggingNodeKey,i=n.activeKey,d=n.dropLevelOffset,c=n.dropContainerKey,u=n.dropTargetKey,f=n.dropPosition,p=n.dragOverNodeKey,m=n.indent,h=this.props,g=h.prefixCls,v=h.className,y=h.style,b=h.showLine,w=h.focusable,k=h.tabIndex,S=h.selectable,N=h.showIcon,$=h.icon,K=h.switcherIcon,O=h.draggable,R=h.checkable,I=h.checkStrictly,P=h.disabled,T=h.motion,M=h.loadData,D=h.filterTreeNode,L=h.height,j=h.itemHeight,B=h.scrollWidth,H=h.virtual,A=h.titleRender,W=h.dropIndicatorRender,F=h.onContextMenu,_=h.onScroll,q=h.direction,V=h.rootClassName,U=h.rootStyle,X=(0,z.default)(this.props,{aria:!0,data:!0});O&&(e="object"===(0,x.default)(O)?O:"function"==typeof O?{nodeDraggable:O}:{});var G={prefixCls:g,selectable:S,showIcon:N,icon:$,switcherIcon:K,draggable:e,draggingNodeKey:a,checkable:R,checkStrictly:I,disabled:P,keyEntities:o,dropLevelOffset:d,dropContainerKey:c,dropTargetKey:u,dropPosition:f,dragOverNodeKey:p,indent:m,direction:q,dropIndicatorRender:W,loadData:M,filterTreeNode:D,titleRender:A,onNodeClick:this.onNodeClick,onNodeDoubleClick:this.onNodeDoubleClick,onNodeExpand:this.onNodeExpand,onNodeSelect:this.onNodeSelect,onNodeCheck:this.onNodeCheck,onNodeLoad:this.onNodeLoad,onNodeMouseEnter:this.onNodeMouseEnter,onNodeMouseLeave:this.onNodeMouseLeave,onNodeContextMenu:this.onNodeContextMenu,onNodeDragStart:this.onNodeDragStart,onNodeDragEnter:this.onNodeDragEnter,onNodeDragOver:this.onNodeDragOver,onNodeDragLeave:this.onNodeDragLeave,onNodeDragEnd:this.onNodeDragEnd,onNodeDrop:this.onNodeDrop};return t.createElement(eH.Provider,{value:G},t.createElement("div",{className:(0,E.default)(g,v,V,(0,C.default)((0,C.default)((0,C.default)({},"".concat(g,"-show-line"),b),"".concat(g,"-focused"),r),"".concat(g,"-active-focused"),null!==i)),style:U},t.createElement(t3,(0,s.default)({ref:this.listRef,prefixCls:g,style:y,data:l,disabled:P,selectable:S,checkable:!!R,motion:T,dragging:null!==a,height:L,itemHeight:j,virtual:H,focusable:w,focused:r,tabIndex:void 0===k?0:k,activeItem:this.getActiveItem(),onFocus:this.onFocus,onBlur:this.onBlur,onKeyDown:this.onKeyDown,onActiveChange:this.onActiveChange,onListChangeStart:this.onListChangeStart,onListChangeEnd:this.onListChangeEnd,onContextMenu:F,onScroll:_,scrollWidth:B},this.getTreeNodeRequiredProps(),X))))}}],[{key:"getDerivedStateFromProps",value:function(e,t){var n,r,l=t.prevProps,o={prevProps:e};function a(t){return!l&&e.hasOwnProperty(t)||l&&l[t]!==e[t]}var i=t.fieldNames;if(a("fieldNames")&&(o.fieldNames=i=eV(e.fieldNames)),a("treeData")?n=e.treeData:a("children")&&((0,N.default)(!1,"`children` of Tree is deprecated. 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f=eX(n||t.treeData,o.expandedKeys||t.expandedKeys,i);o.flattenNodes=f}if(e.selectable&&(a("selectedKeys")?o.selectedKeys=e6(e.selectedKeys,e):!l&&e.defaultSelectedKeys&&(o.selectedKeys=e6(e.defaultSelectedKeys,e))),e.checkable&&(a("checkedKeys")?r=e5(e.checkedKeys)||{}:!l&&e.defaultCheckedKeys?r=e5(e.defaultCheckedKeys)||{}:n&&(r=e5(e.checkedKeys)||{checkedKeys:t.checkedKeys,halfCheckedKeys:t.halfCheckedKeys}),r)){var p=r,m=p.checkedKeys,h=void 0===m?[]:m,g=p.halfCheckedKeys,v=void 0===g?[]:g;if(!e.checkStrictly){var y=tt(h,!0,c);h=y.checkedKeys,v=y.halfCheckedKeys}o.checkedKeys=h,o.halfCheckedKeys=v}return 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           &${t}-cell-fix-right:hover
-        `]:{background:e.tableFixedHeaderSortActiveBg}},[`${t}-thead th${t}-column-sort`]:{background:e.tableHeaderSortBg,"&::before":{backgroundColor:"transparent !important"}},[`td${t}-column-sort`]:{background:e.tableBodySortBg},[`${t}-column-title`]:{position:"relative",zIndex:1,flex:1,minWidth:0},[`${t}-column-sorters`]:{display:"flex",flex:"auto",alignItems:"center",justifyContent:"space-between","&::after":{position:"absolute",inset:0,width:"100%",height:"100%",content:'""'}},[`${t}-column-sorters-tooltip-target-sorter`]:{"&::after":{content:"none"}},[`${t}-column-sorter`]:{marginInlineStart:n,color:l,fontSize:0,transition:`color ${e.motionDurationSlow}`,"&-inner":{display:"inline-flex",flexDirection:"column",alignItems:"center"},"&-up, &-down":{fontSize:r,"&.active":{color:e.colorPrimary}},[`${t}-column-sorter-up + ${t}-column-sorter-down`]:{marginTop:"-0.3em"}},[`${t}-column-sorters:hover ${t}-column-sorter`]:{color:o}}}})(D),(e=>{let{componentCls:t,antCls:n,iconCls:r,tableFilterDropdownWidth:l,tableFilterDropdownSearchWidth:o,paddingXXS:a,paddingXS:i,colorText:d,lineWidth:c,lineType:u,tableBorderColor:s,headerIconColor:f,fontSizeSM:p,tablePaddingHorizontal:m,borderRadius:h,motionDurationSlow:g,colorIcon:v,colorPrimary:y,tableHeaderFilterActiveBg:b,colorTextDisabled:x,tableFilterDropdownBg:w,tableFilterDropdownHeight:C,controlItemBgHover:E,controlItemBgActive:k,boxShadowSecondary:S,filterDropdownMenuBg:N,calc:$}=e,K=`${n}-dropdown`,O=`${t}-filter-dropdown`,R=`${n}-tree`,I=`${(0,no.unit)(c)} ${u} ${s}`;return[{[`${t}-wrapper`]:{[`${t}-filter-column`]:{display:"flex",justifyContent:"space-between"},[`${t}-filter-trigger`]:{position:"relative",display:"flex",alignItems:"center",marginBlock:$(a).mul(-1).equal(),marginInline:`${(0,no.unit)(a)} ${(0,no.unit)($(m).div(2).mul(-1).equal())}`,padding:`0 ${(0,no.unit)(a)}`,color:f,fontSize:p,borderRadius:h,cursor:"pointer",transition:`all ${g}`,"&:hover":{color:v,background:b},"&.active":{color:y}}}},{[`${n}-dropdown`]:{[O]:Object.assign(Object.assign({},(0,ni.resetComponent)(e)),{minWidth:l,backgroundColor:w,borderRadius:h,boxShadow:S,overflow:"hidden",[`${K}-menu`]:{maxHeight:C,overflowX:"hidden",border:0,boxShadow:"none",borderRadius:"unset",backgroundColor:N,"&:empty::after":{display:"block",padding:`${(0,no.unit)(i)} 0`,color:x,fontSize:p,textAlign:"center",content:'"Not Found"'}},[`${O}-tree`]:{paddingBlock:`${(0,no.unit)(i)} 0`,paddingInline:i,[R]:{padding:0},[`${R}-treenode ${R}-node-content-wrapper:hover`]:{backgroundColor:E},[`${R}-treenode-checkbox-checked ${R}-node-content-wrapper`]:{"&, &:hover":{backgroundColor:k}}},[`${O}-search`]:{padding:i,borderBottom:I,"&-input":{input:{minWidth:o},[r]:{color:x}}},[`${O}-checkall`]:{width:"100%",marginBottom:a,marginInlineStart:a},[`${O}-btns`]:{display:"flex",justifyContent:"space-between",padding:`${(0,no.unit)($(i).sub(c).equal())} ${(0,no.unit)(i)}`,overflow:"hidden",borderTop:I}})}},{[`${n}-dropdown ${O}, ${O}-submenu`]:{[`${n}-checkbox-wrapper + span`]:{paddingInlineStart:i,color:d},"> ul":{maxHeight:"calc(100vh - 130px)",overflowX:"hidden",overflowY:"auto"}}}]})(D),(e=>{let{componentCls:t,lineWidth:n,lineType:r,tableBorderColor:l,tableHeaderBg:o,tablePaddingVertical:a,tablePaddingHorizontal:i,calc:d}=e,c=`${(0,no.unit)(n)} ${r} ${l}`,u=(e,r,l)=>({[`&${t}-${e}`]:{[`> ${t}-container`]:{[`> ${t}-content, > ${t}-body`]:{[`
+        `]:{background:e.tableFixedHeaderSortActiveBg}},[`${t}-thead th${t}-column-sort`]:{background:e.tableHeaderSortBg,"&::before":{backgroundColor:"transparent !important"}},[`td${t}-column-sort`]:{background:e.tableBodySortBg},[`${t}-column-title`]:{position:"relative",zIndex:1,flex:1,minWidth:0},[`${t}-column-sorters`]:{display:"flex",flex:"auto",alignItems:"center",justifyContent:"space-between","&::after":{position:"absolute",inset:0,width:"100%",height:"100%",content:'""'}},[`${t}-column-sorters-tooltip-target-sorter`]:{"&::after":{content:"none"}},[`${t}-column-sorter`]:{marginInlineStart:n,color:l,fontSize:0,transition:`color ${e.motionDurationSlow}`,"&-inner":{display:"inline-flex",flexDirection:"column",alignItems:"center"},"&-up, &-down":{fontSize:r,"&.active":{color:e.colorPrimary}},[`${t}-column-sorter-up + ${t}-column-sorter-down`]:{marginTop:"-0.3em"}},[`${t}-column-sorters:hover ${t}-column-sorter`]:{color:o}}}})(D),(e=>{let{componentCls:t,antCls:n,iconCls:r,tableFilterDropdownWidth:l,tableFilterDropdownSearchWidth:o,paddingXXS:a,paddingXS:i,colorText:d,lineWidth:c,lineType:u,tableBorderColor:s,headerIconColor:f,fontSizeSM:p,tablePaddingHorizontal:m,borderRadius:h,motionDurationSlow:g,colorIcon:v,colorPrimary:y,tableHeaderFilterActiveBg:b,colorTextDisabled:x,tableFilterDropdownBg:w,tableFilterDropdownHeight:C,controlItemBgHover:E,controlItemBgActive:k,boxShadowSecondary:S,filterDropdownMenuBg:N,calc:$}=e,K=`${n}-dropdown`,O=`${t}-filter-dropdown`,R=`${n}-tree`,I=`${(0,na.unit)(c)} ${u} ${s}`;return[{[`${t}-wrapper`]:{[`${t}-filter-column`]:{display:"flex",justifyContent:"space-between"},[`${t}-filter-trigger`]:{position:"relative",display:"flex",alignItems:"center",marginBlock:$(a).mul(-1).equal(),marginInline:`${(0,na.unit)(a)} ${(0,na.unit)($(m).div(2).mul(-1).equal())}`,padding:`0 ${(0,na.unit)(a)}`,color:f,fontSize:p,borderRadius:h,cursor:"pointer",transition:`all ${g}`,"&:hover":{color:v,background:b},"&.active":{color:y}}}},{[`${n}-dropdown`]:{[O]:Object.assign(Object.assign({},(0,nd.resetComponent)(e)),{minWidth:l,backgroundColor:w,borderRadius:h,boxShadow:S,overflow:"hidden",[`${K}-menu`]:{maxHeight:C,overflowX:"hidden",border:0,boxShadow:"none",borderRadius:"unset",backgroundColor:N,"&:empty::after":{display:"block",padding:`${(0,na.unit)(i)} 0`,color:x,fontSize:p,textAlign:"center",content:'"Not Found"'}},[`${O}-tree`]:{paddingBlock:`${(0,na.unit)(i)} 0`,paddingInline:i,[R]:{padding:0},[`${R}-treenode ${R}-node-content-wrapper:hover`]:{backgroundColor:E},[`${R}-treenode-checkbox-checked ${R}-node-content-wrapper`]:{"&, &:hover":{backgroundColor:k}}},[`${O}-search`]:{padding:i,borderBottom:I,"&-input":{input:{minWidth:o},[r]:{color:x}}},[`${O}-checkall`]:{width:"100%",marginBottom:a,marginInlineStart:a},[`${O}-btns`]:{display:"flex",justifyContent:"space-between",padding:`${(0,na.unit)($(i).sub(c).equal())} ${(0,na.unit)(i)}`,overflow:"hidden",borderTop:I}})}},{[`${n}-dropdown ${O}, ${O}-submenu`]:{[`${n}-checkbox-wrapper + span`]:{paddingInlineStart:i,color:d},"> ul":{maxHeight:"calc(100vh - 130px)",overflowX:"hidden",overflowY:"auto"}}}]})(D),(e=>{let{componentCls:t,lineWidth:n,lineType:r,tableBorderColor:l,tableHeaderBg:o,tablePaddingVertical:a,tablePaddingHorizontal:i,calc:d}=e,c=`${(0,na.unit)(n)} ${r} ${l}`,u=(e,r,l)=>({[`&${t}-${e}`]:{[`> ${t}-container`]:{[`> ${t}-content, > ${t}-body`]:{[`
             > table > tbody > tr > th,
             > table > tbody > tr > td
-          `]:{[`> ${t}-expanded-row-fixed`]:{margin:`${(0,no.unit)(d(r).mul(-1).equal())}
-              ${(0,no.unit)(d(d(l).add(n)).mul(-1).equal())}`}}}}}});return{[`${t}-wrapper`]:{[`${t}${t}-bordered`]:Object.assign(Object.assign(Object.assign({[`> ${t}-title`]:{border:c,borderBottom:0},[`> ${t}-container`]:{borderInlineStart:c,borderTop:c,[`
+          `]:{[`> ${t}-expanded-row-fixed`]:{margin:`${(0,na.unit)(d(r).mul(-1).equal())}
+              ${(0,na.unit)(d(d(l).add(n)).mul(-1).equal())}`}}}}}});return{[`${t}-wrapper`]:{[`${t}${t}-bordered`]:Object.assign(Object.assign(Object.assign({[`> ${t}-title`]:{border:c,borderBottom:0},[`> ${t}-container`]:{borderInlineStart:c,borderTop:c,[`
             > ${t}-content,
             > ${t}-header,
             > ${t}-body,
@@ -38,17 +38,17 @@
               `]:{[`> ${t}-cell-fix-right-first::after`]:{borderInlineEnd:c}},[`
                 > tbody > tr > th,
                 > tbody > tr > td
-              `]:{[`> ${t}-expanded-row-fixed`]:{margin:`${(0,no.unit)(d(a).mul(-1).equal())} ${(0,no.unit)(d(d(i).add(n)).mul(-1).equal())}`,"&::after":{position:"absolute",top:0,insetInlineEnd:n,bottom:0,borderInlineEnd:c,content:'""'}}}}}},[`&${t}-scroll-horizontal`]:{[`> ${t}-container > ${t}-body`]:{"> table > tbody":{[`
+              `]:{[`> ${t}-expanded-row-fixed`]:{margin:`${(0,na.unit)(d(a).mul(-1).equal())} ${(0,na.unit)(d(d(i).add(n)).mul(-1).equal())}`,"&::after":{position:"absolute",top:0,insetInlineEnd:n,bottom:0,borderInlineEnd:c,content:'""'}}}}}},[`&${t}-scroll-horizontal`]:{[`> ${t}-container > ${t}-body`]:{"> table > tbody":{[`
                 > tr${t}-expanded-row,
                 > tr${t}-placeholder
-              `]:{"> th, > td":{borderInlineEnd:0}}}}}},u("middle",e.tablePaddingVerticalMiddle,e.tablePaddingHorizontalMiddle)),u("small",e.tablePaddingVerticalSmall,e.tablePaddingHorizontalSmall)),{[`> ${t}-footer`]:{border:c,borderTop:0}}),[`${t}-cell`]:{[`${t}-container:first-child`]:{borderTop:0},"&-scrollbar:not([rowspan])":{boxShadow:`0 ${(0,no.unit)(n)} 0 ${(0,no.unit)(n)} ${o}`}},[`${t}-bordered ${t}-cell-scrollbar`]:{borderInlineEnd:c}}}})(D),(e=>{let{componentCls:t,tableRadius:n}=e;return{[`${t}-wrapper`]:{[t]:{[`${t}-title, ${t}-header`]:{borderRadius:`${(0,no.unit)(n)} ${(0,no.unit)(n)} 0 0`},[`${t}-title + ${t}-container`]:{borderStartStartRadius:0,borderStartEndRadius:0,[`${t}-header, table`]:{borderRadius:0},"table > thead > tr:first-child":{"th:first-child, th:last-child, td:first-child, td:last-child":{borderRadius:0}}},"&-container":{borderStartStartRadius:n,borderStartEndRadius:n,"table > thead > tr:first-child":{"> *:first-child":{borderStartStartRadius:n},"> *:last-child":{borderStartEndRadius:n}}},"&-footer":{borderRadius:`0 0 ${(0,no.unit)(n)} ${(0,no.unit)(n)}`}}}}})(D),(e=>{let{componentCls:t,antCls:n,motionDurationSlow:r,lineWidth:l,paddingXS:o,lineType:a,tableBorderColor:i,tableExpandIconBg:d,tableExpandColumnWidth:c,borderRadius:u,tablePaddingVertical:s,tablePaddingHorizontal:f,tableExpandedRowBg:p,paddingXXS:m,expandIconMarginTop:h,expandIconSize:g,expandIconHalfInner:v,expandIconScale:y,calc:b}=e,x=`${(0,no.unit)(l)} ${a} ${i}`,w=b(m).sub(l).equal();return{[`${t}-wrapper`]:{[`${t}-expand-icon-col`]:{width:c},[`${t}-row-expand-icon-cell`]:{textAlign:"center",[`${t}-row-expand-icon`]:{display:"inline-flex",float:"none",verticalAlign:"sub"}},[`${t}-row-indent`]:{height:1,float:"left"},[`${t}-row-expand-icon`]:Object.assign(Object.assign({},(0,ni.operationUnit)(e)),{position:"relative",float:"left",width:g,height:g,color:"inherit",lineHeight:(0,no.unit)(g),background:d,border:x,borderRadius:u,transform:`scale(${y})`,"&:focus, &:hover, &:active":{borderColor:"currentcolor"},"&::before, &::after":{position:"absolute",background:"currentcolor",transition:`transform ${r} ease-out`,content:'""'},"&::before":{top:v,insetInlineEnd:w,insetInlineStart:w,height:l},"&::after":{top:w,bottom:w,insetInlineStart:v,width:l,transform:"rotate(90deg)"},"&-collapsed::before":{transform:"rotate(-180deg)"},"&-collapsed::after":{transform:"rotate(0deg)"},"&-spaced":{"&::before, &::after":{display:"none",content:"none"},background:"transparent",border:0,visibility:"hidden"}}),[`${t}-row-indent + ${t}-row-expand-icon`]:{marginTop:h,marginInlineEnd:o},[`tr${t}-expanded-row`]:{"&, &:hover":{"> th, > td":{background:p}},[`${n}-descriptions-view`]:{display:"flex",table:{flex:"auto",width:"100%"}}},[`${t}-expanded-row-fixed`]:{position:"relative",margin:`${(0,no.unit)(b(s).mul(-1).equal())} ${(0,no.unit)(b(f).mul(-1).equal())}`,padding:`${(0,no.unit)(s)} ${(0,no.unit)(f)}`}}}})(D),n6(D),(e=>{let{componentCls:t}=e;return{[`${t}-wrapper`]:{[`${t}-tbody > tr${t}-placeholder`]:{textAlign:"center",color:e.colorTextDisabled,[`
+              `]:{"> th, > td":{borderInlineEnd:0}}}}}},u("middle",e.tablePaddingVerticalMiddle,e.tablePaddingHorizontalMiddle)),u("small",e.tablePaddingVerticalSmall,e.tablePaddingHorizontalSmall)),{[`> ${t}-footer`]:{border:c,borderTop:0}}),[`${t}-cell`]:{[`${t}-container:first-child`]:{borderTop:0},"&-scrollbar:not([rowspan])":{boxShadow:`0 ${(0,na.unit)(n)} 0 ${(0,na.unit)(n)} ${o}`}},[`${t}-bordered ${t}-cell-scrollbar`]:{borderInlineEnd:c}}}})(D),(e=>{let{componentCls:t,tableRadius:n}=e;return{[`${t}-wrapper`]:{[t]:{[`${t}-title, ${t}-header`]:{borderRadius:`${(0,na.unit)(n)} ${(0,na.unit)(n)} 0 0`},[`${t}-title + ${t}-container`]:{borderStartStartRadius:0,borderStartEndRadius:0,[`${t}-header, table`]:{borderRadius:0},"table > thead > tr:first-child":{"th:first-child, th:last-child, td:first-child, td:last-child":{borderRadius:0}}},"&-container":{borderStartStartRadius:n,borderStartEndRadius:n,"table > thead > tr:first-child":{"> *:first-child":{borderStartStartRadius:n},"> *:last-child":{borderStartEndRadius:n}}},"&-footer":{borderRadius:`0 0 ${(0,na.unit)(n)} ${(0,na.unit)(n)}`}}}}})(D),(e=>{let{componentCls:t,antCls:n,motionDurationSlow:r,lineWidth:l,paddingXS:o,lineType:a,tableBorderColor:i,tableExpandIconBg:d,tableExpandColumnWidth:c,borderRadius:u,tablePaddingVertical:s,tablePaddingHorizontal:f,tableExpandedRowBg:p,paddingXXS:m,expandIconMarginTop:h,expandIconSize:g,expandIconHalfInner:v,expandIconScale:y,calc:b}=e,x=`${(0,na.unit)(l)} ${a} ${i}`,w=b(m).sub(l).equal();return{[`${t}-wrapper`]:{[`${t}-expand-icon-col`]:{width:c},[`${t}-row-expand-icon-cell`]:{textAlign:"center",[`${t}-row-expand-icon`]:{display:"inline-flex",float:"none",verticalAlign:"sub"}},[`${t}-row-indent`]:{height:1,float:"left"},[`${t}-row-expand-icon`]:Object.assign(Object.assign({},(0,nd.operationUnit)(e)),{position:"relative",float:"left",width:g,height:g,color:"inherit",lineHeight:(0,na.unit)(g),background:d,border:x,borderRadius:u,transform:`scale(${y})`,"&:focus, &:hover, &:active":{borderColor:"currentcolor"},"&::before, &::after":{position:"absolute",background:"currentcolor",transition:`transform ${r} ease-out`,content:'""'},"&::before":{top:v,insetInlineEnd:w,insetInlineStart:w,height:l},"&::after":{top:w,bottom:w,insetInlineStart:v,width:l,transform:"rotate(90deg)"},"&-collapsed::before":{transform:"rotate(-180deg)"},"&-collapsed::after":{transform:"rotate(0deg)"},"&-spaced":{"&::before, &::after":{display:"none",content:"none"},background:"transparent",border:0,visibility:"hidden"}}),[`${t}-row-indent + ${t}-row-expand-icon`]:{marginTop:h,marginInlineEnd:o},[`tr${t}-expanded-row`]:{"&, &:hover":{"> th, > td":{background:p}},[`${n}-descriptions-view`]:{display:"flex",table:{flex:"auto",width:"100%"}}},[`${t}-expanded-row-fixed`]:{position:"relative",margin:`${(0,na.unit)(b(s).mul(-1).equal())} ${(0,na.unit)(b(f).mul(-1).equal())}`,padding:`${(0,na.unit)(s)} ${(0,na.unit)(f)}`}}}})(D),n5(D),(e=>{let{componentCls:t}=e;return{[`${t}-wrapper`]:{[`${t}-tbody > tr${t}-placeholder`]:{textAlign:"center",color:e.colorTextDisabled,[`
           &:hover > th,
           &:hover > td,
         `]:{background:e.colorBgContainer}}}}})(D),(e=>{let{componentCls:t,antCls:n,iconCls:r,fontSizeIcon:l,padding:o,paddingXS:a,headerIconColor:i,headerIconHoverColor:d,tableSelectionColumnWidth:c,tableSelectedRowBg:u,tableSelectedRowHoverBg:s,tableRowHoverBg:f,tablePaddingHorizontal:p,calc:m}=e;return{[`${t}-wrapper`]:{[`${t}-selection-col`]:{width:c,[`&${t}-selection-col-with-dropdown`]:{width:m(c).add(l).add(m(o).div(4)).equal()}},[`${t}-bordered ${t}-selection-col`]:{width:m(c).add(m(a).mul(2)).equal(),[`&${t}-selection-col-with-dropdown`]:{width:m(c).add(l).add(m(o).div(4)).add(m(a).mul(2)).equal()}},[`
         table tr th${t}-selection-column,
         table tr td${t}-selection-column,
         ${t}-selection-column
-      `]:{paddingInlineEnd:e.paddingXS,paddingInlineStart:e.paddingXS,textAlign:"center",[`${n}-radio-wrapper`]:{marginInlineEnd:0}},[`table tr th${t}-selection-column${t}-cell-fix-left`]:{zIndex:m(e.zIndexTableFixed).add(1).equal({unit:!1})},[`table tr th${t}-selection-column::after`]:{backgroundColor:"transparent !important"},[`${t}-selection`]:{position:"relative",display:"inline-flex",flexDirection:"column"},[`${t}-selection-extra`]:{position:"absolute",top:0,zIndex:1,cursor:"pointer",transition:`all ${e.motionDurationSlow}`,marginInlineStart:"100%",paddingInlineStart:(0,no.unit)(m(p).div(4).equal()),[r]:{color:i,fontSize:l,verticalAlign:"baseline","&:hover":{color:d}}},[`${t}-tbody`]:{[`${t}-row`]:{[`&${t}-row-selected`]:{[`> ${t}-cell`]:{background:u,"&-row-hover":{background:s}}},[`> ${t}-cell-row-hover`]:{background:f}}}}}})(D),(e=>{let{componentCls:t,lineWidth:n,colorSplit:r,motionDurationSlow:l,zIndexTableFixed:o,tableBg:a,zIndexTableSticky:i,calc:d}=e;return{[`${t}-wrapper`]:{[`
+      `]:{paddingInlineEnd:e.paddingXS,paddingInlineStart:e.paddingXS,textAlign:"center",[`${n}-radio-wrapper`]:{marginInlineEnd:0}},[`table tr th${t}-selection-column${t}-cell-fix-left`]:{zIndex:m(e.zIndexTableFixed).add(1).equal({unit:!1})},[`table tr th${t}-selection-column::after`]:{backgroundColor:"transparent !important"},[`${t}-selection`]:{position:"relative",display:"inline-flex",flexDirection:"column"},[`${t}-selection-extra`]:{position:"absolute",top:0,zIndex:1,cursor:"pointer",transition:`all ${e.motionDurationSlow}`,marginInlineStart:"100%",paddingInlineStart:(0,na.unit)(m(p).div(4).equal()),[r]:{color:i,fontSize:l,verticalAlign:"baseline","&:hover":{color:d}}},[`${t}-tbody`]:{[`${t}-row`]:{[`&${t}-row-selected`]:{[`> ${t}-cell`]:{background:u,"&-row-hover":{background:s}}},[`> ${t}-cell-row-hover`]:{background:f}}}}}})(D),(e=>{let{componentCls:t,lineWidth:n,colorSplit:r,motionDurationSlow:l,zIndexTableFixed:o,tableBg:a,zIndexTableSticky:i,calc:d}=e;return{[`${t}-wrapper`]:{[`
         ${t}-cell-fix-left,
         ${t}-cell-fix-right
       `]:{position:"sticky !important",zIndex:o,background:a},[`
@@ -68,7 +68,7 @@
         ${t}-cell-fix-left-last::after,
         ${t}-cell-fix-right-first::after,
         ${t}-cell-fix-right-last::after
-      `]:{boxShadow:"none"}}}}})(D),(e=>{let{componentCls:t,opacityLoading:n,tableScrollThumbBg:r,tableScrollThumbBgHover:l,tableScrollThumbSize:o,tableScrollBg:a,zIndexTableSticky:i,stickyScrollBarBorderRadius:d,lineWidth:c,lineType:u,tableBorderColor:s}=e,f=`${(0,no.unit)(c)} ${u} ${s}`;return{[`${t}-wrapper`]:{[`${t}-sticky`]:{"&-holder":{position:"sticky",zIndex:i,background:e.colorBgContainer},"&-scroll":{position:"sticky",bottom:0,height:`${(0,no.unit)(o)} !important`,zIndex:i,display:"flex",alignItems:"center",background:a,borderTop:f,opacity:n,"&:hover":{transformOrigin:"center bottom"},"&-bar":{height:o,backgroundColor:r,borderRadius:d,transition:`all ${e.motionDurationSlow}, transform 0s`,position:"absolute",bottom:0,"&:hover, &-active":{backgroundColor:l}}}}}}})(D),(e=>{let{componentCls:t}=e;return{[`${t}-wrapper`]:{[`${t}-cell-ellipsis`]:Object.assign(Object.assign({},ni.textEllipsis),{wordBreak:"keep-all",[`
+      `]:{boxShadow:"none"}}}}})(D),(e=>{let{componentCls:t,opacityLoading:n,tableScrollThumbBg:r,tableScrollThumbBgHover:l,tableScrollThumbSize:o,tableScrollBg:a,zIndexTableSticky:i,stickyScrollBarBorderRadius:d,lineWidth:c,lineType:u,tableBorderColor:s}=e,f=`${(0,na.unit)(c)} ${u} ${s}`;return{[`${t}-wrapper`]:{[`${t}-sticky`]:{"&-holder":{position:"sticky",zIndex:i,background:e.colorBgContainer},"&-scroll":{position:"sticky",bottom:0,height:`${(0,na.unit)(o)} !important`,zIndex:i,display:"flex",alignItems:"center",background:a,borderTop:f,opacity:n,"&:hover":{transformOrigin:"center bottom"},"&-bar":{height:o,backgroundColor:r,borderRadius:d,transition:`all ${e.motionDurationSlow}, transform 0s`,position:"absolute",bottom:0,"&:hover, &-active":{backgroundColor:l}}}}}}})(D),(e=>{let{componentCls:t}=e;return{[`${t}-wrapper`]:{[`${t}-cell-ellipsis`]:Object.assign(Object.assign({},nd.textEllipsis),{wordBreak:"keep-all",[`
           &${t}-cell-fix-left-last,
           &${t}-cell-fix-right-first
         `]:{overflow:"visible",[`${t}-cell-content`]:{display:"block",overflow:"hidden",textOverflow:"ellipsis"}},[`${t}-column-title`]:{overflow:"hidden",textOverflow:"ellipsis",wordBreak:"keep-all"}})}}})(D),(e=>{let{componentCls:t,tableExpandColumnWidth:n,calc:r}=e,l=(e,l,o,a)=>({[`${t}${t}-${e}`]:{fontSize:a,[`
@@ -80,7 +80,7 @@
         ${t}-tbody > tr > td,
         tfoot > tr > th,
         tfoot > tr > td
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new file mode 100644
index 00000000000..84c6377978d
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i={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"};e.s(["EndpointType",()=>a,"getEndpointType",0,e=>Object.values(r).includes(e)?i[e]:"chat"],865361),e.s(["generateCodeSnippet",0,e=>{let t,{apiKeySource:o,accessToken:r,apiKey:i,inputMessage:n,chatHistory:s,selectedTags:l,selectedVectorStores:c,selectedGuardrails:d,selectedPolicies:u,selectedMCPServers:p,mcpServers:m,mcpServerToolRestrictions:h,selectedVoice:g,endpointType:f,selectedModel:b,selectedSdk:x,proxySettings:v}=e,_="session"===o?r:i,y=window.location.origin,k=v?.LITELLM_UI_API_DOC_BASE_URL;k&&k.trim()?y=k:v?.PROXY_BASE_URL&&(y=v.PROXY_BASE_URL);let w=n||"Your prompt here",j=w.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),S=s.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),C={};l.length>0&&(C.tags=l),c.length>0&&(C.vector_stores=c),d.length>0&&(C.guardrails=d),u.length>0&&(C.policies=u);let z=b||"your-model-name",N="azure"===x?`import openai
-
-client = openai.AzureOpenAI(
-	api_key="${_||"YOUR_LITELLM_API_KEY"}",
-	azure_endpoint="${y}",
-	api_version="2024-02-01"
-)`:`import openai
-
-client = openai.OpenAI(
-	api_key="${_||"YOUR_LITELLM_API_KEY"}",
-	base_url="${y}"
-)`;switch(f){case a.CHAT:{let e=Object.keys(C).length>0,o="";if(e){let e=JSON.stringify({metadata:C},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();o=`,
-    extra_body=${e}`}let r=S.length>0?S:[{role:"user",content:w}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.chat.completions.create(
-    model="${z}",
-    messages=${JSON.stringify(r,null,4)}${o}
-)
-
-print(response)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.chat.completions.create(
-#     model="${z}",
-#     messages=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {
-#                     "type": "text",
-#                     "text": "${j}"
-#                 },
-#                 {
-#                     "type": "image_url",
-#                     "image_url": {
-#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
-#                     }
-#                 }
-#             ]
-#         }
-#     ]${o}
-# )
-# print(response_with_file)
-`;break}case a.RESPONSES:{let e=Object.keys(C).length>0,o="";if(e){let e=JSON.stringify({metadata:C},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();o=`,
-    extra_body=${e}`}let r=S.length>0?S:[{role:"user",content:w}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.responses.create(
-    model="${z}",
-    input=${JSON.stringify(r,null,4)}${o}
-)
-
-print(response.output_text)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.responses.create(
-#     model="${z}",
-#     input=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {"type": "input_text", "text": "${j}"},
-#                 {
-#                     "type": "input_image",
-#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
-#                 },
-#             ],
-#         }
-#     ]${o}
-# )
-# print(response_with_file.output_text)
-`;break}case a.IMAGE:t="azure"===x?`
-# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
-# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
-# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
-import os
-import requests
-import json
-import time
-from PIL import Image
-
-result = client.images.generate(
-	model="${z}",
-	prompt="${n}",
-	n=1
-)
-
-json_response = json.loads(result.model_dump_json())
-
-# Set the directory for the stored image
-image_dir = os.path.join(os.curdir, 'images')
-
-# If the directory doesn't exist, create it
-if not os.path.isdir(image_dir):
-	os.mkdir(image_dir)
-
-# Initialize the image path
-image_filename = f"generated_image_{int(time.time())}.png"
-image_path = os.path.join(image_dir, image_filename)
-
-try:
-	# Retrieve the generated image
-	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
-			image_url = json_response["data"][0]["url"]
-			generated_image = requests.get(image_url).content
-			with open(image_path, "wb") as image_file:
-					image_file.write(generated_image)
-
-			print(f"Image saved to {image_path}")
-			# Display the image
-			image = Image.open(image_path)
-			image.show()
-	else:
-			print("Could not find image URL in response.")
-			print("Full response:", json_response)
-except Exception as e:
-	print(f"An error occurred: {e}")
-	print("Full response:", json_response)
-`:`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${j}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${z}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case a.IMAGE_EDITS:t="azure"===x?`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# The prompt entered by the user
-prompt = "${j}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${z}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`:`
-import base64
-import os
-import time
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${j}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${z}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case a.EMBEDDINGS:t=`
-response = client.embeddings.create(
-	input="${n||"Your string here"}",
-	model="${z}",
-	encoding_format="base64" # or "float"
-)
-
-print(response.data[0].embedding)
-`;break;case a.TRANSCRIPTION:t=`
-# Open the audio file
-audio_file = open("path/to/your/audio/file.mp3", "rb")
-
-# Make the transcription request
-response = client.audio.transcriptions.create(
-	model="${z}",
-	file=audio_file${n?`,
-	prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
-)
-
-print(response.text)
-`;break;case a.SPEECH:t=`
-# Make the text-to-speech request
-response = client.audio.speech.create(
-	model="${z}",
-	input="${n||"Your text to convert to speech here"}",
-	voice="${g}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
-)
-
-# Save the audio to a file
-output_filename = "output_speech.mp3"
-response.stream_to_file(output_filename)
-print(f"Audio saved to {output_filename}")
-
-# Optional: Customize response format and speed
-# response = client.audio.speech.create(
-#     model="${z}",
-#     input="${n||"Your text to convert to speech here"}",
-#     voice="alloy",
-#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
-#     speed=1.0  # Range: 0.25 to 4.0
-# )
-# response.stream_to_file("output_speech.mp3")
-`;break;default:t="\n# Code generation for this endpoint is not implemented yet."}return`${N}
-${t}`}],339019)},54943,e=>{"use strict";let t=(0,e.i(475254).default)("search",[["path",{d:"m21 21-4.34-4.34",key:"14j7rj"}],["circle",{cx:"11",cy:"11",r:"8",key:"4ej97u"}]]);e.s(["default",0,t])},555436,e=>{"use strict";var t=e.i(54943);e.s(["Search",()=>t.default])},367240,e=>{"use strict";let t=(0,e.i(475254).default)("rotate-ccw",[["path",{d:"M3 12a9 9 0 1 0 9-9 9.75 9.75 0 0 0-6.74 2.74L3 8",key:"1357e3"}],["path",{d:"M3 3v5h5",key:"1xhq8a"}]]);e.s(["RotateCcw",0,t],367240)},463059,e=>{"use strict";var t=e.i(246349);e.s(["ChevronRight",()=>t.default])},98919,e=>{"use strict";let t=(0,e.i(475254).default)("shield",[["path",{d:"M20 13c0 5-3.5 7.5-7.66 8.95a1 1 0 0 1-.67-.01C7.5 20.5 4 18 4 13V6a1 1 0 0 1 1-1c2 0 4.5-1.2 6.24-2.72a1.17 1.17 0 0 1 1.52 0C14.51 3.81 17 5 19 5a1 1 0 0 1 1 1z",key:"oel41y"}]]);e.s(["Shield",0,t],98919)},431343,569074,e=>{"use strict";var t=e.i(475254);let o=(0,t.default)("play",[["polygon",{points:"6 3 20 12 6 21 6 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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0p3v32gvsxp6h.js b/litellm/proxy/_experimental/out/_next/static/chunks/0p3v32gvsxp6h.js
deleted file mode 100644
index 035d3160a2e..00000000000
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0e4e5yexckbvd.js b/litellm/proxy/_experimental/out/_next/static/chunks/0ql16xan6en_0.js
similarity index 73%
rename from litellm/proxy/_experimental/out/_next/static/chunks/0e4e5yexckbvd.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/0ql16xan6en_0.js
index 600cbf803d2..31d4e0660ed 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0e4e5yexckbvd.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0ql16xan6en_0.js
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new file mode 100644
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0rcx~89hm.r_w.js
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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0rle8dv-1hl2i.js b/litellm/proxy/_experimental/out/_next/static/chunks/0rle8dv-1hl2i.js
new file mode 100644
index 00000000000..51f9104ee79
--- /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0sazjejst9.ml.js b/litellm/proxy/_experimental/out/_next/static/chunks/0sazjejst9.ml.js
deleted file mode 100644
index 98a909c5fa4..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0sazjejst9.ml.js
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deleted file mode 100644
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new file mode 100644
index 00000000000..4e6515b6c1a
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0skjxv866-8kr.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0sqw622fcvsv4.js b/litellm/proxy/_experimental/out/_next/static/chunks/0sqw622fcvsv4.js
new file mode 100644
index 00000000000..ea10147199f
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0sqw622fcvsv4.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0sstlyp4g1tlt.js b/litellm/proxy/_experimental/out/_next/static/chunks/0sstlyp4g1tlt.js
new file mode 100644
index 00000000000..e02d79cd2bc
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0sstlyp4g1tlt.js
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new file mode 100644
index 00000000000..66753a87984
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deleted file mode 100644
index 93b9c966a0b..00000000000
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similarity index 97%
rename from litellm/proxy/_experimental/out/_next/static/chunks/0uuigwiz-in3~.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/0tmaomqtwbi33.js
index 643b1391915..db8c2b3c771 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0uuigwiz-in3~.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0tmaomqtwbi33.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0tvwf-7q.gldz.js b/litellm/proxy/_experimental/out/_next/static/chunks/0tvwf-7q.gldz.js
new file mode 100644
index 00000000000..1ff7cdbbe5b
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0tvwf-7q.gldz.js
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text-gray-700",children:a})})},size:250},{header:"Transport",accessorKey:"transport",enableSorting:!0,cell:({row:e})=>{let t=e.original.transport;return(0,s.jsx)(m.Tag,{color:"blue",className:"text-xs uppercase",children:t})},size:100},{header:"Auth Type",accessorKey:"auth_type",enableSorting:!0,cell:({row:e})=>{let t=e.original.auth_type;return(0,s.jsx)(m.Tag,{color:"none"===t?"gray":"green",className:"text-xs capitalize",children:t})},size:100}]),data:eR,isLoading:Z,defaultSorting:[{id:"server_name",desc:!1}]}),(0,s.jsx)("div",{className:"mt-8 text-center",children:(0,s.jsxs)(n.Text,{className:"text-sm text-gray-600",children:["Showing ",eR.length," of ",R?.length||0," MCP servers"]})})]},"mcp"),(0,s.jsx)(w,{tab:"Skill Hub",children:(0,s.jsx)(y.default,{skills:ez,isLoading:eO,publicPage:!0})},"skills")]})})]}),(0,s.jsx)(o.Modal,{title:(0,s.jsxs)("div",{className:"flex items-center space-x-2",children:[(0,s.jsx)("span",{children:ew?.model_group||"Model 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mt-1",children:(ew.providers??[]).map(e=>{let{logo:t}=(0,T.getProviderLogoAndName)(e);return(0,s.jsx)(m.Tag,{color:"blue",children:(0,s.jsxs)("div",{className:"flex items-center space-x-1",children:[t&&(0,s.jsx)("img",{src:t,alt:e,className:"w-3 h-3 shrink-0 object-contain",onError:e=>{e.target.style.display="none"}}),(0,s.jsx)("span",{className:"capitalize",children:e})]})},e)})})]})]}),ew.model_group.includes("*")&&(0,s.jsx)("div",{className:"bg-blue-50 border border-blue-200 rounded-lg p-4 mb-4",children:(0,s.jsxs)("div",{className:"flex items-start space-x-2",children:[(0,s.jsx)(p.Info,{className:"w-4 h-4 text-blue-600 mt-0.5 shrink-0"}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium text-blue-900 mb-2",children:"Wildcard Routing"}),(0,s.jsxs)(n.Text,{className:"text-sm text-blue-800 mb-2",children:["This model uses wildcard routing. You can pass any value where you see the"," ",(0,s.jsx)("code",{className:"bg-blue-100 px-1 py-0.5 rounded-sm text-xs",children:"*"})," symbol."]}),(0,s.jsxs)(n.Text,{className:"text-sm text-blue-800",children:["For example, with"," ",(0,s.jsx)("code",{className:"bg-blue-100 px-1 py-0.5 rounded-sm text-xs",children:ew.model_group}),", you can use any string (",(0,s.jsx)("code",{className:"bg-blue-100 px-1 py-0.5 rounded-sm text-xs",children:ew.model_group.replaceAll("*","my-custom-value")}),") that matches this pattern."]})]})]})})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Token & Cost Information"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Max Input Tokens:"}),(0,s.jsx)(n.Text,{children:ew.max_input_tokens?.toLocaleString()||"Not specified"})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Max Output Tokens:"}),(0,s.jsx)(n.Text,{children:ew.max_output_tokens?.toLocaleString()||"Not specified"})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Input Cost per 1M Tokens:"}),(0,s.jsx)(n.Text,{children:ew.input_cost_per_token?eF(ew.input_cost_per_token):"Not specified"})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Output Cost per 1M Tokens:"}),(0,s.jsx)(n.Text,{children:ew.output_cost_per_token?eF(ew.output_cost_per_token):"Not specified"})]})]})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Capabilities"}),(0,s.jsx)("div",{className:"flex flex-wrap gap-2",children:(z=Object.entries(ew).filter(([e,s])=>e.startsWith("supports_")&&!0===s).map(([e])=>e),E=["green","blue","purple","orange","red","yellow"],0===z.length?(0,s.jsx)(n.Text,{className:"text-gray-500",children:"No special capabilities listed"}):z.map((e,t)=>(0,s.jsx)(m.Tag,{color:E[t%E.length],children:eH(e)},e)))})]}),(ew.tpm||ew.rpm)&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Rate Limits"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4",children:[ew.tpm&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Tokens per Minute:"}),(0,s.jsx)(n.Text,{children:ew.tpm.toLocaleString()})]}),ew.rpm&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Requests per Minute:"}),(0,s.jsx)(n.Text,{children:ew.rpm.toLocaleString()})]})]})]}),ew.supported_openai_params&&ew.supported_openai_params.length>0&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Supported OpenAI Parameters"}),(0,s.jsx)("div",{className:"flex flex-wrap gap-2",children:ew.supported_openai_params.map(e=>(0,s.jsx)(m.Tag,{color:"green",children:e},e))})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example"}),(0,s.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,s.jsx)("pre",{className:"text-sm",children:(0,N.generateCodeSnippet)({apiKeySource:"custom",accessToken:null,apiKey:"your_api_key",inputMessage:"Hello, how are you?",chatHistory:[{role:"user",content:"Hello, how are you?",isImage:!1}],selectedTags:[],selectedVectorStores:[],selectedGuardrails:[],selectedPolicies:[],selectedMCPServers:[],endpointType:(0,_.getEndpointType)(ew.mode||"chat"),selectedModel:ew.model_group,selectedSdk:"openai"})})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eU((0,N.generateCodeSnippet)({apiKeySource:"custom",accessToken:null,apiKey:"your_api_key",inputMessage:"Hello, how are you?",chatHistory:[{role:"user",content:"Hello, how are you?",isImage:!1}],selectedTags:[],selectedVectorStores:[],selectedGuardrails:[],selectedPolicies:[],selectedMCPServers:[],endpointType:(0,_.getEndpointType)(ew.mode||"chat"),selectedModel:ew.model_group,selectedSdk:"openai"}))},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})}),(0,s.jsx)(o.Modal,{title:(0,s.jsxs)("div",{className:"flex items-center space-x-2",children:[(0,s.jsx)("span",{children:eC?.name||"Agent Details"}),eC&&(0,s.jsx)(h.Tooltip,{title:"Copy agent name",children:(0,s.jsx)(u.Copy,{onClick:()=>eU(eC.name),className:"cursor-pointer text-gray-500 hover:text-blue-500 w-4 h-4"})})]}),width:1e3,open:ey,footer:null,onOk:()=>{eN(!1),ek(null)},onCancel:()=>{eN(!1),ek(null)},children:eC&&(0,s.jsxs)("div",{className:"space-y-6",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Agent 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gap-2",children:Object.entries(eC.capabilities).filter(([e,s])=>!0===s).map(([e])=>(0,s.jsx)(m.Tag,{color:"green",className:"capitalize",children:e},e))})]}),eC.skills&&eC.skills.length>0&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Skills"}),(0,s.jsx)("div",{className:"space-y-4",children:eC.skills.map((e,t)=>(0,s.jsxs)("div",{className:"border border-gray-200 rounded-lg p-4",children:[(0,s.jsx)("div",{className:"flex items-start justify-between mb-2",children:(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium text-base",children:e.name}),(0,s.jsx)(n.Text,{className:"text-sm text-gray-600",children:e.description})]})}),e.tags&&e.tags.length>0&&(0,s.jsx)("div",{className:"flex flex-wrap gap-1 mt-2",children:e.tags.map(e=>(0,s.jsx)(m.Tag,{color:"purple",className:"text-xs",children:e},e))})]},t))})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Input/Output Modes"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Input Modes:"}),(0,s.jsx)("div",{className:"flex flex-wrap gap-1 mt-1",children:(eC.defaultInputModes??[]).map(e=>(0,s.jsx)(m.Tag,{color:"blue",children:e},e))})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Output Modes:"}),(0,s.jsx)("div",{className:"flex flex-wrap gap-1 mt-1",children:(eC.defaultOutputModes??[]).map(e=>(0,s.jsx)(m.Tag,{color:"blue",children:e},e))})]})]})]}),eC.documentationUrl&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Documentation"}),(0,s.jsxs)("a",{href:eC.documentationUrl,target:"_blank",rel:"noopener noreferrer",className:"text-blue-600 hover:text-blue-800 flex items-center space-x-2",children:[(0,s.jsx)(a.ExternalLinkIcon,{className:"w-4 h-4"}),(0,s.jsx)("span",{children:"View Documentation"})]})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example (A2A Protocol)"}),(0,s.jsxs)("div",{className:"mb-4",children:[(0,s.jsx)(n.Text,{className:"text-sm font-medium mb-2 text-gray-700",children:"Step 1: Retrieve Agent Card"}),(0,s.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,s.jsx)("pre",{className:"text-xs",children:`base_url = '${eC.url}'
+
+resolver = A2ACardResolver(
+    httpx_client=httpx_client,
+    base_url=base_url,
+    # agent_card_path uses default, extended_agent_card_path also uses default
+)
+
+# Fetch Public Agent Card and Initialize Client
+final_agent_card_to_use: AgentCard | None = None
+_public_card = (
+    await resolver.get_agent_card()
+)  # Fetches from default public path - \`/agents/{agent_id}/\`
+final_agent_card_to_use = _public_card
+
+if _public_card.supports_authenticated_extended_card:
+    try:
+        auth_headers_dict = {
+            'Authorization': 'Bearer dummy-token-for-extended-card'
+        }
+        _extended_card = await resolver.get_agent_card(
+            relative_card_path=EXTENDED_AGENT_CARD_PATH,
+            http_kwargs={'headers': auth_headers_dict},
+        )
+        final_agent_card_to_use = (
+            _extended_card  # Update to use the extended card
+        )
+    except Exception as e_extended:
+        logger.warning(
+            f'Failed to fetch extended agent card: {e_extended}. Will proceed with public card.',
+            exc_info=True,
+        )`})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eU(`from a2a.client import A2ACardResolver, A2AClient
+from a2a.types import (
+    AgentCard,
+    MessageSendParams,
+    SendMessageRequest,
+    SendStreamingMessageRequest,
+)
+from a2a.utils.constants import (
+    AGENT_CARD_WELL_KNOWN_PATH,
+    EXTENDED_AGENT_CARD_PATH,
+)
+
+base_url = '${eC.url}'
+
+resolver = A2ACardResolver(
+    httpx_client=httpx_client,
+    base_url=base_url,
+    # agent_card_path uses default, extended_agent_card_path also uses default
+)
+
+# Fetch Public Agent Card and Initialize Client
+final_agent_card_to_use: AgentCard | None = None
+_public_card = (
+    await resolver.get_agent_card()
+)  # Fetches from default public path - \`/agents/{agent_id}/\`
+final_agent_card_to_use = _public_card
+
+if _public_card.supports_authenticated_extended_card:
+    try:
+        auth_headers_dict = {
+            'Authorization': 'Bearer dummy-token-for-extended-card'
+        }
+        _extended_card = await resolver.get_agent_card(
+            relative_card_path=EXTENDED_AGENT_CARD_PATH,
+            http_kwargs={'headers': auth_headers_dict},
+        )
+        final_agent_card_to_use = (
+            _extended_card  # Update to use the extended card
+        )
+    except Exception as e_extended:
+        logger.warning(
+            f'Failed to fetch extended agent card: {e_extended}. Will proceed with public card.',
+            exc_info=True,
+        )`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-sm font-medium mb-2 text-gray-700",children:"Step 2: Call the Agent"}),(0,s.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,s.jsx)("pre",{className:"text-xs",children:`client = A2AClient(
+    httpx_client=httpx_client, agent_card=final_agent_card_to_use
+)
+
+send_message_payload: dict[str, Any] = {
+    'message': {
+        'role': 'user',
+        'parts': [
+            {'kind': 'text', 'text': 'how much is 10 USD in INR?'}
+        ],
+        'messageId': uuid4().hex,
+    },
+}
+request = SendMessageRequest(
+    id=str(uuid4()), params=MessageSendParams(**send_message_payload)
+)
+
+response = await client.send_message(request)
+print(response.model_dump(mode='json', exclude_none=True))`})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eU(`client = A2AClient(
+    httpx_client=httpx_client, agent_card=final_agent_card_to_use
+)
+
+send_message_payload: dict[str, Any] = {
+    'message': {
+        'role': 'user',
+        'parts': [
+            {'kind': 'text', 'text': 'how much is 10 USD in INR?'}
+        ],
+        'messageId': uuid4().hex,
+    },
+}
+request = SendMessageRequest(
+    id=str(uuid4()), params=MessageSendParams(**send_message_payload)
+)
+
+response = await client.send_message(request)
+print(response.model_dump(mode='json', exclude_none=True))`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})]})}),(0,s.jsx)(o.Modal,{title:(0,s.jsxs)("div",{className:"flex items-center space-x-2",children:[(0,s.jsx)("span",{children:eA?.server_name||"MCP Server Details"}),eA&&(0,s.jsx)(h.Tooltip,{title:"Copy server name",children:(0,s.jsx)(u.Copy,{onClick:()=>eU(eA.server_name),className:"cursor-pointer text-gray-500 hover:text-blue-500 w-4 h-4"})})]}),width:1e3,open:e_,footer:null,onOk:()=>{eT(!1),eM(null)},onCancel:()=>{eT(!1),eM(null)},children:eA&&(0,s.jsxs)("div",{className:"space-y-6",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Server Overview"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4 mb-4",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Server Name:"}),(0,s.jsx)(n.Text,{children:eA.server_name})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Transport:"}),(0,s.jsx)(m.Tag,{color:"blue",children:eA.transport})]}),eA.alias&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Alias:"}),(0,s.jsx)(n.Text,{children:eA.alias})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Auth Type:"}),(0,s.jsx)(m.Tag,{color:"none"===eA.auth_type?"gray":"green",children:eA.auth_type})]}),(0,s.jsxs)("div",{className:"col-span-2",children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Description:"}),(0,s.jsx)(n.Text,{children:eA.mcp_info?.description||"-"})]})]})]}),eA.mcp_info&&Object.keys(eA.mcp_info).length>0&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Additional Information"}),(0,s.jsx)("div",{className:"bg-gray-50 p-4 rounded-lg",children:(0,s.jsx)("pre",{className:"text-xs overflow-x-auto",children:JSON.stringify(eA.mcp_info,null,2)})})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example"}),(0,s.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,s.jsx)("pre",{className:"text-sm",children:`# Using MCP Server with Python FastMCP
+
+from fastmcp import Client
+import asyncio
+
+# Standard MCP configuration
+config = {
+    "mcpServers": {
+        "${eA.server_name}": {
+            "url": "${(0,v.getProxyBaseUrl)()}/${eA.server_name}/mcp",
+            "headers": {
+                "x-litellm-api-key": "Bearer sk-1234"
+            }
+        }
+    }
+}
+
+# Create a client that connects to the server
+client = Client(config)
+
+async def main():
+    async with client:
+        # List available tools
+        tools = await client.list_tools()
+        print(f"Available tools: {[tool.name for tool in tools]}")
+
+        # Call a tool
+        response = await client.call_tool(
+            name="tool_name", 
+            arguments={"arg": "value"}
+        )
+        print(f"Response: {response}")
+
+if __name__ == "__main__":
+    asyncio.run(main())`})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eU(`# Using MCP Server with Python FastMCP
+
+from fastmcp import Client
+import asyncio
+
+# Standard MCP configuration
+config = {
+    "mcpServers": {
+        "${eA.server_name}": {
+            "url": "${(0,v.getProxyBaseUrl)()}/${eA.server_name}/mcp",
+            "headers": {
+                "x-litellm-api-key": "Bearer sk-1234"
+            }
+        }
+    }
+}
+
+# Create a client that connects to the server
+client = Client(config)
+
+async def main():
+    async with client:
+        # List available tools
+        tools = await client.list_tools()
+        print(f"Available tools: {[tool.name for tool in tools]}")
+
+        # Call a tool
+        response = await client.call_tool(
+            name="tool_name", 
+            arguments={"arg": "value"}
+        )
+        print(f"Response: {response}")
+
+if __name__ == "__main__":
+    asyncio.run(main())`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})})]})})}])}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0ubbv4xlta87q.js b/litellm/proxy/_experimental/out/_next/static/chunks/0ubbv4xlta87q.js
new file mode 100644
index 00000000000..30952344ac3
--- /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0v85l0arelm41.js b/litellm/proxy/_experimental/out/_next/static/chunks/0v85l0arelm41.js
deleted file mode 100644
index 16ab3445385..00000000000
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+++ /dev/null
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new file mode 100644
index 00000000000..f2b8173f762
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deleted file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0xf8x.ljcnb6z.js b/litellm/proxy/_experimental/out/_next/static/chunks/0xf8x.ljcnb6z.js
deleted file mode 100644
index 4b18381c8dd..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0xf8x.ljcnb6z.js
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/07.fwfv-sinb5.js b/litellm/proxy/_experimental/out/_next/static/chunks/0yu_1~b4-6wf1.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/07.fwfv-sinb5.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/0yu_1~b4-6wf1.js
index f52fb89355d..d6adf8ecb2d 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/07.fwfv-sinb5.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0yu_1~b4-6wf1.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0z-kfneel_zli.js b/litellm/proxy/_experimental/out/_next/static/chunks/0z-kfneel_zli.js
deleted file mode 100644
index bdc5ccb4008..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0z-kfneel_zli.js
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0zlzm14kabqg_.js b/litellm/proxy/_experimental/out/_next/static/chunks/0zlzm14kabqg_.js
new file mode 100644
index 00000000000..2e94834954b
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0zlzm14kabqg_.js
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t,{apiKeySource:i,accessToken:r,apiKey:a,inputMessage:n,chatHistory:l,selectedTags:s,selectedVectorStores:c,selectedGuardrails:d,selectedPolicies:m,selectedMCPServers:p,mcpServers:u,mcpServerToolRestrictions:g,selectedVoice:h,endpointType:f,selectedModel:b,selectedSdk:v,proxySettings:x}=e,_="session"===i?r:a,$=window.location.origin,y=x?.LITELLM_UI_API_DOC_BASE_URL;y&&y.trim()?$=y:x?.PROXY_BASE_URL&&($=x.PROXY_BASE_URL);let C=n||"Your prompt here",I=C.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),w=l.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),A={};s.length>0&&(A.tags=s),c.length>0&&(A.vector_stores=c),d.length>0&&(A.guardrails=d),m.length>0&&(A.policies=m);let S=b||"your-model-name",k="azure"===v?`import openai
-
-client = openai.AzureOpenAI(
-	api_key="${_||"YOUR_LITELLM_API_KEY"}",
-	azure_endpoint="${$}",
-	api_version="2024-02-01"
-)`:`import openai
-
-client = openai.OpenAI(
-	api_key="${_||"YOUR_LITELLM_API_KEY"}",
-	base_url="${$}"
-)`;switch(f){case o.CHAT:{let e=Object.keys(A).length>0,i="";if(e){let e=JSON.stringify({metadata:A},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`,
-    extra_body=${e}`}let r=w.length>0?w:[{role:"user",content:C}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.chat.completions.create(
-    model="${S}",
-    messages=${JSON.stringify(r,null,4)}${i}
-)
-
-print(response)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.chat.completions.create(
-#     model="${S}",
-#     messages=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {
-#                     "type": "text",
-#                     "text": "${I}"
-#                 },
-#                 {
-#                     "type": "image_url",
-#                     "image_url": {
-#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
-#                     }
-#                 }
-#             ]
-#         }
-#     ]${i}
-# )
-# print(response_with_file)
-`;break}case o.RESPONSES:{let e=Object.keys(A).length>0,i="";if(e){let e=JSON.stringify({metadata:A},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();i=`,
-    extra_body=${e}`}let r=w.length>0?w:[{role:"user",content:C}];t=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.responses.create(
-    model="${S}",
-    input=${JSON.stringify(r,null,4)}${i}
-)
-
-print(response.output_text)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.responses.create(
-#     model="${S}",
-#     input=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {"type": "input_text", "text": "${I}"},
-#                 {
-#                     "type": "input_image",
-#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
-#                 },
-#             ],
-#         }
-#     ]${i}
-# )
-# print(response_with_file.output_text)
-`;break}case o.IMAGE:t="azure"===v?`
-# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
-# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
-# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
-import os
-import requests
-import json
-import time
-from PIL import Image
-
-result = client.images.generate(
-	model="${S}",
-	prompt="${n}",
-	n=1
-)
-
-json_response = json.loads(result.model_dump_json())
-
-# Set the directory for the stored image
-image_dir = os.path.join(os.curdir, 'images')
-
-# If the directory doesn't exist, create it
-if not os.path.isdir(image_dir):
-	os.mkdir(image_dir)
-
-# Initialize the image path
-image_filename = f"generated_image_{int(time.time())}.png"
-image_path = os.path.join(image_dir, image_filename)
-
-try:
-	# Retrieve the generated image
-	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
-			image_url = json_response["data"][0]["url"]
-			generated_image = requests.get(image_url).content
-			with open(image_path, "wb") as image_file:
-					image_file.write(generated_image)
-
-			print(f"Image saved to {image_path}")
-			# Display the image
-			image = Image.open(image_path)
-			image.show()
-	else:
-			print("Could not find image URL in response.")
-			print("Full response:", json_response)
-except Exception as e:
-	print(f"An error occurred: {e}")
-	print("Full response:", json_response)
-`:`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${I}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${S}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case o.IMAGE_EDITS:t="azure"===v?`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# The prompt entered by the user
-prompt = "${I}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${S}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`:`
-import base64
-import os
-import time
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${I}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${S}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case o.EMBEDDINGS:t=`
-response = client.embeddings.create(
-	input="${n||"Your string here"}",
-	model="${S}",
-	encoding_format="base64" # or "float"
-)
-
-print(response.data[0].embedding)
-`;break;case o.TRANSCRIPTION:t=`
-# Open the audio file
-audio_file = open("path/to/your/audio/file.mp3", "rb")
-
-# Make the transcription request
-response = client.audio.transcriptions.create(
-	model="${S}",
-	file=audio_file${n?`,
-	prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
-)
-
-print(response.text)
-`;break;case o.SPEECH:t=`
-# Make the text-to-speech request
-response = client.audio.speech.create(
-	model="${S}",
-	input="${n||"Your text to convert to speech here"}",
-	voice="${h}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
-)
-
-# Save the audio to a file
-output_filename = "output_speech.mp3"
-response.stream_to_file(output_filename)
-print(f"Audio saved to {output_filename}")
-
-# Optional: Customize response format and speed
-# response = client.audio.speech.create(
-#     model="${S}",
-#     input="${n||"Your text to convert to speech here"}",
-#     voice="alloy",
-#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
-#     speed=1.0  # Range: 0.25 to 4.0
-# )
-# response.stream_to_file("output_speech.mp3")
-`;break;default:t="\n# Code generation for this endpoint is not implemented yet."}return`${k}
-${t}`}],339019)},157058,e=>{"use strict";var t=e.i(843476),i=e.i(934879),r=e.i(976883),o=e.i(135214),a=e.i(708347);e.s(["default",0,function(){let{accessToken:e,userRole:n,premiumUser:l}=(0,o.default)();return(0,a.isAdminRole)(n)?(0,t.jsx)(i.default,{accessToken:e,publicPage:!1,premiumUser:l,userRole:n}):(0,t.jsx)(r.default,{accessToken:e,isEmbedded:!0})}])}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0zr5p_mss4q5v.js b/litellm/proxy/_experimental/out/_next/static/chunks/0zr5p_mss4q5v.js
new file mode 100644
index 00000000000..b0d1af00046
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0zr5p_mss4q5v.js
@@ -0,0 +1 @@
+(globalThis.TURBOPACK||(globalThis.TURBOPACK=[])).push(["object"==typeof document?document.currentScript:void 0,755838,(e,t,r)=>{"use strict";var n=e.r(271645),i="function"==typeof Object.is?Object.is:function(e,t){return e===t&&(0!==e||1/e==1/t)||e!=e&&t!=t},s=n.useState,a=n.useEffect,u=n.useLayoutEffect,o=n.useDebugValue;function l(e){var t=e.getSnapshot;e=e.value;try{var r=t();return!i(e,r)}catch(e){return!0}}var c="u"<typeof window||void 0===window.document||void 0===window.document.createElement?function(e,t){return t()}:function(e,t){var r=t(),n=s({inst:{value:r,getSnapshot:t}}),i=n[0].inst,c=n[1];return u(function(){i.value=r,i.getSnapshot=t,l(i)&&c({inst:i})},[e,r,t]),a(function(){return l(i)&&c({inst:i}),e(function(){l(i)&&c({inst:i})})},[e]),o(r),r};r.useSyncExternalStore=void 0!==n.useSyncExternalStore?n.useSyncExternalStore:c},802239,(e,t,r)=>{"use strict";t.exports=e.r(755838)},752822,(e,t,r)=>{"use strict";var n=e.r(271645),i=e.r(802239),s="function"==typeof 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deleted file mode 100644
index 9544ef4d8a3..00000000000
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0~g42t_dvc1-o.js b/litellm/proxy/_experimental/out/_next/static/chunks/0~g42t_dvc1-o.js
new file mode 100644
index 00000000000..5d1dc54cc69
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0~g42t_dvc1-o.js
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new file mode 100644
index 00000000000..2c84bcf9a84
--- /dev/null
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deleted file mode 100644
index cd0731dc256..00000000000
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new file mode 100644
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new file mode 100644
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new file mode 100644
index 00000000000..5893c3133c2
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Documentation"})]})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example (A2A Protocol)"}),(0,s.jsxs)("div",{className:"mb-4",children:[(0,s.jsx)(n.Text,{className:"text-sm font-medium mb-2 text-gray-700",children:"Step 1: Retrieve Agent Card"}),(0,s.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,s.jsx)("pre",{className:"text-xs",children:`base_url = '${eC.url}'
-
-resolver = A2ACardResolver(
-    httpx_client=httpx_client,
-    base_url=base_url,
-    # agent_card_path uses default, extended_agent_card_path also uses default
-)
-
-# Fetch Public Agent Card and Initialize Client
-final_agent_card_to_use: AgentCard | None = None
-_public_card = (
-    await resolver.get_agent_card()
-)  # Fetches from default public path - \`/agents/{agent_id}/\`
-final_agent_card_to_use = _public_card
-
-if _public_card.supports_authenticated_extended_card:
-    try:
-        auth_headers_dict = {
-            'Authorization': 'Bearer dummy-token-for-extended-card'
-        }
-        _extended_card = await resolver.get_agent_card(
-            relative_card_path=EXTENDED_AGENT_CARD_PATH,
-            http_kwargs={'headers': auth_headers_dict},
-        )
-        final_agent_card_to_use = (
-            _extended_card  # Update to use the extended card
-        )
-    except Exception as e_extended:
-        logger.warning(
-            f'Failed to fetch extended agent card: {e_extended}. Will proceed with public card.',
-            exc_info=True,
-        )`})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eU(`from a2a.client import A2ACardResolver, A2AClient
-from a2a.types import (
-    AgentCard,
-    MessageSendParams,
-    SendMessageRequest,
-    SendStreamingMessageRequest,
-)
-from a2a.utils.constants import (
-    AGENT_CARD_WELL_KNOWN_PATH,
-    EXTENDED_AGENT_CARD_PATH,
-)
-
-base_url = '${eC.url}'
-
-resolver = A2ACardResolver(
-    httpx_client=httpx_client,
-    base_url=base_url,
-    # agent_card_path uses default, extended_agent_card_path also uses default
-)
-
-# Fetch Public Agent Card and Initialize Client
-final_agent_card_to_use: AgentCard | None = None
-_public_card = (
-    await resolver.get_agent_card()
-)  # Fetches from default public path - \`/agents/{agent_id}/\`
-final_agent_card_to_use = _public_card
-
-if _public_card.supports_authenticated_extended_card:
-    try:
-        auth_headers_dict = {
-            'Authorization': 'Bearer dummy-token-for-extended-card'
-        }
-        _extended_card = await resolver.get_agent_card(
-            relative_card_path=EXTENDED_AGENT_CARD_PATH,
-            http_kwargs={'headers': auth_headers_dict},
-        )
-        final_agent_card_to_use = (
-            _extended_card  # Update to use the extended card
-        )
-    except Exception as e_extended:
-        logger.warning(
-            f'Failed to fetch extended agent card: {e_extended}. Will proceed with public card.',
-            exc_info=True,
-        )`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-sm font-medium mb-2 text-gray-700",children:"Step 2: Call the Agent"}),(0,s.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,s.jsx)("pre",{className:"text-xs",children:`client = A2AClient(
-    httpx_client=httpx_client, agent_card=final_agent_card_to_use
-)
-
-send_message_payload: dict[str, Any] = {
-    'message': {
-        'role': 'user',
-        'parts': [
-            {'kind': 'text', 'text': 'how much is 10 USD in INR?'}
-        ],
-        'messageId': uuid4().hex,
-    },
-}
-request = SendMessageRequest(
-    id=str(uuid4()), params=MessageSendParams(**send_message_payload)
-)
-
-response = await client.send_message(request)
-print(response.model_dump(mode='json', exclude_none=True))`})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eU(`client = A2AClient(
-    httpx_client=httpx_client, agent_card=final_agent_card_to_use
-)
-
-send_message_payload: dict[str, Any] = {
-    'message': {
-        'role': 'user',
-        'parts': [
-            {'kind': 'text', 'text': 'how much is 10 USD in INR?'}
-        ],
-        'messageId': uuid4().hex,
-    },
-}
-request = SendMessageRequest(
-    id=str(uuid4()), params=MessageSendParams(**send_message_payload)
-)
-
-response = await client.send_message(request)
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-
-from fastmcp import Client
-import asyncio
-
-# Standard MCP configuration
-config = {
-    "mcpServers": {
-        "${eA.server_name}": {
-            "url": "${(0,v.getProxyBaseUrl)()}/${eA.server_name}/mcp",
-            "headers": {
-                "x-litellm-api-key": "Bearer sk-1234"
-            }
-        }
-    }
-}
-
-# Create a client that connects to the server
-client = Client(config)
-
-async def main():
-    async with client:
-        # List available tools
-        tools = await client.list_tools()
-        print(f"Available tools: {[tool.name for tool in tools]}")
-
-        # Call a tool
-        response = await client.call_tool(
-            name="tool_name", 
-            arguments={"arg": "value"}
-        )
-        print(f"Response: {response}")
-
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-
-from fastmcp import Client
-import asyncio
-
-# Standard MCP configuration
-config = {
-    "mcpServers": {
-        "${eA.server_name}": {
-            "url": "${(0,v.getProxyBaseUrl)()}/${eA.server_name}/mcp",
-            "headers": {
-                "x-litellm-api-key": "Bearer sk-1234"
-            }
-        }
-    }
-}
-
-# Create a client that connects to the server
-client = Client(config)
-
-async def main():
-    async with client:
-        # List available tools
-        tools = await client.list_tools()
-        print(f"Available tools: {[tool.name for tool in tools]}")
-
-        # Call a tool
-        response = await client.call_tool(
-            name="tool_name", 
-            arguments={"arg": "value"}
-        )
-        print(f"Response: {response}")
-
-if __name__ == "__main__":
-    asyncio.run(main())`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})})]})})}])}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/12yfh0_n50ojz.js b/litellm/proxy/_experimental/out/_next/static/chunks/12yfh0_n50ojz.js
new file mode 100644
index 00000000000..52239ce98dd
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/12yfh0_n50ojz.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/13jobki5iqy.c.js b/litellm/proxy/_experimental/out/_next/static/chunks/13jobki5iqy.c.js
new file mode 100644
index 00000000000..10b4a261013
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+client = openai.OpenAI(
+    api_key="your_api_key",
+    base_url="${(0,j.getProxyBaseUrl)()}"  # Your LiteLLM Proxy URL
+)
+
+response = client.chat.completions.create(
+    model="${E.model_group}",
+    messages=[
+        {
+            "role": "user",
+            "content": "Hello, how are you?"
+        }
+    ]
+)
+
+print(response.choices[0].message.content)`})]})]})}),(0,s.jsx)(x.Modal,{title:eh?.name||"Agent Details",width:1e3,open:ep,footer:null,onOk:eO,onCancel:e$,children:eh&&(0,s.jsxs)("div",{className:"space-y-6",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"text-lg font-semibold mb-4",children:"Agent Overview"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4 mb-4",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"font-medium",children:"Name:"}),(0,s.jsx)(a.Text,{children:eh.name})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"font-medium",children:"Version:"}),(0,s.jsxs)(t.Badge,{color:"blue",children:["v",eh.version]})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"font-medium",children:"Protocol Version:"}),(0,s.jsx)(a.Text,{children:eh.protocolVersion})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"font-medium",children:"URL:"}),(0,s.jsxs)("div",{className:"flex items-center 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text-gray-500",children:["ID: ",e.id]})]}),e.tags&&e.tags.length>0&&(0,s.jsx)("div",{className:"flex flex-wrap gap-1",children:e.tags.map(e=>(0,s.jsx)(t.Badge,{color:"purple",size:"xs",children:e},e))})]}),(0,s.jsx)(a.Text,{className:"text-sm mb-2",children:e.description}),e.examples&&e.examples.length>0&&(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"text-xs font-medium text-gray-700",children:"Examples:"}),(0,s.jsx)("div",{className:"flex flex-wrap gap-1 mt-1",children:e.examples.map((e,l)=>(0,s.jsx)(t.Badge,{color:"gray",size:"xs",children:e},l))})]})]},e.id))})]}),eh.supportsAuthenticatedExtendedCard&&(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"text-lg font-semibold mb-4",children:"Additional Features"}),(0,s.jsx)(t.Badge,{color:"green",children:"Supports Authenticated Extended Card"})]})]})}),(0,s.jsx)(x.Modal,{title:eN?.server_name||"MCP Server Details",width:1e3,open:ek,footer:null,onOk:eO,onCancel:e$,children:eN&&(0,s.jsxs)("div",{className:"space-y-6",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"text-lg font-semibold mb-4",children:"Server Overview"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4 mb-4",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"font-medium",children:"Server Name:"}),(0,s.jsx)(a.Text,{children:eN.server_name})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"font-medium",children:"Server ID:"}),(0,s.jsxs)("div",{className:"flex items-center space-x-2",children:[(0,s.jsx)(a.Text,{className:"text-xs truncate",children:eN.server_id}),(0,s.jsx)(n.CopyOutlined,{onClick:()=>eD(eN.server_id),className:"cursor-pointer text-gray-500 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Type:"}),(0,s.jsx)(t.Badge,{color:"none"===eN.auth_type?"gray":"green",children:eN.auth_type})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"font-medium",children:"Status:"}),(0,s.jsx)(t.Badge,{color:"active"===eN.status||"healthy"===eN.status?"green":"inactive"===eN.status||"unhealthy"===eN.status?"red":"gray",children:eN.status||"unknown"})]})]}),eN.description&&(0,s.jsxs)("div",{className:"mt-2",children:[(0,s.jsx)(a.Text,{className:"font-medium",children:"Description:"}),(0,s.jsx)(a.Text,{className:"mt-1",children:eN.description})]})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"text-lg font-semibold mb-4",children:"Connection Details"}),(0,s.jsx)("div",{className:"space-y-2",children:eN.command&&(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"font-medium",children:"Command:"}),(0,s.jsx)(a.Text,{className:"text-sm bg-gray-100 p-2 rounded-sm mt-1 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mb-4",children:"Metadata"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"font-medium",children:"Created By:"}),(0,s.jsx)(a.Text,{children:eN.created_by})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"font-medium",children:"Updated By:"}),(0,s.jsx)(a.Text,{children:eN.updated_by})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"font-medium",children:"Created At:"}),(0,s.jsx)(a.Text,{className:"text-sm",children:new Date(eN.created_at).toLocaleString()})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"font-medium",children:"Updated At:"}),(0,s.jsx)(a.Text,{className:"text-sm",children:new Date(eN.updated_at).toLocaleString()})]}),eN.last_health_check&&(0,s.jsxs)("div",{children:[(0,s.jsx)(a.Text,{className:"font-medium",children:"Last Health Check:"}),(0,s.jsx)(a.Text,{className:"text-sm",children:new 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+import asyncio
+
+# Standard MCP configuration
+config = {
+    "mcpServers": {
+        "${eN.server_name}": {
+            "url": "${(0,j.getProxyBaseUrl)()}/${eN.server_name}/mcp",
+            "headers": {
+                "x-litellm-api-key": "Bearer sk-1234"
+            }
+        }
+    }
+}
+
+# Create a client that connects to the server
+client = Client(config)
+
+async def main():
+    async with client:
+        # List available tools
+        tools = await client.list_tools()
+        print(f"Available tools: {[tool.name for tool in tools]}")
+
+        # Call a tool
+        response = await client.call_tool(
+            name="tool_name",
+            arguments={"arg": "value"}
+        )
+        print(f"Response: {response}")
+
+if __name__ == "__main__":
+    asyncio.run(main())`})]})]})}),(0,s.jsx)(w,{visible:ei,onClose:()=>er(!1),accessToken:e||"",modelHubData:B||[],onSuccess:()=>{e&&(async()=>{try{let s=await (0,j.modelHubCall)(e);z(s.data)}catch(e){console.error("Error refreshing model data:",e)}})()}}),(0,s.jsx)(v,{visible:ed,onClose:()=>eo(!1),accessToken:e||"",agentHubData:en||[],onSuccess:()=>{e&&(async()=>{try{let s=(await (0,j.getAgentsList)(e)).agents.map(e=>({agent_id:e.agent_id,...e.agent_card_params,is_public:e.is_public}));ec(s)}catch(e){console.error("Error refreshing agent data:",e)}})()}}),(0,s.jsx)(y,{visible:e_,onClose:()=>ew(!1),accessToken:e||"",mcpHubData:ej||[],onSuccess:()=>{e&&(async()=>{try{let s=await (0,j.fetchMCPServers)(e);eb(s)}catch(e){console.error("Error refreshing MCP server data:",e)}})()}}),(0,s.jsx)(V,{visible:eB,onClose:()=>ez(!1),accessToken:e||"",skillsList:eC,onSuccess:async()=>{eS((await (0,j.getClaudeCodePluginsList)(e||"",!0===m)).plugins)}})]})}],934879)}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/13ok6va25s6c-.js b/litellm/proxy/_experimental/out/_next/static/chunks/13ok6va25s6c-.js
deleted file mode 100644
index fcdf6045c9e..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/13ok6va25s6c-.js
+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/13z-1y~nypj1a.js b/litellm/proxy/_experimental/out/_next/static/chunks/13z-1y~nypj1a.js
deleted file mode 100644
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deleted file mode 100644
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new file mode 100644
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deleted file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/151r-5htw45m~.js b/litellm/proxy/_experimental/out/_next/static/chunks/151r-5htw45m~.js
deleted file mode 100644
index 45955ccc18b..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/151r-5htw45m~.js
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deleted file mode 100644
index 71104596d39..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/153ae~19l7y3d.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0ivj_wax-joap.js b/litellm/proxy/_experimental/out/_next/static/chunks/15_6vcg943diw.js
similarity index 63%
rename from litellm/proxy/_experimental/out/_next/static/chunks/0ivj_wax-joap.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/15_6vcg943diw.js
index cce58fb6842..8018ac5b287 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0ivj_wax-joap.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/15_6vcg943diw.js
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mt-1",children:(ew.providers??[]).map(e=>{let{logo:t}=(0,T.getProviderLogoAndName)(e);return(0,s.jsx)(m.Tag,{color:"blue",children:(0,s.jsxs)("div",{className:"flex items-center space-x-1",children:[t&&(0,s.jsx)("img",{src:t,alt:e,className:"w-3 h-3 shrink-0 object-contain",onError:e=>{e.target.style.display="none"}}),(0,s.jsx)("span",{className:"capitalize",children:e})]})},e)})})]})]}),ew.model_group.includes("*")&&(0,s.jsx)("div",{className:"bg-blue-50 border border-blue-200 rounded-lg p-4 mb-4",children:(0,s.jsxs)("div",{className:"flex items-start space-x-2",children:[(0,s.jsx)(p.Info,{className:"w-4 h-4 text-blue-600 mt-0.5 shrink-0"}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium text-blue-900 mb-2",children:"Wildcard Routing"}),(0,s.jsxs)(n.Text,{className:"text-sm text-blue-800 mb-2",children:["This model uses wildcard routing. You can pass any value where you see the"," ",(0,s.jsx)("code",{className:"bg-blue-100 px-1 py-0.5 rounded-sm text-xs",children:"*"})," symbol."]}),(0,s.jsxs)(n.Text,{className:"text-sm text-blue-800",children:["For example, with"," ",(0,s.jsx)("code",{className:"bg-blue-100 px-1 py-0.5 rounded-sm text-xs",children:ew.model_group}),", you can use any string (",(0,s.jsx)("code",{className:"bg-blue-100 px-1 py-0.5 rounded-sm text-xs",children:ew.model_group.replaceAll("*","my-custom-value")}),") that matches this pattern."]})]})]})})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Token & Cost Information"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Max Input Tokens:"}),(0,s.jsx)(n.Text,{children:ew.max_input_tokens?.toLocaleString()||"Not specified"})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Max Output Tokens:"}),(0,s.jsx)(n.Text,{children:ew.max_output_tokens?.toLocaleString()||"Not specified"})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Input Cost per 1M Tokens:"}),(0,s.jsx)(n.Text,{children:ew.input_cost_per_token?eF(ew.input_cost_per_token):"Not specified"})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Output Cost per 1M Tokens:"}),(0,s.jsx)(n.Text,{children:ew.output_cost_per_token?eF(ew.output_cost_per_token):"Not specified"})]})]})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Capabilities"}),(0,s.jsx)("div",{className:"flex flex-wrap gap-2",children:(z=Object.entries(ew).filter(([e,s])=>e.startsWith("supports_")&&!0===s).map(([e])=>e),E=["green","blue","purple","orange","red","yellow"],0===z.length?(0,s.jsx)(n.Text,{className:"text-gray-500",children:"No special capabilities listed"}):z.map((e,t)=>(0,s.jsx)(m.Tag,{color:E[t%E.length],children:eH(e)},e)))})]}),(ew.tpm||ew.rpm)&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Rate Limits"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4",children:[ew.tpm&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Tokens per Minute:"}),(0,s.jsx)(n.Text,{children:ew.tpm.toLocaleString()})]}),ew.rpm&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Requests per Minute:"}),(0,s.jsx)(n.Text,{children:ew.rpm.toLocaleString()})]})]})]}),ew.supported_openai_params&&ew.supported_openai_params.length>0&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Supported OpenAI Parameters"}),(0,s.jsx)("div",{className:"flex flex-wrap gap-2",children:ew.supported_openai_params.map(e=>(0,s.jsx)(m.Tag,{color:"green",children:e},e))})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example"}),(0,s.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,s.jsx)("pre",{className:"text-sm",children:(0,N.generateCodeSnippet)({apiKeySource:"custom",accessToken:null,apiKey:"your_api_key",inputMessage:"Hello, how are you?",chatHistory:[{role:"user",content:"Hello, how are you?",isImage:!1}],selectedTags:[],selectedVectorStores:[],selectedGuardrails:[],selectedPolicies:[],selectedMCPServers:[],endpointType:(0,_.getEndpointType)(ew.mode||"chat"),selectedModel:ew.model_group,selectedSdk:"openai"})})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eU((0,N.generateCodeSnippet)({apiKeySource:"custom",accessToken:null,apiKey:"your_api_key",inputMessage:"Hello, how are you?",chatHistory:[{role:"user",content:"Hello, how are you?",isImage:!1}],selectedTags:[],selectedVectorStores:[],selectedGuardrails:[],selectedPolicies:[],selectedMCPServers:[],endpointType:(0,_.getEndpointType)(ew.mode||"chat"),selectedModel:ew.model_group,selectedSdk:"openai"}))},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})}),(0,s.jsx)(o.Modal,{title:(0,s.jsxs)("div",{className:"flex items-center space-x-2",children:[(0,s.jsx)("span",{children:eC?.name||"Agent Details"}),eC&&(0,s.jsx)(h.Tooltip,{title:"Copy agent name",children:(0,s.jsx)(u.Copy,{onClick:()=>eU(eC.name),className:"cursor-pointer text-gray-500 hover:text-blue-500 w-4 h-4"})})]}),width:1e3,open:ey,footer:null,onOk:()=>{eN(!1),ek(null)},onCancel:()=>{eN(!1),ek(null)},children:eC&&(0,s.jsxs)("div",{className:"space-y-6",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Agent Overview"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4 mb-4",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Name:"}),(0,s.jsx)(n.Text,{children:eC.name})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Version:"}),(0,s.jsx)(n.Text,{children:eC.version})]}),(0,s.jsxs)("div",{className:"col-span-2",children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Description:"}),(0,s.jsx)(n.Text,{children:eC.description})]}),eC.url&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"URL:"}),(0,s.jsx)("a",{href:eC.url,target:"_blank",rel:"noopener noreferrer",className:"text-blue-600 hover:text-blue-800 text-sm break-all",children:eC.url})]})]})]}),eC.capabilities&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Capabilities"}),(0,s.jsx)("div",{className:"flex flex-wrap gap-2",children:Object.entries(eC.capabilities).filter(([e,s])=>!0===s).map(([e])=>(0,s.jsx)(m.Tag,{color:"green",className:"capitalize",children:e},e))})]}),eC.skills&&eC.skills.length>0&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Skills"}),(0,s.jsx)("div",{className:"space-y-4",children:eC.skills.map((e,t)=>(0,s.jsxs)("div",{className:"border border-gray-200 rounded-lg p-4",children:[(0,s.jsx)("div",{className:"flex items-start justify-between mb-2",children:(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium text-base",children:e.name}),(0,s.jsx)(n.Text,{className:"text-sm text-gray-600",children:e.description})]})}),e.tags&&e.tags.length>0&&(0,s.jsx)("div",{className:"flex flex-wrap gap-1 mt-2",children:e.tags.map(e=>(0,s.jsx)(m.Tag,{color:"purple",className:"text-xs",children:e},e))})]},t))})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Input/Output Modes"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Input Modes:"}),(0,s.jsx)("div",{className:"flex flex-wrap gap-1 mt-1",children:(eC.defaultInputModes??[]).map(e=>(0,s.jsx)(m.Tag,{color:"blue",children:e},e))})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Output Modes:"}),(0,s.jsx)("div",{className:"flex flex-wrap gap-1 mt-1",children:(eC.defaultOutputModes??[]).map(e=>(0,s.jsx)(m.Tag,{color:"blue",children:e},e))})]})]})]}),eC.documentationUrl&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Documentation"}),(0,s.jsxs)("a",{href:eC.documentationUrl,target:"_blank",rel:"noopener noreferrer",className:"text-blue-600 hover:text-blue-800 flex items-center space-x-2",children:[(0,s.jsx)(a.ExternalLinkIcon,{className:"w-4 h-4"}),(0,s.jsx)("span",{children:"View Documentation"})]})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example (A2A Protocol)"}),(0,s.jsxs)("div",{className:"mb-4",children:[(0,s.jsx)(n.Text,{className:"text-sm font-medium mb-2 text-gray-700",children:"Step 1: Retrieve Agent Card"}),(0,s.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,s.jsx)("pre",{className:"text-xs",children:`base_url = '${eC.url}'
+
+resolver = A2ACardResolver(
+    httpx_client=httpx_client,
+    base_url=base_url,
+    # agent_card_path uses default, extended_agent_card_path also uses default
+)
+
+# Fetch Public Agent Card and Initialize Client
+final_agent_card_to_use: AgentCard | None = None
+_public_card = (
+    await resolver.get_agent_card()
+)  # Fetches from default public path - \`/agents/{agent_id}/\`
+final_agent_card_to_use = _public_card
+
+if _public_card.supports_authenticated_extended_card:
+    try:
+        auth_headers_dict = {
+            'Authorization': 'Bearer dummy-token-for-extended-card'
+        }
+        _extended_card = await resolver.get_agent_card(
+            relative_card_path=EXTENDED_AGENT_CARD_PATH,
+            http_kwargs={'headers': auth_headers_dict},
+        )
+        final_agent_card_to_use = (
+            _extended_card  # Update to use the extended card
+        )
+    except Exception as e_extended:
+        logger.warning(
+            f'Failed to fetch extended agent card: {e_extended}. Will proceed with public card.',
+            exc_info=True,
+        )`})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eU(`from a2a.client import A2ACardResolver, A2AClient
+from a2a.types import (
+    AgentCard,
+    MessageSendParams,
+    SendMessageRequest,
+    SendStreamingMessageRequest,
+)
+from a2a.utils.constants import (
+    AGENT_CARD_WELL_KNOWN_PATH,
+    EXTENDED_AGENT_CARD_PATH,
+)
+
+base_url = '${eC.url}'
+
+resolver = A2ACardResolver(
+    httpx_client=httpx_client,
+    base_url=base_url,
+    # agent_card_path uses default, extended_agent_card_path also uses default
+)
+
+# Fetch Public Agent Card and Initialize Client
+final_agent_card_to_use: AgentCard | None = None
+_public_card = (
+    await resolver.get_agent_card()
+)  # Fetches from default public path - \`/agents/{agent_id}/\`
+final_agent_card_to_use = _public_card
+
+if _public_card.supports_authenticated_extended_card:
+    try:
+        auth_headers_dict = {
+            'Authorization': 'Bearer dummy-token-for-extended-card'
+        }
+        _extended_card = await resolver.get_agent_card(
+            relative_card_path=EXTENDED_AGENT_CARD_PATH,
+            http_kwargs={'headers': auth_headers_dict},
+        )
+        final_agent_card_to_use = (
+            _extended_card  # Update to use the extended card
+        )
+    except Exception as e_extended:
+        logger.warning(
+            f'Failed to fetch extended agent card: {e_extended}. Will proceed with public card.',
+            exc_info=True,
+        )`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-sm font-medium mb-2 text-gray-700",children:"Step 2: Call the Agent"}),(0,s.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,s.jsx)("pre",{className:"text-xs",children:`client = A2AClient(
+    httpx_client=httpx_client, agent_card=final_agent_card_to_use
+)
+
+send_message_payload: dict[str, Any] = {
+    'message': {
+        'role': 'user',
+        'parts': [
+            {'kind': 'text', 'text': 'how much is 10 USD in INR?'}
+        ],
+        'messageId': uuid4().hex,
+    },
+}
+request = SendMessageRequest(
+    id=str(uuid4()), params=MessageSendParams(**send_message_payload)
+)
+
+response = await client.send_message(request)
+print(response.model_dump(mode='json', exclude_none=True))`})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eU(`client = A2AClient(
+    httpx_client=httpx_client, agent_card=final_agent_card_to_use
+)
+
+send_message_payload: dict[str, Any] = {
+    'message': {
+        'role': 'user',
+        'parts': [
+            {'kind': 'text', 'text': 'how much is 10 USD in INR?'}
+        ],
+        'messageId': uuid4().hex,
+    },
+}
+request = SendMessageRequest(
+    id=str(uuid4()), params=MessageSendParams(**send_message_payload)
+)
+
+response = await client.send_message(request)
+print(response.model_dump(mode='json', exclude_none=True))`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})]})}),(0,s.jsx)(o.Modal,{title:(0,s.jsxs)("div",{className:"flex items-center space-x-2",children:[(0,s.jsx)("span",{children:eA?.server_name||"MCP Server Details"}),eA&&(0,s.jsx)(h.Tooltip,{title:"Copy server name",children:(0,s.jsx)(u.Copy,{onClick:()=>eU(eA.server_name),className:"cursor-pointer text-gray-500 hover:text-blue-500 w-4 h-4"})})]}),width:1e3,open:e_,footer:null,onOk:()=>{eT(!1),eM(null)},onCancel:()=>{eT(!1),eM(null)},children:eA&&(0,s.jsxs)("div",{className:"space-y-6",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Server Overview"}),(0,s.jsxs)("div",{className:"grid grid-cols-2 gap-4 mb-4",children:[(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Server Name:"}),(0,s.jsx)(n.Text,{children:eA.server_name})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Transport:"}),(0,s.jsx)(m.Tag,{color:"blue",children:eA.transport})]}),eA.alias&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Alias:"}),(0,s.jsx)(n.Text,{children:eA.alias})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Auth Type:"}),(0,s.jsx)(m.Tag,{color:"none"===eA.auth_type?"gray":"green",children:eA.auth_type})]}),(0,s.jsxs)("div",{className:"col-span-2",children:[(0,s.jsx)(n.Text,{className:"font-medium",children:"Description:"}),(0,s.jsx)(n.Text,{children:eA.mcp_info?.description||"-"})]})]})]}),eA.mcp_info&&Object.keys(eA.mcp_info).length>0&&(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Additional Information"}),(0,s.jsx)("div",{className:"bg-gray-50 p-4 rounded-lg",children:(0,s.jsx)("pre",{className:"text-xs overflow-x-auto",children:JSON.stringify(eA.mcp_info,null,2)})})]}),(0,s.jsxs)("div",{children:[(0,s.jsx)(n.Text,{className:"text-lg font-semibold mb-4",children:"Usage Example"}),(0,s.jsx)("div",{className:"bg-gray-900 text-gray-100 p-4 rounded-lg overflow-x-auto",children:(0,s.jsx)("pre",{className:"text-sm",children:`# Using MCP Server with Python FastMCP
+
+from fastmcp import Client
+import asyncio
+
+# Standard MCP configuration
+config = {
+    "mcpServers": {
+        "${eA.server_name}": {
+            "url": "${(0,v.getProxyBaseUrl)()}/${eA.server_name}/mcp",
+            "headers": {
+                "x-litellm-api-key": "Bearer sk-1234"
+            }
+        }
+    }
+}
+
+# Create a client that connects to the server
+client = Client(config)
+
+async def main():
+    async with client:
+        # List available tools
+        tools = await client.list_tools()
+        print(f"Available tools: {[tool.name for tool in tools]}")
+
+        # Call a tool
+        response = await client.call_tool(
+            name="tool_name", 
+            arguments={"arg": "value"}
+        )
+        print(f"Response: {response}")
+
+if __name__ == "__main__":
+    asyncio.run(main())`})}),(0,s.jsx)("div",{className:"mt-2 text-right",children:(0,s.jsx)("button",{onClick:()=>{eU(`# Using MCP Server with Python FastMCP
+
+from fastmcp import Client
+import asyncio
+
+# Standard MCP configuration
+config = {
+    "mcpServers": {
+        "${eA.server_name}": {
+            "url": "${(0,v.getProxyBaseUrl)()}/${eA.server_name}/mcp",
+            "headers": {
+                "x-litellm-api-key": "Bearer sk-1234"
+            }
+        }
+    }
+}
+
+# Create a client that connects to the server
+client = Client(config)
+
+async def main():
+    async with client:
+        # List available tools
+        tools = await client.list_tools()
+        print(f"Available tools: {[tool.name for tool in tools]}")
+
+        # Call a tool
+        response = await client.call_tool(
+            name="tool_name", 
+            arguments={"arg": "value"}
+        )
+        print(f"Response: {response}")
+
+if __name__ == "__main__":
+    asyncio.run(main())`)},className:"text-sm text-blue-600 hover:text-blue-800 cursor-pointer",children:"Copy to clipboard"})})]})]})})]})})}])}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/15a9nl3e4nrsf.js b/litellm/proxy/_experimental/out/_next/static/chunks/15a9nl3e4nrsf.js
new file mode 100644
index 00000000000..018058e1893
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/15a9nl3e4nrsf.js
@@ -0,0 +1,8 @@
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+        ${a},
+        ${s} > li,
+        ${r},
+        ${l},
+        ${n},
+        ${i}
+      `]:Object.assign({},{background:e.skeletonLoadingBackground,backgroundSize:"400% 100%",animationName:d,animationDuration:e.skeletonLoadingMotionDuration,animationTimingFunction:"ease",animationIterationCount:"infinite"})}}})((0,c.mergeToken)(e,{skeletonAvatarCls:`${t}-avatar`,skeletonTitleCls:`${t}-title`,skeletonParagraphCls:`${t}-paragraph`,skeletonButtonCls:`${t}-button`,skeletonInputCls:`${t}-input`,skeletonImageCls:`${t}-image`,imageSizeBase:r(e.controlHeight).mul(1.5).equal(),borderRadius:100,skeletonLoadingBackground:`linear-gradient(90deg, ${e.gradientFromColor} 25%, ${e.gradientToColor} 37%, ${e.gradientFromColor} 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deleted file mode 100644
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index 00000000000..ed67541c6b4
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(color:color-mix(in lab, red, red)){.bg-muted\/30{background-color:color-mix(in oklab, var(--muted) 30%, transparent)}}.bg-muted\/50{background-color:var(--muted)}@supports (color:color-mix(in lab, red, red)){.bg-muted\/50{background-color:color-mix(in oklab, var(--muted) 50%, 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(color:color-mix(in lab, red, red)){.bg-primary\/10{background-color:color-mix(in oklab, var(--primary) 10%, transparent)}}.bg-purple-50{background-color:var(--color-purple-50)}.bg-purple-100{background-color:var(--color-purple-100)}.bg-purple-200{background-color:var(--color-purple-200)}.bg-purple-300{background-color:var(--color-purple-300)}.bg-purple-400{background-color:var(--color-purple-400)}.bg-purple-500{background-color:var(--color-purple-500)}.bg-purple-600{background-color:var(--color-purple-600)}.bg-purple-700{background-color:var(--color-purple-700)}.bg-purple-800{background-color:var(--color-purple-800)}.bg-purple-900{background-color:var(--color-purple-900)}.bg-purple-950{background-color:var(--color-purple-950)}.bg-red-50{background-color:var(--color-red-50)}.bg-red-50\/30{background-color:#fef2f24d}@supports (color:color-mix(in lab, red, red)){.bg-red-50\/30{background-color:color-mix(in oklab, var(--color-red-50) 30%, transparent)}}.bg-red-50\/40{background-color:#fef2f266}@supports (color:color-mix(in lab, red, red)){.bg-red-50\/40{background-color:color-mix(in oklab, var(--color-red-50) 40%, transparent)}}.bg-red-100{background-color:var(--color-red-100)}.bg-red-200{background-color:var(--color-red-200)}.bg-red-300{background-color:var(--color-red-300)}.bg-red-400{background-color:var(--color-red-400)}.bg-red-500{background-color:var(--color-red-500)}.bg-red-600{background-color:var(--color-red-600)}.bg-red-700{background-color:var(--color-red-700)}.bg-red-800{background-color:var(--color-red-800)}.bg-red-900{background-color:var(--color-red-900)}.bg-red-950{background-color:var(--color-red-950)}.bg-rose-50{background-color:var(--color-rose-50)}.bg-rose-100{background-color:var(--color-rose-100)}.bg-rose-200{background-color:var(--color-rose-200)}.bg-rose-300{background-color:var(--color-rose-300)}.bg-rose-400{background-color:var(--color-rose-400)}.bg-rose-500{background-color:var(--color-rose-500)}.bg-rose-600{background-color:var(--color-rose-600)}.bg-rose-700{background-color:var(--color-rose-700)}.bg-rose-800{background-color:var(--color-rose-800)}.bg-rose-900{background-color:var(--color-rose-900)}.bg-rose-950{background-color:var(--color-rose-950)}.bg-secondary{background-color:var(--secondary)}.bg-sidebar{background-color:var(--sidebar)}.bg-sidebar-accent{background-color:var(--sidebar-accent)}.bg-sidebar-border{background-color:var(--sidebar-border)}.bg-sidebar-primary\/10{background-color:var(--sidebar-primary)}@supports (color:color-mix(in lab, red, red)){.bg-sidebar-primary\/10{background-color:color-mix(in oklab, var(--sidebar-primary) 10%, transparent)}}.bg-sky-50{background-color:var(--color-sky-50)}.bg-sky-100{background-color:var(--color-sky-100)}.bg-sky-200{background-color:var(--color-sky-200)}.bg-sky-300{background-color:var(--color-sky-300)}.bg-sky-400{background-color:var(--color-sky-400)}.bg-sky-500{background-color:var(--color-sky-500)}.bg-sky-600{background-color:var(--color-sky-600)}.bg-sky-700{background-color:var(--color-sky-700)}.bg-sky-800{background-color:var(--color-sky-800)}.bg-sky-900{background-color:var(--color-sky-900)}.bg-sky-950{background-color:var(--color-sky-950)}.bg-slate-50{background-color:var(--color-slate-50)}.bg-slate-100{background-color:var(--color-slate-100)}.bg-slate-200{background-color:var(--color-slate-200)}.bg-slate-300{background-color:var(--color-slate-300)}.bg-slate-400{background-color:var(--color-slate-400)}.bg-slate-500{background-color:var(--color-slate-500)}.bg-slate-600{background-color:var(--color-slate-600)}.bg-slate-700{background-color:var(--color-slate-700)}.bg-slate-800{background-color:var(--color-slate-800)}.bg-slate-900{background-color:var(--color-slate-900)}.bg-slate-950{background-color:var(--color-slate-950)}.bg-slate-950\/30{background-color:#0206184d}@supports (color:color-mix(in lab, red, red)){.bg-slate-950\/30{background-color:color-mix(in oklab, var(--color-slate-950) 30%, transparent)}}.bg-stone-50{background-color:var(--color-stone-50)}.bg-stone-100{background-color:var(--color-stone-100)}.bg-stone-200{background-color:var(--color-stone-200)}.bg-stone-300{background-color:var(--color-stone-300)}.bg-stone-400{background-color:var(--color-stone-400)}.bg-stone-500{background-color:var(--color-stone-500)}.bg-stone-600{background-color:var(--color-stone-600)}.bg-stone-700{background-color:var(--color-stone-700)}.bg-stone-800{background-color:var(--color-stone-800)}.bg-stone-900{background-color:var(--color-stone-900)}.bg-stone-950{background-color:var(--color-stone-950)}.bg-teal-50{background-color:var(--color-teal-50)}.bg-teal-100{background-color:var(--color-teal-100)}.bg-teal-200{background-color:var(--color-teal-200)}.bg-teal-300{background-color:var(--color-teal-300)}.bg-teal-400{background-color:var(--color-teal-400)}.bg-teal-500{background-color:var(--color-teal-500)}.bg-teal-600{background-color:var(--color-teal-600)}.bg-teal-700{background-color:var(--color-teal-700)}.bg-teal-800{background-color:var(--color-teal-800)}.bg-teal-900{background-color:var(--color-teal-900)}.bg-teal-950{background-color:var(--color-teal-950)}.bg-transparent{background-color:#0000}.bg-transparent\!{background-color:#0000!important}.bg-tremor-background{background-color:var(--color-tremor-background)}.bg-tremor-background-emphasis{background-color:var(--color-tremor-background-emphasis)}.bg-tremor-background-muted{background-color:var(--color-tremor-background-muted)}.bg-tremor-background-subtle{background-color:var(--color-tremor-background-subtle)}.bg-tremor-border{background-color:var(--color-tremor-border)}.bg-tremor-brand{background-color:var(--color-tremor-brand)}.bg-tremor-brand-muted{background-color:var(--color-tremor-brand-muted)}.bg-tremor-brand-muted\/50{background-color:#8688ef80}@supports (color:color-mix(in lab, red, red)){.bg-tremor-brand-muted\/50{background-color:color-mix(in oklab, var(--color-tremor-brand-muted) 50%, transparent)}}.bg-tremor-brand-subtle{background-color:var(--color-tremor-brand-subtle)}.bg-tremor-content-subtle{background-color:var(--color-tremor-content-subtle)}.bg-violet-50{background-color:var(--color-violet-50)}.bg-violet-100{background-color:var(--color-violet-100)}.bg-violet-200{background-color:var(--color-violet-200)}.bg-violet-300{background-color:var(--color-violet-300)}.bg-violet-400{background-color:var(--color-violet-400)}.bg-violet-500{background-color:var(--color-violet-500)}.bg-violet-600{background-color:var(--color-violet-600)}.bg-violet-700{background-color:var(--color-violet-700)}.bg-violet-800{background-color:var(--color-violet-800)}.bg-violet-900{background-color:var(--color-violet-900)}.bg-violet-950{background-color:var(--color-violet-950)}.bg-white{background-color:var(--color-white)}.bg-white\!{background-color:var(--color-white)!important}.bg-white\/80{background-color:#fffc}@supports (color:color-mix(in lab, red, red)){.bg-white\/80{background-color:color-mix(in oklab, var(--color-white) 80%, transparent)}}.bg-yellow-50{background-color:var(--color-yellow-50)}.bg-yellow-100{background-color:var(--color-yellow-100)}.bg-yellow-200{background-color:var(--color-yellow-200)}.bg-yellow-300{background-color:var(--color-yellow-300)}.bg-yellow-400{background-color:var(--color-yellow-400)}.bg-yellow-500{background-color:var(--color-yellow-500)}.bg-yellow-600{background-color:var(--color-yellow-600)}.bg-yellow-700{background-color:var(--color-yellow-700)}.bg-yellow-800{background-color:var(--color-yellow-800)}.bg-yellow-900{background-color:var(--color-yellow-900)}.bg-yellow-950{background-color:var(--color-yellow-950)}.bg-zinc-50{background-color:var(--color-zinc-50)}.bg-zinc-100{background-color:var(--color-zinc-100)}.bg-zinc-200{background-color:var(--color-zinc-200)}.bg-zinc-300{background-color:var(--color-zinc-300)}.bg-zinc-400{background-color:var(--color-zinc-400)}.bg-zinc-500{background-color:var(--color-zinc-500)}.bg-zinc-600{background-color:var(--color-zinc-600)}.bg-zinc-700{background-color:var(--color-zinc-700)}.bg-zinc-800{background-color:var(--color-zinc-800)}.bg-zinc-900{background-color:var(--color-zinc-900)}.bg-zinc-950{background-color:var(--color-zinc-950)}.bg-linear-to-br{--tw-gradient-position:to bottom right}@supports (background-image:linear-gradient(in lab, red, red)){.bg-linear-to-br{--tw-gradient-position:to bottom right in oklab}}.bg-linear-to-br{background-image:linear-gradient(var(--tw-gradient-stops))}.bg-linear-to-r{--tw-gradient-position:to right}@supports (background-image:linear-gradient(in lab, red, red)){.bg-linear-to-r{--tw-gradient-position:to right in oklab}}.bg-linear-to-r{background-image:linear-gradient(var(--tw-gradient-stops))}.from-blue-50{--tw-gradient-from:var(--color-blue-50);--tw-gradient-stops:var(--tw-gradient-via-stops,var(--tw-gradient-position), var(--tw-gradient-from) var(--tw-gradient-from-position), var(--tw-gradient-to) var(--tw-gradient-to-position))}.from-blue-600{--tw-gradient-from:var(--color-blue-600);--tw-gradient-stops:var(--tw-gradient-via-stops,var(--tw-gradient-position), var(--tw-gradient-from) var(--tw-gradient-from-position), var(--tw-gradient-to) var(--tw-gradient-to-position))}.from-emerald-50{--tw-gradient-from:var(--color-emerald-50);--tw-gradient-stops:var(--tw-gradient-via-stops,var(--tw-gradient-position), var(--tw-gradient-from) var(--tw-gradient-from-position), var(--tw-gradient-to) var(--tw-gradient-to-position))}.from-green-50{--tw-gradient-from:var(--color-green-50);--tw-gradient-stops:var(--tw-gradient-via-stops,var(--tw-gradient-position), var(--tw-gradient-from) var(--tw-gradient-from-position), var(--tw-gradient-to) var(--tw-gradient-to-position))}.from-purple-50{--tw-gradient-from:var(--color-purple-50);--tw-gradient-stops:var(--tw-gradient-via-stops,var(--tw-gradient-position), var(--tw-gradient-from) var(--tw-gradient-from-position), var(--tw-gradient-to) var(--tw-gradient-to-position))}.from-slate-50{--tw-gradient-from:var(--color-slate-50);--tw-gradient-stops:var(--tw-gradient-via-stops,var(--tw-gradient-position), var(--tw-gradient-from) var(--tw-gradient-from-position), var(--tw-gradient-to) 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var(--color-yellow-500) 10%, transparent)}}.bg-yellow-500.bg-opacity-20{background-color:#edb20033}@supports (color:color-mix(in lab, red, red)){.bg-yellow-500.bg-opacity-20{background-color:color-mix(in oklab, var(--color-yellow-500) 20%, transparent)}}.bg-yellow-500.bg-opacity-40{background-color:#edb20066}@supports (color:color-mix(in lab, red, red)){.bg-yellow-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-yellow-500) 40%, transparent)}}.hover\:bg-yellow-500.hover\:bg-opacity-20:hover{background-color:#edb20033}@supports (color:color-mix(in lab, red, red)){.hover\:bg-yellow-500.hover\:bg-opacity-20:hover{background-color:color-mix(in oklab, var(--color-yellow-500) 20%, transparent)}}.group:hover .bg-yellow-500.group-hover\:bg-opacity-30{background-color:#edb2004d}@supports (color:color-mix(in lab, red, red)){.group:hover .bg-yellow-500.group-hover\:bg-opacity-30{background-color:color-mix(in oklab, var(--color-yellow-500) 30%, 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red)){.bg-lime-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-lime-500) 40%, transparent)}}.hover\:bg-lime-500.hover\:bg-opacity-20:hover{background-color:#80cd0033}@supports (color:color-mix(in lab, red, red)){.hover\:bg-lime-500.hover\:bg-opacity-20:hover{background-color:color-mix(in oklab, var(--color-lime-500) 20%, transparent)}}.group:hover .bg-lime-500.group-hover\:bg-opacity-30{background-color:#80cd004d}@supports (color:color-mix(in lab, red, red)){.group:hover .bg-lime-500.group-hover\:bg-opacity-30{background-color:color-mix(in oklab, var(--color-lime-500) 30%, transparent)}}.ring-lime-500.ring-opacity-20{--tw-ring-color:#80cd0033}@supports (color:color-mix(in lab, red, red)){.ring-lime-500.ring-opacity-20{--tw-ring-color:color-mix(in oklab, var(--color-lime-500) 20%, transparent)}}.ring-lime-300.ring-opacity-40{--tw-ring-color:#bbf45166}@supports (color:color-mix(in lab, red, red)){.ring-lime-300.ring-opacity-40{--tw-ring-color:color-mix(in oklab, var(--color-lime-300) 40%, transparent)}}.bg-green-500.bg-opacity-10{background-color:#00c7581a}@supports (color:color-mix(in lab, red, red)){.bg-green-500.bg-opacity-10{background-color:color-mix(in oklab, var(--color-green-500) 10%, transparent)}}.bg-green-500.bg-opacity-20{background-color:#00c75833}@supports (color:color-mix(in lab, red, red)){.bg-green-500.bg-opacity-20{background-color:color-mix(in oklab, var(--color-green-500) 20%, transparent)}}.bg-green-500.bg-opacity-40{background-color:#00c75866}@supports (color:color-mix(in lab, red, red)){.bg-green-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-green-500) 40%, transparent)}}.hover\:bg-green-500.hover\:bg-opacity-20:hover{background-color:#00c75833}@supports (color:color-mix(in lab, red, red)){.hover\:bg-green-500.hover\:bg-opacity-20:hover{background-color:color-mix(in oklab, var(--color-green-500) 20%, transparent)}}.group:hover 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red)){.bg-emerald-500.bg-opacity-20{background-color:color-mix(in oklab, var(--color-emerald-500) 20%, transparent)}}.bg-emerald-500.bg-opacity-40{background-color:#00bb7f66}@supports (color:color-mix(in lab, red, red)){.bg-emerald-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-emerald-500) 40%, transparent)}}.hover\:bg-emerald-500.hover\:bg-opacity-20:hover{background-color:#00bb7f33}@supports (color:color-mix(in lab, red, red)){.hover\:bg-emerald-500.hover\:bg-opacity-20:hover{background-color:color-mix(in oklab, var(--color-emerald-500) 20%, transparent)}}.group:hover .bg-emerald-500.group-hover\:bg-opacity-30{background-color:#00bb7f4d}@supports (color:color-mix(in lab, red, red)){.group:hover .bg-emerald-500.group-hover\:bg-opacity-30{background-color:color-mix(in oklab, var(--color-emerald-500) 30%, transparent)}}.ring-emerald-500.ring-opacity-20{--tw-ring-color:#00bb7f33}@supports (color:color-mix(in lab, red, red)){.ring-emerald-500.ring-opacity-20{--tw-ring-color:color-mix(in oklab, var(--color-emerald-500) 20%, transparent)}}.ring-emerald-300.ring-opacity-40{--tw-ring-color:#5ee9b566}@supports (color:color-mix(in lab, red, red)){.ring-emerald-300.ring-opacity-40{--tw-ring-color:color-mix(in oklab, var(--color-emerald-300) 40%, transparent)}}.bg-teal-500.bg-opacity-10{background-color:#00baa71a}@supports (color:color-mix(in lab, red, red)){.bg-teal-500.bg-opacity-10{background-color:color-mix(in oklab, var(--color-teal-500) 10%, transparent)}}.bg-teal-500.bg-opacity-20{background-color:#00baa733}@supports (color:color-mix(in lab, red, red)){.bg-teal-500.bg-opacity-20{background-color:color-mix(in oklab, var(--color-teal-500) 20%, transparent)}}.bg-teal-500.bg-opacity-40{background-color:#00baa766}@supports (color:color-mix(in lab, red, red)){.bg-teal-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-teal-500) 40%, 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red)){.group:hover .bg-cyan-500.group-hover\:bg-opacity-30{background-color:color-mix(in oklab, var(--color-cyan-500) 30%, transparent)}}.ring-cyan-500.ring-opacity-20{--tw-ring-color:#00b7d733}@supports (color:color-mix(in lab, red, red)){.ring-cyan-500.ring-opacity-20{--tw-ring-color:color-mix(in oklab, var(--color-cyan-500) 20%, transparent)}}.ring-cyan-300.ring-opacity-40{--tw-ring-color:#53eafd66}@supports (color:color-mix(in lab, red, red)){.ring-cyan-300.ring-opacity-40{--tw-ring-color:color-mix(in oklab, var(--color-cyan-300) 40%, transparent)}}.bg-sky-500.bg-opacity-10{background-color:#00a5ef1a}@supports (color:color-mix(in lab, red, red)){.bg-sky-500.bg-opacity-10{background-color:color-mix(in oklab, var(--color-sky-500) 10%, transparent)}}.bg-sky-500.bg-opacity-20{background-color:#00a5ef33}@supports (color:color-mix(in lab, red, red)){.bg-sky-500.bg-opacity-20{background-color:color-mix(in oklab, var(--color-sky-500) 20%, transparent)}}.bg-sky-500.bg-opacity-40{background-color:#00a5ef66}@supports (color:color-mix(in lab, red, red)){.bg-sky-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-sky-500) 40%, transparent)}}.hover\:bg-sky-500.hover\:bg-opacity-20:hover{background-color:#00a5ef33}@supports (color:color-mix(in lab, red, red)){.hover\:bg-sky-500.hover\:bg-opacity-20:hover{background-color:color-mix(in oklab, var(--color-sky-500) 20%, transparent)}}.group:hover .bg-sky-500.group-hover\:bg-opacity-30{background-color:#00a5ef4d}@supports (color:color-mix(in lab, red, red)){.group:hover .bg-sky-500.group-hover\:bg-opacity-30{background-color:color-mix(in oklab, var(--color-sky-500) 30%, transparent)}}.ring-sky-500.ring-opacity-20{--tw-ring-color:#00a5ef33}@supports (color:color-mix(in lab, red, red)){.ring-sky-500.ring-opacity-20{--tw-ring-color:color-mix(in oklab, var(--color-sky-500) 20%, transparent)}}.ring-sky-300.ring-opacity-40{--tw-ring-color:#77d4ff66}@supports 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red)){.bg-indigo-500.bg-opacity-20{background-color:color-mix(in oklab, var(--color-indigo-500) 20%, transparent)}}.bg-indigo-500.bg-opacity-40{background-color:#625fff66}@supports (color:color-mix(in lab, red, red)){.bg-indigo-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-indigo-500) 40%, transparent)}}.hover\:bg-indigo-500.hover\:bg-opacity-20:hover{background-color:#625fff33}@supports (color:color-mix(in lab, red, red)){.hover\:bg-indigo-500.hover\:bg-opacity-20:hover{background-color:color-mix(in oklab, var(--color-indigo-500) 20%, transparent)}}.group:hover .bg-indigo-500.group-hover\:bg-opacity-30{background-color:#625fff4d}@supports (color:color-mix(in lab, red, red)){.group:hover .bg-indigo-500.group-hover\:bg-opacity-30{background-color:color-mix(in oklab, var(--color-indigo-500) 30%, transparent)}}.ring-indigo-500.ring-opacity-20{--tw-ring-color:#625fff33}@supports (color:color-mix(in lab, red, red)){.ring-indigo-500.ring-opacity-20{--tw-ring-color:color-mix(in oklab, var(--color-indigo-500) 20%, transparent)}}.ring-indigo-300.ring-opacity-40{--tw-ring-color:#a4b3ff66}@supports (color:color-mix(in lab, red, red)){.ring-indigo-300.ring-opacity-40{--tw-ring-color:color-mix(in oklab, var(--color-indigo-300) 40%, transparent)}}.bg-violet-500.bg-opacity-10{background-color:#8d54ff1a}@supports (color:color-mix(in lab, red, red)){.bg-violet-500.bg-opacity-10{background-color:color-mix(in oklab, var(--color-violet-500) 10%, transparent)}}.bg-violet-500.bg-opacity-20{background-color:#8d54ff33}@supports (color:color-mix(in lab, red, red)){.bg-violet-500.bg-opacity-20{background-color:color-mix(in oklab, var(--color-violet-500) 20%, transparent)}}.bg-violet-500.bg-opacity-40{background-color:#8d54ff66}@supports (color:color-mix(in lab, red, red)){.bg-violet-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-violet-500) 40%, transparent)}}.hover\:bg-violet-500.hover\:bg-opacity-20:hover{background-color:#8d54ff33}@supports (color:color-mix(in lab, red, red)){.hover\:bg-violet-500.hover\:bg-opacity-20:hover{background-color:color-mix(in oklab, var(--color-violet-500) 20%, transparent)}}.group:hover .bg-violet-500.group-hover\:bg-opacity-30{background-color:#8d54ff4d}@supports (color:color-mix(in lab, red, red)){.group:hover .bg-violet-500.group-hover\:bg-opacity-30{background-color:color-mix(in oklab, var(--color-violet-500) 30%, transparent)}}.ring-violet-500.ring-opacity-20{--tw-ring-color:#8d54ff33}@supports (color:color-mix(in lab, red, red)){.ring-violet-500.ring-opacity-20{--tw-ring-color:color-mix(in oklab, var(--color-violet-500) 20%, transparent)}}.ring-violet-300.ring-opacity-40{--tw-ring-color:#c4b4ff66}@supports (color:color-mix(in lab, red, red)){.ring-violet-300.ring-opacity-40{--tw-ring-color:color-mix(in oklab, var(--color-violet-300) 40%, transparent)}}.bg-purple-500.bg-opacity-10{background-color:#ac4bff1a}@supports (color:color-mix(in lab, red, red)){.bg-purple-500.bg-opacity-10{background-color:color-mix(in oklab, var(--color-purple-500) 10%, transparent)}}.bg-purple-500.bg-opacity-20{background-color:#ac4bff33}@supports (color:color-mix(in lab, red, red)){.bg-purple-500.bg-opacity-20{background-color:color-mix(in oklab, var(--color-purple-500) 20%, transparent)}}.bg-purple-500.bg-opacity-40{background-color:#ac4bff66}@supports (color:color-mix(in lab, red, red)){.bg-purple-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-purple-500) 40%, transparent)}}.hover\:bg-purple-500.hover\:bg-opacity-20:hover{background-color:#ac4bff33}@supports (color:color-mix(in lab, red, red)){.hover\:bg-purple-500.hover\:bg-opacity-20:hover{background-color:color-mix(in oklab, var(--color-purple-500) 20%, transparent)}}.group:hover .bg-purple-500.group-hover\:bg-opacity-30{background-color:#ac4bff4d}@supports (color:color-mix(in lab, red, red)){.group:hover .bg-purple-500.group-hover\:bg-opacity-30{background-color:color-mix(in oklab, var(--color-purple-500) 30%, transparent)}}.ring-purple-500.ring-opacity-20{--tw-ring-color:#ac4bff33}@supports (color:color-mix(in lab, red, red)){.ring-purple-500.ring-opacity-20{--tw-ring-color:color-mix(in oklab, var(--color-purple-500) 20%, transparent)}}.ring-purple-300.ring-opacity-40{--tw-ring-color:#d9b3ff66}@supports (color:color-mix(in lab, red, red)){.ring-purple-300.ring-opacity-40{--tw-ring-color:color-mix(in oklab, var(--color-purple-300) 40%, transparent)}}.bg-fuchsia-500.bg-opacity-10{background-color:#e12afb1a}@supports (color:color-mix(in lab, red, red)){.bg-fuchsia-500.bg-opacity-10{background-color:color-mix(in oklab, var(--color-fuchsia-500) 10%, transparent)}}.bg-fuchsia-500.bg-opacity-20{background-color:#e12afb33}@supports (color:color-mix(in lab, red, red)){.bg-fuchsia-500.bg-opacity-20{background-color:color-mix(in oklab, var(--color-fuchsia-500) 20%, transparent)}}.bg-fuchsia-500.bg-opacity-40{background-color:#e12afb66}@supports (color:color-mix(in lab, red, red)){.bg-fuchsia-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-fuchsia-500) 40%, transparent)}}.hover\:bg-fuchsia-500.hover\:bg-opacity-20:hover{background-color:#e12afb33}@supports (color:color-mix(in lab, red, red)){.hover\:bg-fuchsia-500.hover\:bg-opacity-20:hover{background-color:color-mix(in oklab, var(--color-fuchsia-500) 20%, transparent)}}.group:hover .bg-fuchsia-500.group-hover\:bg-opacity-30{background-color:#e12afb4d}@supports (color:color-mix(in lab, red, red)){.group:hover .bg-fuchsia-500.group-hover\:bg-opacity-30{background-color:color-mix(in oklab, var(--color-fuchsia-500) 30%, transparent)}}.ring-fuchsia-500.ring-opacity-20{--tw-ring-color:#e12afb33}@supports (color:color-mix(in lab, red, red)){.ring-fuchsia-500.ring-opacity-20{--tw-ring-color:color-mix(in oklab, var(--color-fuchsia-500) 20%, transparent)}}.ring-fuchsia-300.ring-opacity-40{--tw-ring-color:#f2a9ff66}@supports (color:color-mix(in lab, red, red)){.ring-fuchsia-300.ring-opacity-40{--tw-ring-color:color-mix(in oklab, var(--color-fuchsia-300) 40%, transparent)}}.bg-pink-500.bg-opacity-10{background-color:#f6339a1a}@supports (color:color-mix(in lab, red, red)){.bg-pink-500.bg-opacity-10{background-color:color-mix(in oklab, var(--color-pink-500) 10%, transparent)}}.bg-pink-500.bg-opacity-20{background-color:#f6339a33}@supports (color:color-mix(in lab, red, red)){.bg-pink-500.bg-opacity-20{background-color:color-mix(in oklab, var(--color-pink-500) 20%, transparent)}}.bg-pink-500.bg-opacity-40{background-color:#f6339a66}@supports (color:color-mix(in lab, red, red)){.bg-pink-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-pink-500) 40%, transparent)}}.hover\:bg-pink-500.hover\:bg-opacity-20:hover{background-color:#f6339a33}@supports (color:color-mix(in lab, red, 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transparent)}}.bg-rose-500.bg-opacity-20{background-color:#ff235733}@supports (color:color-mix(in lab, red, red)){.bg-rose-500.bg-opacity-20{background-color:color-mix(in oklab, var(--color-rose-500) 20%, transparent)}}.bg-rose-500.bg-opacity-40{background-color:#ff235766}@supports (color:color-mix(in lab, red, red)){.bg-rose-500.bg-opacity-40{background-color:color-mix(in oklab, var(--color-rose-500) 40%, transparent)}}.hover\:bg-rose-500.hover\:bg-opacity-20:hover{background-color:#ff235733}@supports (color:color-mix(in lab, red, red)){.hover\:bg-rose-500.hover\:bg-opacity-20:hover{background-color:color-mix(in oklab, var(--color-rose-500) 20%, transparent)}}.group:hover .bg-rose-500.group-hover\:bg-opacity-30{background-color:#ff23574d}@supports (color:color-mix(in lab, red, red)){.group:hover .bg-rose-500.group-hover\:bg-opacity-30{background-color:color-mix(in oklab, var(--color-rose-500) 30%, transparent)}}.ring-rose-500.ring-opacity-20{--tw-ring-color:#ff235733}@supports 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--tw-exit-translate-y{syntax:"*";inherits:false;initial-value:0}:root{--radius:.5rem;--background:#fff;--foreground:#030712;--card:#fff;--card-foreground:#030712;--popover:#fff;--popover-foreground:#030712;--primary:#101828;--primary-foreground:#f9fafb;--secondary:#f3f4f6;--secondary-foreground:#101828;--muted:#f3f4f6;--muted-foreground:#6a7282;--accent:#f3f4f6;--accent-foreground:#101828;--destructive:#e40014;--border:#e5e7eb;--input:#e5e7eb;--ring:#99a1af;--chart-1:#f05100;--chart-2:#009588;--chart-3:#104e64;--chart-4:#fcbb00;--chart-5:#f99c00;--sidebar:#fff;--sidebar-foreground:#030712;--sidebar-primary:#101828;--sidebar-primary-foreground:#f9fafb;--sidebar-accent:#f3f4f6;--sidebar-accent-foreground:#101828;--sidebar-border:#e5e7eb;--sidebar-ring:#99a1af;--neutral-border:#dcddeb}@supports (color:lab(0% 0 0)){:root{--background:lab(100% 0 0);--foreground:lab(1.90334% .278696 -5.48866);--card:lab(100% 0 0);--card-foreground:lab(1.90334% .278696 -5.48866);--popover:lab(100% 0 0);--popover-foreground:lab(1.90334% .278696 -5.48866);--primary:lab(8.11897% .811279 -12.254);--primary-foreground:lab(98.2596% -.247031 -.706708);--secondary:lab(96.1596% -.0823438 -1.13575);--secondary-foreground:lab(8.11897% .811279 -12.254);--muted:lab(96.1596% -.0823438 -1.13575);--muted-foreground:lab(47.7841% -.393182 -10.0268);--accent:lab(96.1596% -.0823438 -1.13575);--accent-foreground:lab(8.11897% .811279 -12.254);--destructive:lab(48.4493% 77.4328 61.5452);--border:lab(91.6229% -.159115 -2.26791);--input:lab(91.6229% -.159115 -2.26791);--ring:lab(65.9269% -.832707 -8.17473);--chart-1:lab(57.1026% 64.2584 89.8886);--chart-2:lab(55.0223% -41.0774 -3.90277);--chart-3:lab(30.372% -13.1853 -18.7887);--chart-4:lab(80.1641% 16.6016 99.2089);--chart-5:lab(72.7183% 31.8672 97.9407);--sidebar:lab(100% 0 0);--sidebar-foreground:lab(1.90334% .278696 -5.48866);--sidebar-primary:lab(8.11897% .811279 -12.254);--sidebar-primary-foreground:lab(98.2596% -.247031 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--tw-shadow-color{syntax:"*";inherits:false}@property --tw-shadow-alpha{syntax:"<percentage>";inherits:false;initial-value:100%}@property --tw-inset-shadow{syntax:"*";inherits:false;initial-value:0 0 #0000}@property --tw-inset-shadow-color{syntax:"*";inherits:false}@property --tw-inset-shadow-alpha{syntax:"<percentage>";inherits:false;initial-value:100%}@property --tw-ring-color{syntax:"*";inherits:false}@property --tw-ring-shadow{syntax:"*";inherits:false;initial-value:0 0 #0000}@property --tw-inset-ring-color{syntax:"*";inherits:false}@property --tw-inset-ring-shadow{syntax:"*";inherits:false;initial-value:0 0 #0000}@property --tw-ring-inset{syntax:"*";inherits:false}@property --tw-ring-offset-width{syntax:"<length>";inherits:false;initial-value:0}@property --tw-ring-offset-color{syntax:"*";inherits:false;initial-value:#fff}@property --tw-ring-offset-shadow{syntax:"*";inherits:false;initial-value:0 0 #0000}@property 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new file mode 100644
index 00000000000..ebb6af794ac
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/15jvuw910z3b2.js
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new file mode 100644
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deleted file mode 100644
index 6813eaba8db..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/15~2u9npne1-a.js
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---header 'Content-Type: application/json' \\
---header 'Authorization: Bearer sk-1234' \\
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/167o-sada1242.js b/litellm/proxy/_experimental/out/_next/static/chunks/167o-sada1242.js
new file mode 100644
index 00000000000..9818096b750
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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/16jz-orzak7my.js b/litellm/proxy/_experimental/out/_next/static/chunks/16jz-orzak7my.js
deleted file mode 100644
index e4152f51e0e..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/16jz-orzak7my.js
+++ /dev/null
@@ -1,14 +0,0 @@
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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/18aswm2wrvkis.js b/litellm/proxy/_experimental/out/_next/static/chunks/18aswm2wrvkis.js
new file mode 100644
index 00000000000..f6fb02277f1
--- /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/turbopack-0a~tzicx4wgrt.js b/litellm/proxy/_experimental/out/_next/static/chunks/turbopack-0c_gbv0_h~sru.js
similarity index 83%
rename from litellm/proxy/_experimental/out/_next/static/chunks/turbopack-0a~tzicx4wgrt.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/turbopack-0c_gbv0_h~sru.js
index 418c4db4ff0..2bdf28b2a2a 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/turbopack-0a~tzicx4wgrt.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/turbopack-0c_gbv0_h~sru.js
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From d37ba79ebd9d5ec86a5dd395ae096236e04a31bc Mon Sep 17 00:00:00 2001
From: ryan-crabbe-berri <ryan@berri.ai>
Date: Sat, 11 Jul 2026 17:22:42 -0700
Subject: [PATCH 364/370] refactor(ui): convert projects page chart to
 shadcn/recharts (#32722)

---
 .../_components/ProjectDetailsPage.test.tsx   | 67 +++++++++++++++++++
 .../_components/ProjectDetailsPage.tsx        |  2 +-
 2 files changed, 68 insertions(+), 1 deletion(-)

diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectDetailsPage.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectDetailsPage.test.tsx
index 44acf90801e..6f8676360c4 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectDetailsPage.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectDetailsPage.test.tsx
@@ -43,6 +43,14 @@ const mockProject: ProjectResponse = {
   litellm_budget_table: null,
 };
 
+const rectangleFills = (container: HTMLElement) =>
+  new Set(Array.from(container.querySelectorAll("path.recharts-rectangle")).map((rect) => rect.getAttribute("fill")));
+
+const yAxisTickLabels = (container: HTMLElement) =>
+  Array.from(container.querySelectorAll(".recharts-yAxis-tick-labels .recharts-cartesian-axis-tick-value")).map(
+    (tick) => tick.textContent,
+  );
+
 describe("ProjectDetail", () => {
   const onBack = vi.fn();
 
@@ -159,6 +167,65 @@ describe("ProjectDetail", () => {
       expect(screen.getByText("No team assigned")).toBeInTheDocument();
     });
 
+    describe("Spend by Model chart", () => {
+      const multiModelProject: ProjectResponse = {
+        ...mockProject,
+        model_spend: {
+          "claude-sonnet-5": 0.5,
+          "gpt-5.2": 10,
+          "claude-opus-4-8": 2.75,
+          "gpt-5.2-codex": 5.5,
+        },
+      };
+
+      it("should render one cyan bar per model without a legend", () => {
+        mockUseProjectDetails.mockReturnValue({ data: multiModelProject, isLoading: false });
+        const { container } = renderWithProviders(<ProjectDetail projectId="proj-1" onBack={onBack} />);
+
+        expect(container.querySelectorAll(".recharts-bar")).toHaveLength(1);
+        expect(container.querySelectorAll("path.recharts-rectangle")).toHaveLength(4);
+        expect(rectangleFills(container)).toEqual(new Set(["var(--color-cyan-500, #06b6d4)"]));
+        expect(container.querySelector(".recharts-legend-wrapper")).toBeNull();
+      });
+
+      it("should list models on the category axis sorted by spend descending", () => {
+        mockUseProjectDetails.mockReturnValue({ data: multiModelProject, isLoading: false });
+        const { container } = renderWithProviders(<ProjectDetail projectId="proj-1" onBack={onBack} />);
+
+        expect(yAxisTickLabels(container)).toEqual(["gpt-5.2", "gpt-5.2-codex", "claude-opus-4-8", "claude-sonnet-5"]);
+      });
+
+      it("should format value axis ticks as dollars with four decimals", () => {
+        mockUseProjectDetails.mockReturnValue({ data: multiModelProject, isLoading: false });
+        const { container } = renderWithProviders(<ProjectDetail projectId="proj-1" onBack={onBack} />);
+
+        expect(container.querySelector(".recharts-xAxis-tick-labels")?.textContent).toMatch(/\$\d+\.\d{4}/);
+      });
+
+      it("should scale the chart height at 40px per model with a 120px floor", () => {
+        mockUseProjectDetails.mockReturnValue({ data: multiModelProject, isLoading: false });
+        const { container } = renderWithProviders(<ProjectDetail projectId="proj-1" onBack={onBack} />);
+        expect(container.querySelector<HTMLElement>('[data-slot="chart"]')?.style.height).toBe("160px");
+
+        mockUseProjectDetails.mockReturnValue({ data: mockProject, isLoading: false });
+        const { container: singleModelContainer } = renderWithProviders(
+          <ProjectDetail projectId="proj-1" onBack={onBack} />,
+        );
+        expect(singleModelContainer.querySelector<HTMLElement>('[data-slot="chart"]')?.style.height).toBe("120px");
+      });
+
+      it("should show the empty state when no model spend is recorded", () => {
+        mockUseProjectDetails.mockReturnValue({
+          data: { ...mockProject, model_spend: {} },
+          isLoading: false,
+        });
+        const { container } = renderWithProviders(<ProjectDetail projectId="proj-1" onBack={onBack} />);
+
+        expect(screen.getByText("No model spend recorded yet")).toBeInTheDocument();
+        expect(container.querySelector('[data-slot="chart"]')).toBeNull();
+      });
+    });
+
     it("should show team information when team data is available", () => {
       mockUseTeam.mockReturnValue({
         data: {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectDetailsPage.tsx b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectDetailsPage.tsx
index 433629c0290..2bc8bc31129 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectDetailsPage.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectDetailsPage.tsx
@@ -16,7 +16,7 @@ import {
   Typography,
 } from "antd";
 import { LoadingOutlined } from "@ant-design/icons";
-import { BarChart } from "@tremor/react";
+import { BarChart } from "@/components/shared/charts";
 import { ArrowLeftIcon, DollarSignIcon, EditIcon, KeyIcon, UsersIcon } from "lucide-react";
 import { useMemo, useState } from "react";
 import DefaultProxyAdminTag from "@/components/common_components/DefaultProxyAdminTag";

From fba058b8653f525109071cdcfe3d56467b22c8e9 Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Mon, 13 Jul 2026 11:50:45 -0700
Subject: [PATCH 365/370] Merge pull request #32956 from
 BerriAI/litellm_fix_lit3859_wif_bridge

fix(completion): forward aws credential kwargs into litellm_params so the responses bridge keeps WIF auth

(cherry picked from commit c75fccfd635776ca4765eeb2dd0761c750e3da79)
---
 .../litellm_core_utils/get_litellm_params.py  | 56 ++++++++------
 litellm/llms/bedrock/base_aws_llm.py          |  9 +++
 litellm/main.py                               |  7 +-
 .../test_web_identity_session_policy.py       | 48 ++++++++++++
 tests/test_litellm/test_main.py               | 76 +++++++++++++++++++
 5 files changed, 170 insertions(+), 26 deletions(-)

diff --git a/litellm/litellm_core_utils/get_litellm_params.py b/litellm/litellm_core_utils/get_litellm_params.py
index 352e55e9c23..b8ef9d8cca7 100644
--- a/litellm/litellm_core_utils/get_litellm_params.py
+++ b/litellm/litellm_core_utils/get_litellm_params.py
@@ -2,26 +2,8 @@
 
 from litellm.llms.openai.data_residency import infer_openai_data_residency
 
-# Pre-define optional kwargs keys as frozenset for O(1) lookups
-# These are extracted from kwargs only if present, avoiding unnecessary .get() calls
-OPTIONAL_KWARGS_KEYS = frozenset(
+AWS_CREDENTIAL_KWARGS_KEYS = frozenset(
     {
-        "azure_ad_token",
-        "tenant_id",
-        "client_id",
-        "client_secret",
-        "azure_username",
-        "azure_password",
-        "azure_scope",
-        "timeout",
-        "gcs_bucket_name",
-        "bucket_name",
-        "vertex_credentials",
-        "vertex_project",
-        "vertex_location",
-        "vertex_ai_project",
-        "vertex_ai_location",
-        "vertex_ai_credentials",
         "aws_region_name",
         "aws_access_key_id",
         "aws_secret_access_key",
@@ -34,14 +16,40 @@
         "aws_external_id",
         "aws_bedrock_runtime_endpoint",
         "aws_bedrock_project_id",
-        "tpm",
-        "rpm",
-        "itpm",
-        "otpm",
-        "use_xai_oauth",
     }
 )
 
+# Pre-define optional kwargs keys as frozenset for O(1) lookups
+# These are extracted from kwargs only if present, avoiding unnecessary .get() calls
+OPTIONAL_KWARGS_KEYS = (
+    frozenset(
+        {
+            "azure_ad_token",
+            "tenant_id",
+            "client_id",
+            "client_secret",
+            "azure_username",
+            "azure_password",
+            "azure_scope",
+            "timeout",
+            "gcs_bucket_name",
+            "bucket_name",
+            "vertex_credentials",
+            "vertex_project",
+            "vertex_location",
+            "vertex_ai_project",
+            "vertex_ai_location",
+            "vertex_ai_credentials",
+            "tpm",
+            "rpm",
+            "itpm",
+            "otpm",
+            "use_xai_oauth",
+        }
+    )
+    | AWS_CREDENTIAL_KWARGS_KEYS
+)
+
 # Backward-compatible alias for existing imports/tests.
 _OPTIONAL_KWARGS_KEYS = OPTIONAL_KWARGS_KEYS
 
diff --git a/litellm/llms/bedrock/base_aws_llm.py b/litellm/llms/bedrock/base_aws_llm.py
index f449851b76f..df811f8d262 100644
--- a/litellm/llms/bedrock/base_aws_llm.py
+++ b/litellm/llms/bedrock/base_aws_llm.py
@@ -877,6 +877,15 @@ def _auth_with_web_identity_token(
                     "Resource": "*",
                     "Condition": {"Bool": {"aws:SecureTransport": "true"}},
                 },
+                {
+                    "Sid": "BedrockMantleLiteLLM",
+                    "Effect": "Allow",
+                    "Action": [
+                        "bedrock-mantle:CreateInference",
+                    ],
+                    "Resource": "*",
+                    "Condition": {"Bool": {"aws:SecureTransport": "true"}},
+                },
             ],
         }
         assume_role_params = {
diff --git a/litellm/main.py b/litellm/main.py
index 7d457d9cdd1..6fd68921fb0 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -92,7 +92,10 @@
 from litellm.litellm_core_utils.request_timeout_resolver import (
     get_configured_request_timeout,
 )
-from litellm.litellm_core_utils.get_litellm_params import OPTIONAL_KWARGS_KEYS
+from litellm.litellm_core_utils.get_litellm_params import (
+    AWS_CREDENTIAL_KWARGS_KEYS,
+    OPTIONAL_KWARGS_KEYS,
+)
 from litellm.litellm_core_utils.dd_tracing import tracer
 from litellm.litellm_core_utils.get_provider_specific_headers import (
     ProviderSpecificHeaderUtils,
@@ -5322,7 +5325,7 @@ def completion(  # type: ignore
             tpm=kwargs.get("tpm"),
             rpm=kwargs.get("rpm"),
             use_xai_oauth=kwargs.get("use_xai_oauth", False),
-            aws_bedrock_project_id=kwargs.get("aws_bedrock_project_id"),
+            **{key: kwargs[key] for key in AWS_CREDENTIAL_KWARGS_KEYS if key in kwargs},
         )
         cast(LiteLLMLoggingObj, logging).update_environment_variables(
             model=model,
diff --git a/tests/test_litellm/llms/bedrock/test_web_identity_session_policy.py b/tests/test_litellm/llms/bedrock/test_web_identity_session_policy.py
index 7e9c8a273ae..0cbdc518cc2 100644
--- a/tests/test_litellm/llms/bedrock/test_web_identity_session_policy.py
+++ b/tests/test_litellm/llms/bedrock/test_web_identity_session_policy.py
@@ -158,6 +158,54 @@ def test_no_aws_external_anthropic_statement_collision(self):
         )
 
 
+class TestBedrockMantleActionsCovered:
+    """LIT-3859: bedrock_mantle inference authorizes against the
+    ``bedrock-mantle`` action namespace, so the session-policy ceiling
+    must include it or every Mantle request via OIDC/WIF auth denies
+    with "no session policy allows the bedrock-mantle:CreateInference
+    action" even when the role's identity policy grants it."""
+
+    def test_bedrock_mantle_create_inference_present(self):
+        policy = _captured_policy()
+        all_actions: set = set()
+        for stmt in policy["Statement"]:
+            stmt_actions = stmt.get("Action")
+            if isinstance(stmt_actions, str):
+                all_actions.add(stmt_actions)
+            elif isinstance(stmt_actions, list):
+                all_actions.update(stmt_actions)
+        assert "bedrock-mantle:CreateInference" in all_actions, (
+            "bedrock-mantle:CreateInference missing from session policy — "
+            "bedrock_mantle/* requests will 403 on OIDC/WIF auth"
+        )
+
+    def test_bedrock_mantle_statement_allows(self):
+        policy = _captured_policy()
+        stmt = _statement_by_sid(policy, "BedrockMantleLiteLLM")
+        assert stmt["Effect"] == "Allow"
+        assert stmt["Resource"] == "*"
+
+    def test_no_bedrock_mantle_wildcard(self):
+        policy = _captured_policy()
+        stmt = _statement_by_sid(policy, "BedrockMantleLiteLLM")
+        actions = stmt["Action"]
+        if isinstance(actions, str):
+            actions = [actions]
+        assert "bedrock-mantle:*" not in actions, (
+            "session policy must not grant bedrock-mantle:* — "
+            "the ceiling should match the documented action set"
+        )
+
+    def test_bedrock_mantle_statement_carries_secure_transport_condition(self):
+        policy = _captured_policy()
+        stmt = _statement_by_sid(policy, "BedrockMantleLiteLLM")
+        cond = stmt.get("Condition") or {}
+        assert cond.get("Bool", {}).get("aws:SecureTransport") == "true", (
+            "BedrockMantleLiteLLM must require aws:SecureTransport=true "
+            "to keep parity with the bedrock statement"
+        )
+
+
 def _make_jwt(payload: dict) -> str:
     def _segment(data: dict) -> str:
         return base64.urlsafe_b64encode(json.dumps(data).encode()).rstrip(b"=").decode()
diff --git a/tests/test_litellm/test_main.py b/tests/test_litellm/test_main.py
index 28cf4fa0744..4611aafa3c1 100644
--- a/tests/test_litellm/test_main.py
+++ b/tests/test_litellm/test_main.py
@@ -2081,3 +2081,79 @@ def test_stream_chunk_builder_text_completion_combines_text_and_usage():
     assert response.usage.prompt_tokens > 0
     assert response.usage.completion_tokens > 0
     assert response.usage.total_tokens == response.usage.prompt_tokens + response.usage.completion_tokens
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "aws_credential_kwargs",
+    [
+        {
+            "aws_session_name": "litellm-gcp",
+            "aws_role_name": "arn:aws:iam::123456789012:role/litellm-bedrock-role",
+            "aws_web_identity_token": "oidc/google/108963886734710037768",
+        },
+        {
+            "aws_access_key_id": "AKIASTATICKEYFORTEST",
+            "aws_secret_access_key": "static-secret-key",
+            "aws_session_token": "static-session-token",
+        },
+    ],
+    ids=["web_identity", "static_keys"],
+)
+async def test_acompletion_forwards_aws_credentials_through_responses_bridge(
+    respx_mock: respx.MockRouter, monkeypatch, aws_credential_kwargs: dict
+):
+    from botocore.credentials import Credentials
+
+    from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM
+
+    original_disable_aiohttp = litellm.disable_aiohttp_transport
+    try:
+        litellm.disable_aiohttp_transport = True
+        monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+        litellm.in_memory_llm_clients_cache.flush_cache()
+        monkeypatch.delenv("AWS_BEARER_TOKEN_BEDROCK", raising=False)
+        monkeypatch.delenv("BEDROCK_MANTLE_API_KEY", raising=False)
+
+        get_credentials_mock = MagicMock(return_value=Credentials("fake-key", "fake-secret"))
+        monkeypatch.setattr(BaseAWSLLM, "get_credentials", get_credentials_mock)
+
+        respx_mock.post("https://bedrock-mantle.us-east-2.api.aws/openai/v1/responses").respond(
+            json={
+                "id": "resp_123",
+                "object": "response",
+                "created_at": 1760144904,
+                "status": "completed",
+                "model": "openai.gpt-5.4",
+                "output": [
+                    {
+                        "type": "message",
+                        "id": "msg_1",
+                        "role": "assistant",
+                        "status": "completed",
+                        "content": [{"type": "output_text", "text": "ok", "annotations": []}],
+                    }
+                ],
+            }
+        )
+
+        response = await litellm.acompletion(
+            model="bedrock_mantle/openai.gpt-5.4",
+            messages=[{"role": "user", "content": "hi"}],
+            api_base="https://bedrock-mantle.us-east-2.api.aws/v1",
+            aws_region_name="us-east-2",
+            num_retries=0,
+            **aws_credential_kwargs,
+        )
+
+        assert response.choices[0].message.content == "ok"
+        credential_kwargs = get_credentials_mock.call_args.kwargs
+        assert credential_kwargs["aws_region_name"] == "us-east-2"
+        for key, value in aws_credential_kwargs.items():
+            assert credential_kwargs[key] == value
+        authorization = respx_mock.calls.last.request.headers["Authorization"]
+        assert authorization.startswith("AWS4-HMAC-SHA256")
+        assert "fake-key" in authorization
+    finally:
+        litellm.disable_aiohttp_transport = original_disable_aiohttp
+        litellm.in_memory_llm_clients_cache.flush_cache()

From 2530e327277c843f182ab464f7efdf561fa7a845 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng@berri.ai>
Date: Sat, 18 Jul 2026 14:19:56 -0700
Subject: [PATCH 366/370] chore(release): backport 11 staging PRs onto
 patch-1.93.0rc2 for the 1.93.0 stable cut (#33847)

* fix(ci): bump pillow to 12.3.0 to resolve osv-scan CVEs (#33093)

(cherry picked from commit 20e646c49a6c3ef5ce5c6957b807fa52d0fa7fe3)

* chore(deps): pin httplib2 and setuptools transitive floors (#33233)

Raise the constraint floors for two transitive dependencies so resolution moves them to their latest maintenance releases: httplib2 0.31.2 -> 0.32.0 and setuptools 82.0.1 -> 83.0.0. Both are pulled in only by optional integrations (Google API client, grpc tooling, lunary observability, the nvidia-riva extra), all lower-bound only, so the floors stay inside every requirer's allowed range and a default install is unaffected

(cherry picked from commit 8b323202ec331d43b183efd966356ab13002f9b3)

* fix(anthropic/passthrough): drop incompatible temperature when downgrading adaptive thinking for pre-4.6 models (#33244)

* fix(anthropic/passthrough): drop temperature and cap thinking budget when downgrading adaptive thinking for pre-4.6 models

* test(anthropic/passthrough): use sufficient max_tokens for reasoning_effort thinking mapping

* fix(anthropic/passthrough): drop incompatible temperature when downgrading adaptive thinking for pre-4.6 models

Narrow the fix to the temperature reconciliation; the reasoning_effort
budget cap is reverted because the live translation grid relies on
budget_tokens >= max_tokens to reject unsupported effort tiers
(xhigh/max) on budget-mode models, so capping turned those 400s into
200s.

---------

Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
(cherry picked from commit 71dffc1e9a6a921920c3d89119bb30ce7a6fd52b)

* build: raise requires-python cap to <3.15 so Python 3.14 installs current releases (#33438)

* build: drop requires-python upper cap so Python 3.14 resolves to current releases

The <3.14 cap made pip on Python 3.14 fall back to litellm 1.83.7, a
pre-April release whose old auth flow fails with 400s. The cap was added
in d9a460277a because deps lacked 3.14 wheels and uv could not resolve
the 3.14 split; both are fixed now via the existing python_version
markers plus a ddtrace version split (2.x has no cp314 wheels, 3.16+
does). Verified on 3.14.5: uv sync --all-extras installs, litellm and
proxy_server import (rust bridge falls back to pure python), real
provider calls succeed sync/async/streaming, and the core-utils test
suite passes.

* build: cap requires-python at <3.15 and keep ddtrace on one major per python band

Reviewer preference to bound the supported window at the newest tested
minor rather than leaving it open-ended, and Greptile flagged the
ddtrace 3.14+ range spanning two majors; every ddtrace 4.x ships cp314
wheels so the band is now >=4.0,<5.0, matching the single-major
convention of the 2.x band.

(cherry picked from commit c6d49a85b2732b3a01c22ced4e5fe64217912ca7)

* build(deps): update ddtrace to the 4.x line

A single ddtrace constraint now covers every supported Python version, so this collapses the version split introduced in #33438. Also aligns the build_from_pip image pin and updates the type-only Tracer import to its current module path

(cherry picked from commit edc38eab348d33d01a8eeb2347e985494c69c5eb)

* fix(docker): restore litellm-proxy-extras source dir in runtime images (#33592)

* fix(docker): restore litellm-proxy-extras source dir in runtime images

#30243 narrowed the runtime stage to an allowlist COPY, which dropped
/app/litellm-proxy-extras from the published images. Downstream
migration jobs point prisma migrate deploy at that path; with the
schema gone (or a schema with no adjacent migrations dir, where prisma
exits 0 without applying anything) those jobs went green while never
migrating the database. Restore the folder in all three runtime stages
and assert in image-scan that the schema and a non-empty migrations dir
ship at the source path

* chore(ci): drop image-scan migration-assets assertion

(cherry picked from commit 111d447e1b603878ccfed645654981c97ecfe250)

* fix(model_armor): restore reference attachments via skip_unscannable_attachments and remove the attachment count cap (#33554)

* fix(model_armor): add skip_unscannable_attachments to allow reference-only attachments through

* fix(model_armor): wire skip_unscannable_attachments through guardrail config

* fix(model_armor): make max_file_attachments configurable and scan overflow instead of dropping

* fix(model_armor): remove the per-request attachment count cap and scan all attachments

---------

Co-authored-by: yucheng <yucheng@berri.ai>
(cherry picked from commit 0d7b0f708b645aa01054dca4dc60a4e11fc06e56)

* build(rust): raise pyo3 to 0.29 so the native bridge compiles on Python 3.14 (#33798)

pyo3 0.23.5 hard-caps the interpreter at Python 3.13, so building the
native bridge against a 3.14 interpreter aborts inside pyo3-ffi's build
script before anything links. This raises pyo3 and pyo3-async-runtimes
to 0.29 (currently the newest line, and the range starting at 0.26 that
supports 3.14) and migrates the three call sites whose APIs were renamed
across that range: Python::with_gil is now Python::attach and
Python::allow_threads is now Python::detach. On a GIL-enabled interpreter
those are pure renames with identical semantics, so behavior on 3.10
through 3.13 is unchanged

Verified by compiling the native module for cp313 and cp314 and driving
it directly on both interpreters: gil_stats reports exactly one GIL
release per sync OCR call and the async path completes, matching the
0.23.5 baseline. cargo fmt, clippy, and the workspace tests pass on both
3.13 and 3.14 with the lockfile locked, and the lock churn is confined to
the pyo3 crates

Part of #26343; addresses the pyo3 build failure reported in #33116

(cherry picked from commit f3d20153b3c82b025bc896eccfaf4ef90da91c06)

* build(deps): allow redisvl, pypdf, and openapi-core on Python 3.14 (#33801)

Remove the python_version < '3.14' environment markers from redisvl,
pypdf, and openapi-core now that all three install and import cleanly
on 3.14. The relock is marker-only: no package version changed for any
Python branch, and the locked versions (redisvl 0.4.1, pypdf 6.13.3,
openapi-core 0.22.0) now serve 3.14 as well. semantic-router and
aurelio-sdk stay gated because every published release caps
python_requires below 3.14

(cherry picked from commit 967d934484f0eb0ad22ec7e5db49d0e62f98890e)

* build(deps): bump mcp lock to 1.28.1 to clear image-scan findings (#33803)

* build(deps): bump mcp lock to 1.28.1 to clear image-scan findings

* build(deps): require mcp>=1.28.1

(cherry picked from commit 40e914cfa731401d661f360c305af021e1f47132)

* fix(proxy): source /v1/models token limits from the cost map instead of Router.get_model_group_info (#33721)

* fix(proxy): source /v1/models token limits from cost map instead of Router.get_model_group_info

Resolves the per-model get_model_group_info fan-out on GET /v1/models
(and /models) that pegged the event loop on wildcard listings (#33636).
create_model_info_response now reads max_input_tokens/max_output_tokens
from litellm.get_model_info (the static cost map) rather than the router,
which aggregated and deepcopied every deployment in a group per listed
model.

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* test(proxy): inject model-info lookup into create_model_info_response for deterministic coverage

Inject the cost-map lookup (defaulting to litellm.get_model_info) so the
except and max_output_tokens branches are exercised deterministically and
the token-limit tests no longer hardcode mutable cost-map values.

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* feat(proxy): surface custom deployment token limits on /v1/models via cheap index lookup

Add Router.get_configured_token_limits, an O(1) model-name index lookup that
reads a concrete deployment's configured max_input_tokens/max_output_tokens
without triggering pattern matching or deep copies. create_model_info_response
layers this over the cost map so custom deployments absent from the cost map
still surface their limits, and admin-configured limits override cost-map
defaults, while wildcard-expanded names stay on the fast path.

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

---------

Co-authored-by: ryan <ryan@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
(cherry picked from commit 8536e3b80eabf0e0bed9f0f4eda18936137ebad2)

---------

Co-authored-by: yucheng-berri <yucheng@berri.ai>
Co-authored-by: devin-ai-integration[bot] <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: ryan-crabbe-berri <ryan@berri.ai>
---
 Dockerfile                                    |    1 +
 docker/Dockerfile.database                    |    1 +
 docker/Dockerfile.non_root                    |    1 +
 .../build_from_pip/Dockerfile.build_from_pip  |    2 +-
 litellm-rust/Cargo.lock                       |   94 +-
 litellm-rust/Cargo.toml                       |    4 +-
 .../crates/ai-gateway/src/python/config.rs    |    2 +-
 litellm-rust/crates/python-bridge/src/gil.rs  |    4 +-
 litellm-rust/crates/python-bridge/src/lib.rs  |    2 +-
 litellm/litellm_core_utils/dd_tracing.py      |    2 +-
 .../messages/transformation.py                |   36 +
 .../guardrail_hooks/model_armor/__init__.py   |    1 +
 .../model_armor/file_scanning.py              |    4 -
 .../model_armor/model_armor.py                |   30 +-
 litellm/proxy/utils.py                        |   52 +-
 litellm/router.py                             |   21 +
 litellm/types/guardrails.py                   |    8 +
 pyproject.toml                                |   16 +-
 .../test_anthropic_messages_effort.py         |   76 +
 .../guardrail_hooks/test_model_armor.py       |  155 +-
 tests/test_litellm/proxy/test_proxy_utils.py  |  166 +-
 .../proxy/utils/helpers/test_model_access.py  |   12 +-
 tests/test_litellm/test_router.py             |   47 +
 uv.lock                                       | 1421 ++++++++++++++---
 24 files changed, 1727 insertions(+), 431 deletions(-)

diff --git a/Dockerfile b/Dockerfile
index bc0e6a5ca6f..581d1808f0a 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -114,6 +114,7 @@ COPY --from=builder /app/litellm/proxy/prisma_migration.py /app/litellm/proxy/pr
 # working directory on sys.path; litellm/proxy/hooks resolves
 # enterprise.enterprise_hooks from it)
 COPY --from=builder /app/enterprise /app/enterprise
+COPY --from=builder /app/litellm-proxy-extras /app/litellm-proxy-extras
 # Prisma binaries live in $HOME/.cache (default prisma-python location),
 # which is /root/.cache here. Copy only the Prisma subdirs — copying the
 # whole /root/.cache drags in the uv build cache (~660 MB, includes a
diff --git a/docker/Dockerfile.database b/docker/Dockerfile.database
index 4564ee403fe..868b6682276 100644
--- a/docker/Dockerfile.database
+++ b/docker/Dockerfile.database
@@ -111,6 +111,7 @@ COPY --from=builder /app/litellm/proxy/prisma_migration.py /app/litellm/proxy/pr
 # working directory on sys.path; litellm/proxy/hooks resolves
 # enterprise.enterprise_hooks from it)
 COPY --from=builder /app/enterprise /app/enterprise
+COPY --from=builder /app/litellm-proxy-extras /app/litellm-proxy-extras
 # Prisma binaries live in $HOME/.cache (default prisma-python location),
 # which is /root/.cache here. Copy them from the builder so they survive
 # deployments that volume-mount /app/.cache (e.g. readOnlyRootFilesystem
diff --git a/docker/Dockerfile.non_root b/docker/Dockerfile.non_root
index 1883e87be60..839f5da565c 100644
--- a/docker/Dockerfile.non_root
+++ b/docker/Dockerfile.non_root
@@ -137,6 +137,7 @@ COPY --from=builder /app/litellm/proxy/prisma_migration.py /app/litellm/proxy/pr
 # working directory on sys.path; litellm/proxy/hooks resolves
 # enterprise.enterprise_hooks from it)
 COPY --from=builder /app/enterprise /app/enterprise
+COPY --from=builder /app/litellm-proxy-extras /app/litellm-proxy-extras
 COPY --from=builder /app/.cache /app/.cache
 COPY --from=builder /var/lib/litellm/ui /var/lib/litellm/ui
 COPY --from=builder /var/lib/litellm/assets /var/lib/litellm/assets
diff --git a/docker/build_from_pip/Dockerfile.build_from_pip b/docker/build_from_pip/Dockerfile.build_from_pip
index bda742c71a9..372606a5b0f 100644
--- a/docker/build_from_pip/Dockerfile.build_from_pip
+++ b/docker/build_from_pip/Dockerfile.build_from_pip
@@ -36,7 +36,7 @@ RUN uv venv --python python && \
       "opentelemetry-api==1.28.0" \
       "opentelemetry-sdk==1.28.0" \
       "opentelemetry-exporter-otlp==1.28.0" \
-      "ddtrace==2.19.0" \
+      "ddtrace==4.11.0" \
       "sentry-sdk==2.21.0" \
       "mangum==0.17.0" \
       "azure-ai-contentsafety==1.0.0" \
diff --git a/litellm-rust/Cargo.lock b/litellm-rust/Cargo.lock
index 9bffe9f9ec6..f563c18ea14 100644
--- a/litellm-rust/Cargo.lock
+++ b/litellm-rust/Cargo.lock
@@ -19,12 +19,6 @@ version = "1.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1505bd5d3d116872e7271a6d4e16d81d0c8570876c8de68093a09ac269d8aac0"
 
-[[package]]
-name = "autocfg"
-version = "1.5.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f2032f911046de80f0a198e0901378627c33f59ea0ac00e363d481118bd70a53"
-
 [[package]]
 name = "axum"
 version = "0.7.9"
@@ -233,21 +227,6 @@ dependencies = [
  "percent-encoding",
 ]
 
-[[package]]
-name = "futures"
-version = "0.3.32"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8b147ee9d1f6d097cef9ce628cd2ee62288d963e16fb287bd9286455b241382d"
-dependencies = [
- "futures-channel",
- "futures-core",
- "futures-executor",
- "futures-io",
- "futures-sink",
- "futures-task",
- "futures-util",
-]
-
 [[package]]
 name = "futures-channel"
 version = "0.3.32"
@@ -264,17 +243,6 @@ version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7e3450815272ef58cec6d564423f6e755e25379b217b0bc688e295ba24df6b1d"
 
-[[package]]
-name = "futures-executor"
-version = "0.3.32"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "baf29c38818342a3b26b5b923639e7b1f4a61fc5e76102d4b1981c6dc7a7579d"
-dependencies = [
- "futures-core",
- "futures-task",
- "futures-util",
-]
-
 [[package]]
 name = "futures-io"
 version = "0.3.32"
@@ -310,7 +278,6 @@ version = "0.3.32"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "389ca41296e6190b48053de0321d02a77f32f8a5d2461dd38762c0593805c6d6"
 dependencies = [
- "futures-channel",
  "futures-core",
  "futures-io",
  "futures-macro",
@@ -608,15 +575,6 @@ dependencies = [
  "hashbrown",
 ]
 
-[[package]]
-name = "indoc"
-version = "2.0.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "79cf5c93f93228cf8efb3ba362535fb11199ac548a09ce117c9b1adc3030d706"
-dependencies = [
- "rustversion",
-]
-
 [[package]]
 name = "ipnet"
 version = "2.12.0"
@@ -718,15 +676,6 @@ version = "2.8.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "88904434abc2901f197fe8cc55f0445e7ded921dba5911dad2e2b39b48e663c4"
 
-[[package]]
-name = "memoffset"
-version = "0.9.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "488016bfae457b036d996092f6cb448677611ce4449e970ceaf42695203f218a"
-dependencies = [
- "autocfg",
-]
-
 [[package]]
 name = "mime"
 version = "0.3.17"
@@ -803,29 +752,26 @@ dependencies = [
 
 [[package]]
 name = "pyo3"
-version = "0.23.5"
+version = "0.29.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7778bffd85cf38175ac1f545509665d0b9b92a198ca7941f131f85f7a4f9a872"
+checksum = "cd274650b21d4bfc26a0a47587962c1edb425f69287324355cd040c3ea66071c"
 dependencies = [
- "cfg-if",
- "indoc",
  "libc",
- "memoffset",
  "once_cell",
  "portable-atomic",
  "pyo3-build-config",
  "pyo3-ffi",
  "pyo3-macros",
- "unindent",
 ]
 
 [[package]]
 name = "pyo3-async-runtimes"
-version = "0.23.0"
+version = "0.29.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "977dc837525cfd22919ba6a831413854beb7c99a256c03bf8624ad707e45810e"
+checksum = "b3ef68daa7316a3fac65e5e18b2203f010346de1c1c53456811a2624673ab046"
 dependencies = [
- "futures",
+ "futures-channel",
+ "futures-util",
  "once_cell",
  "pin-project-lite",
  "pyo3",
@@ -834,19 +780,18 @@ dependencies = [
 
 [[package]]
 name = "pyo3-build-config"
-version = "0.23.5"
+version = "0.29.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "94f6cbe86ef3bf18998d9df6e0f3fc1050a8c5efa409bf712e661a4366e010fb"
+checksum = "c5e2a7d2f0d013342f295c048ad19237add5154a55b1c5a254c0ec93d4109078"
 dependencies = [
- "once_cell",
  "target-lexicon",
 ]
 
 [[package]]
 name = "pyo3-ffi"
-version = "0.23.5"
+version = "0.29.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e9f1b4c431c0bb1c8fb0a338709859eed0d030ff6daa34368d3b152a63dfdd8d"
+checksum = "ca85c467da1bbc8d866eea5deff9cf29ea5f7785054a17da36e65bda9c05845b"
 dependencies = [
  "libc",
  "pyo3-build-config",
@@ -854,9 +799,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3-macros"
-version = "0.23.5"
+version = "0.29.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fbc2201328f63c4710f68abdf653c89d8dbc2858b88c5d88b0ff38a75288a9da"
+checksum = "9ac53762fd065daa3194dd09337a38bd793a188100fd1a9304c4ab312d901771"
 dependencies = [
  "proc-macro2",
  "pyo3-macros-backend",
@@ -866,13 +811,12 @@ dependencies = [
 
 [[package]]
 name = "pyo3-macros-backend"
-version = "0.23.5"
+version = "0.29.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fca6726ad0f3da9c9de093d6f116a93c1a38e417ed73bf138472cf4064f72028"
+checksum = "4ca3a1557399783172dc5bf39cfca835157732532cba56b71d2292161e53b362"
 dependencies = [
  "heck",
  "proc-macro2",
- "pyo3-build-config",
  "quote",
  "syn",
 ]
@@ -1321,9 +1265,9 @@ dependencies = [
 
 [[package]]
 name = "target-lexicon"
-version = "0.12.16"
+version = "0.13.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "61c41af27dd6d1e27b1b16b489db798443478cef1f06a660c96db617ba5de3b1"
+checksum = "adb6935a6f5c20170eeceb1a3835a49e12e19d792f6dd344ccc76a985ca5a6ca"
 
 [[package]]
 name = "thiserror"
@@ -1559,12 +1503,6 @@ version = "1.0.24"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e6e4313cd5fcd3dad5cafa179702e2b244f760991f45397d14d4ebf38247da75"
 
-[[package]]
-name = "unindent"
-version = "0.2.4"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7264e107f553ccae879d21fbea1d6724ac785e8c3bfc762137959b5802826ef3"
-
 [[package]]
 name = "untrusted"
 version = "0.9.0"
diff --git a/litellm-rust/Cargo.toml b/litellm-rust/Cargo.toml
index 5842ed5ba9b..a3baa33e6cf 100644
--- a/litellm-rust/Cargo.toml
+++ b/litellm-rust/Cargo.toml
@@ -15,8 +15,8 @@ repository = "https://github.com/BerriAI/litellm"
 litellm-core = { path = "crates/core" }
 litellm-ai-gateway = { path = "crates/ai-gateway", default-features = false }
 axum = "0.7"
-pyo3 = "0.23.5"
-pyo3-async-runtimes = { version = "0.23.0", features = ["tokio-runtime"] }
+pyo3 = "0.29.0"
+pyo3-async-runtimes = { version = "0.29.0", features = ["tokio-runtime"] }
 rand = "0.8"
 reqwest = { version = "0.12", default-features = false, features = ["blocking", "json", "rustls-tls", "http2", "stream"] }
 serde = { version = "1.0", features = ["derive"] }
diff --git a/litellm-rust/crates/ai-gateway/src/python/config.rs b/litellm-rust/crates/ai-gateway/src/python/config.rs
index 6ec9595469d..54b7a53bafa 100644
--- a/litellm-rust/crates/ai-gateway/src/python/config.rs
+++ b/litellm-rust/crates/ai-gateway/src/python/config.rs
@@ -17,7 +17,7 @@ use crate::gil;
 /// Load the router's `model_list` from `config_path` via the Python reader.
 pub fn load_router_from_config(config_path: &str) -> CoreResult<Router> {
     gil::record_acquisition();
-    Python::with_gil(|py| {
+    Python::attach(|py| {
         let model_list = py
             .import("litellm.proxy.read_model_list")
             .and_then(|module| module.getattr("read_model_list"))
diff --git a/litellm-rust/crates/python-bridge/src/gil.rs b/litellm-rust/crates/python-bridge/src/gil.rs
index dc1b591735c..e887c8ec1e3 100644
--- a/litellm-rust/crates/python-bridge/src/gil.rs
+++ b/litellm-rust/crates/python-bridge/src/gil.rs
@@ -2,7 +2,7 @@
 //!
 //! A single chokepoint for releasing the GIL around blocking work. Every
 //! blocking call in the bridge goes through [`release_gil`] instead of calling
-//! `Python::allow_threads` directly, so the release count stays accurate and we
+//! `Python::detach` directly, so the release count stays accurate and we
 //! have one place to extend later (timing histograms, per-call labels, etc.).
 
 use std::sync::atomic::{AtomicU64, Ordering};
@@ -23,7 +23,7 @@ where
     T: Send,
 {
     GIL_RELEASES.fetch_add(1, Ordering::Relaxed);
-    py.allow_threads(f)
+    py.detach(f)
 }
 
 /// Total GIL releases performed by the bridge so far.
diff --git a/litellm-rust/crates/python-bridge/src/lib.rs b/litellm-rust/crates/python-bridge/src/lib.rs
index 946a99f990c..271864581f3 100644
--- a/litellm-rust/crates/python-bridge/src/lib.rs
+++ b/litellm-rust/crates/python-bridge/src/lib.rs
@@ -167,7 +167,7 @@ fn aocr(
         .await
         .map_err(core_error_to_pyerr)?;
 
-        Python::with_gil(|py| json_to_py(py, value))
+        Python::attach(|py| json_to_py(py, value))
     })
 }
 
diff --git a/litellm/litellm_core_utils/dd_tracing.py b/litellm/litellm_core_utils/dd_tracing.py
index ae4f46c38bd..3a1bd72e1a5 100644
--- a/litellm/litellm_core_utils/dd_tracing.py
+++ b/litellm/litellm_core_utils/dd_tracing.py
@@ -10,7 +10,7 @@
 from litellm.secret_managers.main import get_secret_bool
 
 if TYPE_CHECKING:
-    from ddtrace.tracer import Tracer as DD_TRACER
+    from ddtrace.trace import Tracer as DD_TRACER
 else:
     DD_TRACER = Any
 
diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
index 01412d3c8b2..90808cc78bf 100644
--- a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
+++ b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
@@ -391,6 +391,36 @@ def _cap_thinking_budget_to_max_tokens(thinking: Dict, max_tokens: Optional[int]
             return thinking
         return {**thinking, "budget_tokens": max_tokens - 1}
 
+    @staticmethod
+    def _drop_incompatible_temperature_for_thinking(
+        model: str, optional_params: dict, custom_llm_provider: str
+    ) -> None:
+        """Anthropic rejects any ``temperature`` other than 1 while extended thinking
+        is enabled ("temperature may only be set to 1 when thinking is enabled").
+
+        Clients like Claude Code send ``thinking``/``output_config.effort`` together
+        with a pinned ``temperature`` (e.g. the safety classifier uses ``temperature=0``
+        for determinism). When the request lands on a non-adaptive model, the effort
+        interface is reshaped above into legacy ``thinking={type: enabled}`` (or kept
+        as ``output_config.effort`` on Opus 4.5), and the leftover ``temperature`` would
+        400. Preserving the thinking the caller asked for wins over an unhonorable
+        sampling value (Anthropic forces ``temperature=1`` under thinking regardless),
+        so drop it and let the API default apply.
+
+        Adaptive models (4.6+) own this natively and are left untouched.
+        """
+        if AnthropicModelInfo._is_adaptive_thinking_model(model, custom_llm_provider):
+            return
+        temperature = optional_params.get("temperature")
+        if temperature is None or temperature == 1:
+            return
+        thinking = optional_params.get("thinking")
+        output_config = optional_params.get("output_config")
+        thinking_enabled = isinstance(thinking, dict) and thinking.get("type") == "enabled"
+        effort_enabled = isinstance(output_config, dict) and output_config.get("effort") is not None
+        if thinking_enabled or effort_enabled:
+            optional_params.pop("temperature", None)
+
     def transform_anthropic_messages_request(
         self,
         model: str,
@@ -431,6 +461,12 @@ def transform_anthropic_messages_request(
             custom_llm_provider=self._resolved_provider,
         )
 
+        self._drop_incompatible_temperature_for_thinking(
+            model=model,
+            optional_params=anthropic_messages_optional_request_params,
+            custom_llm_provider=self._resolved_provider,
+        )
+
         system_param = anthropic_messages_optional_request_params.get("system")
         if self.should_strip_billing_metadata() and system_param is not None:
             filtered_system = self._filter_billing_headers_from_system(system_param)
diff --git a/litellm/proxy/guardrails/guardrail_hooks/model_armor/__init__.py b/litellm/proxy/guardrails/guardrail_hooks/model_armor/__init__.py
index 7398e8defea..5e62ab96f0c 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/model_armor/__init__.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/model_armor/__init__.py
@@ -26,6 +26,7 @@ def initialize_guardrail(litellm_params: "LitellmParams", guardrail: "Guardrail"
         mask_request_content=litellm_params.mask_request_content,
         mask_response_content=litellm_params.mask_response_content,
         fail_on_error=litellm_params.fail_on_error,
+        skip_unscannable_attachments=litellm_params.skip_unscannable_attachments,
     )
     litellm.logging_callback_manager.add_litellm_callback(_model_armor_callback)
 
diff --git a/litellm/proxy/guardrails/guardrail_hooks/model_armor/file_scanning.py b/litellm/proxy/guardrails/guardrail_hooks/model_armor/file_scanning.py
index 0bc6e67eb35..b879f0d29c7 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/model_armor/file_scanning.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/model_armor/file_scanning.py
@@ -25,10 +25,6 @@
 
 MODEL_ARMOR_MAX_FILE_SIZE_BYTES = 4 * 1024 * 1024
 
-# Hard cap on how many attachments a single request may submit to Model Armor, to bound
-# per-request fan-out (latency and quota).
-MAX_FILE_ATTACHMENTS_PER_REQUEST = 10
-
 _REMOTE_URI_SCHEMES = ("gs://", "http://", "https://")
 
 ModelArmorByteDataType = Literal["PDF", "WORD_DOCUMENT", "EXCEL_DOCUMENT", "POWERPOINT_DOCUMENT", "CSV", "TXT"]
diff --git a/litellm/proxy/guardrails/guardrail_hooks/model_armor/model_armor.py b/litellm/proxy/guardrails/guardrail_hooks/model_armor/model_armor.py
index 3ca63a1e287..32a3cebfca0 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/model_armor/model_armor.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/model_armor/model_armor.py
@@ -32,7 +32,6 @@
 from litellm.llms.vertex_ai.vertex_llm_base import VertexBase
 from litellm.proxy._types import UserAPIKeyAuth
 from litellm.proxy.guardrails.guardrail_hooks.model_armor.file_scanning import (
-    MAX_FILE_ATTACHMENTS_PER_REQUEST,
     MODEL_ARMOR_MAX_FILE_SIZE_BYTES,
     plan_file_scans,
 )
@@ -383,10 +382,14 @@ async def _scan_request_files(self, messages: Sequence[AllMessageValues], data:
 
         Each attachment is sent through the byte API and a MATCH_FOUND raises a 400 before the
         request reaches the LLM. File scanning does not support masking (Model Armor returns
-        findings, not a sanitized document), so it only blocks. Anything the guardrail cannot
-        scan - a file_id or remote URL reference with no inline bytes, a document over the 4 MB
-        byte limit, or more attachments than the per-request cap - is a guardrail failure and
-        blocks unless the operator has opted into fail-open via fail_on_error=False.
+        findings, not a sanitized document), so it only blocks. A file_id or remote URL reference
+        with no inline bytes and a document over the 4 MB byte limit are guardrail failures that
+        block unless the operator has opted into fail-open via fail_on_error=False.
+
+        skip_unscannable_attachments decouples reference-only attachments from fail_on_error: when
+        enabled, attachments Model Armor cannot scan (file_id, gs://, or http(s) references with no
+        inline bytes, and inline content whose base64 will not decode) pass through instead of
+        blocking, while fail_on_error still governs real Model Armor API errors.
         """
         from litellm.proxy.common_utils.callback_utils import (
             _get_or_create_proxy_metadata_bucket,
@@ -395,7 +398,14 @@ async def _scan_request_files(self, messages: Sequence[AllMessageValues], data:
 
         plan = plan_file_scans(messages)
         attachments = plan.attachments
-        unscannable_references = plan.unscannable_count
+        skip_unscannable = bool(self.optional_params.get("skip_unscannable_attachments", False))
+        if skip_unscannable and plan.unscannable_count > 0:
+            verbose_proxy_logger.warning(
+                "Model Armor: allowing %d unscannable attachment(s) through because "
+                "skip_unscannable_attachments is enabled",
+                plan.unscannable_count,
+            )
+        unscannable_references = 0 if skip_unscannable else plan.unscannable_count
         if not attachments and unscannable_references == 0:
             return
 
@@ -415,14 +425,6 @@ async def _scan_request_files(self, messages: Sequence[AllMessageValues], data:
                 metadata["_model_armor_status"] = "blocked"
                 raise self._unscannable_block_error(reason)
 
-        if len(attachments) > MAX_FILE_ATTACHMENTS_PER_REQUEST:
-            reason = f"{len(attachments)} attachments exceed the per-request scan limit of {MAX_FILE_ATTACHMENTS_PER_REQUEST}"
-            verbose_proxy_logger.warning("Model Armor: %s", reason)
-            if fail_on_error:
-                metadata["_model_armor_status"] = "blocked"
-                raise self._unscannable_block_error(reason)
-            attachments = attachments[:MAX_FILE_ATTACHMENTS_PER_REQUEST]
-
         for attachment in attachments:
             if len(attachment.file_bytes) > MODEL_ARMOR_MAX_FILE_SIZE_BYTES:
                 reason = (
diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py
index d7649b524aa..50c69668871 100644
--- a/litellm/proxy/utils.py
+++ b/litellm/proxy/utils.py
@@ -19,6 +19,7 @@
     Any,
     AsyncGenerator,
     Awaitable,
+    Callable,
     ClassVar,
     Dict,
     List,
@@ -49,7 +50,7 @@
 from litellm.proxy.spend_tracking.spend_log_error_logger import spend_log_error
 from litellm.types.guardrails import GuardrailEventHooks
 from litellm.types.proxy.model_listing import ModelInfoResponse
-from litellm.types.utils import CallTypes, CallTypesLiteral
+from litellm.types.utils import CallTypes, CallTypesLiteral, ModelInfo
 
 try:
     from litellm_enterprise.enterprise_callbacks.send_emails.base_email import (
@@ -6098,6 +6099,7 @@ def create_model_info_response(
     include_metadata: bool = False,
     fallback_type: Optional[str] = None,
     llm_router: Optional["Router"] = None,
+    get_model_info: Callable[[str], ModelInfo] = litellm.get_model_info,
 ) -> ModelInfoResponse:
     """
     Create a standardized OpenAI-compatible model object.
@@ -6115,25 +6117,37 @@ def create_model_info_response(
         "owned_by": provider,
     }
 
-    # Surface context-window limits for OpenAI-compatible discovery clients.
-    # Only emitted when known, so wildcard routes and limitless backends stay clean.
-    # Limits are best-effort enrichment, so a single malformed deployment degrades
-    # to the base response rather than 500-ing the whole listing.
+    try:
+        model_cost_info: ModelInfo | None = get_model_info(model_id)
+    except Exception as e:
+        verbose_proxy_logger.debug(
+            "create_model_info_response: cost map lookup failed for %s: %s",
+            model_id,
+            e,
+        )
+        model_cost_info = None
+
+    max_input_tokens: int | None = None
+    max_output_tokens: int | None = None
+    if model_cost_info is not None:
+        cost_map_input = model_cost_info.get("max_input_tokens")
+        if cost_map_input is not None:
+            max_input_tokens = int(cost_map_input)
+        cost_map_output = model_cost_info.get("max_output_tokens")
+        if cost_map_output is not None:
+            max_output_tokens = int(cost_map_output)
+
     if llm_router is not None:
-        try:
-            model_group_info = llm_router.get_model_group_info(model_id)
-        except Exception as e:
-            verbose_proxy_logger.debug(
-                "create_model_info_response: get_model_group_info failed for %s: %s",
-                model_id,
-                e,
-            )
-            model_group_info = None
-        if model_group_info is not None:
-            if model_group_info.max_input_tokens is not None:
-                base["max_input_tokens"] = int(model_group_info.max_input_tokens)
-            if model_group_info.max_output_tokens is not None:
-                base["max_output_tokens"] = int(model_group_info.max_output_tokens)
+        configured_input, configured_output = llm_router.get_configured_token_limits(model_id)
+        if configured_input is not None:
+            max_input_tokens = configured_input
+        if configured_output is not None:
+            max_output_tokens = configured_output
+
+    if max_input_tokens is not None:
+        base["max_input_tokens"] = max_input_tokens
+    if max_output_tokens is not None:
+        base["max_output_tokens"] = max_output_tokens
 
     if not include_metadata:
         return base
diff --git a/litellm/router.py b/litellm/router.py
index 6e773a06c7f..ced6090f82a 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -8357,6 +8357,27 @@ def get_deployment_by_model_group_name(self, model_group_name: str) -> Optional[
                     raise Exception("Model Name invalid - {}".format(type(model)))
         return None
 
+    def get_configured_token_limits(self, model_name: str) -> "tuple[int | None, int | None]":
+        """
+        Return (max_input_tokens, max_output_tokens) explicitly configured in a concrete
+        deployment's model_info for model_name, via O(1) index lookup.
+
+        Returns (None, None) for wildcard-expanded or unknown names. Unlike
+        get_model_group_info, this never triggers pattern matching or deep copies, so it
+        is safe to call per listed model on the /v1/models hot path.
+        """
+        deployment = self.get_deployment_by_model_group_name(model_group_name=model_name)
+        if deployment is None:
+            return (None, None)
+
+        model_info = deployment.model_info
+        max_input = model_info.get("max_input_tokens")
+        max_output = model_info.get("max_output_tokens")
+        return (
+            int(max_input) if max_input is not None else None,
+            int(max_output) if max_output is not None else None,
+        )
+
     def get_deployment_credentials_with_provider(self, model_id: str) -> Optional[Dict[str, Any]]:
         """
         Get API credentials and provider info from a model name in model_list.
diff --git a/litellm/types/guardrails.py b/litellm/types/guardrails.py
index c7e080b1363..733ebe1c02b 100644
--- a/litellm/types/guardrails.py
+++ b/litellm/types/guardrails.py
@@ -687,6 +687,14 @@ class BaseLitellmParams(ContentFilterConfigModel):  # works for new and patch up
             "so only a valid guardrail response can block or modify it."
         ),
     )
+    skip_unscannable_attachments: Optional[bool] = Field(
+        default=False,
+        description=(
+            "Implemented by guardrail='model_armor'. When True, attachment references that carry no "
+            "inline bytes (file_id, gs://, or http(s) URLs) pass through unscanned instead of blocking, "
+            "while fail_on_error still governs real Model Armor API errors. Default False blocks them."
+        ),
+    )
 
     additional_provider_specific_params: Optional[Dict[str, Any]] = Field(
         default=None,
diff --git a/pyproject.toml b/pyproject.toml
index c2a0e85d13a..2eafc2840db 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,7 +3,7 @@ name = "litellm"
 version = "1.93.0"
 description = "Library to easily interface with LLM API providers"
 readme = "README.md"
-requires-python = ">=3.10, <3.14"
+requires-python = ">=3.10, <3.15"
 license = "MIT"
 license-files = ["LICENSE"]
 authors = [
@@ -61,7 +61,7 @@ proxy = [
     "boto3>=1.43.1,<2.0",
     "azure-identity>=1.25.2,<2.0",
     "azure-storage-blob>=12.28.0,<13.0",
-    "mcp>=1.26.0,<2.0",
+    "mcp>=1.28.1,<2.0",
     "litellm-proxy-extras==0.4.76",
     "litellm-enterprise==0.1.49",
     "RestrictedPython>=8.1,<9.0",
@@ -89,7 +89,7 @@ extra_proxy = [
     "google-cloud-iam>=2.19.1,<3.0",
     # Not in PyPI proxy extra.
     "resend>=2.23.0,<3.0",
-    "redisvl>=0.4.1,<1.0; python_version < '3.14'",
+    "redisvl>=0.4.1,<1.0",
     "a2a-sdk>=1.1.0,<2.0",
 ]
 utils = [
@@ -129,12 +129,12 @@ proxy-runtime = [
     "opentelemetry-sdk==1.28.0",
     "opentelemetry-exporter-otlp==1.28.0",
     "opentelemetry-instrumentation-fastapi==0.49b0",
-    "ddtrace>=2.19.0,<3.0",
+    "ddtrace>=4.8.2,<5.0",
     "sentry-sdk>=2.21.0,<3.0",
     "mangum>=0.17.0,<1.0",
     "azure-ai-contentsafety>=1.0.0,<2.0",
     "azure-storage-file-datalake>=12.20.0,<13.0",
-    "pypdf>=6.12.0,<7.0; python_version < '3.14'",
+    "pypdf>=6.12.0,<7.0",
     "llm-sandbox>=0.3.39,<1.0",
     "detect-secrets>=1.5.0,<2.0",
 ]
@@ -179,7 +179,7 @@ dev = [
     "pytest-rerunfailures==15.1",
     "pytest-cov==5.0.0",
     "parameterized==0.9.0",
-    "openapi-core==0.22.0; python_version < '3.14'",
+    "openapi-core==0.22.0",
     "pytest-timeout==2.4.0",
     "vcrpy==8.2.1",
     "pytest-recording==0.13.4",
@@ -205,7 +205,7 @@ ci = [
     # protobuf, Pillow is a compiled C extension).
     "tenacity==8.5.0",
     "google-generativeai==0.8.6",
-    "Pillow==12.2.0",
+    "Pillow==12.3.0",
     # Azure batch E2E tests still import psycopg2 directly.
     "psycopg2-binary==2.9.11",
     "pytest-codspeed==4.3.0",
@@ -264,6 +264,8 @@ constraint-dependencies = [
     "aiohttp>=3.14.1,<4.0",
     "packaging>=24.0",
     "soupsieve>=2.8.4",
+    "httplib2>=0.32.0",
+    "setuptools>=83.0.0",
 ]
 override-dependencies = [
     # a2a-sdk 1.x requires packaging>=24.0; lunary 1.4.x still caps at <24.0.
diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_anthropic_messages_effort.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_anthropic_messages_effort.py
index 06d3effcfbb..5254808e315 100644
--- a/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_anthropic_messages_effort.py
+++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_anthropic_messages_effort.py
@@ -2,6 +2,7 @@
 
 from litellm.constants import (
     DEFAULT_REASONING_EFFORT_HIGH_THINKING_BUDGET,
+    DEFAULT_REASONING_EFFORT_LOW_THINKING_BUDGET,
     DEFAULT_REASONING_EFFORT_MEDIUM_THINKING_BUDGET,
     DEFAULT_REASONING_EFFORT_XHIGH_THINKING_BUDGET,
 )
@@ -174,6 +175,81 @@ def test_unrecognized_effort_raises_clean_400():
     assert exc_info.value.status_code == 400
 
 
+def test_pinned_temperature_dropped_when_adaptive_downgraded_to_enabled():
+    """Regression (#33203): Claude Code's safety classifier sends adaptive thinking +
+    temperature=0 to Haiku 4.5. The adaptive interface is downgraded to legacy enabled
+    thinking, but Anthropic rejects "temperature may only be set to 1 when thinking is
+    enabled". The pinned temperature must be dropped so the request succeeds while the
+    downgraded thinking is preserved."""
+    params = _claude_code_payload(effort="medium")
+    params["temperature"] = 0
+    result = _transform("claude-haiku-4-5", params)
+
+    assert result["thinking"] == {
+        "type": "enabled",
+        "budget_tokens": DEFAULT_REASONING_EFFORT_MEDIUM_THINKING_BUDGET,
+    }
+    assert "temperature" not in result
+
+
+def test_temperature_one_preserved_with_enabled_thinking():
+    """temperature=1 is compatible with extended thinking, so it must be kept."""
+    params = _claude_code_payload(effort="medium")
+    params["temperature"] = 1
+    result = _transform("claude-haiku-4-5", params)
+
+    assert result["thinking"]["type"] == "enabled"
+    assert result["temperature"] == 1
+
+
+def test_pinned_temperature_preserved_when_thinking_dropped():
+    """When thinking is dropped entirely (non-reasoning model), there is no thinking
+    conflict, so a pinned temperature must survive untouched."""
+    params = _claude_code_payload(effort="medium")
+    params["temperature"] = 0
+    result = _transform("claude-3-5-haiku-latest", params)
+
+    assert "thinking" not in result
+    assert result["temperature"] == 0
+
+
+def test_pinned_temperature_preserved_for_adaptive_model():
+    """Adaptive models (4.6+) own the thinking/temperature relationship natively, so
+    the passthrough must not strip a pinned temperature for them."""
+    params = _claude_code_payload(effort="high")
+    params["temperature"] = 0
+    result = _transform("claude-sonnet-4-6", params)
+
+    assert result["thinking"] == {"type": "adaptive"}
+    assert result["temperature"] == 0
+
+
+def test_pinned_temperature_dropped_for_opus_4_5_effort():
+    """Opus 4.5 keeps native output_config.effort (extended thinking), which is equally
+    incompatible with a pinned non-1 temperature, so the temperature must be dropped."""
+    params = _claude_code_payload(effort="medium")
+    params["temperature"] = 0
+    result = _transform("claude-opus-4-5", params)
+
+    assert result["output_config"] == {"effort": "medium"}
+    assert "temperature" not in result
+
+
+def test_reasoning_effort_with_pinned_temperature_drops_temperature():
+    """The reasoning_effort alias synthesizes legacy enabled thinking on a non-adaptive
+    model; a co-pinned non-1 temperature must be dropped to avoid the Anthropic 400."""
+    result = _transform(
+        "claude-haiku-4-5",
+        {"max_tokens": 8192, "reasoning_effort": "low", "temperature": 0},
+    )
+
+    assert result["thinking"] == {
+        "type": "enabled",
+        "budget_tokens": DEFAULT_REASONING_EFFORT_LOW_THINKING_BUDGET,
+    }
+    assert "temperature" not in result
+
+
 def test_non_adaptive_request_without_effort_is_untouched():
     """A non-adaptive model receiving a request with no adaptive interface (no
     effort, no adaptive thinking) must pass through untouched."""
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_model_armor.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_model_armor.py
index 19c200bdaf0..07c40aa763d 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_model_armor.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_model_armor.py
@@ -2205,30 +2205,130 @@ async def test_pre_call_file_id_reference_skipped_when_fail_open():
 
 
 @pytest.mark.asyncio
-async def test_pre_call_blocks_when_attachment_count_exceeds_cap():
-    """More attachments than the per-request cap fail closed by default to bound scan fan-out."""
-    from litellm.proxy.guardrails.guardrail_hooks.model_armor.file_scanning import (
-        MAX_FILE_ATTACHMENTS_PER_REQUEST,
+async def test_pre_call_file_id_reference_passthrough_when_skip_unscannable_enabled():
+    """skip_unscannable_attachments lets a file_id reference through even with fail_on_error=True."""
+    guardrail = _make_guardrail(skip_unscannable_attachments=True)
+    request_data = {
+        "model": "gpt-4",
+        "messages": [
+            {
+                "role": "user",
+                "content": [
+                    {"type": "text", "text": "summarize this"},
+                    {"type": "file", "file": {"file_id": "file-abc123"}},
+                ],
+            }
+        ],
+        "metadata": {"guardrails": ["model-armor-test"]},
+    }
+
+    with patch.object(
+        guardrail.async_handler,
+        "post",
+        AsyncMock(return_value=_armor_response(blocked=False)),
+    ) as mock_post:
+        await guardrail.async_pre_call_hook(
+            user_api_key_dict=UserAPIKeyAuth(),
+            cache=MagicMock(spec=DualCache),
+            data=request_data,
+            call_type="completion",
+        )
+
+    assert _byte_items_sent(mock_post) == []
+    assert _text_payloads_sent(mock_post) == ["summarize this"]
+
+
+@pytest.mark.asyncio
+async def test_pre_call_gs_uri_reference_passthrough_when_skip_unscannable_enabled():
+    """A gs:// document reference passes through when skip_unscannable_attachments is enabled."""
+    guardrail = _make_guardrail(skip_unscannable_attachments=True)
+    request_data = {
+        "model": "gpt-4",
+        "messages": [
+            {
+                "role": "user",
+                "content": [
+                    {
+                        "type": "file",
+                        "file": {"file_data": "gs://my-bucket/report.pdf", "filename": "report.pdf"},
+                    }
+                ],
+            }
+        ],
+        "metadata": {"guardrails": ["model-armor-test"]},
+    }
+
+    with patch.object(
+        guardrail.async_handler,
+        "post",
+        AsyncMock(return_value=_armor_response(blocked=False)),
+    ) as mock_post:
+        await guardrail.async_pre_call_hook(
+            user_api_key_dict=UserAPIKeyAuth(),
+            cache=MagicMock(spec=DualCache),
+            data=request_data,
+            call_type="completion",
+        )
+
+    assert _byte_items_sent(mock_post) == []
+
+
+def test_initialize_guardrail_forwards_skip_unscannable_attachments():
+    """skip_unscannable_attachments configured in litellm_params reaches the guardrail instance."""
+    from litellm.proxy.guardrails.guardrail_hooks.model_armor import initialize_guardrail
+    from litellm.types.guardrails import Guardrail, LitellmParams
+
+    litellm_params = LitellmParams(
+        guardrail="model_armor",
+        mode="pre_call",
+        template_id="demo-template",
+        project_id="demo-project",
+        skip_unscannable_attachments=True,
+    )
+    guardrail = initialize_guardrail(
+        litellm_params=litellm_params,
+        guardrail=Guardrail(guardrail_name="model-armor-config-test"),
     )
 
-    guardrail = _make_guardrail()
+    assert guardrail.optional_params.get("skip_unscannable_attachments") is True
+
+
+def test_initialize_guardrail_skip_unscannable_defaults_false():
+    """A config that omits skip_unscannable_attachments keeps the secure default (block)."""
+    from litellm.proxy.guardrails.guardrail_hooks.model_armor import initialize_guardrail
+    from litellm.types.guardrails import Guardrail, LitellmParams
+
+    litellm_params = LitellmParams(
+        guardrail="model_armor",
+        mode="pre_call",
+        template_id="demo-template",
+        project_id="demo-project",
+    )
+    guardrail = initialize_guardrail(
+        litellm_params=litellm_params,
+        guardrail=Guardrail(guardrail_name="model-armor-config-default"),
+    )
+
+    assert guardrail.optional_params.get("skip_unscannable_attachments") is False
+
+
+@pytest.mark.asyncio
+async def test_skip_unscannable_still_fails_closed_on_api_error():
+    """skip_unscannable_attachments only affects references; a real API error still fails closed."""
+    guardrail = _make_guardrail(skip_unscannable_attachments=True, fail_on_error=True)
     pdf_b64 = base64.b64encode(PDF_BYTES).decode("utf-8")
-    block = {
-        "type": "file",
-        "file": {"file_data": f"data:application/pdf;base64,{pdf_b64}"},
-    }
     request_data = {
         "model": "gpt-4",
-        "messages": [{"role": "user", "content": [block] * (MAX_FILE_ATTACHMENTS_PER_REQUEST + 1)}],
+        "messages": [_file_message(pdf_b64)],
         "metadata": {"guardrails": ["model-armor-test"]},
     }
 
     with patch.object(
         guardrail.async_handler,
         "post",
-        AsyncMock(return_value=_armor_response(blocked=False)),
+        AsyncMock(side_effect=Exception("model armor upstream 500")),
     ):
-        with pytest.raises(HTTPException) as exc_info:
+        with pytest.raises(Exception) as exc_info:
             await guardrail.async_pre_call_hook(
                 user_api_key_dict=UserAPIKeyAuth(),
                 cache=MagicMock(spec=DualCache),
@@ -2236,8 +2336,35 @@ async def test_pre_call_blocks_when_attachment_count_exceeds_cap():
                 call_type="completion",
             )
 
-    assert exc_info.value.status_code == 400
-    assert "per-request scan limit" in str(exc_info.value.detail)
+    assert "model armor upstream 500" in str(exc_info.value)
+
+
+@pytest.mark.asyncio
+async def test_pre_call_scans_every_attachment_without_a_count_cap():
+    """There is no per-request attachment cap: every scannable attachment is submitted to Model Armor."""
+    guardrail = _make_guardrail()
+    pdf_b64 = base64.b64encode(PDF_BYTES).decode("utf-8")
+    block = {
+        "type": "file",
+        "file": {"file_data": f"data:application/pdf;base64,{pdf_b64}"},
+    }
+    count = 25
+    request_data = {
+        "model": "gpt-4",
+        "messages": [{"role": "user", "content": [block] * count}],
+        "metadata": {"guardrails": ["model-armor-test"]},
+    }
+
+    mock_post = AsyncMock(return_value=_armor_response(blocked=False))
+    with patch.object(guardrail.async_handler, "post", mock_post):
+        await guardrail.async_pre_call_hook(
+            user_api_key_dict=UserAPIKeyAuth(),
+            cache=MagicMock(spec=DualCache),
+            data=request_data,
+            call_type="completion",
+        )
+
+    assert len(_byte_items_sent(mock_post)) == count
 
 
 @pytest.mark.asyncio
diff --git a/tests/test_litellm/proxy/test_proxy_utils.py b/tests/test_litellm/proxy/test_proxy_utils.py
index a909c510581..d2bdb1764a4 100644
--- a/tests/test_litellm/proxy/test_proxy_utils.py
+++ b/tests/test_litellm/proxy/test_proxy_utils.py
@@ -476,134 +476,152 @@ async def test_no_recovered_usage_is_noop(self):
         assert "response_cost" not in request_data
 
 
+from typing import cast
+
 from litellm.proxy.utils import create_model_info_response
-from litellm.types.router import ModelGroupInfo
+from litellm.types.utils import ModelInfo
 
 
-def _router_returning(model_group_info):
-    router = MagicMock()
-    router.get_model_group_info = MagicMock(return_value=model_group_info)
-    return router
+def _fake_model_info(**fields: int) -> ModelInfo:
+    return cast(ModelInfo, dict(fields))
 
 
-def test_create_model_info_response_includes_max_tokens_when_available():
-    router = _router_returning(
-        ModelGroupInfo(
-            model_group="qwen-vllm",
-            providers=["hosted_vllm"],
-            max_input_tokens=32768,
-            max_output_tokens=8192,
-        )
-    )
+def _raise_unmapped(model_id: str) -> ModelInfo:
+    raise ValueError(f"This model isn't mapped yet: {model_id}")
 
+
+def test_create_model_info_response_includes_max_tokens_from_lookup():
     response = create_model_info_response(
-        model_id="qwen-vllm", provider="openai", llm_router=router
+        model_id="some-model",
+        provider="openai",
+        llm_router=None,
+        get_model_info=lambda _model: _fake_model_info(
+            max_input_tokens=128000, max_output_tokens=16384
+        ),
     )
 
-    router.get_model_group_info.assert_called_once_with("qwen-vllm")
-    assert response["id"] == "qwen-vllm"
+    assert response["id"] == "some-model"
     assert response["object"] == "model"
-    assert response["max_input_tokens"] == 32768
-    assert response["max_output_tokens"] == 8192
+    assert response["max_input_tokens"] == 128000
+    assert response["max_output_tokens"] == 16384
 
 
-def test_create_model_info_response_emits_integer_token_counts():
-    # ModelGroupInfo types the limits as float; OpenAI-compatible clients expect
-    # plain integers, so the response must not leak 128000.0.
-    router = _router_returning(
-        ModelGroupInfo(
-            model_group="gpt-4o",
-            providers=["openai"],
-            max_input_tokens=128000.0,
-            max_output_tokens=16384.0,
-        )
-    )
+def test_create_model_info_response_does_not_call_router_group_info():
+    router = MagicMock()
+    router.get_configured_token_limits.return_value = (None, None)
 
     response = create_model_info_response(
-        model_id="gpt-4o", provider="openai", llm_router=router
+        model_id="some-model",
+        provider="openai",
+        llm_router=router,
+        get_model_info=lambda _model: _fake_model_info(
+            max_input_tokens=128000, max_output_tokens=16384
+        ),
     )
 
+    router.get_model_group_info.assert_not_called()
     assert response["max_input_tokens"] == 128000
-    assert isinstance(response["max_input_tokens"], int)
-    assert response["max_output_tokens"] == 16384
-    assert isinstance(response["max_output_tokens"], int)
 
 
-def test_create_model_info_response_omits_unknown_individual_limit():
-    router = _router_returning(
-        ModelGroupInfo(
-            model_group="partial",
-            providers=["openai"],
-            max_input_tokens=4096,
-            max_output_tokens=None,
-        )
-    )
+def test_create_model_info_response_uses_deployment_limits_when_not_in_cost_map():
+    router = MagicMock()
+    router.get_configured_token_limits.return_value = (32000, 8000)
 
     response = create_model_info_response(
-        model_id="partial", provider="openai", llm_router=router
+        model_id="my-custom-deployment",
+        provider="openai",
+        llm_router=router,
+        get_model_info=_raise_unmapped,
     )
 
-    assert response["max_input_tokens"] == 4096
-    assert "max_output_tokens" not in response
+    router.get_model_group_info.assert_not_called()
+    assert response["max_input_tokens"] == 32000
+    assert response["max_output_tokens"] == 8000
 
 
-def test_create_model_info_response_omits_limits_when_both_none():
-    router = _router_returning(
-        ModelGroupInfo(
-            model_group="no-limits",
-            providers=["openai"],
-            max_input_tokens=None,
-            max_output_tokens=None,
-        )
-    )
+def test_create_model_info_response_deployment_limits_override_cost_map():
+    router = MagicMock()
+    router.get_configured_token_limits.return_value = (200000, None)
 
     response = create_model_info_response(
-        model_id="no-limits", provider="openai", llm_router=router
+        model_id="gpt-4o",
+        provider="openai",
+        llm_router=router,
+        get_model_info=lambda _model: _fake_model_info(
+            max_input_tokens=128000, max_output_tokens=16384
+        ),
     )
 
-    assert "max_input_tokens" not in response
-    assert "max_output_tokens" not in response
+    assert response["max_input_tokens"] == 200000
+    assert response["max_output_tokens"] == 16384
 
 
-def test_create_model_info_response_omits_limits_when_group_unknown():
-    # Wildcard routes / access groups have no ModelGroupInfo.
-    router = _router_returning(None)
+def test_create_model_info_response_emits_integer_token_counts():
+    response = create_model_info_response(
+        model_id="some-model",
+        provider="openai",
+        llm_router=None,
+        get_model_info=lambda _model: _fake_model_info(
+            max_input_tokens=128000, max_output_tokens=16384
+        ),
+    )
 
+    assert isinstance(response["max_input_tokens"], int)
+    assert isinstance(response["max_output_tokens"], int)
+
+
+def test_create_model_info_response_omits_unknown_individual_limit():
     response = create_model_info_response(
-        model_id="openai/*", provider="openai", llm_router=router
+        model_id="some-embedding",
+        provider="openai",
+        llm_router=None,
+        get_model_info=lambda _model: _fake_model_info(max_input_tokens=8191),
     )
 
-    assert response["id"] == "openai/*"
-    assert "max_input_tokens" not in response
+    assert response["max_input_tokens"] == 8191
     assert "max_output_tokens" not in response
 
 
-def test_create_model_info_response_degrades_when_group_info_raises():
-    # A malformed deployment must not turn the listing into a 500; the entry
-    # falls back to the base fields without limits.
-    router = MagicMock()
-    router.get_model_group_info = MagicMock(side_effect=ValueError("bad deployment"))
-
+def test_create_model_info_response_omits_limits_when_lookup_raises():
     response = create_model_info_response(
-        model_id="broken", provider="openai", llm_router=router
+        model_id="openai/*",
+        provider="openai",
+        llm_router=None,
+        get_model_info=_raise_unmapped,
     )
 
-    assert response["id"] == "broken"
+    assert response["id"] == "openai/*"
     assert "max_input_tokens" not in response
     assert "max_output_tokens" not in response
 
 
 def test_create_model_info_response_no_router_keeps_base_fields():
     response = create_model_info_response(
-        model_id="some-model", provider="openai", llm_router=None
+        model_id="totally-unknown-model-xyz",
+        provider="openai",
+        llm_router=None,
+        get_model_info=_raise_unmapped,
     )
 
     assert response == {
-        "id": "some-model",
+        "id": "totally-unknown-model-xyz",
         "object": "model",
         "created": response["created"],
         "owned_by": "openai",
     }
+
+
+def test_create_model_info_response_reads_real_cost_map():
+    response = create_model_info_response(
+        model_id="gpt-4o", provider="openai", llm_router=None
+    )
+
+    assert isinstance(response["max_input_tokens"], int)
+    assert response["max_input_tokens"] > 0
+    assert isinstance(response["max_output_tokens"], int)
+    assert response["max_output_tokens"] > 0
+
+
 class TestPostCallFailureHookLLMExceptionAlerting:
     """The llm_exceptions alert is for infra / LLM-API failures, not user
     errors (https://github.com/BerriAI/litellm/issues/3395). Already-normalized
diff --git a/tests/test_litellm/proxy/utils/helpers/test_model_access.py b/tests/test_litellm/proxy/utils/helpers/test_model_access.py
index b8e4013c960..59268e1427b 100644
--- a/tests/test_litellm/proxy/utils/helpers/test_model_access.py
+++ b/tests/test_litellm/proxy/utils/helpers/test_model_access.py
@@ -103,18 +103,16 @@ def test_is_known_vector_store_index_error_path_no_registry(monkeypatch):
 
 def test_create_model_info_response_happy_path_no_metadata():
     result = create_model_info_response(model_id="gpt-4o", provider="openai")
-    assert result == {
-        "id": "gpt-4o",
-        "object": "model",
-        "created": result["created"],
-        "owned_by": "openai",
-    }
     snapshot = {
         "id": result["id"],
         "object": result["object"],
         "owned_by": result["owned_by"],
         "created_is_int": isinstance(result["created"], int),
         "metadata_absent": "metadata" not in result,
+        "max_input_tokens_positive_int": isinstance(result["max_input_tokens"], int)
+        and result["max_input_tokens"] > 0,
+        "max_output_tokens_positive_int": isinstance(result["max_output_tokens"], int)
+        and result["max_output_tokens"] > 0,
     }
     assert snapshot == {
         "id": "gpt-4o",
@@ -122,6 +120,8 @@ def test_create_model_info_response_happy_path_no_metadata():
         "owned_by": "openai",
         "created_is_int": True,
         "metadata_absent": True,
+        "max_input_tokens_positive_int": True,
+        "max_output_tokens_positive_int": True,
     }
 
 
diff --git a/tests/test_litellm/test_router.py b/tests/test_litellm/test_router.py
index 9c4d83ff7ea..3fca5aa6901 100644
--- a/tests/test_litellm/test_router.py
+++ b/tests/test_litellm/test_router.py
@@ -5304,3 +5304,50 @@ def test_per_request_timeout_overrides_request_timeout(
             )
             == 60
         )
+
+
+def test_get_configured_token_limits_reads_deployment_model_info():
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "my-custom-model",
+                "litellm_params": {"model": "openai/some-unmapped-model"},
+                "model_info": {"max_input_tokens": 32000, "max_output_tokens": 8000},
+            }
+        ]
+    )
+
+    assert router.get_configured_token_limits("my-custom-model") == (32000, 8000)
+
+
+def test_get_configured_token_limits_returns_none_for_unset_or_unknown():
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "no-limits-model",
+                "litellm_params": {"model": "openai/some-unmapped-model"},
+            }
+        ]
+    )
+
+    assert router.get_configured_token_limits("no-limits-model") == (None, None)
+    assert router.get_configured_token_limits("not-a-real-model") == (None, None)
+
+
+def test_get_configured_token_limits_skips_wildcard_pattern_matching():
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "bedrock/*",
+                "litellm_params": {"model": "bedrock/*"},
+                "model_info": {"max_input_tokens": 12345},
+            }
+        ]
+    )
+
+    with patch.object(
+        router.pattern_router, "route", side_effect=AssertionError("pattern route called")
+    ):
+        assert router.get_configured_token_limits(
+            "bedrock/anthropic.claude-3-5-sonnet-20240620-v1:0"
+        ) == (None, None)
diff --git a/uv.lock b/uv.lock
index 00db09ef4ec..c0ac1a83fc7 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,15 +1,16 @@
 version = 1
 revision = 3
-requires-python = ">=3.10, <3.14"
+requires-python = ">=3.10, <3.15"
 resolution-markers = [
-    "python_full_version >= '3.13'",
+    "python_full_version >= '3.14'",
+    "python_full_version == '3.13.*'",
     "python_full_version == '3.12.*'",
     "python_full_version == '3.11.*'",
     "python_full_version < '3.11'",
 ]
 
 [options]
-exclude-newer = "2026-07-08T23:20:11.959202Z"
+exclude-newer = "2026-07-15T20:33:58.442813Z"
 exclude-newer-span = "P3D"
 
 [manifest]
@@ -20,7 +21,9 @@ members = [
 ]
 constraints = [
     { name = "aiohttp", specifier = ">=3.14.1,<4.0" },
+    { name = "httplib2", specifier = ">=0.32.0" },
     { name = "packaging", specifier = ">=24.0" },
+    { name = "setuptools", specifier = ">=83.0.0" },
     { name = "soupsieve", specifier = ">=2.8.4" },
     { name = "tornado", specifier = ">=6.5.6" },
 ]
@@ -32,7 +35,8 @@ version = "1.1.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "culsans", marker = "python_full_version < '3.13'" },
-    { name = "google-api-core" },
+    { name = "google-api-core", version = "2.25.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.14'" },
+    { name = "google-api-core", version = "2.30.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.14'" },
     { name = "googleapis-common-protos" },
     { name = "httpx" },
     { name = "httpx-sse" },
@@ -170,6 +174,47 @@ wheels = [
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     { url = "https://files.pythonhosted.org/packages/22/0a/62e7232dc9484fbec112ceb32efb6a624cc7994ec6e2b019286f17c4e8f2/aiohttp-3.14.1-cp313-cp313-win_arm64.whl", hash = "sha256:250d14af67f6b6a1a4a811049b1afa69d61d617fca6bf33149b3ab1a6dbcf7b8", size = 447723, upload-time = "2026-06-07T21:08:00.154Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/a1/5fafa04e1ca91ddb47608699d60649c1c6db3cf41c99e78fc4056f9513db/aiohttp-3.14.1-cp314-cp314-android_24_arm64_v8a.whl", hash = "sha256:7c106c26852ca1c2047c6b80384f17100b4e439af276f21ef3d4e2f450ae7e15", size = 508531, upload-time = "2026-06-07T21:08:02.093Z" },
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+    { name = "grpcio-status", marker = "python_full_version >= '3.14'" },
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 source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
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-    { name = "proto-plus" },
-    { name = "protobuf" },
-    { name = "requests" },
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+    { name = "protobuf", marker = "python_full_version < '3.14'" },
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-    { name = "grpcio-status" },
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 source = { registry = "https://pypi.org/simple" }
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 source = { registry = "https://pypi.org/simple" }
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From 351049441c5f8f9048d6ce77aea4eab5de60ef89 Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng@berri.ai>
Date: Sat, 18 Jul 2026 15:38:54 -0700
Subject: [PATCH 367/370] chore(release): backport #33853 and #33864 onto
 patch-1.93.0rc2 to complete the 1.93.0 stable cut (#33869)

* fix(docker): bake prisma CLI and engines at a fixed path so fresh-DB migrations work for any uid offline (#33853)

* fix(docker): bake prisma CLI and engines at a fixed path so fresh-DB migrations work for any uid offline

The runtime image shipped the prisma CLI and engines under /root/.cache, the
default HOME-derived prisma-python cache location. Any deployment whose
runtime HOME is not /root (kubernetes runAsUser, docker --user, HOME
overrides) missed that cache on a fresh database, fell back to a nodeenv
Node download that crashes on Wolfi (libatomic.so.1), and started the proxy
with zero tables while every DB-backed endpoint returned 500

The bake now lives at /opt/prisma, a path no HOME resolution or cache
volume mount can shadow. The builder records the engine paths there at
generate time, and the runtime stage pins PRISMA_BINARY_CACHE_DIR,
PRISMA_CLI_PATH, PRISMA_CLI_QUERY_ENGINE_TYPE=binary and
PRISMA_OFFLINE_MODE so both litellm-proxy-extras and prisma-python resolve
the baked CLI and engines directly. prisma migrate deploy on a fresh
database now needs no npm and no network access for any runtime uid,
including readOnlyRootFilesystem deployments

Verified against live containers: fresh and existing databases as root,
uid 12345, HOME overridden, on an internal-only docker network, and with
a read-only root filesystem all migrate and serve /team/new successfully

Fixes #33650, #24554

* chore(docker): fail the image build if the baked prisma CLI layout drifts

Asserts the baked CLI shim is executable and its entrypoint exists in the
runtime stage after the COPY and chmod, so a layout change in a future
prisma-python release breaks the image build loudly instead of silently
degrading the migration path at container startup

(cherry picked from commit 567ebcb3e9b0d7f817ee920007662444dc9046ad)

* fix(router): treat malformed configured token limits as absent on /v1/models (#33864)

A deployment whose model_info carried a non-numeric max_input_tokens or
max_output_tokens (for example "128,000" or an empty string) made the
bare int() in get_configured_token_limits raise inside the per-model
/v1/models loop, so one misconfigured deployment turned the entire
listing into a 500. Coerce each configured limit safely and treat
malformed values as absent, matching the graceful degradation the
listing had before the cost-map switch

(cherry picked from commit ef7007c3dd9c6925c53c4430f4d944f2b646aecc)
---
 Dockerfile                                   | 28 +++++++++++-------
 docker/Dockerfile.database                   | 30 ++++++++++++-------
 litellm/router.py                            | 17 +++++++----
 tests/test_litellm/proxy/test_proxy_utils.py | 25 ++++++++++++++++
 tests/test_litellm/test_router.py            | 31 ++++++++++++++++++++
 5 files changed, 106 insertions(+), 25 deletions(-)

diff --git a/Dockerfile b/Dockerfile
index 581d1808f0a..9977ebb82d7 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -86,7 +86,9 @@ RUN uv sync --frozen --no-default-groups --no-editable \
     --extra semantic-router \
     --python python3
 
-RUN prisma generate --schema=./schema.prisma
+RUN HOME=/opt/prisma XDG_CACHE_HOME=/opt/prisma/.cache PRISMA_BINARY_CACHE_DIR=/opt/prisma/binaries \
+    npm_config_cache=/root/.npm \
+    prisma generate --schema=./schema.prisma
 
 RUN sed -i 's/\r$//' docker/entrypoint.sh && chmod +x docker/entrypoint.sh && \
     sed -i 's/\r$//' docker/prod_entrypoint.sh && chmod +x docker/prod_entrypoint.sh
@@ -100,7 +102,11 @@ USER root
 RUN apk add --no-cache bash openssl tzdata nodejs python3 libsndfile
 
 WORKDIR /app
-ENV PATH="/app/.venv/bin:${PATH}"
+ENV PATH="/app/.venv/bin:${PATH}" \
+    PRISMA_BINARY_CACHE_DIR=/opt/prisma/binaries \
+    PRISMA_CLI_PATH=/opt/prisma/binaries/node_modules/.bin/prisma \
+    PRISMA_CLI_QUERY_ENGINE_TYPE=binary \
+    PRISMA_OFFLINE_MODE=true
 
 # Copy only what runtime needs. The application is installed inside the venv;
 # the rest of the builder's /app is source and build metadata that must not
@@ -115,16 +121,18 @@ COPY --from=builder /app/litellm/proxy/prisma_migration.py /app/litellm/proxy/pr
 # enterprise.enterprise_hooks from it)
 COPY --from=builder /app/enterprise /app/enterprise
 COPY --from=builder /app/litellm-proxy-extras /app/litellm-proxy-extras
-# Prisma binaries live in $HOME/.cache (default prisma-python location),
-# which is /root/.cache here. Copy only the Prisma subdirs — copying the
-# whole /root/.cache drags in the uv build cache (~660 MB, includes a
-# setuptools wheel that surfaces as a CVE finding even though it's not
-# on the runtime sys.path).
-COPY --from=builder /root/.cache/prisma /root/.cache/prisma
-COPY --from=builder /root/.cache/prisma-python /root/.cache/prisma-python
+# Prisma CLI + engines are baked under /opt/prisma, a fixed path every
+# runtime uid can read and that no cache volume mount shadows. The paths are
+# pinned via PRISMA_BINARY_CACHE_DIR / PRISMA_CLI_PATH and recorded into the
+# generated client at build time, so `prisma migrate deploy` on a fresh
+# database needs no npm and no network access (#33650, #24554).
+COPY --from=builder /opt/prisma /opt/prisma
 
 RUN find /app/.venv -type f -path "*/tornado/test/*" -delete && \
-    find /app/.venv -type d -path "*/tornado/test" -delete
+    find /app/.venv -type d -path "*/tornado/test" -delete && \
+    chmod -R a+rX /opt/prisma && \
+    test -x /opt/prisma/binaries/node_modules/.bin/prisma && \
+    test -f /opt/prisma/binaries/node_modules/prisma/build/index.js
 
 EXPOSE 4000/tcp
 
diff --git a/docker/Dockerfile.database b/docker/Dockerfile.database
index 868b6682276..34c9c606991 100644
--- a/docker/Dockerfile.database
+++ b/docker/Dockerfile.database
@@ -84,7 +84,9 @@ RUN uv sync --frozen --no-default-groups --no-editable \
     --extra semantic-router \
     --python python3
 
-RUN prisma generate --schema=./schema.prisma
+RUN HOME=/opt/prisma XDG_CACHE_HOME=/opt/prisma/.cache PRISMA_BINARY_CACHE_DIR=/opt/prisma/binaries \
+    npm_config_cache=/root/.npm \
+    prisma generate --schema=./schema.prisma
 
 RUN sed -i 's/\r$//' docker/entrypoint.sh && chmod +x docker/entrypoint.sh && \
     sed -i 's/\r$//' docker/prod_entrypoint.sh && chmod +x docker/prod_entrypoint.sh
@@ -97,7 +99,11 @@ USER root
 RUN apk add --no-cache bash openssl tzdata nodejs python3 libsndfile
 
 WORKDIR /app
-ENV PATH="/app/.venv/bin:${PATH}"
+ENV PATH="/app/.venv/bin:${PATH}" \
+    PRISMA_BINARY_CACHE_DIR=/opt/prisma/binaries \
+    PRISMA_CLI_PATH=/opt/prisma/binaries/node_modules/.bin/prisma \
+    PRISMA_CLI_QUERY_ENGINE_TYPE=binary \
+    PRISMA_OFFLINE_MODE=true
 
 # Copy only what runtime needs. The application is installed inside the venv;
 # the rest of the builder's /app is source and build metadata that must not
@@ -112,16 +118,20 @@ COPY --from=builder /app/litellm/proxy/prisma_migration.py /app/litellm/proxy/pr
 # enterprise.enterprise_hooks from it)
 COPY --from=builder /app/enterprise /app/enterprise
 COPY --from=builder /app/litellm-proxy-extras /app/litellm-proxy-extras
-# Prisma binaries live in $HOME/.cache (default prisma-python location),
-# which is /root/.cache here. Copy them from the builder so they survive
-# deployments that volume-mount /app/.cache (e.g. readOnlyRootFilesystem
-# + emptyDir) — otherwise the mount would shadow the baked-in query engine.
-# Only the Prisma subdirs: the whole /root/.cache drags in the uv build cache.
-COPY --from=builder /root/.cache/prisma /root/.cache/prisma
-COPY --from=builder /root/.cache/prisma-python /root/.cache/prisma-python
+# Prisma CLI + engines are baked under /opt/prisma, a fixed path every
+# runtime uid can read and that no cache volume mount shadows (unlike
+# /app/.cache or $HOME/.cache in readOnlyRootFilesystem + emptyDir setups).
+# The paths are pinned via PRISMA_BINARY_CACHE_DIR / PRISMA_CLI_PATH and
+# recorded into the generated client at build time, so `prisma migrate
+# deploy` on a fresh database needs no npm and no network access
+# (#33650, #24554).
+COPY --from=builder /opt/prisma /opt/prisma
 
 RUN find /app/.venv -type f -path "*/tornado/test/*" -delete && \
-    find /app/.venv -type d -path "*/tornado/test" -delete
+    find /app/.venv -type d -path "*/tornado/test" -delete && \
+    chmod -R a+rX /opt/prisma && \
+    test -x /opt/prisma/binaries/node_modules/.bin/prisma && \
+    test -f /opt/prisma/binaries/node_modules/prisma/build/index.js
 
 EXPOSE 4000/tcp
 
diff --git a/litellm/router.py b/litellm/router.py
index ced6090f82a..138ba7ebdbc 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -8362,7 +8362,8 @@ def get_configured_token_limits(self, model_name: str) -> "tuple[int | None, int
         Return (max_input_tokens, max_output_tokens) explicitly configured in a concrete
         deployment's model_info for model_name, via O(1) index lookup.
 
-        Returns (None, None) for wildcard-expanded or unknown names. Unlike
+        Returns (None, None) for wildcard-expanded or unknown names, and treats a
+        malformed configured value as absent rather than failing the listing. Unlike
         get_model_group_info, this never triggers pattern matching or deep copies, so it
         is safe to call per listed model on the /v1/models hot path.
         """
@@ -8370,12 +8371,18 @@ def get_configured_token_limits(self, model_name: str) -> "tuple[int | None, int
         if deployment is None:
             return (None, None)
 
+        def _as_int(value: object) -> "int | None":
+            if value is None or isinstance(value, bool):
+                return None
+            try:
+                return int(value)
+            except (TypeError, ValueError):
+                return None
+
         model_info = deployment.model_info
-        max_input = model_info.get("max_input_tokens")
-        max_output = model_info.get("max_output_tokens")
         return (
-            int(max_input) if max_input is not None else None,
-            int(max_output) if max_output is not None else None,
+            _as_int(model_info.get("max_input_tokens")),
+            _as_int(model_info.get("max_output_tokens")),
         )
 
     def get_deployment_credentials_with_provider(self, model_id: str) -> Optional[Dict[str, Any]]:
diff --git a/tests/test_litellm/proxy/test_proxy_utils.py b/tests/test_litellm/proxy/test_proxy_utils.py
index d2bdb1764a4..9486646ea4a 100644
--- a/tests/test_litellm/proxy/test_proxy_utils.py
+++ b/tests/test_litellm/proxy/test_proxy_utils.py
@@ -556,6 +556,31 @@ def test_create_model_info_response_deployment_limits_override_cost_map():
     assert response["max_output_tokens"] == 16384
 
 
+def test_create_model_info_response_survives_malformed_configured_limits():
+    from litellm import Router
+
+    router = Router(
+        model_list=[
+            {
+                "model_name": "bad-limit-model",
+                "litellm_params": {"model": "openai/some-unmapped-model"},
+                "model_info": {"max_input_tokens": "128,000"},
+            }
+        ]
+    )
+
+    response = create_model_info_response(
+        model_id="bad-limit-model",
+        provider="openai",
+        llm_router=router,
+        get_model_info=_raise_unmapped,
+    )
+
+    assert response["id"] == "bad-limit-model"
+    assert "max_input_tokens" not in response
+    assert "max_output_tokens" not in response
+
+
 def test_create_model_info_response_emits_integer_token_counts():
     response = create_model_info_response(
         model_id="some-model",
diff --git a/tests/test_litellm/test_router.py b/tests/test_litellm/test_router.py
index 3fca5aa6901..3d14d7bf927 100644
--- a/tests/test_litellm/test_router.py
+++ b/tests/test_litellm/test_router.py
@@ -5351,3 +5351,34 @@ def test_get_configured_token_limits_skips_wildcard_pattern_matching():
         assert router.get_configured_token_limits(
             "bedrock/anthropic.claude-3-5-sonnet-20240620-v1:0"
         ) == (None, None)
+
+
+def test_get_configured_token_limits_treats_malformed_values_as_absent():
+    malformed = ["", "unlimited", "128,000", [128000], {"max": 128000}, True]
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": f"bad-limit-{i}",
+                "litellm_params": {"model": "openai/some-unmapped-model"},
+                "model_info": {"max_input_tokens": bad, "max_output_tokens": bad},
+            }
+            for i, bad in enumerate(malformed)
+        ]
+    )
+
+    for i in range(len(malformed)):
+        assert router.get_configured_token_limits(f"bad-limit-{i}") == (None, None)
+
+
+def test_get_configured_token_limits_coerces_numeric_strings():
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "quoted-limits-model",
+                "litellm_params": {"model": "openai/some-unmapped-model"},
+                "model_info": {"max_input_tokens": "32000", "max_output_tokens": "8000"},
+            }
+        ]
+    )
+
+    assert router.get_configured_token_limits("quoted-limits-model") == (32000, 8000)

From db190ba549e2f9584e125e47bd9fe7c93748a487 Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Sat, 18 Jul 2026 18:56:24 -0700
Subject: [PATCH 368/370] fix(proxy): treat malformed cost-map token limits as
 absent on /v1/models

create_model_info_response cast cost-map max_input_tokens / max_output_tokens
with unguarded int(). The surrounding try/except covers only the get_model_info
lookup, so a deployment whose model_info carries a non-numeric limit (e.g.
"128,000" or an empty string) raised inside the per-model listing loop and
failed the entire GET /v1/models and /models response with a 500, taking healthy
deployments down with it. A deployment's model_info is registered into
litellm.model_cost verbatim, so the malformed value reaches the cost map and not
just the router index.

Router.get_configured_token_limits already coerced this safely for the
deployment path; the cost-map path was missed, so the two together still
regressed. Both now share coerce_token_limit in litellm_core_utils, which
returns None for a malformed value so the listing omits that one limit instead
of failing, matching the graceful degradation the endpoint had before the
cost-map switch.

(cherry picked from commit ab02127b50a26ce9cd2a2ff33eed6a0ab7ff3123)
---
 litellm/litellm_core_utils/core_helpers.py   | 29 +++++++++
 litellm/proxy/utils.py                       |  9 +--
 litellm/router.py                            | 13 +---
 tests/test_litellm/proxy/test_proxy_utils.py | 64 +++++++++++++++++++-
 4 files changed, 98 insertions(+), 17 deletions(-)

diff --git a/litellm/litellm_core_utils/core_helpers.py b/litellm/litellm_core_utils/core_helpers.py
index 002a46771e3..88dddb59cc7 100644
--- a/litellm/litellm_core_utils/core_helpers.py
+++ b/litellm/litellm_core_utils/core_helpers.py
@@ -57,6 +57,35 @@ def safe_divide(
     return numerator / denominator
 
 
+def coerce_token_limit(value: object) -> int | None:
+    """
+    Coerce a max_input_tokens / max_output_tokens value to an int, treating a
+    malformed value as absent.
+
+    A deployment's model_info is registered into litellm.model_cost verbatim, so a
+    config value like "128,000" or "" reaches the /v1/models listing uncoerced from
+    both the router index and the cost map. Returning None omits that one limit
+    instead of failing the whole listing.
+
+    Args:
+        value: The raw configured or cost-map value
+
+    Returns:
+        The value as an int, or None if it is missing or not a usable number.
+        Bools are rejected because True/False is never a meaningful token limit.
+    """
+    if isinstance(value, bool):
+        return None
+    if isinstance(value, int):
+        return value
+    if isinstance(value, (str, float)):
+        try:
+            return int(value)
+        except (TypeError, ValueError, OverflowError):
+            return None
+    return None
+
+
 _FINISH_REASON_MAP: dict[str, OpenAIChatCompletionFinishReason] = {
     # Anthropic
     "stop_sequence": "stop",
diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py
index 50c69668871..975748f82c6 100644
--- a/litellm/proxy/utils.py
+++ b/litellm/proxy/utils.py
@@ -104,6 +104,7 @@
 from litellm.integrations.prometheus import PrometheusLogger
 from litellm.integrations.SlackAlerting.slack_alerting import SlackAlerting
 from litellm.integrations.SlackAlerting.utils import _add_langfuse_trace_id_to_alert
+from litellm.litellm_core_utils.core_helpers import coerce_token_limit
 from litellm.litellm_core_utils.litellm_logging import Logging
 from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
 from litellm.litellm_core_utils.safe_json_loads import safe_json_loads
@@ -6130,12 +6131,8 @@ def create_model_info_response(
     max_input_tokens: int | None = None
     max_output_tokens: int | None = None
     if model_cost_info is not None:
-        cost_map_input = model_cost_info.get("max_input_tokens")
-        if cost_map_input is not None:
-            max_input_tokens = int(cost_map_input)
-        cost_map_output = model_cost_info.get("max_output_tokens")
-        if cost_map_output is not None:
-            max_output_tokens = int(cost_map_output)
+        max_input_tokens = coerce_token_limit(model_cost_info.get("max_input_tokens"))
+        max_output_tokens = coerce_token_limit(model_cost_info.get("max_output_tokens"))
 
     if llm_router is not None:
         configured_input, configured_output = llm_router.get_configured_token_limits(model_id)
diff --git a/litellm/router.py b/litellm/router.py
index 138ba7ebdbc..148c348e6e4 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -66,6 +66,7 @@
 )
 from litellm.litellm_core_utils.core_helpers import (
     _get_parent_otel_span_from_kwargs,
+    coerce_token_limit,
     get_metadata_variable_name_from_kwargs,
 )
 from litellm.litellm_core_utils.coroutine_checker import coroutine_checker
@@ -8371,18 +8372,10 @@ def get_configured_token_limits(self, model_name: str) -> "tuple[int | None, int
         if deployment is None:
             return (None, None)
 
-        def _as_int(value: object) -> "int | None":
-            if value is None or isinstance(value, bool):
-                return None
-            try:
-                return int(value)
-            except (TypeError, ValueError):
-                return None
-
         model_info = deployment.model_info
         return (
-            _as_int(model_info.get("max_input_tokens")),
-            _as_int(model_info.get("max_output_tokens")),
+            coerce_token_limit(model_info.get("max_input_tokens")),
+            coerce_token_limit(model_info.get("max_output_tokens")),
         )
 
     def get_deployment_credentials_with_provider(self, model_id: str) -> Optional[Dict[str, Any]]:
diff --git a/tests/test_litellm/proxy/test_proxy_utils.py b/tests/test_litellm/proxy/test_proxy_utils.py
index 9486646ea4a..5ace46fc775 100644
--- a/tests/test_litellm/proxy/test_proxy_utils.py
+++ b/tests/test_litellm/proxy/test_proxy_utils.py
@@ -478,11 +478,12 @@ async def test_no_recovered_usage_is_noop(self):
 
 from typing import cast
 
+import litellm
 from litellm.proxy.utils import create_model_info_response
 from litellm.types.utils import ModelInfo
 
 
-def _fake_model_info(**fields: int) -> ModelInfo:
+def _fake_model_info(**fields: object) -> ModelInfo:
     return cast(ModelInfo, dict(fields))
 
 
@@ -581,6 +582,67 @@ def test_create_model_info_response_survives_malformed_configured_limits():
     assert "max_output_tokens" not in response
 
 
+@pytest.mark.parametrize("bad_value", ["128,000", "", "unlimited", [128000], {"max": 128000}, True])
+def test_create_model_info_response_survives_malformed_cost_map_limits(bad_value):
+    response = create_model_info_response(
+        model_id="some-model",
+        provider="openai",
+        llm_router=None,
+        get_model_info=lambda _model: _fake_model_info(
+            max_input_tokens=bad_value, max_output_tokens=bad_value
+        ),
+    )
+
+    assert response["id"] == "some-model"
+    assert "max_input_tokens" not in response
+    assert "max_output_tokens" not in response
+
+
+def test_create_model_info_response_keeps_valid_cost_map_limit_beside_malformed_one():
+    response = create_model_info_response(
+        model_id="some-model",
+        provider="openai",
+        llm_router=None,
+        get_model_info=lambda _model: _fake_model_info(
+            max_input_tokens="128,000", max_output_tokens=16384
+        ),
+    )
+
+    assert "max_input_tokens" not in response
+    assert response["max_output_tokens"] == 16384
+
+
+def test_create_model_info_response_survives_malformed_limits_registered_by_router():
+    """A deployment's model_info is registered into litellm.model_cost verbatim, so a
+    malformed configured limit reaches the listing through the real cost-map lookup and
+    not just the router index. Guarding only the index path still 500s the whole listing."""
+    from litellm import Router
+
+    saved_model_cost = dict(litellm.model_cost)
+    try:
+        router = Router(
+            model_list=[
+                {
+                    "model_name": "openai/some-unmapped-model",
+                    "litellm_params": {"model": "openai/some-unmapped-model"},
+                    "model_info": {"max_input_tokens": "128,000"},
+                }
+            ]
+        )
+
+        response = create_model_info_response(
+            model_id="openai/some-unmapped-model",
+            provider="openai",
+            llm_router=router,
+        )
+    finally:
+        litellm.model_cost.clear()
+        litellm.model_cost.update(saved_model_cost)
+
+    assert response["id"] == "openai/some-unmapped-model"
+    assert "max_input_tokens" not in response
+
+
 def test_create_model_info_response_emits_integer_token_counts():
     response = create_model_info_response(
         model_id="some-model",

From 2a917fa858f9846f19c8793913556cc6fe8f6852 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]"
 <41898282+github-actions[bot]@users.noreply.github.com>
Date: Mon, 20 Jul 2026 11:05:57 +0000
Subject: [PATCH 369/370] chore: keep Bitovi GitHub Actions workflows on sync
 branch

---
 .github/workflows/_test-unit-base.yml         | 163 -------
 .../auto_update_price_and_context_window.yml  |  36 --
 ...to_update_price_and_context_window_file.py | 159 -------
 .github/workflows/check-schema-sync.yml       |  58 ---
 .github/workflows/check-ui-api-types.yml      |  84 ----
 .github/workflows/check_duplicate_issues.yml  |  53 ---
 .github/workflows/close_low_quality_prs.yml   |  92 ----
 .github/workflows/codeql.yml                  |  83 ----
 .github/workflows/codspeed.yml                |  58 ---
 .github/workflows/conventional-commits.yml    |  46 --
 .github/workflows/create-release-branch.yml   |  90 ----
 .github/workflows/create-release.yml          | 186 --------
 .../create_daily_oss_agent_shin_branch.yml    |  47 --
 .github/workflows/create_daily_oss_branch.yml |  61 ---
 .../workflows/create_daily_staging_branch.yml |  87 ----
 .../workflows/fork-compatibility-check.yml    | 418 +++++++++++++++++
 .github/workflows/guard-fork-dependencies.yml | 140 ------
 .github/workflows/guard-main-branch.yml       |  42 --
 .github/workflows/helm_unit_test.yml          |  43 --
 .github/workflows/image-scan.yml              |  65 ---
 .github/workflows/issue-keyword-labeler.yml   |  65 ---
 .github/workflows/label-component.yml         | 116 -----
 .github/workflows/mutation-test.yml           | 131 ------
 .github/workflows/oss_daily_guardrails.yml    |  50 --
 .github/workflows/osv-scan.yml                |  44 --
 .../workflows/publish-bitovi-proxy-image.yml  |  54 +++
 .../publish-platform-proxy-image.yml          | 108 +++++
 .../workflows/run_llm_translation_tests.py    | 439 ------------------
 .github/workflows/scorecard.yml               |  47 --
 .github/workflows/stale.yml                   |  25 -
 .github/workflows/sync-schema.yml             |  73 ---
 .github/workflows/test-code-quality.yml       | 128 -----
 .github/workflows/test-linting.yml            | 191 --------
 .github/workflows/test-litellm-ui-build.yml   |  38 --
 .github/workflows/test-litellm-ui-lint.yml    |  92 ----
 .github/workflows/test-mcp.yml                |  46 --
 .github/workflows/test-model-map.yaml         |  24 -
 .github/workflows/test-rust.yml               |  65 ---
 .github/workflows/test-semgrep.yml            |  39 --
 .github/workflows/test-terraform-provider.yml | 113 -----
 .github/workflows/test-unit-core-utils.yml    |  27 --
 .github/workflows/test-unit-documentation.yml |  78 ----
 .../test-unit-enterprise-routing.yml          |  31 --
 .github/workflows/test-unit-integrations.yml  |  27 --
 .github/workflows/test-unit-llm-providers.yml |  43 --
 .github/workflows/test-unit-misc.yml          |  44 --
 .github/workflows/test-unit-proxy-auth.yml    |  27 --
 .github/workflows/test-unit-proxy-db.yml      | 228 ---------
 .../workflows/test-unit-proxy-endpoints.yml   |  69 ---
 .github/workflows/test-unit-proxy-infra.yml   |  36 --
 .github/workflows/test-unit-proxy-legacy.yml  | 100 ----
 .../test-unit-responses-caching-types.yml     |  27 --
 .github/workflows/test.yml                    |  56 +++
 .github/workflows/test_server_root_path.yml   | 151 ------
 .github/workflows/triage_issue_with_llm.yml   |  96 ----
 .github/workflows/triage_reconsider.yml       | 172 -------
 .github/workflows/triage_rollout_heads_up.yml |  92 ----
 .github/workflows/zizmor.yml                  |  34 --
 58 files changed, 636 insertions(+), 4601 deletions(-)
 delete mode 100644 .github/workflows/_test-unit-base.yml
 delete mode 100644 .github/workflows/auto_update_price_and_context_window.yml
 delete mode 100644 .github/workflows/auto_update_price_and_context_window_file.py
 delete mode 100644 .github/workflows/check-schema-sync.yml
 delete mode 100644 .github/workflows/check-ui-api-types.yml
 delete mode 100644 .github/workflows/check_duplicate_issues.yml
 delete mode 100644 .github/workflows/close_low_quality_prs.yml
 delete mode 100644 .github/workflows/codeql.yml
 delete mode 100644 .github/workflows/codspeed.yml
 delete mode 100644 .github/workflows/conventional-commits.yml
 delete mode 100644 .github/workflows/create-release-branch.yml
 delete mode 100644 .github/workflows/create-release.yml
 delete mode 100644 .github/workflows/create_daily_oss_agent_shin_branch.yml
 delete mode 100644 .github/workflows/create_daily_oss_branch.yml
 delete mode 100644 .github/workflows/create_daily_staging_branch.yml
 create mode 100644 .github/workflows/fork-compatibility-check.yml
 delete mode 100644 .github/workflows/guard-fork-dependencies.yml
 delete mode 100644 .github/workflows/guard-main-branch.yml
 delete mode 100644 .github/workflows/helm_unit_test.yml
 delete mode 100644 .github/workflows/image-scan.yml
 delete mode 100644 .github/workflows/issue-keyword-labeler.yml
 delete mode 100644 .github/workflows/label-component.yml
 delete mode 100644 .github/workflows/mutation-test.yml
 delete mode 100644 .github/workflows/oss_daily_guardrails.yml
 delete mode 100644 .github/workflows/osv-scan.yml
 create mode 100644 .github/workflows/publish-bitovi-proxy-image.yml
 create mode 100644 .github/workflows/publish-platform-proxy-image.yml
 delete mode 100644 .github/workflows/run_llm_translation_tests.py
 delete mode 100644 .github/workflows/scorecard.yml
 delete mode 100644 .github/workflows/stale.yml
 delete mode 100644 .github/workflows/sync-schema.yml
 delete mode 100644 .github/workflows/test-code-quality.yml
 delete mode 100644 .github/workflows/test-linting.yml
 delete mode 100644 .github/workflows/test-litellm-ui-build.yml
 delete mode 100644 .github/workflows/test-litellm-ui-lint.yml
 delete mode 100644 .github/workflows/test-mcp.yml
 delete mode 100644 .github/workflows/test-model-map.yaml
 delete mode 100644 .github/workflows/test-rust.yml
 delete mode 100644 .github/workflows/test-semgrep.yml
 delete mode 100644 .github/workflows/test-terraform-provider.yml
 delete mode 100644 .github/workflows/test-unit-core-utils.yml
 delete mode 100644 .github/workflows/test-unit-documentation.yml
 delete mode 100644 .github/workflows/test-unit-enterprise-routing.yml
 delete mode 100644 .github/workflows/test-unit-integrations.yml
 delete mode 100644 .github/workflows/test-unit-llm-providers.yml
 delete mode 100644 .github/workflows/test-unit-misc.yml
 delete mode 100644 .github/workflows/test-unit-proxy-auth.yml
 delete mode 100644 .github/workflows/test-unit-proxy-db.yml
 delete mode 100644 .github/workflows/test-unit-proxy-endpoints.yml
 delete mode 100644 .github/workflows/test-unit-proxy-infra.yml
 delete mode 100644 .github/workflows/test-unit-proxy-legacy.yml
 delete mode 100644 .github/workflows/test-unit-responses-caching-types.yml
 create mode 100644 .github/workflows/test.yml
 delete mode 100644 .github/workflows/test_server_root_path.yml
 delete mode 100644 .github/workflows/triage_issue_with_llm.yml
 delete mode 100644 .github/workflows/triage_reconsider.yml
 delete mode 100644 .github/workflows/triage_rollout_heads_up.yml
 delete mode 100644 .github/workflows/zizmor.yml

diff --git a/.github/workflows/_test-unit-base.yml b/.github/workflows/_test-unit-base.yml
deleted file mode 100644
index 9fd81b27f3b..00000000000
--- a/.github/workflows/_test-unit-base.yml
+++ /dev/null
@@ -1,163 +0,0 @@
-name: _Unit Test Base (Reusable)
-
-on:
-  workflow_call:
-    inputs:
-      test-path:
-        description: "Pytest path(s) to run"
-        required: true
-        type: string
-      workers:
-        description: "Number of pytest-xdist workers"
-        required: false
-        type: number
-        default: 2
-      reruns:
-        description: "Number of reruns for flaky tests"
-        required: false
-        type: number
-        default: 2
-      timeout-minutes:
-        description: "Job timeout in minutes"
-        required: false
-        type: number
-        default: 20
-      max-failures:
-        description: "Stop after this many failures"
-        required: false
-        type: number
-        default: 10
-      dist:
-        description: "pytest-xdist distribution mode (loadscope|load|worksteal|loadfile|no)"
-        required: false
-        type: string
-        default: "loadscope"
-      artifact-name:
-        description: "Unique name for the coverage artifact (must be unique per run)"
-        required: true
-        type: string
-
-permissions:
-  contents: read
-
-jobs:
-  run:
-    name: Run tests
-    runs-on: ubuntu-latest
-    timeout-minutes: ${{ inputs.timeout-minutes }}
-    outputs:
-      decision: ${{ steps.changes.outputs.decision }}
-
-    steps:
-      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Detect backend-relevant changes
-        id: changes
-        uses: ./.github/actions/detect-backend-changes
-
-      - name: Set up Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
-        with:
-          python-version: "3.12"
-
-      - name: Set up uv
-        uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7
-        with:
-          version: "0.10.9"
-
-      - name: Cache uv dependencies
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
-        with:
-          path: |
-            ~/.cache/uv
-            .venv
-          key: ${{ runner.os }}-uv-${{ hashFiles('uv.lock') }}
-          restore-keys: |
-            ${{ runner.os }}-uv-
-
-      - name: Install dependencies
-        if: steps.changes.outputs.decision != 'skip'
-        run: |
-          .github/scripts/uv_sync_with_retries.sh --frozen --group ci --group proxy-dev --extra google --extra proxy --extra semantic-router
-
-      - name: Generate Prisma client
-        if: steps.changes.outputs.decision != 'skip'
-        env:
-          PRISMA_BINARY_CACHE_DIR: ${{ runner.temp }}/prisma-cache
-        run: |
-          uv run --no-sync prisma generate --schema litellm/proxy/schema.prisma
-
-      - name: Run tests
-        if: steps.changes.outputs.decision != 'skip'
-        env:
-          TEST_PATH: ${{ inputs.test-path }}
-          MAX_FAILURES: ${{ inputs.max-failures }}
-          WORKERS: ${{ inputs.workers }}
-          RERUNS: ${{ inputs.reruns }}
-          DIST: ${{ inputs.dist }}
-        run: |
-          if [ "${WORKERS}" = "0" ]; then
-            uv run --no-sync pytest ${TEST_PATH:?} \
-              --tb=short -vv \
-              --maxfail="${MAX_FAILURES}" \
-              --reruns "${RERUNS}" \
-              --reruns-delay 1 \
-              --durations=20 \
-              --cov=./litellm \
-              --cov-report=xml:coverage.xml \
-              --cov-config=pyproject.toml
-          else
-            uv run --no-sync pytest ${TEST_PATH:?} \
-              --tb=short -vv \
-              --maxfail="${MAX_FAILURES}" \
-              -n "${WORKERS}" \
-              --reruns "${RERUNS}" \
-              --reruns-delay 1 \
-              --dist="${DIST}" \
-              --durations=20 \
-              --cov=./litellm \
-              --cov-report=xml:coverage.xml \
-              --cov-config=pyproject.toml
-          fi
-
-      - name: Save coverage report
-        if: always() && steps.changes.outputs.decision != 'skip'
-        uses: actions/upload-artifact@4cec3d8aa04e39d1a68397de0c4cd6fb9dce8ec1 # v4.6.1
-        with:
-          name: coverage-${{ inputs.artifact-name }}-${{ github.run_id }}-${{ github.run_attempt }}
-          path: coverage.xml
-          retention-days: 1
-
-  upload-coverage:
-    name: Upload coverage to Codecov
-    needs: run
-    if: always() && needs.run.outputs.decision != 'skip'
-    runs-on: ubuntu-latest
-    permissions:
-      contents: read
-      id-token: write
-      pull-requests: write
-
-    steps:
-      - name: Checkout code
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Download coverage report
-        uses: actions/download-artifact@95815c38cf2ff2164869cbab79da8d1f422bc89e # v4.2.1
-        with:
-          pattern: coverage-${{ inputs.artifact-name }}-${{ github.run_id }}-${{ github.run_attempt }}
-          path: coverage-reports
-          merge-multiple: true
-
-      - name: Upload to Codecov
-        uses: codecov/codecov-action@75cd11691c0faa626561e295848008c8a7dddffe # v5.5.4
-        with:
-          use_oidc: true
-          directory: coverage-reports
-          root_dir: ${{ github.workspace }}
-          flags: ${{ inputs.artifact-name }}
-          fail_ci_if_error: false
diff --git a/.github/workflows/auto_update_price_and_context_window.yml b/.github/workflows/auto_update_price_and_context_window.yml
deleted file mode 100644
index 1c6c318c717..00000000000
--- a/.github/workflows/auto_update_price_and_context_window.yml
+++ /dev/null
@@ -1,36 +0,0 @@
-name: Updates model_prices_and_context_window.json and Create Pull Request
-
-on:
-  schedule:
-    - cron: "0 0 * * 0" # Run every Sundays at midnight
-    #- cron: "0 0 * * *" # Run daily at midnight
-
-permissions:
-  contents: write
-  pull-requests: write
-
-jobs:
-  auto_update_price_and_context_window:
-    if: github.repository == 'BerriAI/litellm'
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-      - name: Set up uv
-        uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7
-        with:
-          version: "0.10.9"
-      - name: Update JSON Data
-        run: |
-          uv run --frozen --with 'aiohttp==3.13.3' python ".github/workflows/auto_update_price_and_context_window_file.py"
-      - name: Create Pull Request
-        run: |
-          git add model_prices_and_context_window.json 
-          git commit -m "Update model_prices_and_context_window.json file: $(date +'%Y-%m-%d')" 
-          gh pr create --title "Update model_prices_and_context_window.json file" \
-            --body "Automated update for model_prices_and_context_window.json" \
-            --head auto-update-price-and-context-window-$(date +'%Y-%m-%d') \
-            --base main
-        env:
-          GH_TOKEN: ${{ secrets.GH_TOKEN }}
diff --git a/.github/workflows/auto_update_price_and_context_window_file.py b/.github/workflows/auto_update_price_and_context_window_file.py
deleted file mode 100644
index 461d8d347d9..00000000000
--- a/.github/workflows/auto_update_price_and_context_window_file.py
+++ /dev/null
@@ -1,159 +0,0 @@
-import asyncio
-import aiohttp
-import json
-
-# Asynchronously fetch data from a given URL
-async def fetch_data(url):
-    try:
-        # Create an asynchronous session
-        async with aiohttp.ClientSession() as session:
-            # Send a GET request to the URL
-            async with session.get(url) as resp:
-                # Raise an error if the response status is not OK
-                resp.raise_for_status()
-                # Parse the response JSON
-                resp_json = await resp.json()
-                print("Fetch the data from URL.")
-                # Return the 'data' field from the JSON response
-                return resp_json['data']
-    except Exception as e:
-        # Print an error message if fetching data fails
-        print("Error fetching data from URL:", e)
-        return None
-
-# Synchronize local data with remote data
-def sync_local_data_with_remote(local_data, remote_data):
-    # Update existing keys in local_data with values from remote_data
-    for key in (set(local_data) & set(remote_data)):
-        local_data[key].update(remote_data[key])
-
-    # Add new keys from remote_data to local_data
-    for key in (set(remote_data) - set(local_data)):
-        local_data[key] = remote_data[key]
-
-# Write data to the json file
-def write_to_file(file_path, data):
-    try:
-        # Open the file in write mode
-        with open(file_path, "w") as file:
-            # Dump the data as JSON into the file
-            json.dump(data, file, indent=4)
-        print("Values updated successfully.")
-    except Exception as e:
-        # Print an error message if writing to file fails
-        print("Error updating JSON file:", e)
-
-# Update the existing models and add the missing models for OpenRouter
-def transform_openrouter_data(data):
-    transformed = {}
-    for row in data:
-        # Add the fields 'max_tokens' and 'input_cost_per_token'
-        obj = {
-            "max_tokens": row["context_length"],
-            "input_cost_per_token": float(row["pricing"]["prompt"]),
-        }
-
-        # Add 'max_output_tokens' as a field if it is not None
-        if "top_provider" in row and "max_completion_tokens" in row["top_provider"] and row["top_provider"]["max_completion_tokens"] is not None:
-            obj['max_output_tokens'] = int(row["top_provider"]["max_completion_tokens"])
-
-        # Add the field 'output_cost_per_token'
-        obj.update({
-            "output_cost_per_token": float(row["pricing"]["completion"]),
-        })
-
-        # Add field 'input_cost_per_image' if it exists and is non-zero
-        if "pricing" in row and "image" in row["pricing"] and float(row["pricing"]["image"]) != 0.0:
-            obj['input_cost_per_image'] = float(row["pricing"]["image"])
-
-        # Add the fields 'litellm_provider' and 'mode'
-        obj.update({
-            "litellm_provider": "openrouter",
-            "mode": "chat"
-        })
-
-        # Add the 'supports_vision' field if the modality is 'multimodal'
-        if row.get('architecture', {}).get('modality') == 'multimodal':
-            obj['supports_vision'] = True
-
-        # Use a composite key to store the transformed object
-        transformed[f'openrouter/{row["id"]}'] = obj
-
-    return transformed
-
-# Update the existing models and add the missing models for Vercel AI Gateway
-def transform_vercel_ai_gateway_data(data):
-    transformed = {}
-    for row in data:
-        obj = {
-            "max_tokens": row["context_window"],
-            "input_cost_per_token": float(row["pricing"]["input"]),
-            "output_cost_per_token": float(row["pricing"]["output"]),
-            'max_output_tokens': row['max_tokens'],
-            'max_input_tokens': row["context_window"],
-        }
-
-        # Handle cache pricing if available
-        if "pricing" in row:
-            if "input_cache_read" in row["pricing"] and row["pricing"]["input_cache_read"] is not None:
-                obj['cache_read_input_token_cost'] = float(f"{float(row['pricing']['input_cache_read']):e}")
-            
-            if "input_cache_write" in row["pricing"] and row["pricing"]["input_cache_write"] is not None:
-                obj['cache_creation_input_token_cost'] = float(f"{float(row['pricing']['input_cache_write']):e}")
-
-        mode = "embedding" if "embedding" in row["id"].lower() else "chat"
-        
-        obj.update({"litellm_provider": "vercel_ai_gateway", "mode": mode})
-
-        transformed[f'vercel_ai_gateway/{row["id"]}'] = obj
-
-    return transformed
-
-
-# Load local data from a specified file
-def load_local_data(file_path):
-    try:
-        # Open the file in read mode
-        with open(file_path, "r") as file:
-            # Load and return the JSON data
-            return json.load(file)
-    except FileNotFoundError:
-        # Print an error message if the file is not found
-        print("File not found:", file_path)
-        return None
-    except json.JSONDecodeError as e:
-        # Print an error message if JSON decoding fails
-        print("Error decoding JSON:", e)
-        return None
-
-def main():
-    local_file_path = "model_prices_and_context_window.json"  # Path to the local data file
-    openrouter_url = "https://openrouter.ai/api/v1/models"  # URL to fetch OpenRouter data
-    vercel_ai_gateway_url = "https://ai-gateway.vercel.sh/v1/models"  # URL to fetch Vercel AI Gateway data
-
-    # Load local data from file
-    local_data = load_local_data(local_file_path)
-    
-    # Fetch OpenRouter data
-    openrouter_data = asyncio.run(fetch_data(openrouter_url))
-    # Transform the fetched OpenRouter data
-    openrouter_data = transform_openrouter_data(openrouter_data)
-    
-    # Fetch Vercel AI Gateway data
-    vercel_data = asyncio.run(fetch_data(vercel_ai_gateway_url))
-    # Transform the fetched Vercel AI Gateway data
-    vercel_data = transform_vercel_ai_gateway_data(vercel_data)
-    
-    # Combine both datasets
-    all_remote_data = {**openrouter_data, **vercel_data}
-
-    # If both local and openrouter data are available, synchronize and save
-    if local_data and all_remote_data:
-        sync_local_data_with_remote(local_data, all_remote_data)
-        write_to_file(local_file_path, local_data)
-    else:
-        print("Failed to fetch model data from either local file or URL.")
-
-# Entry point of the script
-if __name__ == "__main__":
-    main()
diff --git a/.github/workflows/check-schema-sync.yml b/.github/workflows/check-schema-sync.yml
deleted file mode 100644
index 0e5e2804e60..00000000000
--- a/.github/workflows/check-schema-sync.yml
+++ /dev/null
@@ -1,58 +0,0 @@
-name: Check Schema Sync
-
-on:
-  pull_request:
-    paths:
-      - 'schema.prisma'
-      - 'litellm/proxy/schema.prisma'
-      - 'litellm-proxy-extras/litellm_proxy_extras/schema.prisma'
-
-permissions:
-  contents: read
-
-jobs:
-  check-sync:
-    name: Verify schema.prisma copies match root
-    runs-on: ubuntu-latest
-    timeout-minutes: 5
-    steps:
-      - name: Checkout PR
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Reject symlinked schema files
-        run: |
-          for f in schema.prisma litellm/proxy/schema.prisma litellm-proxy-extras/litellm_proxy_extras/schema.prisma; do
-            if [ -L "$f" ]; then
-              echo "::error file=$f::$f is a symlink, which is not allowed"
-              exit 1
-            fi
-          done
-
-      - name: Check all schemas match root
-        run: |
-          EXIT=0
-
-          diff schema.prisma litellm/proxy/schema.prisma || {
-            echo "::error file=litellm/proxy/schema.prisma::litellm/proxy/schema.prisma differs from root schema.prisma"
-            EXIT=1
-          }
-
-          diff schema.prisma litellm-proxy-extras/litellm_proxy_extras/schema.prisma || {
-            echo "::error file=litellm-proxy-extras/litellm_proxy_extras/schema.prisma::litellm-proxy-extras/litellm_proxy_extras/schema.prisma differs from root schema.prisma"
-            EXIT=1
-          }
-
-          if [ "$EXIT" -ne 0 ]; then
-            echo ""
-            echo "Schema files are out of sync."
-            echo "The root schema.prisma is the source of truth."
-            echo ""
-            echo "To fix, run from the repo root:"
-            echo "  cp schema.prisma litellm/proxy/schema.prisma"
-            echo "  cp schema.prisma litellm-proxy-extras/litellm_proxy_extras/schema.prisma"
-            exit 1
-          fi
-
-          echo "All schema copies are in sync with root."
diff --git a/.github/workflows/check-ui-api-types.yml b/.github/workflows/check-ui-api-types.yml
deleted file mode 100644
index 439126aa1ee..00000000000
--- a/.github/workflows/check-ui-api-types.yml
+++ /dev/null
@@ -1,84 +0,0 @@
-name: Check UI API Types Sync
-
-on:
-  pull_request:
-    paths:
-      - "litellm/proxy/**"
-      - "litellm/types/**"
-      - "ui/litellm-dashboard/src/lib/http/schema.d.ts"
-      - "ui/litellm-dashboard/scripts/gen-api-types.mjs"
-      - "ui/litellm-dashboard/package.json"
-      - "ui/litellm-dashboard/package-lock.json"
-      - ".github/workflows/check-ui-api-types.yml"
-
-permissions:
-  contents: read
-
-jobs:
-  check-sync:
-    name: Verify schema.d.ts matches the proxy OpenAPI spec
-    runs-on: ubuntu-latest
-    timeout-minutes: 15
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Set up Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
-        with:
-          python-version: "3.12"
-
-      - name: Set up uv
-        uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7
-        with:
-          version: "0.10.9"
-
-      - name: Cache uv dependencies
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
-        with:
-          path: |
-            ~/.cache/uv
-            .venv
-          key: ${{ runner.os }}-uv-${{ hashFiles('uv.lock') }}
-          restore-keys: |
-            ${{ runner.os }}-uv-
-
-      - name: Install backend dependencies
-        run: .github/scripts/uv_sync_with_retries.sh --frozen --group ci --group proxy-dev --extra google --extra proxy --extra semantic-router
-
-      - name: Generate Prisma client
-        env:
-          PRISMA_BINARY_CACHE_DIR: ${{ runner.temp }}/prisma-cache
-        run: uv run --no-sync prisma generate --schema litellm/proxy/schema.prisma
-
-      - name: Set up Node.js
-        uses: actions/setup-node@a0853c24544627f65ddf259abe73b1d18a591444 # v5.0.0
-        with:
-          node-version: "20"
-          cache: "npm"
-          cache-dependency-path: ui/litellm-dashboard/package-lock.json
-
-      - name: Install dashboard dependencies
-        working-directory: ui/litellm-dashboard
-        run: npm ci
-
-      - name: Regenerate types from the live spec
-        working-directory: ui/litellm-dashboard
-        env:
-          LITELLM_PYTHON: "uv run --no-sync python"
-        run: npm run gen:api
-
-      - name: Fail if types are stale
-        run: |
-          if ! git diff --exit-code -- ui/litellm-dashboard/src/lib/http/schema.d.ts; then
-            echo "::error file=ui/litellm-dashboard/src/lib/http/schema.d.ts::Generated API types are out of sync with the proxy OpenAPI spec."
-            echo ""
-            echo "A backend route or model changed without regenerating the dashboard types."
-            echo "To fix, run from ui/litellm-dashboard:"
-            echo "  npm run gen:api"
-            echo "then commit the updated src/lib/http/schema.d.ts."
-            exit 1
-          fi
-          echo "schema.d.ts is in sync with the proxy OpenAPI spec."
diff --git a/.github/workflows/check_duplicate_issues.yml b/.github/workflows/check_duplicate_issues.yml
deleted file mode 100644
index 78198b2c7bb..00000000000
--- a/.github/workflows/check_duplicate_issues.yml
+++ /dev/null
@@ -1,53 +0,0 @@
-name: Check Duplicate Issues
-
-on:
-  issues:
-    types: [opened, edited]
-
-jobs:
-  check-duplicate:
-    runs-on: ubuntu-latest
-    permissions:
-      issues: write
-      contents: read
-    steps:
-      - name: Check for potential duplicates
-        uses: wow-actions/potential-duplicates@4d4ea0352e0383859279938e255179dd1dbb67b5 # v1.1.0
-        with:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          label: potential-duplicate
-          threshold: 0.6
-          reaction: eyes
-          comment: |
-            **⚠️ Potential duplicate detected**
-
-            This issue appears similar to existing issue(s):
-            {{#issues}}
-            - [#{{number}}]({{html_url}}) - {{title}} ({{accuracy}}% similar)
-            {{/issues}}
-
-            Please review the linked issue(s) to see if they address your concern. If this is not a duplicate, please provide additional context to help us understand the difference.
-
-      - name: Checkout close script
-        if: github.event.action == 'opened'
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          sparse-checkout: .github/scripts
-          persist-credentials: false
-
-      - name: Set up Python
-        if: github.event.action == 'opened'
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
-        with:
-          python-version: "3.12"
-
-      - name: Auto-close if high-confidence duplicate
-        if: github.event.action == 'opened'
-        env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-        run: |
-          python3 .github/scripts/close_duplicate_issues.py \
-            --issue-number ${{ github.event.issue.number }} \
-            --repo ${{ github.repository }} \
-            --threshold 0.85 \
-            --close
diff --git a/.github/workflows/close_low_quality_prs.yml b/.github/workflows/close_low_quality_prs.yml
deleted file mode 100644
index 2401be84000..00000000000
--- a/.github/workflows/close_low_quality_prs.yml
+++ /dev/null
@@ -1,92 +0,0 @@
-name: Close Low-Quality PRs
-
-# Auto-close any open PR (including drafts, regardless of age) authored by an
-# external OSS contributor that Greptile reviewed with a confidence score
-# below 4/5. Closures are explained in a comment that tells the contributor
-# to push fixes and open a fresh PR (since OSS authors cannot reopen a PR
-# closed by a bot/maintainer) or comment `@agent-shin reconsider` to have
-# Agent Shin re-evaluate.
-#
-# Manual one-off run:
-#   gh workflow run "Close Low-Quality PRs" -f close=true
-#
-# Dry-run preview (no PRs are touched):
-#   gh workflow run "Close Low-Quality PRs" -f close=false
-
-on:
-  schedule:
-    # Daily at 09:00 UTC. Pairs well with the stale-issue workflow at midnight.
-    - cron: "0 9 * * *"
-  workflow_dispatch:
-    inputs:
-      close:
-        description: "Actually close matching PRs (false = dry run)."
-        required: false
-        default: "false"
-        type: choice
-        options:
-          - "true"
-          - "false"
-      min_age_days:
-        description: "Minimum PR age in days (default 0 = no age filter)."
-        required: false
-        default: "0"
-      min_score:
-        description: "Greptile score below which a PR is closed (1-5)."
-        required: false
-        default: "4"
-      limit:
-        description: "Maximum number of PRs to close in a single run."
-        required: false
-        default: "25"
-
-permissions:
-  contents: read
-  pull-requests: write
-  issues: write
-
-jobs:
-  close-low-quality-prs:
-    if: github.repository == 'BerriAI/litellm'
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout triage script
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          sparse-checkout: .github/scripts
-          persist-credentials: false
-
-      - name: Set up Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
-        with:
-          python-version: "3.12"
-
-      - name: Run low-quality PR closer
-        env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          # Scheduled runs are ALWAYS dry-run, even when AGENT_SHIN_ENABLED is
-          # "true", so the team can QA the closer's verdicts in step summaries
-          # before any contributor sees a PR closed. Real closures only happen
-          # on manual workflow_dispatch with close=true (and the variable set).
-          CLOSE_FLAG: ${{ github.event.inputs.close || 'false' }}
-          AGENT_SHIN_ENABLED: ${{ vars.AGENT_SHIN_ENABLED }}
-          MIN_AGE_DAYS: ${{ github.event.inputs.min_age_days || '0' }}
-          MIN_SCORE: ${{ github.event.inputs.min_score || '4' }}
-          LIMIT: ${{ github.event.inputs.limit || '25' }}
-        run: |
-          set -euo pipefail
-          ARGS=(
-            --repo "${{ github.repository }}"
-            --min-age-days "${MIN_AGE_DAYS}"
-            --min-score "${MIN_SCORE}"
-            --limit "${LIMIT}"
-          )
-          if [ "${AGENT_SHIN_ENABLED:-false}" != "true" ]; then
-            echo "::notice::AGENT_SHIN_ENABLED is not 'true' -> forcing dry-run regardless of close input."
-          elif [ "${GITHUB_EVENT_NAME:-}" = "workflow_dispatch" ] && [ "${CLOSE_FLAG}" = "true" ]; then
-            ARGS+=(--close)
-            echo "::notice::Running in close-on-fail mode."
-          else
-            echo "::notice::AGENT_SHIN_ENABLED is true but this trigger is dry-run (scheduled event or close=false)."
-          fi
-          python3 .github/scripts/close_low_quality_prs.py "${ARGS[@]}"
diff --git a/.github/workflows/codeql.yml b/.github/workflows/codeql.yml
deleted file mode 100644
index d3a165a11da..00000000000
--- a/.github/workflows/codeql.yml
+++ /dev/null
@@ -1,83 +0,0 @@
-name: "CodeQL"
-
-on:
-  push:
-    branches: [main]
-  pull_request:
-    branches: [main]
-  schedule:
-    # Run daily at 04:00 UTC
-    - cron: "0 4 * * *"
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: ${{ github.event_name == 'pull_request' }}
-
-jobs:
-  analyze:
-    if: github.event_name != 'schedule' || github.repository == 'BerriAI/litellm'
-    name: Analyze (${{ matrix.language }})
-    runs-on: ubuntu-latest
-    timeout-minutes: 30
-    permissions:
-      security-events: write
-      packages: read
-      actions: read
-      contents: read
-
-    strategy:
-      fail-fast: false
-      matrix:
-        include:
-          - language: actions
-            build-mode: none
-          - language: javascript-typescript
-            build-mode: none
-          - language: python
-            build-mode: none
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Initialize CodeQL
-        uses: github/codeql-action/init@ebcb5b36ded6beda4ceefea6a8bc4cc885255bb3 # v3.34.1
-        with:
-          languages: ${{ matrix.language }}
-          build-mode: ${{ matrix.build-mode }}
-          config-file: ./.github/codeql/codeql-config.yml
-
-      - name: Perform CodeQL Analysis
-        uses: github/codeql-action/analyze@ebcb5b36ded6beda4ceefea6a8bc4cc885255bb3 # v3.34.1
-        with:
-          category: "/language:${{ matrix.language }}"
-          output: sarif-results
-          upload: failure-only
-
-      # py/weak-sensitive-data-hashing (CWE-328) fires on the OCI signing call at
-      # litellm/llms/oci/common_utils.py, which hashes the HTTP request body to
-      # produce the x-content-sha256 header required by the OCI HTTP signing spec —
-      # a content-integrity hash, not a password or secret hash. SHA-256 is mandated
-      # by Oracle for this header; see
-      # https://docs.oracle.com/en-us/iaas/Content/API/Concepts/signingrequests.htm
-      # The `usedforsecurity=False` flag on the hashlib.sha256 call already declares
-      # non-security intent, but CodeQL's taint flow still re-fires when callers
-      # further up the stack are modified. The suppression is scoped to this one
-      # file/rule pair via SARIF post-filtering so every other callsite of
-      # py/weak-sensitive-data-hashing in the repository continues to be analyzed.
-      - name: Filter SARIF (OCI sha256)
-        if: matrix.language == 'python'
-        uses: advanced-security/filter-sarif@2da736ff05ef065cb2894ac6892e47b5eac2c3c0 # v1.1
-        with:
-          patterns: |
-            -litellm/llms/oci/common_utils.py:py/weak-sensitive-data-hashing
-          input: sarif-results/python.sarif
-          output: sarif-results/python.sarif
-
-      - name: Upload SARIF
-        uses: github/codeql-action/upload-sarif@ebcb5b36ded6beda4ceefea6a8bc4cc885255bb3 # v3.34.1
-        with:
-          sarif_file: sarif-results
-          category: "/language:${{ matrix.language }}"
diff --git a/.github/workflows/codspeed.yml b/.github/workflows/codspeed.yml
deleted file mode 100644
index a1772102b89..00000000000
--- a/.github/workflows/codspeed.yml
+++ /dev/null
@@ -1,58 +0,0 @@
-name: CodSpeed Benchmarks
-
-on:
-  push:
-    branches:
-      - main
-      - litellm_internal_staging
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-  # Allow CodSpeed to trigger backtest performance analysis
-  # in order to generate initial data
-  workflow_dispatch:
-
-permissions:
-  contents: read
-  id-token: write
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  benchmarks:
-    runs-on: ubuntu-24.04
-    timeout-minutes: 60
-
-    steps:
-      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Set up Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
-        with:
-          python-version: "3.12"
-
-      - name: Set up uv
-        uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7
-        with:
-          version: "0.10.9"
-
-      - name: Run benchmarks
-        uses: CodSpeedHQ/action@1c8ae4843586d3ba879736b7f6b7b0c990757fab # v4.12.1
-        with:
-          mode: simulation
-          run: >
-            env PYTEST_DISABLE_PLUGIN_AUTOLOAD=1
-            uv run --frozen --no-default-groups
-            --with pytest==8.3.5
-            --with pytest-codspeed==4.3.0
-            --with "mcp>=1.26.0,<2.0"
-            --with "a2a-sdk>=1.1.0,<2.0"
-            pytest
-            -p pytest_codspeed.plugin
-            tests/benchmarks/
-            --codspeed
diff --git a/.github/workflows/conventional-commits.yml b/.github/workflows/conventional-commits.yml
deleted file mode 100644
index 69ade24d028..00000000000
--- a/.github/workflows/conventional-commits.yml
+++ /dev/null
@@ -1,46 +0,0 @@
-name: Conventional PR Title
-
-# Squash-merge replaces the merge commit subject with the PR title, so
-# enforcing Conventional Commits at the PR-title level is what actually gates
-# the commits that land on the default branch. The local commit-msg hook
-# (.githooks/commit-msg) is a best-effort assist; this workflow is the gate.
-#
-# See https://www.conventionalcommits.org/en/v1.0.0/
-
-on:
-  pull_request:
-    types: [opened, edited, reopened, synchronize, labeled, unlabeled]
-
-permissions:
-  pull-requests: read
-
-jobs:
-  lint-pr-title:
-    name: Validate PR title
-    runs-on: ubuntu-latest
-    steps:
-      - name: Check title against Conventional Commits
-        uses: amannn/action-semantic-pull-request@48f256284bd46cdaab1048c3721360e808335d50 # v6.1.1
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-        with:
-          # Must mirror the type list in .githooks/commit-msg.
-          types: |
-            feat
-            fix
-            docs
-            style
-            refactor
-            perf
-            test
-            build
-            ci
-            chore
-            revert
-          requireScope: false
-          subjectPattern: ^(?![A-Z]).+$
-          subjectPatternError: |
-            The subject "{subject}" must start with a lowercase character.
-          # Allow merges/reverts that GitHub generates automatically.
-          ignoreLabels: |
-            ignore-semantic-pull-request
diff --git a/.github/workflows/create-release-branch.yml b/.github/workflows/create-release-branch.yml
deleted file mode 100644
index 1d145184b6f..00000000000
--- a/.github/workflows/create-release-branch.yml
+++ /dev/null
@@ -1,90 +0,0 @@
-name: Create Release Branch
-
-on:
-  workflow_dispatch:
-    inputs:
-      tag:
-        description: "Release tag (e.g. 1.84.0, 1.84.0rc1, 1.84.0.dev42, 1.84.0.post1; legacy v1.83.10-stable still accepted) — branch will be named release/<tag>"
-        required: true
-        type: string
-      commit_hash:
-        description: "Full 40-char commit SHA the branch should point to"
-        required: true
-        type: string
-  workflow_call:
-    inputs:
-      tag:
-        description: "Release tag (e.g. 1.84.0, 1.84.0rc1, 1.84.0.dev42, 1.84.0.post1; legacy v1.83.10-stable still accepted)"
-        required: true
-        type: string
-      commit_hash:
-        description: "Full 40-char commit SHA the branch should point to"
-        required: true
-        type: string
-
-permissions: {}
-
-jobs:
-  create-branch:
-    name: Create Release Branch
-    runs-on: ubuntu-latest
-    permissions:
-      contents: write
-    steps:
-      - name: Validate inputs
-        env:
-          TAG: ${{ inputs.tag }}
-          COMMIT_HASH: ${{ inputs.commit_hash }}
-        run: |
-          if ! echo "${COMMIT_HASH}" | grep -qE '^[0-9a-f]{40}$'; then
-            echo "::error::commit_hash must be a full 40-character commit SHA"
-            exit 1
-          fi
-          if ! echo "${TAG}" | grep -qE '^v?[0-9]+\.[0-9]+\.[0-9]+'; then
-            echo "::error::tag must start with X.Y.Z (optional leading v), e.g. 1.84.0, 1.84.0rc1, 1.84.0.dev42, or v1.83.10-stable"
-            exit 1
-          fi
-
-      - name: Create release branch
-        env:
-          TAG: ${{ inputs.tag }}
-          COMMIT_HASH: ${{ inputs.commit_hash }}
-        uses: actions/github-script@60a0d83039c74a4aee543508d2ffcb1c3799cdea # v7.0.1
-        with:
-          script: |
-            const tag = process.env.TAG;
-            const commitHash = process.env.COMMIT_HASH;
-            const branchName = `release/${tag}`;
-
-            await github.rest.git.createRef({
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              ref: `refs/heads/${branchName}`,
-              sha: commitHash,
-            });
-            core.info(`Created branch ${branchName} at ${commitHash}`);
-
-      - name: Create stable line branch
-        env:
-          TAG: ${{ inputs.tag }}
-          COMMIT_HASH: ${{ inputs.commit_hash }}
-        uses: actions/github-script@60a0d83039c74a4aee543508d2ffcb1c3799cdea # v7.0.1
-        with:
-          script: |
-            const tag = process.env.TAG;
-            const commitHash = process.env.COMMIT_HASH;
-
-            const match = tag.match(/^v?(\d+)\.(\d+)\.0$/);
-            if (!match) {
-              core.info(`Tag ${tag} is not the X.Y.0 stable opener; skipping stable line branch`);
-              return;
-            }
-            const lineBranch = `stable/${match[1]}.${match[2]}.x`;
-
-            await github.rest.git.createRef({
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              ref: `refs/heads/${lineBranch}`,
-              sha: commitHash,
-            });
-            core.info(`Created branch ${lineBranch} at ${commitHash}`);
diff --git a/.github/workflows/create-release.yml b/.github/workflows/create-release.yml
deleted file mode 100644
index 0ad84cd3ceb..00000000000
--- a/.github/workflows/create-release.yml
+++ /dev/null
@@ -1,186 +0,0 @@
-name: Create Release
-
-on:
-  workflow_dispatch:
-    inputs:
-      tag:
-        description: "Release tag (e.g. 1.84.0, 1.84.0rc1, 1.84.0.dev42, 1.84.0-dev.2, 1.84.0.post1; legacy v1.83.10-stable still accepted)"
-        required: true
-        type: string
-      commit_hash:
-        description: "Full 40-char commit SHA to target"
-        required: true
-        type: string
-
-permissions: {}
-
-jobs:
-  release:
-    name: Create Release
-    runs-on: ubuntu-latest
-    permissions:
-      contents: write
-    steps:
-      - name: Validate inputs
-        env:
-          TAG: ${{ inputs.tag }}
-          COMMIT_HASH: ${{ inputs.commit_hash }}
-        run: |
-          if ! echo "${COMMIT_HASH}" | grep -qE '^[0-9a-f]{40}$'; then
-            echo "::error::commit_hash must be a full 40-character commit SHA"
-            exit 1
-          fi
-          if ! echo "${TAG}" | grep -qE '^v?[0-9]+\.[0-9]+\.[0-9]+'; then
-            echo "::error::tag must start with X.Y.Z (optional leading v), e.g. 1.84.0, 1.84.0rc1, 1.84.0.dev42, or v1.83.10-stable"
-            exit 1
-          fi
-
-      - name: Create release
-        env:
-          TAG: ${{ inputs.tag }}
-          COMMIT_HASH: ${{ inputs.commit_hash }}
-        uses: actions/github-script@60a0d83039c74a4aee543508d2ffcb1c3799cdea # v7.0.1
-        with:
-          script: |
-            const tag = process.env.TAG;
-            const commitHash = process.env.COMMIT_HASH;
-
-            // Mark RC / dev / nightly / alpha / beta tags as GitHub pre-releases.
-            // Accept both PEP 440 (`.dev`) and SemVer (`-dev`) separators so tags
-            // like `1.84.0.dev2` and `1.84.0-dev.2` are both detected.
-            // PEP 440 post-releases (e.g. `1.84.0.post1`) and legacy `-stable[.patch.N]`
-            // are stable maintenance releases, not pre-releases.
-            const isPrerelease = /(?:rc|nightly|alpha|beta|[-.]dev)/i.test(tag);
-
-            // A stable release should only claim the repo "latest" badge when its
-            // version is >= the current latest. Otherwise a backport (e.g. 1.84.6)
-            // would steal "latest" from a newer line (e.g. 1.88.1).
-            const versionKey = (rawTag) => {
-              const m = String(rawTag).match(/^v?(\d+)\.(\d+)\.(\d+)/);
-              if (!m) return null;
-              const maintenance = String(rawTag).match(/(?:\.post|\.patch\.)(\d+)/i);
-              return [Number(m[1]), Number(m[2]), Number(m[3]), maintenance ? Number(maintenance[1]) : 0];
-            };
-            const isAtLeast = (a, b) => {
-              for (let i = 0; i < a.length; i++) {
-                if (a[i] !== b[i]) return a[i] > b[i];
-              }
-              return true;
-            };
-
-            const cosignSection = [
-              `## Verify Docker Image Signature`,
-              ``,
-              `All LiteLLM Docker images are signed with [cosign](https://docs.sigstore.dev/cosign/overview/). Every release is signed with the same key introduced in [commit \`0112e53\`](https://github.com/BerriAI/litellm/commit/0112e53046018d726492c814b3644b7d376029d0).`,
-              ``,
-              `**Verify using the pinned commit hash (recommended):**`,
-              ``,
-              `A commit hash is cryptographically immutable, so this is the strongest way to ensure you are using the original signing key:`,
-              ``,
-              '```bash',
-              `cosign verify \\`,
-              `  --key https://raw.githubusercontent.com/BerriAI/litellm/0112e53046018d726492c814b3644b7d376029d0/cosign.pub \\`,
-              `  ghcr.io/berriai/litellm:${tag}`,
-              '```',
-              ``,
-              `**Verify using the release tag (convenience):**`,
-              ``,
-              `Tags are protected in this repository and resolve to the same key. This option is easier to read but relies on tag protection rules:`,
-              ``,
-              '```bash',
-              `cosign verify \\`,
-              `  --key https://raw.githubusercontent.com/BerriAI/litellm/${tag}/cosign.pub \\`,
-              `  ghcr.io/berriai/litellm:${tag}`,
-              '```',
-              ``,
-              `Expected output:`,
-              ``,
-              '```',
-              `The following checks were performed on each of these signatures:`,
-              `  - The cosign claims were validated`,
-              `  - The signatures were verified against the specified public key`,
-              '```',
-              ``,
-              `---`,
-              ``,
-            ].join('\n');
-
-            try {
-              let makeLatest = "false";
-              const newVersion = versionKey(tag);
-              if (!isPrerelease && newVersion) {
-                let latestVersion = null;
-                try {
-                  const latest = await github.rest.repos.getLatestRelease({
-                    owner: context.repo.owner,
-                    repo: context.repo.repo,
-                  });
-                  latestVersion = versionKey(latest.data.tag_name);
-                } catch (error) {
-                  if (error.status !== 404) throw error;
-                }
-                makeLatest = (!latestVersion || isAtLeast(newVersion, latestVersion)) ? "true" : "false";
-              }
-
-              try {
-                await github.rest.git.createRef({
-                  owner: context.repo.owner,
-                  repo: context.repo.repo,
-                  ref: `refs/tags/${tag}`,
-                  sha: commitHash,
-                });
-              } catch (error) {
-                if (error.status !== 422) throw error;
-                const existing = await github.rest.git.getRef({
-                  owner: context.repo.owner,
-                  repo: context.repo.repo,
-                  ref: `tags/${tag}`,
-                });
-                if (existing.data.object.sha !== commitHash) {
-                  throw new Error(`Tag ${tag} already exists at ${existing.data.object.sha}, expected ${commitHash}`);
-                }
-              }
-
-              const response = await github.rest.repos.createRelease({
-                draft: true,
-                generate_release_notes: true,
-                name: tag,
-                owner: context.repo.owner,
-                prerelease: isPrerelease,
-                repo: context.repo.repo,
-                tag_name: tag,
-              });
-
-              const updatedBody = cosignSection + (response.data.body ?? '');
-              await github.rest.repos.updateRelease({
-                owner: context.repo.owner,
-                repo: context.repo.repo,
-                release_id: response.data.id,
-                tag_name: tag,
-                body: updatedBody,
-                draft: false,
-              });
-
-              if (!isPrerelease) {
-                await github.rest.repos.updateRelease({
-                  owner: context.repo.owner,
-                  repo: context.repo.repo,
-                  release_id: response.data.id,
-                  tag_name: tag,
-                  make_latest: makeLatest,
-                });
-              }
-
-            } catch (error) {
-              core.setFailed(error.message);
-            }
-
-  create-branch:
-    name: Create Release Branch
-    needs: release
-    permissions:
-      contents: write
-    uses: ./.github/workflows/create-release-branch.yml
-    with:
-      tag: ${{ inputs.tag }}
-      commit_hash: ${{ inputs.commit_hash }}
diff --git a/.github/workflows/create_daily_oss_agent_shin_branch.yml b/.github/workflows/create_daily_oss_agent_shin_branch.yml
deleted file mode 100644
index d6118f3b53c..00000000000
--- a/.github/workflows/create_daily_oss_agent_shin_branch.yml
+++ /dev/null
@@ -1,47 +0,0 @@
-name: Create Daily oss-agent-shin Branch
-
-on:
-  schedule:
-    - cron: "0 0 * * *" # Runs every day at midnight UTC
-  workflow_dispatch: # Allow manual trigger
-
-jobs:
-  create-oss-agent-shin-branch:
-    if: github.repository == 'BerriAI/litellm'
-    runs-on: ubuntu-latest
-    permissions:
-      contents: write
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          fetch-depth: 0
-          persist-credentials: false
-
-      - name: Create daily oss-agent-shin branch
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-        run: |
-          # Configure Git user
-          git config user.name "github-actions[bot]"
-          git config user.email "github-actions[bot]@users.noreply.github.com"
-
-          # Generate branch name with MM_DD_YYYY format
-          BRANCH_NAME="litellm_oss_agent_shin_$(date +'%m_%d_%Y')"
-          echo "Creating branch: $BRANCH_NAME"
-
-          # Fetch all branches
-          git fetch --all
-
-          # Check if the branch already exists
-          if git show-ref --verify --quiet refs/remotes/origin/$BRANCH_NAME; then
-            echo "Branch $BRANCH_NAME already exists. Skipping creation."
-          else
-            echo "Creating new branch: $BRANCH_NAME"
-            # Create the new branch from main
-            git checkout -b $BRANCH_NAME origin/main
-            # Push the new branch
-            git push origin $BRANCH_NAME
-            echo "Successfully created and pushed branch: $BRANCH_NAME"
-          fi
diff --git a/.github/workflows/create_daily_oss_branch.yml b/.github/workflows/create_daily_oss_branch.yml
deleted file mode 100644
index 43de4a0e75f..00000000000
--- a/.github/workflows/create_daily_oss_branch.yml
+++ /dev/null
@@ -1,61 +0,0 @@
-name: Create Daily OSS Branch
-
-on:
-  schedule:
-    - cron: "0 16 * * 1-5" # 9am PT during daylight saving time, weekdays.
-  workflow_dispatch:
-    inputs:
-      date:
-        description: "Branch date in YYYY_MM_DD format. Defaults to today's UTC date."
-        required: false
-        type: string
-
-permissions:
-  contents: write
-
-jobs:
-  create-oss-branch:
-    if: github.repository == 'BerriAI/litellm'
-    runs-on: ubuntu-latest
-    timeout-minutes: 10
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          fetch-depth: 0
-          persist-credentials: false
-
-      - name: Create dated OSS branch
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          REQUESTED_DATE: ${{ inputs.date }}
-        run: |
-          set -euo pipefail
-
-          if [ -n "${REQUESTED_DATE}" ]; then
-            if ! echo "${REQUESTED_DATE}" | grep -Eq '^[0-9]{4}_[0-9]{2}_[0-9]{2}$'; then
-              echo "::error::date must use YYYY_MM_DD format, got '${REQUESTED_DATE}'"
-              exit 1
-            fi
-            BRANCH_DATE="${REQUESTED_DATE}"
-          else
-            BRANCH_DATE="$(date -u +'%Y_%m_%d')"
-          fi
-
-          BRANCH_NAME="litellm_oss_daily_${BRANCH_DATE}"
-          echo "Creating branch: ${BRANCH_NAME}"
-
-          git config user.name "github-actions[bot]"
-          git config user.email "github-actions[bot]@users.noreply.github.com"
-
-          git fetch origin main "${BRANCH_NAME}" || true
-
-          if git show-ref --verify --quiet "refs/remotes/origin/${BRANCH_NAME}"; then
-            echo "Branch ${BRANCH_NAME} already exists. Skipping creation."
-            exit 0
-          fi
-
-          git checkout -b "${BRANCH_NAME}" origin/main
-          git push "https://x-access-token:${GITHUB_TOKEN}@github.com/${GITHUB_REPOSITORY}.git" "${BRANCH_NAME}"
-          echo "Successfully created and pushed branch: ${BRANCH_NAME}"
diff --git a/.github/workflows/create_daily_staging_branch.yml b/.github/workflows/create_daily_staging_branch.yml
deleted file mode 100644
index 424d8de0a41..00000000000
--- a/.github/workflows/create_daily_staging_branch.yml
+++ /dev/null
@@ -1,87 +0,0 @@
-name: Create Daily Staging Branch
-
-on:
-  schedule:
-    - cron: "0 0,12 * * *" # Runs every 12 hours at midnight and noon UTC
-  workflow_dispatch: # Allow manual trigger
-
-jobs:
-  create-staging-branch:
-    if: github.repository == 'BerriAI/litellm'
-    runs-on: ubuntu-latest
-    permissions:
-      contents: write
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          fetch-depth: 0
-          persist-credentials: false
-
-      - name: Create daily staging branch
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-        run: |
-          # Configure Git user
-          git config user.name "github-actions[bot]"
-          git config user.email "github-actions[bot]@users.noreply.github.com"
-
-          # Generate branch name with MM_DD_YYYY format
-          BRANCH_NAME="litellm_oss_staging_$(date +'%m_%d_%Y')"
-          echo "Creating branch: $BRANCH_NAME"
-
-          # Fetch all branches
-          git fetch --all
-
-          # Check if the branch already exists
-          if git show-ref --verify --quiet refs/remotes/origin/$BRANCH_NAME; then
-            echo "Branch $BRANCH_NAME already exists. Skipping creation."
-          else
-            echo "Creating new branch: $BRANCH_NAME"
-            # Create the new branch from main
-            git checkout -b $BRANCH_NAME origin/main
-            # Push the new branch
-            git push origin $BRANCH_NAME
-            echo "Successfully created and pushed branch: $BRANCH_NAME"
-          fi
-
-  create-internal-dev-branch:
-    if: github.repository == 'BerriAI/litellm'
-    runs-on: ubuntu-latest
-    permissions:
-      contents: write
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          fetch-depth: 0
-          persist-credentials: false
-
-      - name: Create internal dev branch
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-        run: |
-          # Configure Git user
-          git config user.name "github-actions[bot]"
-          git config user.email "github-actions[bot]@users.noreply.github.com"
-
-          # Generate branch name with MM_DD_YYYY format
-          BRANCH_NAME="litellm_internal_dev_$(date +'%m_%d_%Y')"
-          echo "Creating branch: $BRANCH_NAME"
-
-          # Fetch all branches
-          git fetch --all
-
-          # Check if the branch already exists
-          if git show-ref --verify --quiet refs/remotes/origin/$BRANCH_NAME; then
-            echo "Branch $BRANCH_NAME already exists. Skipping creation."
-          else
-            echo "Creating new branch: $BRANCH_NAME"
-            # Create the new branch from main
-            git checkout -b $BRANCH_NAME origin/main
-            # Push the new branch
-            git push origin $BRANCH_NAME
-            echo "Successfully created and pushed branch: $BRANCH_NAME"
-          fi
diff --git a/.github/workflows/fork-compatibility-check.yml b/.github/workflows/fork-compatibility-check.yml
new file mode 100644
index 00000000000..35d06178e1c
--- /dev/null
+++ b/.github/workflows/fork-compatibility-check.yml
@@ -0,0 +1,418 @@
+name: Fork Compatibility Check
+
+on:
+  schedule:
+    # Monday after typical Sunday stable cut
+    - cron: "0 10 * * 1"
+    # Thursday for mid-week PATCH stables
+    - cron: "0 10 * * 4"
+  workflow_dispatch:
+
+# GITHUB_TOKEN alone often cannot create PRs in org repos unless
+# Settings > Actions > "Allow GitHub Actions to create and approve pull requests"
+# is enabled. Prefer secrets.FORK_SYNC_TOKEN (see FORK.md).
+permissions:
+  contents: write
+  pull-requests: write
+  issues: write
+
+jobs:
+  sync-and-check:
+    runs-on: ubuntu-latest
+    name: Open sync PR and check Mantle
+    timeout-minutes: 45
+    env:
+      # Classic PAT with `repo`, or fine-grained: Contents + Pull requests + Issues (read/write)
+      GH_TOKEN: ${{ secrets.FORK_SYNC_TOKEN || github.token }}
+      GH_REPO: ${{ github.repository }}
+    outputs:
+      stable_tag: ${{ steps.stable.outputs.tag }}
+      needs_sync: ${{ steps.stable.outputs.needs_sync }}
+      sync_pr_url: ${{ steps.sync-pr.outputs.pr_url }}
+      has_conflicts: ${{ steps.sync-pr.outputs.has_conflicts }}
+      mantle_ok: ${{ steps.mantle-summary.outputs.ok }}
+
+    steps:
+      - name: Verify token can open PRs
+        id: token-check
+        env:
+          FORK_SYNC_TOKEN: ${{ secrets.FORK_SYNC_TOKEN }}
+        run: |
+          set -euo pipefail
+          if [ -z "${FORK_SYNC_TOKEN}" ]; then
+            echo "::warning::FORK_SYNC_TOKEN is not set; falling back to GITHUB_TOKEN"
+            echo "::warning::If PR create fails with createPullRequest / Resource not accessible by integration, add FORK_SYNC_TOKEN (see FORK.md)"
+            echo "using_pat=false" >> "$GITHUB_OUTPUT"
+          else
+            echo "using_pat=true" >> "$GITHUB_OUTPUT"
+            echo "Using FORK_SYNC_TOKEN for git push and PR create"
+          fi
+          # Installation tokens are not users; probe repo access instead of /user
+          gh api "repos/${GH_REPO}" --jq .full_name
+
+      - name: Checkout fork (litellm_internal_staging)
+        uses: actions/checkout@v4
+        with:
+          ref: litellm_internal_staging
+          fetch-depth: 0
+          # Same token used for push + PR create (must be able to write contents)
+          token: ${{ secrets.FORK_SYNC_TOKEN || github.token }}
+
+      - name: Configure git
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "41898282+github-actions[bot]@users.noreply.github.com"
+
+      - name: Fetch upstream tags
+        run: |
+          git remote add upstream https://github.com/BerriAI/litellm.git || true
+          git fetch upstream --tags --force
+          git fetch origin litellm_internal_staging --force
+
+      - name: Resolve latest stable tag
+        id: stable
+        run: |
+          set -euo pipefail
+          LATEST=$(git tag -l 'v*' | grep -E '^v[0-9]+\.[0-9]+\.[0-9]+$' | sort -V | tail -1)
+          if [ -z "$LATEST" ]; then
+            echo "No stable tags found matching vX.Y.Z"
+            exit 1
+          fi
+          TAG_SHA=$(git rev-list -n 1 "$LATEST")
+          COMMITS_BEHIND=$(git rev-list --count "HEAD..$LATEST" 2>/dev/null || echo "0")
+          if git merge-base --is-ancestor "$TAG_SHA" HEAD; then
+            NEEDS_SYNC=false
+          else
+            NEEDS_SYNC=true
+          fi
+          echo "tag=$LATEST" >> "$GITHUB_OUTPUT"
+          echo "sha=$TAG_SHA" >> "$GITHUB_OUTPUT"
+          echo "short_sha=${TAG_SHA:0:7}" >> "$GITHUB_OUTPUT"
+          echo "commits_behind=$COMMITS_BEHIND" >> "$GITHUB_OUTPUT"
+          echo "needs_sync=$NEEDS_SYNC" >> "$GITHUB_OUTPUT"
+          echo "Latest stable: $LATEST ($TAG_SHA)"
+          echo "Commits behind tag: $COMMITS_BEHIND"
+          echo "Needs sync: $NEEDS_SYNC"
+
+      - name: Open or refresh sync PR (tag as head; GitHub shows conflicts)
+        id: sync-pr
+        if: steps.stable.outputs.needs_sync == 'true'
+        env:
+          STABLE_TAG: ${{ steps.stable.outputs.tag }}
+          TAG_SHA: ${{ steps.stable.outputs.sha }}
+          COMMITS_BEHIND: ${{ steps.stable.outputs.commits_behind }}
+        run: |
+          set -euo pipefail
+          BRANCH="sync/upstream-${STABLE_TAG}"
+          echo "pr_url=" >> "$GITHUB_OUTPUT"
+          echo "has_conflicts=false" >> "$GITHUB_OUTPUT"
+
+          gh label create upstream-sync --description "Upstream stable sync" --color "0E8A16" --force 2>/dev/null || true
+          gh label create fork-compatibility --description "Fork Mantle compatibility" --color "D93F0B" --force 2>/dev/null || true
+          gh label create ci-alert --description "CI alert" --color "B60205" --force 2>/dev/null || true
+          gh label create needs-conflict-resolution --description "GitHub reports merge conflicts on this sync PR" --color "E4E669" --force 2>/dev/null || true
+
+          SHORTLOG=$(git log --oneline "origin/litellm_internal_staging..${STABLE_TAG}" | head -40 || true)
+
+          # Preview conflicts without committing markers (markers hide conflicts from GitHub UI).
+          HAS_CONFLICTS=false
+          CONFLICT_FILES=""
+          git checkout -B "_conflict_preview" origin/litellm_internal_staging
+          if git merge --no-commit --no-ff "$STABLE_TAG"; then
+            echo "Trial merge is clean"
+            git merge --abort || git reset --hard HEAD
+          else
+            HAS_CONFLICTS=true
+            CONFLICT_FILES=$(git diff --name-only --diff-filter=U | grep -v '^\.github/workflows/' || true)
+            echo "Trial merge has conflicts:"
+            echo "$CONFLICT_FILES"
+            git merge --abort || git reset --hard HEAD
+          fi
+          echo "has_conflicts=${HAS_CONFLICTS}" >> "$GITHUB_OUTPUT"
+
+          # Sync branch starts at the stable tag so GitHub can show real merge conflicts
+          # against staging. We do NOT want BerriAI's CI workflows on Bitovi: restore
+          # staging's .github/workflows on top of the tag (requires PAT `workflow` scope
+          # to push, but the PR will not replace Bitovi Actions with upstream's).
+          git checkout -B "$BRANCH" "$STABLE_TAG"
+          rm -rf .github/workflows
+          git checkout origin/litellm_internal_staging -- .github/workflows
+          git add -A .github/workflows
+          if ! git diff --cached --quiet; then
+            git commit -m "chore: keep Bitovi GitHub Actions workflows on sync branch"
+          fi
+          git push -u origin "$BRANCH" --force
+
+          if [ "$HAS_CONFLICTS" = "true" ]; then
+            TITLE="chore: sync upstream ${STABLE_TAG} (conflicts; resolve in GitHub UI)"
+            CONFLICT_SECTION=$(cat <<EOF
+          ### Conflicts (resolve in GitHub before merging)
+
+          GitHub should show **This branch has conflicts that must be resolved**.
+          Use **Resolve conflicts** on the PR (or merge locally). Do not merge until that banner is gone.
+
+          Likely conflicted paths (from trial merge; \`.github/workflows\` is forced to Bitovi and omitted here):
+
+          \`\`\`
+          ${CONFLICT_FILES}
+          \`\`\`
+
+          #### What to keep
+
+          | Path pattern | Prefer |
+          |--------------|--------|
+          | \`litellm/llms/bedrock_mantle/**\` | Bitovi (staging / current) |
+          | \`litellm/proxy/auth/**\`, key/team/budget proxy code | Bitovi when both changed; read both sides |
+          | \`tests/e2e/budgets/**\`, VK/budget UI under \`ui/litellm-dashboard/**/key_*\` | Bitovi |
+          | \`deploy/**\`, Bitovi workflows under \`.github/workflows/publish-*.yml\` | Bitovi |
+          | \`ui/**/eslint-metrics.json\`, \`litellm/proxy/_experimental/out/**\` | Upstream / regenerate (noise) |
+          | Everything else | Prefer upstream unless you know it is a Bitovi change |
+
+          In the GitHub conflict editor, **staging is the branch you are merging into**; keep Bitovi lines for the rows above.
+          EOF
+            )
+          else
+            TITLE="chore: sync upstream ${STABLE_TAG}"
+            CONFLICT_SECTION="### Conflicts
+
+          Trial merge was clean. Review the diff (large UI \`_experimental/out\` churn is normal), wait for checks, then merge."
+          fi
+          CONFLICT_SECTION=$(printf '%s\n' "$CONFLICT_SECTION" | sed 's/^          //')
+
+          BODY=$(cat <<EOF
+          ## Upstream stable sync
+
+          Stable tag: [\`${STABLE_TAG}\`](https://github.com/BerriAI/litellm/releases/tag/${STABLE_TAG})
+
+          - Tag SHA: \`${TAG_SHA}\`
+          - Commits not yet in staging: ${COMMITS_BEHIND}
+          - Sync source: stable tag only (not \`upstream/main\` or BerriAI staging)
+          - Head is the stable tag tip, plus Bitovi \`.github/workflows\` retained (we do not adopt BerriAI CI)
+          - Docs: [FORK.md](https://github.com/bitovi/litellm/blob/litellm_internal_staging/FORK.md)
+
+          **This Action never merges into \`litellm_internal_staging\`.** A human must resolve conflicts (if any) and merge.
+
+          ${CONFLICT_SECTION}
+
+          ### Shortlog (first 40)
+
+          \`\`\`
+          ${SHORTLOG}
+          \`\`\`
+
+          ### Checklist (do not merge until all are done)
+
+          - [ ] No GitHub banner: "This branch has conflicts that must be resolved"
+          - [ ] Bitovi paths above kept correctly (Mantle / auth / VK / budgets / deploy)
+          - [ ] Checks understood if red
+          - [ ] Merge this PR into \`litellm_internal_staging\` (manual)
+          EOF
+          )
+          BODY=$(printf '%s\n' "$BODY" | sed 's/^          //')
+
+          EXISTING_NUM=$(gh api "repos/${GH_REPO}/pulls" --paginate \
+            --jq ".[] | select(.head.ref == \"${BRANCH}\" and .base.ref == \"litellm_internal_staging\" and .state == \"open\") | .number" \
+            | head -1 || true)
+
+          if [ -n "${EXISTING_NUM}" ]; then
+            PR_JSON=$(jq -n --arg title "$TITLE" --arg body "$BODY" '{title:$title, body:$body}' \
+              | gh api "repos/${GH_REPO}/pulls/${EXISTING_NUM}" --method PATCH --input -)
+            PR_URL=$(echo "$PR_JSON" | jq -r .html_url)
+            PR_NUM="$EXISTING_NUM"
+            echo "Refreshed PR: $PR_URL"
+          else
+            set +e
+            PR_JSON=$(jq -n \
+              --arg title "$TITLE" \
+              --arg body "$BODY" \
+              --arg head "$BRANCH" \
+              --arg base "litellm_internal_staging" \
+              '{title:$title, body:$body, head:$head, base:$base}' \
+              | gh api "repos/${GH_REPO}/pulls" --method POST --input - 2>pr_create_err.txt)
+            CREATE_STATUS=$?
+            set -e
+            if [ "$CREATE_STATUS" -ne 0 ]; then
+              echo "::error::Failed to create pull request (HTTP/API)."
+              cat pr_create_err.txt || true
+              echo "::error::Fix: create repo secret FORK_SYNC_TOKEN (see FORK.md)."
+              echo "::error::Branch was pushed: https://github.com/${GH_REPO}/tree/${BRANCH}"
+              exit 1
+            fi
+            PR_URL=$(echo "$PR_JSON" | jq -r .html_url)
+            PR_NUM=$(echo "$PR_JSON" | jq -r .number)
+            echo "Created PR: $PR_URL"
+          fi
+
+          echo "pr_url=$PR_URL" >> "$GITHUB_OUTPUT"
+
+          jq -n '{labels:["upstream-sync"]}' \
+            | gh api --method POST "repos/${GH_REPO}/issues/${PR_NUM}/labels" --input - 2>/dev/null || true
+          if [ "$HAS_CONFLICTS" = "true" ]; then
+            jq -n '{labels:["needs-conflict-resolution"]}' \
+              | gh api --method POST "repos/${GH_REPO}/issues/${PR_NUM}/labels" --input - 2>/dev/null || true
+          else
+            gh api --method DELETE "repos/${GH_REPO}/issues/${PR_NUM}/labels/needs-conflict-resolution" 2>/dev/null || true
+          fi
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.11"
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v2
+        with:
+          version: "0.11.7"
+          enable-cache: true
+
+      - name: Install dependencies with bedrock extras
+        run: |
+          uv pip install -e ".[bedrock]" --system
+          uv pip install pytest pytest-asyncio boto3 --system
+
+      - name: Run Bedrock Mantle tests on staging tip
+        id: bedrock-staging
+        continue-on-error: true
+        run: |
+          git checkout litellm_internal_staging
+          pytest tests/test_litellm/llms/bedrock_mantle/ -v --tb=short --junit-xml=test-results-staging.xml
+
+      - name: Auth contract check on staging tip
+        id: auth-staging
+        continue-on-error: true
+        run: |
+          python3 << 'EOF'
+          import sys
+          try:
+              from litellm.llms.bedrock_mantle.common_utils import BedrockMantleAuthMixin
+          except ImportError as e:
+              print(f"Failed to import BedrockMantleAuthMixin: {e}")
+              sys.exit(1)
+          if not hasattr(BedrockMantleAuthMixin, "_resolve_bearer_token"):
+              print("Missing _resolve_bearer_token")
+              sys.exit(1)
+          if not hasattr(BedrockMantleAuthMixin, "_resolve_region"):
+              print("Missing _resolve_region")
+              sys.exit(1)
+          print("Auth contract OK on staging")
+          EOF
+
+      - name: Upload test results
+        if: always()
+        uses: actions/upload-artifact@v4
+        with:
+          name: bedrock-mantle-test-results
+          path: test-results-staging.xml
+          if-no-files-found: ignore
+
+      - name: Summarize Mantle results
+        id: mantle-summary
+        if: always()
+        run: |
+          OK=true
+          if [ "${{ steps.bedrock-staging.outcome }}" = "failure" ] || [ "${{ steps.auth-staging.outcome }}" = "failure" ]; then
+            OK=false
+          fi
+          echo "ok=$OK" >> "$GITHUB_OUTPUT"
+          echo "Mantle OK: $OK"
+
+      - name: Comment on sync PR if Mantle failed
+        if: |
+          always() &&
+          steps.mantle-summary.outputs.ok == 'false' &&
+          steps.sync-pr.outputs.pr_url != ''
+        run: |
+          PR_URL="${{ steps.sync-pr.outputs.pr_url }}"
+          PR_NUM="${PR_URL##*/}"
+          jq -n --arg body "$(cat <<EOF
+          ## Mantle compatibility alert
+
+          Bedrock Mantle checks failed on this run ([logs](${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }})).
+
+          - Staging tip Mantle tests: ${{ steps.bedrock-staging.outcome }}
+          - Staging auth contract: ${{ steps.auth-staging.outcome }}
+
+          See [FORK.md](https://github.com/bitovi/litellm/blob/litellm_internal_staging/FORK.md).
+          EOF
+          )" '{body:$body}' | gh api "repos/${GH_REPO}/issues/${PR_NUM}/comments" --method POST --input -
+
+      - name: Create or update Mantle failure issue
+        if: always() && steps.mantle-summary.outputs.ok == 'false'
+        env:
+          STABLE_TAG: ${{ steps.stable.outputs.tag }}
+        run: |
+          set -euo pipefail
+          TITLE="fork-compatibility: Mantle failed [${STABLE_TAG}]"
+          BODY=$(cat <<EOF
+          # Fork Mantle compatibility failed
+
+          - Stable tag under review: \`${STABLE_TAG}\`
+          - Staging Mantle tests: ${{ steps.bedrock-staging.outcome }}
+          - Auth contract: ${{ steps.auth-staging.outcome }}
+          - Sync PR: ${{ steps.sync-pr.outputs.pr_url || 'n/a' }}
+          - [Action run](${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }})
+
+          See [FORK.md](https://github.com/bitovi/litellm/blob/litellm_internal_staging/FORK.md).
+          EOF
+          )
+          EXISTING_NUM=$(gh api "repos/${GH_REPO}/issues?state=open&labels=fork-compatibility" \
+            --jq ".[] | select(.title | contains(\"Mantle failed\")) | .number" | head -1 || true)
+          if [ -n "$EXISTING_NUM" ]; then
+            jq -n --arg body "$BODY" '{body:$body}' \
+              | gh api "repos/${GH_REPO}/issues/${EXISTING_NUM}/comments" --method POST --input -
+            echo "Updated issue #${EXISTING_NUM}"
+          else
+            ISSUE_JSON=$(jq -n --arg title "$TITLE" --arg body "$BODY" '{title:$title, body:$body}' \
+              | gh api "repos/${GH_REPO}/issues" --method POST --input -)
+            ISSUE_NUM=$(echo "$ISSUE_JSON" | jq -r .number)
+            gh api --method POST "repos/${GH_REPO}/issues/${ISSUE_NUM}/labels" --input - <<< '{"labels":["fork-compatibility"]}' 2>/dev/null || true
+            gh api --method POST "repos/${GH_REPO}/issues/${ISSUE_NUM}/labels" --input - <<< '{"labels":["ci-alert"]}' 2>/dev/null || true
+            echo "Created issue #${ISSUE_NUM}"
+          fi
+
+      - name: Job summary
+        if: always()
+        run: |
+          {
+            echo "## Fork sync / Mantle check"
+            echo ""
+            echo "- Latest stable: \`${{ steps.stable.outputs.tag }}\`"
+            echo "- Needs sync: \`${{ steps.stable.outputs.needs_sync }}\`"
+            echo "- Has conflicts on sync branch: \`${{ steps.sync-pr.outputs.has_conflicts }}\`"
+            echo "- Sync PR (review + merge manually): ${{ steps.sync-pr.outputs.pr_url || 'none' }}"
+            echo "- Mantle OK: \`${{ steps.mantle-summary.outputs.ok }}\`"
+            echo "- Token: FORK_SYNC_TOKEN preferred over GITHUB_TOKEN (see FORK.md)"
+          } >> "$GITHUB_STEP_SUMMARY"
+
+  notify-slack:
+    runs-on: ubuntu-latest
+    name: Notify Slack
+    needs: [sync-and-check]
+    if: always()
+    steps:
+      - name: Check Slack webhook
+        id: slack-check
+        env:
+          SLACK_WEBHOOK_URL: ${{ secrets.SLACK_WEBHOOK_URL }}
+        run: |
+          if [ -n "${SLACK_WEBHOOK_URL}" ]; then
+            echo "enabled=true" >> "$GITHUB_OUTPUT"
+          else
+            echo "enabled=false" >> "$GITHUB_OUTPUT"
+            echo "SLACK_WEBHOOK_URL not set; skipping Slack notify"
+          fi
+
+      - name: Send Slack notification
+        if: steps.slack-check.outputs.enabled == 'true'
+        continue-on-error: true
+        uses: slackapi/slack-github-action@v2.1.1
+        with:
+          webhook: ${{ secrets.SLACK_WEBHOOK_URL }}
+          webhook-type: incoming-webhook
+          payload: |
+            text: "LiteLLM fork sync: stable ${{ needs.sync-and-check.outputs.stable_tag }} (needs_sync=${{ needs.sync-and-check.outputs.needs_sync }}, conflicts=${{ needs.sync-and-check.outputs.has_conflicts }}, mantle_ok=${{ needs.sync-and-check.outputs.mantle_ok }})"
+            blocks:
+              - type: section
+                text:
+                  type: mrkdwn
+                  text: "*LiteLLM fork sync PR* (review and merge manually)\n• Stable: `${{ needs.sync-and-check.outputs.stable_tag }}`\n• Needs sync: `${{ needs.sync-and-check.outputs.needs_sync }}`\n• Conflicts: `${{ needs.sync-and-check.outputs.has_conflicts }}`\n• Mantle OK: `${{ needs.sync-and-check.outputs.mantle_ok }}`\n• PR: ${{ needs.sync-and-check.outputs.sync_pr_url || 'none' }}\n• <${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}|Logs>"
diff --git a/.github/workflows/guard-fork-dependencies.yml b/.github/workflows/guard-fork-dependencies.yml
deleted file mode 100644
index f4cbdd63cdf..00000000000
--- a/.github/workflows/guard-fork-dependencies.yml
+++ /dev/null
@@ -1,140 +0,0 @@
-name: Guard fork dependency changes
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-    paths:
-      - "uv.lock"
-      - "pyproject.toml"
-      - "litellm-proxy-extras/pyproject.toml"
-      - "enterprise/pyproject.toml"
-
-permissions: {}
-
-jobs:
-  guard:
-    name: Block fork dependency changes
-    runs-on: ubuntu-latest
-    timeout-minutes: 5
-    if: github.event.pull_request.head.repo.full_name != github.repository
-    steps:
-      - name: Checkout base branch
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          ref: ${{ github.base_ref }}
-          persist-credentials: false
-          path: base
-
-      - name: Checkout PR head (read-only)
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-          path: pr
-
-      - name: Reject uv.lock changes
-        run: |
-          if ! diff -q base/uv.lock pr/uv.lock >/dev/null 2>&1; then
-            echo "::error::Fork PRs must not modify uv.lock. Dependency lockfile changes must come from a branch in the canonical repository."
-            exit 1
-          fi
-          echo "uv.lock is unchanged."
-
-      - name: Reject new dependencies in pyproject.toml files
-        shell: bash
-        run: |
-          set -euo pipefail
-
-          # Write the checker script to a temp file to avoid shell quoting issues.
-          cat > /tmp/extract_deps.py << 'SCRIPT'
-          import re
-          import sys
-          import tomllib
-
-
-          def normalize(name: str) -> str:
-              return re.sub(r"[-_.]+", "-", name).lower()
-
-
-          def extract_dep_names(path: str) -> set[str]:
-              with open(path, "rb") as f:
-                  data = tomllib.load(f)
-
-              deps: set[str] = set()
-              pep508 = re.compile(r"^([A-Za-z0-9](?:[A-Za-z0-9._-]*[A-Za-z0-9])?)")
-
-              # [project].dependencies
-              for spec in data.get("project", {}).get("dependencies", []):
-                  m = pep508.match(spec)
-                  if m:
-                      deps.add(normalize(m.group(1)))
-
-              # [project.optional-dependencies]
-              for group in data.get("project", {}).get("optional-dependencies", {}).values():
-                  for spec in group:
-                      m = pep508.match(spec)
-                      if m:
-                          deps.add(normalize(m.group(1)))
-
-              # [dependency-groups]
-              for group in data.get("dependency-groups", {}).values():
-                  for item in group:
-                      if isinstance(item, str):
-                          m = pep508.match(item)
-                          if m:
-                              deps.add(normalize(m.group(1)))
-
-              return deps
-
-
-          if __name__ == "__main__":
-              for name in sorted(extract_dep_names(sys.argv[1])):
-                  print(name)
-          SCRIPT
-
-          had_error=0
-
-          check_deps() {
-            local base_file="$1"
-            local pr_file="$2"
-            local label="$3"
-
-            if [ ! -f "$base_file" ] && [ ! -f "$pr_file" ]; then
-              return 0
-            fi
-
-            if [ ! -f "$base_file" ] && [ -f "$pr_file" ]; then
-              echo "::error::Fork PR introduces a new $label that does not exist on the base branch."
-              return 1
-            fi
-
-            base_deps=$(python3 /tmp/extract_deps.py "$base_file")
-            pr_deps=$(python3 /tmp/extract_deps.py "$pr_file")
-
-            new_deps=$(comm -13 <(echo "$base_deps") <(echo "$pr_deps"))
-
-            if [ -n "$new_deps" ]; then
-              echo "::error::Fork PR adds new dependencies in $label: $(echo $new_deps | tr '\n' ', ')"
-              echo "New packages detected:"
-              echo "$new_deps"
-              return 1
-            fi
-
-            echo "$label: no new dependencies."
-            return 0
-          }
-
-          check_deps base/pyproject.toml pr/pyproject.toml "pyproject.toml" || had_error=1
-          check_deps base/litellm-proxy-extras/pyproject.toml pr/litellm-proxy-extras/pyproject.toml "litellm-proxy-extras/pyproject.toml" || had_error=1
-          check_deps base/enterprise/pyproject.toml pr/enterprise/pyproject.toml "enterprise/pyproject.toml" || had_error=1
-
-          if [ "$had_error" -ne 0 ]; then
-            echo ""
-            echo "::error::Fork PRs must not add new dependencies. Please open an issue or coordinate with a maintainer to update dependencies from within the canonical repository."
-            exit 1
-          fi
-
-          echo "All pyproject.toml files passed dependency check."
diff --git a/.github/workflows/guard-main-branch.yml b/.github/workflows/guard-main-branch.yml
deleted file mode 100644
index aa4968f0c1e..00000000000
--- a/.github/workflows/guard-main-branch.yml
+++ /dev/null
@@ -1,42 +0,0 @@
-name: Guard main branch
-
-on:
-  pull_request:
-    branches:
-      - main
-  merge_group:
-
-permissions: {}
-
-# DO NOT RENAME the job's `name:` — it is referenced by GitHub branch
-# protection as a required status check on `main`. Renaming silently
-# breaks the gate.
-jobs:
-  guard:
-    name: Verify PR source branch
-    runs-on: ubuntu-latest
-    timeout-minutes: 2
-    steps:
-      - name: Reject merge_group events
-        if: github.event_name == 'merge_group'
-        run: |
-          echo "::error::Merge queue is not supported for main. Disable merge queue or update this guard."
-          exit 1
-      - name: Check head branch name
-        env:
-          HEAD_REF: ${{ github.head_ref }}
-          HEAD_REPO: ${{ github.event.pull_request.head.repo.full_name }}
-          BASE_REPO: ${{ github.repository }}
-        run: |
-          echo "PR head repo: $HEAD_REPO"
-          echo "PR head branch: $HEAD_REF"
-          if [ "$HEAD_REPO" != "$BASE_REPO" ]; then
-            echo "::error::PRs to main must originate from the canonical repository ($BASE_REPO), not a fork ($HEAD_REPO). External contributors should open PRs against the current daily OSS branch (named litellm_oss_daily_YYYY_MM_DD; a fresh one is cut each weekday, so target the most recent) instead."
-            exit 1
-          fi
-          if [ "$HEAD_REF" = "litellm_internal_staging" ] || [[ "$HEAD_REF" == litellm_hotfix_?* ]]; then
-            echo "Allowed source branch."
-            exit 0
-          fi
-          echo "::error::PRs to main must originate from 'litellm_internal_staging' or a 'litellm_hotfix_*' branch. Got: '$HEAD_REF'. If this is a contribution, retarget the PR against the current daily OSS branch (named litellm_oss_daily_YYYY_MM_DD; a fresh one is cut each weekday, so target the most recent) instead."
-          exit 1
diff --git a/.github/workflows/helm_unit_test.yml b/.github/workflows/helm_unit_test.yml
deleted file mode 100644
index 5b9d20d97f3..00000000000
--- a/.github/workflows/helm_unit_test.yml
+++ /dev/null
@@ -1,43 +0,0 @@
-name: Helm unit test
-
-on:
-  pull_request:
-  push:
-    branches:
-      - main
-
-permissions:
-  contents: read
-
-jobs:
-  unit-test:
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Set up Helm 3.11.1
-        uses: azure/setup-helm@1a275c3b69536ee54be43f2070a358922e12c8d4 # v4.3.1
-        with:
-          version: "3.11.1"
-
-      - name: Install Helm Unit Test Plugin
-        run: |
-          helm plugin install https://github.com/helm-unittest/helm-unittest --version v0.4.4
-      - name: Verify Helm Unit Test Plugin integrity
-        run: |
-          EXPECTED_SHA="e251ba198448629678ff2168e1a469249d998155"
-          PLUGIN_DIR="$(helm env HELM_PLUGINS)/helm-unittest"
-          ACTUAL_SHA="$(git -C "$PLUGIN_DIR" rev-parse HEAD)"
-          if [ "$ACTUAL_SHA" != "$EXPECTED_SHA" ]; then
-            echo "::error::Helm unittest plugin checksum mismatch! Expected $EXPECTED_SHA but got $ACTUAL_SHA"
-            exit 1
-          fi
-          echo "Helm unittest plugin integrity verified: $ACTUAL_SHA"
-
-      - name: Run unit tests
-        run: |
-          helm unittest -f 'tests/*.yaml' helm/litellm-helm
-          helm unittest -f 'tests/*.yaml' helm/litellm
diff --git a/.github/workflows/image-scan.yml b/.github/workflows/image-scan.yml
deleted file mode 100644
index 90ede5a653f..00000000000
--- a/.github/workflows/image-scan.yml
+++ /dev/null
@@ -1,65 +0,0 @@
-name: Image Scan
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_branch
-      - "litellm_**"
-    paths:
-      - docker/Dockerfile.non_root
-      - uv.lock
-      - ui/litellm-dashboard/package-lock.json
-      - .github/workflows/image-scan.yml
-  schedule:
-    - cron: "41 6 * * *"
-  workflow_dispatch:
-
-permissions: {}
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  image-scan:
-    name: image-scan
-    runs-on: ubuntu-latest
-    if: >-
-      github.event_name != 'pull_request' ||
-      github.event.pull_request.head.repo.full_name == github.repository
-    timeout-minutes: 30
-    permissions:
-      contents: read
-    steps:
-      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Download Grype v0.114.0
-        run: |
-          curl -fsSL --retry 3 -o "$RUNNER_TEMP/grype.tar.gz" \
-            https://github.com/anchore/grype/releases/download/v0.114.0/grype_0.114.0_linux_amd64.tar.gz
-          echo "edda0968d8827daab01d32b3cd7de192ae0915005e7bbfcfef9e68e79bc43343  $RUNNER_TEMP/grype.tar.gz" | sha256sum -c -
-          tar xzf "$RUNNER_TEMP/grype.tar.gz" -C "$RUNNER_TEMP" grype
-          chmod +x "$RUNNER_TEMP/grype"
-
-      # Dockerfile.non_root is the rootless variant we ship. The other
-      # Dockerfiles share the same wolfi base and apk set, so OS-layer coverage
-      # is the same; matrix-scan if those variants ever diverge.
-      - name: Build runtime image
-        run: docker build -f docker/Dockerfile.non_root -t litellm-image-scan:${{ github.sha }} .
-
-      # Scans the whole shipped artifact: OS/apk plus every language package
-      # baked into the image, including ones no lockfile declares (e.g. prisma's
-      # vendored node engine) that osv-scan cannot see. osv-scan stays the fast
-      # source-level gate; this is the customer's-eye-view backstop. Credential-
-      # free OSS, run as a pinned, checksum-verified binary; no GitHub Action
-      # dependency and no vendor SaaS callout.
-      - name: Scan image for fixable HIGH/CRITICAL CVEs
-        run: |
-          "$RUNNER_TEMP/grype" litellm-image-scan:${{ github.sha }} \
-            --only-fixed \
-            --fail-on high \
-            --output table
diff --git a/.github/workflows/issue-keyword-labeler.yml b/.github/workflows/issue-keyword-labeler.yml
deleted file mode 100644
index 7e2693209b6..00000000000
--- a/.github/workflows/issue-keyword-labeler.yml
+++ /dev/null
@@ -1,65 +0,0 @@
-name: Issue Keyword Labeler
-
-on:
-  issues:
-    types:
-      - opened
-
-jobs:
-  scan-and-label:
-    runs-on: ubuntu-latest
-    permissions:
-      issues: write
-      contents: read
-    steps:
-      - name: Checkout code
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Scan for provider keywords
-        id: scan
-        env:
-          PROVIDER_ISSUE_WEBHOOK_URL: ${{ secrets.PROVIDER_ISSUE_WEBHOOK_URL }}
-          KEYWORDS: azure,openai,bedrock,vertexai,vertex ai,anthropic,gemini,cohere,mistral,groq,ollama,deepseek
-        run: python3 .github/scripts/scan_keywords.py
-
-      - name: Ensure label exists
-        if: steps.scan.outputs.found == 'true'
-        uses: actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b # v7.1.0
-        with:
-          github-token: ${{ secrets.GITHUB_TOKEN }}
-          script: |
-            const labelName = 'llm translation';
-            try {
-              await github.rest.issues.getLabel({
-                owner: context.repo.owner,
-                repo: context.repo.repo,
-                name: labelName
-              });
-            } catch (error) {
-              if (error.status === 404) {
-                await github.rest.issues.createLabel({
-                  owner: context.repo.owner,
-                  repo: context.repo.repo,
-                  name: labelName,
-                  color: 'c1ff72',
-                  description: 'Issues related to LLM provider translation/mapping'
-                });
-              } else {
-                throw error;
-              }
-            }
-
-      - name: Add label to the issue
-        if: steps.scan.outputs.found == 'true'
-        uses: actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b # v7.1.0
-        with:
-          github-token: ${{ secrets.GITHUB_TOKEN }}
-          script: |
-            await github.rest.issues.addLabels({
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              issue_number: context.issue.number,
-              labels: ['llm translation']
-            });
diff --git a/.github/workflows/label-component.yml b/.github/workflows/label-component.yml
deleted file mode 100644
index e0c2fa94d8c..00000000000
--- a/.github/workflows/label-component.yml
+++ /dev/null
@@ -1,116 +0,0 @@
-name: Label Component Issues
-
-on:
-  issues:
-    types:
-      - opened
-
-jobs:
-  add-component-label:
-    runs-on: ubuntu-latest
-    permissions:
-      issues: write
-    steps:
-      - name: Add component labels
-        uses: actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b # v7.1.0
-        with:
-          github-token: ${{ secrets.GITHUB_TOKEN }}
-          script: |
-            const body = context.payload.issue.body;
-            if (!body) return;
-
-            // Define component mappings with regex patterns that handle flexible whitespace
-            const components = [
-              {
-                pattern: /What part of LiteLLM is this about\?\s*SDK \(litellm Python package\)/,
-                label: 'sdk',
-                color: '0E7C86',
-                description: 'Issues related to the litellm Python SDK'
-              },
-              {
-                pattern: /What part of LiteLLM is this about\?\s*Proxy/,
-                label: 'proxy',
-                color: '5319E7',
-                description: 'Issues related to the LiteLLM Proxy'
-              },
-              {
-                pattern: /What part of LiteLLM is this about\?\s*UI Dashboard/,
-                label: 'ui-dashboard',
-                color: 'D876E3',
-                description: 'Issues related to the LiteLLM UI Dashboard'
-              },
-              {
-                pattern: /What part of LiteLLM is this about\?\s*Docs/,
-                label: 'docs',
-                color: 'FBCA04',
-                description: 'Issues related to LiteLLM documentation'
-              }
-            ];
-
-            // Find matching component
-            for (const component of components) {
-              if (component.pattern.test(body)) {
-                // Ensure label exists
-                try {
-                  await github.rest.issues.getLabel({
-                    owner: context.repo.owner,
-                    repo: context.repo.repo,
-                    name: component.label
-                  });
-                } catch (error) {
-                  if (error.status === 404) {
-                    await github.rest.issues.createLabel({
-                      owner: context.repo.owner,
-                      repo: context.repo.repo,
-                      name: component.label,
-                      color: component.color,
-                      description: component.description
-                    });
-                  }
-                }
-
-                // Add label to issue
-                await github.rest.issues.addLabels({
-                  owner: context.repo.owner,
-                  repo: context.repo.repo,
-                  issue_number: context.issue.number,
-                  labels: [component.label]
-                });
-
-                break;
-              }
-            }
-
-            // Check for 'claude code' keyword (can be applied alongside component labels)
-            if (/claude code/i.test(body)) {
-              const claudeLabel = {
-                name: 'claude code',
-                color: '7c3aed',
-                description: 'Issues related to Claude Code usage'
-              };
-
-              try {
-                await github.rest.issues.getLabel({
-                  owner: context.repo.owner,
-                  repo: context.repo.repo,
-                  name: claudeLabel.name
-                });
-              } catch (error) {
-                if (error.status === 404) {
-                  await github.rest.issues.createLabel({
-                    owner: context.repo.owner,
-                    repo: context.repo.repo,
-                    name: claudeLabel.name,
-                    color: claudeLabel.color,
-                    description: claudeLabel.description
-                  });
-                }
-              }
-
-              await github.rest.issues.addLabels({
-                owner: context.repo.owner,
-                repo: context.repo.repo,
-                issue_number: context.issue.number,
-                labels: [claudeLabel.name]
-              });
-            }
diff --git a/.github/workflows/mutation-test.yml b/.github/workflows/mutation-test.yml
deleted file mode 100644
index 183f12f969c..00000000000
--- a/.github/workflows/mutation-test.yml
+++ /dev/null
@@ -1,131 +0,0 @@
-name: "Mutation Test (manual)"
-
-# Manually-triggered mutation testing. Runs mutmut against the scope
-# configured in [tool.mutmut] in pyproject.toml (currently the
-# litellm/proxy/management_endpoints/ folder). Intended cadence is roughly
-# weekly — clicked from the Actions tab when someone wants a fresh report.
-#
-# Uploads a structured `mutation-report.md` (Meta ACH-style: original +
-# mutated function with `# MUTANT START`/`# MUTANT END` delimiters + the
-# existing tests + a task instruction) as a workflow artifact. Failures
-# do not block anything because nothing depends on this workflow.
-
-on:
-  workflow_dispatch:
-
-permissions:
-  contents: read
-
-concurrency:
-  group: mutation-test-${{ github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  mutation:
-    name: Run mutmut
-    runs-on: ubuntu-latest
-    # Whole-folder mutation against ~15 files / ~7.5k LOC can take hours.
-    # 350 minutes is just under the GitHub-hosted job cap of 360 minutes.
-    timeout-minutes: 350
-
-    steps:
-      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Set up Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
-        with:
-          python-version: "3.12"
-
-      - name: Set up uv
-        uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7
-        with:
-          version: "0.10.9"
-
-      - name: Cache uv dependencies
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
-        with:
-          path: |
-            ~/.cache/uv
-            .venv
-          key: ${{ runner.os }}-uv-${{ hashFiles('uv.lock') }}
-          restore-keys: |
-            ${{ runner.os }}-uv-
-
-      - name: Install dependencies
-        run: |
-          .github/scripts/uv_sync_with_retries.sh --frozen --group ci --group proxy-dev --extra google --extra proxy --extra semantic-router
-
-      - name: Generate Prisma client
-        env:
-          PRISMA_BINARY_CACHE_DIR: ${{ runner.temp }}/prisma-cache
-        run: |
-          uv run --no-sync prisma generate --schema litellm/proxy/schema.prisma
-
-      # mutmut 3.x runs tests inside a `mutants/` sandbox where it injects
-      # mutation trampolines. uv installs the project as editable by default,
-      # which puts the original source dir on sys.path via a .pth file and
-      # shadows the sandbox copy — so tests would never exercise the mutated
-      # code. Reinstalling non-editable removes the .pth shadow.
-      - name: Reinstall litellm non-editable (so mutants/ is not shadowed)
-        run: |
-          uv pip uninstall litellm
-          uv pip install . --no-deps
-
-      # pytest-retry's pytest_configure hook crashes with
-      # `INTERNALERROR: no option named 'filtered_exceptions'` when invoked
-      # via mutmut's in-process pytest.main() call. The entry-point name
-      # doesn't normalize cleanly with `-p no:<name>`, so just remove the
-      # package outright. Reruns are wrong for mutation testing anyway —
-      # rerunning a "failed" mutant test would mask which mutants are killed.
-      - name: Remove pytest plugins that conflict with mutmut
-        run: |
-          uv pip uninstall pytest-retry || true
-
-      - name: Run mutmut
-        env:
-          # Make the mutants/ sandbox win over site-packages on sys.path so the
-          # trampolined files are imported instead of the installed copy.
-          PYTHONPATH: ${{ github.workspace }}/mutants
-        run: |
-          set -o pipefail
-          mkdir -p mutants
-          uv run --no-sync --with mutmut==3.5.0 mutmut run 2>&1 | tee mutmut-run.log
-
-      # Generate the structured report. The script embeds the enclosing
-      # function source for each survivor (via Python AST) and includes the
-      # existing test files, so an LLM agent has enough context to write
-      # killing tests without further file lookups. Modeled on Meta's ACH
-      # prompt template (arXiv 2501.12862).
-      - name: Generate detailed mutation report
-        if: always()
-        run: |
-          set +e
-          uv run --no-sync --with mutmut==3.5.0 mutmut export-cicd-stats > /dev/null 2>&1
-          uv run --no-sync --with mutmut==3.5.0 mutmut results > mutmut-results.txt 2>&1
-          uv run --no-sync python scripts/mutation_report.py
-          # The full report can be very long for big test files; the run-page
-          # summary cuts off at 1 MB. Append the head of the report (summary
-          # + survivor list) and link out to the artifact for the full body.
-          {
-            head -c 900000 mutation-report.md
-            echo ""
-            echo ""
-            echo "_Full report (with embedded function bodies and test files) is in the workflow artifact._"
-          } >> "$GITHUB_STEP_SUMMARY"
-
-      - name: Upload mutmut artifacts
-        if: always()
-        uses: actions/upload-artifact@4cec3d8aa04e39d1a68397de0c4cd6fb9dce8ec1 # v4.6.1
-        with:
-          name: mutmut-${{ github.run_id }}-${{ github.run_attempt }}
-          path: |
-            mutation-report.md
-            mutmut-results.txt
-            mutmut-run.log
-            mutants/mutmut-stats.json
-            mutants/mutmut-cicd-stats.json
-            mutants/litellm/proxy/management_endpoints/**/*.py
-          if-no-files-found: warn
-          retention-days: 14
diff --git a/.github/workflows/oss_daily_guardrails.yml b/.github/workflows/oss_daily_guardrails.yml
deleted file mode 100644
index 950c51c9b60..00000000000
--- a/.github/workflows/oss_daily_guardrails.yml
+++ /dev/null
@@ -1,50 +0,0 @@
-name: OSS Daily Guardrails
-
-on:
-  push:
-    branches:
-      - "litellm_oss_daily_20*"
-  pull_request:
-    branches:
-      - "litellm_oss_daily_20*"
-      - litellm_internal_staging
-
-permissions:
-  contents: read
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  oss-safe-checks:
-    name: Run OSS daily safe checks
-    if: startsWith(github.ref_name, 'litellm_oss_daily_20') || startsWith(github.head_ref, 'litellm_oss_daily_20') || startsWith(github.base_ref, 'litellm_oss_daily_20')
-    runs-on: ubuntu-latest
-    timeout-minutes: 10
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Set up Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
-        with:
-          python-version: "3.12"
-
-      - name: Set up uv
-        uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7
-        with:
-          version: "0.10.9"
-
-      - name: Run secret scan test
-        run: |
-          uv run --frozen --with 'pytest==9.0.2' pytest tests/litellm/test_no_hardcoded_secrets.py -v
-
-      - name: Run Ruff
-        run: |
-          uv sync --frozen
-          cd litellm
-          uv run --no-sync ruff check .
diff --git a/.github/workflows/osv-scan.yml b/.github/workflows/osv-scan.yml
deleted file mode 100644
index 31104002dab..00000000000
--- a/.github/workflows/osv-scan.yml
+++ /dev/null
@@ -1,44 +0,0 @@
-name: OSV Scan
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-  schedule:
-    - cron: "23 6 * * *"
-  workflow_dispatch:
-
-permissions: {}
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  osv-scan:
-    name: osv-scan
-    runs-on: ubuntu-latest
-    timeout-minutes: 10
-    permissions:
-      contents: read
-    steps:
-      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Download osv-scanner v2.3.8
-        run: |
-          curl -fsSL --retry 3 -o "$RUNNER_TEMP/osv-scanner" \
-            https://github.com/google/osv-scanner/releases/download/v2.3.8/osv-scanner_linux_amd64
-          echo "bc98e15319ed0d515e3f9235287ba53cdc5535d576d24fd573978ecfe9ab92dc  $RUNNER_TEMP/osv-scanner" | sha256sum -c -
-          chmod +x "$RUNNER_TEMP/osv-scanner"
-
-      - name: Scan lockfiles
-        run: |
-          "$RUNNER_TEMP/osv-scanner" scan source \
-            --config osv-scanner.toml \
-            -L uv.lock \
-            -L ui/litellm-dashboard/package-lock.json
diff --git a/.github/workflows/publish-bitovi-proxy-image.yml b/.github/workflows/publish-bitovi-proxy-image.yml
new file mode 100644
index 00000000000..4799b522f4f
--- /dev/null
+++ b/.github/workflows/publish-bitovi-proxy-image.yml
@@ -0,0 +1,54 @@
+name: Publish Bitovi Proxy Image
+
+on:
+  workflow_dispatch:
+  push:
+    branches:
+      - litellm_internal_staging
+    paths:
+      - ".github/workflows/publish-bitovi-proxy-image.yml"
+      - "docker/**"
+      - "litellm/**"
+      - "enterprise/**"
+      - "ui/**"
+      - "pyproject.toml"
+      - "uv.lock"
+
+permissions:
+  contents: read
+
+jobs:
+  publish:
+    runs-on: ubuntu-latest
+
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Configure AWS credentials
+        uses: aws-actions/configure-aws-credentials@v4
+        with:
+          aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID_AI }}
+          aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY_AI }}
+          aws-region: ${{ secrets.AWS_REGION }}
+
+      - name: Verify AWS identity
+        run: aws sts get-caller-identity
+
+      - name: Login to Amazon ECR
+        id: login-ecr
+        uses: aws-actions/amazon-ecr-login@v2
+
+      - name: Build and push proxy image
+        env:
+          ECR_REGISTRY: ${{ steps.login-ecr.outputs.registry }}
+          ECR_REPOSITORY: ${{ vars.LITELLM_ECR_REPOSITORY != '' && vars.LITELLM_ECR_REPOSITORY || 'claude-usage-proxy-litellm' }}
+          IMAGE_SHA: ${{ github.sha }}
+        run: |
+          IMAGE_BASE="$ECR_REGISTRY/$ECR_REPOSITORY"
+          docker build \
+            -f docker/Dockerfile.database \
+            -t "$IMAGE_BASE:latest" \
+            -t "$IMAGE_BASE:$IMAGE_SHA" \
+            .
+          docker push "$IMAGE_BASE:latest"
+          docker push "$IMAGE_BASE:$IMAGE_SHA"
diff --git a/.github/workflows/publish-platform-proxy-image.yml b/.github/workflows/publish-platform-proxy-image.yml
new file mode 100644
index 00000000000..c5107caedcf
--- /dev/null
+++ b/.github/workflows/publish-platform-proxy-image.yml
@@ -0,0 +1,108 @@
+name: Publish platform proxy image
+
+# Platform releases only: build + ECR push + self-commit the image tag into
+# this repo's own deploy/values.yaml (platform-deploy branch). Branch pushes
+# and PRs run .github/workflows/test.yml instead.
+# Triggers on v* tags (local git tag push, GitHub Release, or UI tag creation).
+#
+# Role ARN and ECR URI come from ESO (External Secrets Operator), pushed as
+# Actions secrets on this repo by bitovi-platform-services'
+# charts/platform-app-resources (gated on this repo's own deploy/values.yaml
+# app.repo: bitovi/litellm) - same secrets.ECR_PUSH_ROLE_ARN /
+# secrets.ECR_REPOSITORY convention every other platform container app reads
+# (see bitovi-platform-services .github/skills/add-app/assets/
+# workflow-container-deploy.yml). Nothing to derive or hardcode here.
+# Auth is GitHub OIDC; trust is iam.oidcSubjects in this repo's own
+# deploy/values.yaml (repo:bitovi/litellm:ref:refs/tags/v*).
+#
+# deploy/values.yaml lives on platform-deploy, NOT litellm_internal_staging
+# (that branch tracks upstream fork sync) - created once, then only ever
+# receives these automated image.tag commits. The Argo CD Application
+# (bitovi-platform-services gitops/apps/claude-usage-proxy.yaml) reads it
+# from there as its $values source.
+
+on:
+  push:
+    tags:
+      - "v*"
+
+permissions:
+  contents: read
+
+concurrency:
+  group: platform-proxy-${{ github.ref }}
+  cancel-in-progress: false
+
+env:
+  AWS_REGION: us-east-1
+  DEPLOY_BRANCH: platform-deploy
+
+jobs:
+  publish:
+    runs-on: ubuntu-latest
+    permissions:
+      id-token: write
+      contents: read
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Configure AWS credentials (OIDC)
+        uses: aws-actions/configure-aws-credentials@v4
+        with:
+          role-to-assume: ${{ secrets.ECR_PUSH_ROLE_ARN }}
+          aws-region: ${{ env.AWS_REGION }}
+
+      - name: Login to Amazon ECR
+        uses: aws-actions/amazon-ecr-login@v2
+
+      - name: Build and push proxy image
+        env:
+          IMAGE: ${{ secrets.ECR_REPOSITORY }}:${{ github.ref_name }}
+        run: |
+          docker build -f docker/Dockerfile.database -t "$IMAGE" .
+          docker push "$IMAGE"
+
+  update-deploy-values:
+    needs: [publish]
+    runs-on: ubuntu-latest
+    # GITHUB_TOKEN pushes to this same repo (different branch), so
+    # contents: write suffices - no PAT needed, unlike the previous
+    # clone-claude-usage-proxy-and-open-a-PR approach.
+    permissions:
+      contents: write
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          ref: ${{ env.DEPLOY_BRANCH }}
+
+      - name: Write image tag into deploy values
+        run: yq -i '.image.tag = "${{ github.ref_name }}"' deploy/values.yaml
+
+      - name: Commit and push (rebase-and-retry on races)
+        env:
+          GH_TOKEN: ${{ github.token }}
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "41898282+github-actions[bot]@users.noreply.github.com"
+
+          git add deploy/values.yaml
+          if git diff --cached --quiet; then
+            echo "::notice::image.tag is already ${{ github.ref_name }} — nothing to deploy; cancelling this run."
+            gh run cancel "$GITHUB_RUN_ID" --repo "$GITHUB_REPOSITORY"
+            gh run watch "$GITHUB_RUN_ID" --repo "$GITHUB_REPOSITORY" || true
+            exit 1
+          fi
+
+          git commit -m "chore(release): deploy ${{ github.ref_name }} [skip ci]"
+
+          for attempt in 1 2 3 4 5; do
+            if git push origin "HEAD:${DEPLOY_BRANCH}"; then
+              exit 0
+            fi
+            echo "Push rejected (attempt $attempt); rebasing and retrying..."
+            git fetch origin "$DEPLOY_BRANCH"
+            git rebase "origin/${DEPLOY_BRANCH}"
+            sleep $((attempt * 2))
+          done
+          echo "Failed to push tag write-back after 5 attempts." >&2
+          exit 1
diff --git a/.github/workflows/run_llm_translation_tests.py b/.github/workflows/run_llm_translation_tests.py
deleted file mode 100644
index 3f3a70efe92..00000000000
--- a/.github/workflows/run_llm_translation_tests.py
+++ /dev/null
@@ -1,439 +0,0 @@
-#!/usr/bin/env python3
-"""
-Run LLM Translation Tests and Generate Beautiful Markdown Report
-
-This script runs the LLM translation tests and generates a comprehensive
-markdown report with provider-specific breakdowns and test statistics.
-"""
-
-import os
-import sys
-import subprocess
-import xml.etree.ElementTree as ET
-from collections import defaultdict
-from datetime import datetime
-from pathlib import Path
-import json
-from typing import Dict, List, Tuple, Optional
-
-# ANSI color codes for terminal output
-class Colors:
-    GREEN = '\033[92m'
-    RED = '\033[91m'
-    YELLOW = '\033[93m'
-    BLUE = '\033[94m'
-    PURPLE = '\033[95m'
-    CYAN = '\033[96m'
-    RESET = '\033[0m'
-    BOLD = '\033[1m'
-
-def print_colored(message: str, color: str = Colors.RESET):
-    """Print colored message to terminal"""
-    print(f"{color}{message}{Colors.RESET}")
-
-def get_provider_from_test_file(test_file: str) -> str:
-    """Map test file names to provider names"""
-    provider_mapping = {
-        'test_anthropic': 'Anthropic',
-        'test_azure': 'Azure',
-        'test_bedrock': 'AWS Bedrock',
-        'test_openai': 'OpenAI',
-        'test_vertex': 'Google Vertex AI',
-        'test_gemini': 'Google Vertex AI',
-        'test_cohere': 'Cohere',
-        'test_databricks': 'Databricks',
-        'test_groq': 'Groq',
-        'test_together': 'Together AI',
-        'test_mistral': 'Mistral',
-        'test_deepseek': 'DeepSeek',
-        'test_replicate': 'Replicate',
-        'test_huggingface': 'HuggingFace',
-        'test_fireworks': 'Fireworks AI',
-        'test_perplexity': 'Perplexity',
-        'test_cloudflare': 'Cloudflare',
-        'test_voyage': 'Voyage AI',
-        'test_xai': 'xAI',
-        'test_nvidia': 'NVIDIA',
-        'test_watsonx': 'IBM watsonx',
-        'test_azure_ai': 'Azure AI',
-        'test_snowflake': 'Snowflake',
-        'test_infinity': 'Infinity',
-        'test_jina': 'Jina AI',
-        'test_deepgram': 'Deepgram',
-        'test_clarifai': 'Clarifai',
-        'test_triton': 'Triton',
-    }
-    
-    for key, provider in provider_mapping.items():
-        if key in test_file:
-            return provider
-    
-    # For cross-provider test files
-    if any(name in test_file for name in ['test_optional_params', 'test_prompt_factory', 
-                                           'test_router', 'test_text_completion']):
-        return f'Cross-Provider Tests ({test_file})'
-    
-    return 'Other Tests'
-
-def format_duration(seconds: float) -> str:
-    """Format duration in human-readable format"""
-    if seconds < 60:
-        return f"{seconds:.2f}s"
-    elif seconds < 3600:
-        minutes = int(seconds // 60)
-        secs = seconds % 60
-        return f"{minutes}m {secs:.0f}s"
-    else:
-        hours = int(seconds // 3600)
-        minutes = int((seconds % 3600) // 60)
-        return f"{hours}h {minutes}m"
-
-
-def generate_markdown_report(junit_xml_path: str, output_path: str, tag: str = None, commit: str = None):
-    """Generate a beautiful markdown report from JUnit XML"""
-    try:
-        tree = ET.parse(junit_xml_path)
-        root = tree.getroot()
-        
-        # Handle both testsuite and testsuites root
-        if root.tag == 'testsuites':
-            suites = root.findall('testsuite')
-        else:
-            suites = [root]
-        
-        # Overall statistics
-        total_tests = 0
-        total_failures = 0
-        total_errors = 0
-        total_skipped = 0
-        total_time = 0.0
-        
-        # Provider breakdown
-        provider_stats = defaultdict(lambda: {'passed': 0, 'failed': 0, 'skipped': 0, 'errors': 0, 'time': 0.0})
-        provider_tests = defaultdict(list)
-        
-        for suite in suites:
-            total_tests += int(suite.get('tests', 0))
-            total_failures += int(suite.get('failures', 0))
-            total_errors += int(suite.get('errors', 0))
-            total_skipped += int(suite.get('skipped', 0))
-            total_time += float(suite.get('time', 0))
-            
-            for testcase in suite.findall('testcase'):
-                classname = testcase.get('classname', '')
-                test_name = testcase.get('name', '')
-                test_time = float(testcase.get('time', 0))
-                
-                # Extract test file name from classname
-                if '.' in classname:
-                    parts = classname.split('.')
-                    test_file = parts[-2] if len(parts) > 1 else 'unknown'
-                else:
-                    test_file = 'unknown'
-                
-                provider = get_provider_from_test_file(test_file)
-                provider_stats[provider]['time'] += test_time
-                
-                # Check test status
-                if testcase.find('failure') is not None:
-                    provider_stats[provider]['failed'] += 1
-                    failure = testcase.find('failure')
-                    failure_msg = failure.get('message', '') if failure is not None else ''
-                    provider_tests[provider].append({
-                        'name': test_name,
-                        'status': 'FAILED',
-                        'time': test_time,
-                        'message': failure_msg
-                    })
-                elif testcase.find('error') is not None:
-                    provider_stats[provider]['errors'] += 1
-                    error = testcase.find('error')
-                    error_msg = error.get('message', '') if error is not None else ''
-                    provider_tests[provider].append({
-                        'name': test_name,
-                        'status': 'ERROR',
-                        'time': test_time,
-                        'message': error_msg
-                    })
-                elif testcase.find('skipped') is not None:
-                    provider_stats[provider]['skipped'] += 1
-                    skip = testcase.find('skipped')
-                    skip_msg = skip.get('message', '') if skip is not None else ''
-                    provider_tests[provider].append({
-                        'name': test_name,
-                        'status': 'SKIPPED',
-                        'time': test_time,
-                        'message': skip_msg
-                    })
-                else:
-                    provider_stats[provider]['passed'] += 1
-                    provider_tests[provider].append({
-                        'name': test_name,
-                        'status': 'PASSED',
-                        'time': test_time,
-                        'message': ''
-                    })
-        
-        passed = total_tests - total_failures - total_errors - total_skipped
-        
-        # Generate the markdown report
-        with open(output_path, 'w') as f:
-            # Header
-            f.write("# LLM Translation Test Results\n\n")
-            
-            # Metadata table
-            f.write("## Test Run Information\n\n")
-            f.write("| Field | Value |\n")
-            f.write("|-------|-------|\n")
-            f.write(f"| **Tag** | `{tag or 'N/A'}` |\n")
-            f.write(f"| **Date** | {datetime.utcnow().strftime('%Y-%m-%d %H:%M:%S UTC')} |\n")
-            f.write(f"| **Commit** | `{commit or 'N/A'}` |\n")
-            f.write(f"| **Duration** | {format_duration(total_time)} |\n")
-            f.write("\n")
-            
-            # Overall statistics with visual elements
-            f.write("## Overall Statistics\n\n")
-            
-            # Summary box
-            f.write("```\n")
-            f.write(f"Total Tests: {total_tests}\n")
-            f.write(f"├── Passed:  {passed:>4} ({(passed/total_tests)*100 if total_tests > 0 else 0:.1f}%)\n")
-            f.write(f"├── Failed:  {total_failures:>4} ({(total_failures/total_tests)*100 if total_tests > 0 else 0:.1f}%)\n")
-            f.write(f"├── Errors:  {total_errors:>4} ({(total_errors/total_tests)*100 if total_tests > 0 else 0:.1f}%)\n")
-            f.write(f"└── Skipped: {total_skipped:>4} ({(total_skipped/total_tests)*100 if total_tests > 0 else 0:.1f}%)\n")
-            f.write("```\n\n")
-            
-            
-            # Provider summary table
-            f.write("## Results by Provider\n\n")
-            f.write("| Provider | Total | Pass | Fail | Error | Skip | Pass Rate | Duration |\n")
-            f.write("|----------|-------|------|------|-------|------|-----------|----------|")
-            
-            # Sort providers: specific providers first, then cross-provider tests
-            sorted_providers = []
-            cross_provider = []
-            for p in sorted(provider_stats.keys()):
-                if 'Cross-Provider' in p or p == 'Other Tests':
-                    cross_provider.append(p)
-                else:
-                    sorted_providers.append(p)
-            
-            all_providers = sorted_providers + cross_provider
-            
-            for provider in all_providers:
-                stats = provider_stats[provider]
-                total = stats['passed'] + stats['failed'] + stats['errors'] + stats['skipped']
-                pass_rate = (stats['passed'] / total * 100) if total > 0 else 0
-                
-                f.write(f"\n| {provider} | {total} | {stats['passed']} | {stats['failed']} | ")
-                f.write(f"{stats['errors']} | {stats['skipped']} | {pass_rate:.1f}% | ")
-                f.write(f"{format_duration(stats['time'])} |")
-            
-            # Detailed test results by provider
-            f.write("\n\n## Detailed Test Results\n\n")
-            
-            for provider in sorted_providers:
-                if provider_tests[provider]:
-                    stats = provider_stats[provider]
-                    total = stats['passed'] + stats['failed'] + stats['errors'] + stats['skipped']
-                    
-                    f.write(f"### {provider}\n\n")
-                    f.write(f"**Summary:** {stats['passed']}/{total} passed ")
-                    f.write(f"({(stats['passed']/total)*100 if total > 0 else 0:.1f}%) ")
-                    f.write(f"in {format_duration(stats['time'])}\n\n")
-                    
-                    # Group tests by status
-                    tests_by_status = defaultdict(list)
-                    for test in provider_tests[provider]:
-                        tests_by_status[test['status']].append(test)
-                    
-                    # Show failed tests first (if any)
-                    if tests_by_status['FAILED']:
-                        f.write("<details>\n<summary>Failed Tests</summary>\n\n")
-                        for test in tests_by_status['FAILED']:
-                            f.write(f"- `{test['name']}` ({test['time']:.2f}s)\n")
-                            if test['message']:
-                                # Truncate long error messages
-                                msg = test['message'][:200] + '...' if len(test['message']) > 200 else test['message']
-                                f.write(f"  > {msg}\n")
-                        f.write("\n</details>\n\n")
-                    
-                    # Show errors (if any)
-                    if tests_by_status['ERROR']:
-                        f.write("<details>\n<summary>Error Tests</summary>\n\n")
-                        for test in tests_by_status['ERROR']:
-                            f.write(f"- `{test['name']}` ({test['time']:.2f}s)\n")
-                        f.write("\n</details>\n\n")
-                    
-                    # Show passed tests in collapsible section
-                    if tests_by_status['PASSED']:
-                        f.write("<details>\n<summary>Passed Tests</summary>\n\n")
-                        for test in tests_by_status['PASSED']:
-                            f.write(f"- `{test['name']}` ({test['time']:.2f}s)\n")
-                        f.write("\n</details>\n\n")
-                    
-                    # Show skipped tests (if any)
-                    if tests_by_status['SKIPPED']:
-                        f.write("<details>\n<summary>Skipped Tests</summary>\n\n")
-                        for test in tests_by_status['SKIPPED']:
-                            f.write(f"- `{test['name']}`\n")
-                        f.write("\n</details>\n\n")
-            
-            # Cross-provider tests in a separate section
-            if cross_provider:
-                f.write("### Cross-Provider Tests\n\n")
-                for provider in cross_provider:
-                    if provider_tests[provider]:
-                        stats = provider_stats[provider]
-                        total = stats['passed'] + stats['failed'] + stats['errors'] + stats['skipped']
-                        
-                        f.write(f"#### {provider}\n\n")
-                        f.write(f"**Summary:** {stats['passed']}/{total} passed ")
-                        f.write(f"({(stats['passed']/total)*100 if total > 0 else 0:.1f}%)\n\n")
-                        
-                        # For cross-provider tests, just show counts
-                        f.write(f"- Passed: {stats['passed']}\n")
-                        if stats['failed'] > 0:
-                            f.write(f"- Failed: {stats['failed']}\n")
-                        if stats['errors'] > 0:
-                            f.write(f"- Errors: {stats['errors']}\n")
-                        if stats['skipped'] > 0:
-                            f.write(f"- Skipped: {stats['skipped']}\n")
-                        f.write("\n")
-            
-        
-        print_colored(f"Report generated: {output_path}", Colors.GREEN)
-        
-    except Exception as e:
-        print_colored(f"Error generating report: {e}", Colors.RED)
-        raise
-
-def run_tests(test_path: str = "tests/llm_translation/", 
-              junit_xml: str = "test-results/junit.xml",
-              report_path: str = "test-results/llm_translation_report.md",
-              tag: str = None,
-              commit: str = None) -> int:
-    """Run the LLM translation tests and generate report"""
-    
-    # Create test results directory
-    os.makedirs(os.path.dirname(junit_xml), exist_ok=True)
-    
-    print_colored("Starting LLM Translation Tests", Colors.BOLD + Colors.BLUE)
-    print_colored(f"Test directory: {test_path}", Colors.CYAN)
-    print_colored(f"Output: {junit_xml}", Colors.CYAN)
-    print()
-    
-    # Run pytest
-    cmd = [
-        "uv", "run", "--no-sync", "pytest", test_path,
-        f"--junitxml={junit_xml}",
-        "-v",
-        "--tb=short",
-        "--maxfail=500",
-        "-n", "auto"
-    ]
-    
-    # Add timeout if pytest-timeout is installed
-    try:
-        subprocess.run(["uv", "run", "--no-sync", "python", "-c", "import pytest_timeout"], 
-                      capture_output=True, check=True)
-        cmd.extend(["--timeout=300"])
-    except:
-        print_colored("Warning: pytest-timeout not installed, skipping timeout option", Colors.YELLOW)
-    
-    print_colored("Running pytest with command:", Colors.YELLOW)
-    print(f"   {' '.join(cmd)}")
-    print()
-    
-    # Run the tests
-    result = subprocess.run(cmd, capture_output=False)
-    
-    # Generate the report regardless of test outcome
-    if os.path.exists(junit_xml):
-        print()
-        print_colored("Generating test report...", Colors.BLUE)
-        generate_markdown_report(junit_xml, report_path, tag, commit)
-        
-        # Print summary to console
-        print()
-        print_colored("Test Summary:", Colors.BOLD + Colors.PURPLE)
-        
-        # Parse XML for quick summary
-        tree = ET.parse(junit_xml)
-        root = tree.getroot()
-        
-        if root.tag == 'testsuites':
-            suites = root.findall('testsuite')
-        else:
-            suites = [root]
-        
-        total = sum(int(s.get('tests', 0)) for s in suites)
-        failures = sum(int(s.get('failures', 0)) for s in suites)
-        errors = sum(int(s.get('errors', 0)) for s in suites)
-        skipped = sum(int(s.get('skipped', 0)) for s in suites)
-        passed = total - failures - errors - skipped
-        
-        print(f"   Total:   {total}")
-        print_colored(f"   Passed:  {passed}", Colors.GREEN)
-        if failures > 0:
-            print_colored(f"   Failed:  {failures}", Colors.RED)
-        if errors > 0:
-            print_colored(f"   Errors:  {errors}", Colors.RED)
-        if skipped > 0:
-            print_colored(f"   Skipped: {skipped}", Colors.YELLOW)
-        
-        if total > 0:
-            pass_rate = (passed / total) * 100
-            color = Colors.GREEN if pass_rate >= 80 else Colors.YELLOW if pass_rate >= 60 else Colors.RED
-            print_colored(f"   Pass Rate: {pass_rate:.1f}%", color)
-    else:
-        print_colored("No test results found!", Colors.RED)
-    
-    print()
-    print_colored("Test run complete!", Colors.BOLD + Colors.GREEN)
-    
-    return result.returncode
-
-if __name__ == "__main__":
-    import argparse
-    
-    parser = argparse.ArgumentParser(description="Run LLM Translation Tests")
-    parser.add_argument("--test-path", default="tests/llm_translation/", 
-                        help="Path to test directory")
-    parser.add_argument("--junit-xml", default="test-results/junit.xml",
-                        help="Path for JUnit XML output")
-    parser.add_argument("--report", default="test-results/llm_translation_report.md",
-                        help="Path for markdown report")
-    parser.add_argument("--tag", help="Git tag or version")
-    parser.add_argument("--commit", help="Git commit SHA")
-    
-    args = parser.parse_args()
-    
-    # Get git info if not provided
-    if not args.commit:
-        try:
-            result = subprocess.run(["git", "rev-parse", "HEAD"], 
-                                    capture_output=True, text=True)
-            if result.returncode == 0:
-                args.commit = result.stdout.strip()
-        except:
-            pass
-    
-    if not args.tag:
-        try:
-            result = subprocess.run(["git", "describe", "--tags", "--abbrev=0"], 
-                                    capture_output=True, text=True)
-            if result.returncode == 0:
-                args.tag = result.stdout.strip()
-        except:
-            pass
-    
-    exit_code = run_tests(
-        test_path=args.test_path,
-        junit_xml=args.junit_xml,
-        report_path=args.report,
-        tag=args.tag,
-        commit=args.commit
-    )
-    
-    sys.exit(exit_code)
diff --git a/.github/workflows/scorecard.yml b/.github/workflows/scorecard.yml
deleted file mode 100644
index 3a00064c3bd..00000000000
--- a/.github/workflows/scorecard.yml
+++ /dev/null
@@ -1,47 +0,0 @@
-name: Scorecard supply-chain security
-
-on:
-  branch_protection_rule:
-  schedule:
-    - cron: '27 12 * * 4'
-  push:
-    branches: ["main"]
-
-permissions: read-all
-
-jobs:
-  analysis:
-    name: Scorecard analysis
-    runs-on: ubuntu-latest
-    if: github.event.repository.default_branch == github.ref_name
-    permissions:
-      security-events: write
-      id-token: write
-      # Uncomment for private repos if needed:
-      # contents: read
-      # actions: read
-
-    steps:
-      - name: Checkout code
-        uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
-        with:
-          persist-credentials: false
-
-      - name: Run analysis
-        uses: ossf/scorecard-action@f49aabe0b5af0936a0987cfb85d86b75731b0186 # v2.4.1
-        with:
-          results_file: results.sarif
-          results_format: sarif
-          publish_results: true
-
-      - name: Upload artifact
-        uses: actions/upload-artifact@4cec3d8aa04e39d1a68397de0c4cd6fb9dce8ec1 # v4.6.1
-        with:
-          name: SARIF file
-          path: results.sarif
-          retention-days: 5
-
-      - name: Upload to code scanning
-        uses: github/codeql-action/upload-sarif@c10b8064de6f491fea524254123dbe5e09572f13 # v4.35.1
-        with:
-          sarif_file: results.sarif
diff --git a/.github/workflows/stale.yml b/.github/workflows/stale.yml
deleted file mode 100644
index c905bb12312..00000000000
--- a/.github/workflows/stale.yml
+++ /dev/null
@@ -1,25 +0,0 @@
-name: "Stale Issue Management"
-
-on:
-  schedule:
-    - cron: "0 0 * * *" # Runs daily at midnight UTC
-  workflow_dispatch:
-
-permissions:
-  issues: write
-  pull-requests: write
-
-jobs:
-  stale:
-    if: github.repository == 'BerriAI/litellm'
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/stale@1160a2240286f5da8ec72b1c0816ce2481aabf84 # v8
-        with:
-          repo-token: "${{ secrets.GITHUB_TOKEN }}"
-          stale-issue-message: "This issue has been automatically marked as stale because it has not had recent activity. It will be closed if no further activity occurs."
-          stale-pr-message: "This pull request has been automatically marked as stale because it has not had recent activity. It will be closed if no further activity occurs."
-          days-before-stale: 90 # Revert to 60 days
-          days-before-close: 7 # Revert to 7 days
-          stale-issue-label: "stale"
-          operations-per-run: 1000
diff --git a/.github/workflows/sync-schema.yml b/.github/workflows/sync-schema.yml
deleted file mode 100644
index 72a5c56293e..00000000000
--- a/.github/workflows/sync-schema.yml
+++ /dev/null
@@ -1,73 +0,0 @@
-name: Sync schema.prisma copies
-
-on:
-  pull_request:
-    paths:
-      - 'schema.prisma'
-
-# Scoped to ONLY the permissions needed:
-# - contents:write to push the sync commit to the PR branch
-# - pull-requests:read is implicit (needed to check out the PR)
-permissions:
-  contents: write
-
-jobs:
-  sync:
-    name: Copy root schema to proxy and proxy-extras
-    runs-on: ubuntu-latest
-    timeout-minutes: 5
-    # Only run on PRs from branches in THIS repo (not forks).
-    # Fork PRs cannot push back to the head branch with GITHUB_TOKEN,
-    # and pull_request events from forks have read-only tokens anyway.
-    # Also reject PRs from branches named after protected branches to
-    # prevent pushing directly to main/master.
-    if: >-
-      github.event.pull_request.head.repo.full_name == github.repository
-      && github.head_ref != 'main'
-      && github.head_ref != 'master'
-    steps:
-      - name: Checkout PR branch by SHA
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          # Use the merge commit SHA for safety — github.head_ref is an
-          # attacker-controlled string (the branch name) and could contain
-          # unusual characters that cause unexpected git behavior.
-          ref: ${{ github.event.pull_request.head.sha }}
-          persist-credentials: true  # needed for git push
-
-      - name: Reject symlinked schema files
-        run: |
-          for f in schema.prisma litellm/proxy/schema.prisma litellm-proxy-extras/litellm_proxy_extras/schema.prisma; do
-            if [ -L "$f" ]; then
-              echo "::error file=$f::$f is a symlink, which is not allowed"
-              exit 1
-            fi
-          done
-
-      - name: Copy root schema to other locations
-        run: |
-          cp schema.prisma litellm/proxy/schema.prisma
-          cp schema.prisma litellm-proxy-extras/litellm_proxy_extras/schema.prisma
-
-      - name: Check for changes
-        id: diff
-        run: |
-          if git diff --quiet -- litellm/proxy/schema.prisma litellm-proxy-extras/litellm_proxy_extras/schema.prisma; then
-            echo "changed=false" >> "$GITHUB_OUTPUT"
-            echo "Schemas already in sync. Nothing to do."
-          else
-            echo "changed=true" >> "$GITHUB_OUTPUT"
-            echo "Schema copies need updating."
-          fi
-
-      - name: Commit synced schemas
-        if: steps.diff.outputs.changed == 'true'
-        run: |
-          # Push to the PR's head branch (need the branch name for git push).
-          # We checked out by SHA above for safety, so configure the push target explicitly.
-          git config user.name "github-actions[bot]"
-          git config user.email "41898282+github-actions[bot]@users.noreply.github.com"
-          git checkout -B "$GITHUB_HEAD_REF"
-          git add -- litellm/proxy/schema.prisma litellm-proxy-extras/litellm_proxy_extras/schema.prisma
-          git commit -m "chore: sync schema.prisma copies from root"
-          git push origin "HEAD:$GITHUB_HEAD_REF"
diff --git a/.github/workflows/test-code-quality.yml b/.github/workflows/test-code-quality.yml
deleted file mode 100644
index 872a1799d98..00000000000
--- a/.github/workflows/test-code-quality.yml
+++ /dev/null
@@ -1,128 +0,0 @@
-name: Code Quality Checks
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-
-permissions:
-  contents: read
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  code-quality:
-    runs-on: ubuntu-latest
-    timeout-minutes: 15
-
-    steps:
-      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Checkout litellm-docs into docs/my-website (for documentation_tests)
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          repository: BerriAI/litellm-docs
-          path: docs/my-website
-          persist-credentials: false
-
-      - name: Set up Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
-        with:
-          python-version: "3.12"
-
-      - name: Set up uv
-        uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7
-        with:
-          version: "0.10.9"
-
-      - name: Cache uv dependencies
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
-        with:
-          path: |
-            ~/.cache/uv
-            .venv
-          key: ${{ runner.os }}-uv-${{ hashFiles('uv.lock') }}
-          restore-keys: |
-            ${{ runner.os }}-uv-
-
-      - name: Install dependencies
-        run: uv sync --frozen --all-groups --all-extras
-
-      - name: check_licenses
-        run: uv run --no-sync python ./tests/code_coverage_tests/check_licenses.py
-
-      - name: check_provider_folders_documented
-        run: uv run --no-sync python ./tests/code_coverage_tests/check_provider_folders_documented.py
-
-      - name: router_code_coverage
-        run: uv run --no-sync python ./tests/code_coverage_tests/router_code_coverage.py
-
-      - name: test_chat_completion_imports
-        run: uv run --no-sync python ./tests/code_coverage_tests/test_chat_completion_imports.py
-
-      - name: info_log_check
-        run: uv run --no-sync python ./tests/code_coverage_tests/info_log_check.py
-
-      - name: check_guardrail_apply_decorator
-        run: uv run --no-sync python ./tests/code_coverage_tests/check_guardrail_apply_decorator.py
-
-      - name: test_ban_set_verbose
-        run: uv run --no-sync python ./tests/code_coverage_tests/test_ban_set_verbose.py
-
-      - name: code_qa_check_tests
-        run: uv run --no-sync python ./tests/code_coverage_tests/code_qa_check_tests.py
-
-      - name: check_get_model_cost_key_performance
-        run: uv run --no-sync python ./tests/code_coverage_tests/check_get_model_cost_key_performance.py
-
-      - name: test_proxy_types_import
-        run: uv run --no-sync python ./tests/code_coverage_tests/test_proxy_types_import.py
-
-      - name: callback_manager_test
-        run: uv run --no-sync python ./tests/code_coverage_tests/callback_manager_test.py
-
-      - name: recursive_detector
-        run: uv run --no-sync python ./tests/code_coverage_tests/recursive_detector.py
-
-      - name: test_router_strategy_async
-        run: uv run --no-sync python ./tests/code_coverage_tests/test_router_strategy_async.py
-
-      - name: litellm_logging_code_coverage
-        run: uv run --no-sync python ./tests/code_coverage_tests/litellm_logging_code_coverage.py
-
-      - name: ensure_async_clients_test
-        run: uv run --no-sync python ./tests/code_coverage_tests/ensure_async_clients_test.py
-
-      - name: enforce_llms_folder_style
-        run: uv run --no-sync python ./tests/code_coverage_tests/enforce_llms_folder_style.py
-
-      - name: prevent_key_leaks_in_exceptions
-        run: uv run --no-sync python ./tests/code_coverage_tests/prevent_key_leaks_in_exceptions.py
-
-      - name: check_unsafe_enterprise_import
-        run: uv run --no-sync python ./tests/code_coverage_tests/check_unsafe_enterprise_import.py
-
-      - name: ban_copy_deepcopy_kwargs
-        run: uv run --no-sync python ./tests/code_coverage_tests/ban_copy_deepcopy_kwargs.py
-
-      - name: check_fastuuid_usage
-        run: uv run --no-sync python ./tests/code_coverage_tests/check_fastuuid_usage.py
-
-      - name: memory_test
-        run: uv run --no-sync python ./tests/code_coverage_tests/memory_test.py
-
-      - name: documentation_test_env_keys
-        run: uv run --no-sync python ./tests/documentation_tests/test_env_keys.py
-
-      - name: documentation_test_router_settings
-        run: uv run --no-sync python ./tests/documentation_tests/test_router_settings.py
-
-      - name: documentation_test_api_docs
-        run: uv run --no-sync python ./tests/documentation_tests/test_api_docs.py
diff --git a/.github/workflows/test-linting.yml b/.github/workflows/test-linting.yml
deleted file mode 100644
index 0b5b0e9b976..00000000000
--- a/.github/workflows/test-linting.yml
+++ /dev/null
@@ -1,191 +0,0 @@
-name: LiteLLM Linting
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-
-permissions:
-  contents: read
-
-jobs:
-  lint:
-    runs-on: ubuntu-latest
-    timeout-minutes: 15
-
-    steps:
-      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        # Check out the PR head, not the default refs/pull/N/merge: the merge ref
-        # folds in newer base commits, which the diff-based gates (ruff delta,
-        # Any-discipline) would otherwise blame on this branch.
-        with:
-          ref: ${{ github.event.pull_request.head.sha }}
-          fetch-depth: 0
-          clean: true
-          persist-credentials: false
-
-      - name: Set up Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
-        with:
-          python-version: "3.12"
-
-      - name: Set up uv
-        uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7
-        with:
-          version: "0.10.9"
-
-      - name: Clean Python cache
-        run: |
-          find . -type d -name "__pycache__" -exec rm -rf {} + || true
-          find . -name "*.pyc" -delete || true
-
-      - name: Check uv.lock is up to date
-        run: |
-          uv lock --check || (echo "❌ uv.lock is out of sync with pyproject.toml. Run 'uv lock' locally and commit the result." && exit 1)
-
-      - name: Install dependencies
-        run: |
-          uv sync --frozen --group proxy-dev --group e2e-dev
-
-      # basedpyright resolves Prisma's generated client (litellm/proxy/schema.prisma)
-      # only after `prisma generate` writes prisma/client.py et al. Without this the
-      # DB wrappers typed against the generated client would degrade to Unknown.
-      - name: Generate Prisma client
-        env:
-          PRISMA_BINARY_CACHE_DIR: ${{ runner.temp }}/prisma-cache
-        run: |
-          uv run --no-sync prisma generate --schema litellm/proxy/schema.prisma
-
-      - name: Check ruff format
-        env:
-          BASE_SHA: ${{ github.event.pull_request.base.sha }}
-        run: |
-          git diff --name-only --diff-filter=ACMR "$BASE_SHA"...HEAD -- 'litellm/**/*.py' | grep -v '^litellm/enterprise/' > "$RUNNER_TEMP/ruff_format_files.txt" || true
-          if [ ! -s "$RUNNER_TEMP/ruff_format_files.txt" ]; then
-            echo "No changed litellm Python files to check with ruff format."
-            exit 0
-          fi
-          xargs uv run --no-sync ruff format --check --exclude '/enterprise/' < "$RUNNER_TEMP/ruff_format_files.txt"
-
-      - name: Debug - Check file state
-        run: |
-          echo "Current branch:"
-          git branch --show-current
-          echo "Last 3 commits:"
-          git log --oneline -3
-          echo "File content around line 43:"
-          head -50 litellm/litellm_core_utils/custom_logger_registry.py | tail -10
-
-      - name: Run Ruff linting
-        run: |
-          cd litellm
-          uv run --no-sync ruff check .
-          cd ..
-
-      - name: Check strict-rule budget (delta vs base)
-        env:
-          BASE_SHA: ${{ github.event.pull_request.base.sha }}
-        run: |
-          uv run --no-sync python scripts/ruff_strict_gate.py --base "$BASE_SHA"
-
-      - name: Check type-discipline budget (mutable collections / casts / type guards / kwargs / unexplained suppressions, delta vs base)
-        env:
-          BASE_SHA: ${{ github.event.pull_request.base.sha }}
-        run: |
-          uv run --no-sync python scripts/type_discipline_gate.py --base "$BASE_SHA"
-
-      - name: Print OpenAI version
-        run: |
-          uv run --no-sync python -c "import openai; print(f'OpenAI version: {openai.__version__}')"
-
-      - name: Check basedpyright budget (delta vs base)
-        env:
-          BASE_SHA: ${{ github.event.pull_request.base.sha }}
-        run: |
-          (uv run --no-sync basedpyright --outputjson || true) | uv run --no-sync python scripts/type_check_gate.py --base "$BASE_SHA"
-
-      - name: Check tests/e2e basedpyright (zero errors)
-        env:
-          BASE_SHA: ${{ github.event.pull_request.base.sha }}
-        run: |
-          if git diff --name-only --diff-filter=ACMRD "$BASE_SHA"...HEAD -- 'tests/e2e/**/*.py' | grep -q .; then
-            uv run --no-sync basedpyright tests/e2e
-          else
-            echo "No changed tests/e2e Python files; skipping."
-          fi
-
-      - name: Check for circular imports
-        run: |
-          cd litellm
-          uv run --no-sync python ../tests/documentation_tests/test_circular_imports.py
-          cd ..
-
-      - name: Check import safety
-        run: |
-          uv run --no-sync python -c "from litellm import *" || (echo '🚨 import failed, this means you introduced unprotected imports! 🚨'; exit 1)
-
-  # Intentionally NON-GATING. This job turns red when a *-budget.json ceiling is
-  # raised (or a rule/budget is dropped) so a loosening is obvious in review, but it
-  # must be kept OUT of the branch-protection required-checks list so a justified
-  # bump can still be merged by a human who has seen and accepted the red.
-  budget-ratchet:
-    runs-on: ubuntu-latest
-    timeout-minutes: 5
-    permissions:
-      contents: read
-
-    steps:
-      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          fetch-depth: 0
-          persist-credentials: false
-
-      - name: Set up Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
-        with:
-          python-version: "3.12"
-
-      - name: Ratchet check (budgets may only decrease; non-gating)
-        env:
-          BASE_SHA: ${{ github.event.pull_request.base.sha }}
-        run: |
-          python scripts/budget_ratchet_check.py --base "$BASE_SHA"
-
-  secret-scan:
-    runs-on: ubuntu-latest
-    timeout-minutes: 5
-    permissions:
-      contents: read
-
-    steps:
-      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          fetch-depth: 0
-          persist-credentials: false
-
-      - name: Set up Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
-        with:
-          python-version: "3.12"
-
-      - name: Set up uv
-        uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7
-        with:
-          version: "0.10.9"
-
-      - name: Run secret scan test
-        run: |
-          uv run --frozen --with 'pytest==9.0.2' pytest tests/litellm/test_no_hardcoded_secrets.py -v
-
-      - name: Run ggshield secret scan
-        env:
-          GITGUARDIAN_API_KEY: ${{ secrets.GITGUARDIAN_API_KEY }}
-        run: |
-          if [ -n "$GITGUARDIAN_API_KEY" ]; then
-            uv tool run --from 'ggshield==1.48.0' ggshield secret scan repo .
-          else
-            echo "GITGUARDIAN_API_KEY not set, skipping ggshield scan"
-          fi
diff --git a/.github/workflows/test-litellm-ui-build.yml b/.github/workflows/test-litellm-ui-build.yml
deleted file mode 100644
index 525e2c5b949..00000000000
--- a/.github/workflows/test-litellm-ui-build.yml
+++ /dev/null
@@ -1,38 +0,0 @@
-name: UI Build Check
-permissions:
-  contents: read
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-
-jobs:
-  build-ui:
-    runs-on: ubuntu-latest
-    timeout-minutes: 10
-    defaults:
-      run:
-        working-directory: ui/litellm-dashboard
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Setup Node.js
-        uses: actions/setup-node@a0853c24544627f65ddf259abe73b1d18a591444 # v5.0.0
-        with:
-          node-version: "20"
-          cache: "npm"
-          cache-dependency-path: ui/litellm-dashboard/package-lock.json
-
-      - name: Install dependencies
-        run: npm ci
-
-      - name: Build
-        run: npm run build
diff --git a/.github/workflows/test-litellm-ui-lint.yml b/.github/workflows/test-litellm-ui-lint.yml
deleted file mode 100644
index 5a5c4709ca2..00000000000
--- a/.github/workflows/test-litellm-ui-lint.yml
+++ /dev/null
@@ -1,92 +0,0 @@
-name: UI Lint
-permissions:
-  contents: read
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-
-jobs:
-  frontend-lint:
-    runs-on: ubuntu-latest
-    timeout-minutes: 8
-    defaults:
-      run:
-        working-directory: ui/litellm-dashboard
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          fetch-depth: 0
-          persist-credentials: false
-
-      - name: Collect changed files
-        id: changed
-        env:
-          BASE_SHA: ${{ github.event.pull_request.base.sha }}
-        run: |
-          : > "$RUNNER_TEMP/prettier_files.txt"
-          : > "$RUNNER_TEMP/eslint_files.txt"
-          while IFS= read -r f; do
-            [ -f "$f" ] || continue
-            case "$f" in
-              *.js | *.jsx | *.ts | *.tsx | *.mjs | *.cjs)
-                printf '%s\n' "$f" >> "$RUNNER_TEMP/prettier_files.txt"
-                printf '%s\n' "$f" >> "$RUNNER_TEMP/eslint_files.txt" ;;
-              *.json | *.css | *.scss | *.md | *.mdx | *.yml | *.yaml | *.html)
-                printf '%s\n' "$f" >> "$RUNNER_TEMP/prettier_files.txt" ;;
-            esac
-          done < <(git diff --name-only --diff-filter=ACMR --relative "$BASE_SHA"...HEAD -- .)
-          if [ -s "$RUNNER_TEMP/prettier_files.txt" ] || [ -s "$RUNNER_TEMP/eslint_files.txt" ]; then
-            echo "has_files=true" >> "$GITHUB_OUTPUT"
-          else
-            echo "has_files=false" >> "$GITHUB_OUTPUT"
-            echo "No lintable UI files changed in this PR; nothing to check."
-          fi
-
-      - name: Setup Node.js
-        if: steps.changed.outputs.has_files == 'true'
-        uses: actions/setup-node@a0853c24544627f65ddf259abe73b1d18a591444 # v5.0.0
-        with:
-          node-version: "20"
-          cache: "npm"
-          cache-dependency-path: ui/litellm-dashboard/package-lock.json
-
-      - name: Install dependencies
-        if: steps.changed.outputs.has_files == 'true'
-        run: npm ci
-
-      - name: Lint changed files (prettier + eslint)
-        if: steps.changed.outputs.has_files == 'true'
-        run: |
-          prettier_files=()
-          eslint_files=()
-          while IFS= read -r f; do prettier_files+=("$f"); done < "$RUNNER_TEMP/prettier_files.txt"
-          while IFS= read -r f; do eslint_files+=("$f"); done < "$RUNNER_TEMP/eslint_files.txt"
-          status=0
-          if [ ${#prettier_files[@]} -gt 0 ]; then
-            echo "::group::Prettier (${#prettier_files[@]} files)"
-            npx prettier --check "${prettier_files[@]}" || { status=1; echo "::error::Unformatted files. Fix with: npm run format"; }
-            echo "::endgroup::"
-          fi
-          if [ ${#eslint_files[@]} -gt 0 ]; then
-            echo "::group::ESLint (${#eslint_files[@]} files)"
-            npx eslint --no-warn-ignored --pass-on-unpruned-suppressions "${eslint_files[@]}" || status=1
-            echo "::endgroup::"
-          fi
-          exit $status
-
-      - name: Check lint budgets
-        if: ${{ !cancelled() && steps.changed.outputs.has_files == 'true' }}
-        run: |
-          npx eslint . -f json -o "$RUNNER_TEMP/lint-report.json" || true
-          node scripts/check-lint-budgets.mjs "$RUNNER_TEMP/lint-report.json" eslint-budgets.json
-
-      - name: Check for dead code (knip)
-        if: ${{ !cancelled() && steps.changed.outputs.has_files == 'true' }}
-        run: npm run knip
diff --git a/.github/workflows/test-mcp.yml b/.github/workflows/test-mcp.yml
deleted file mode 100644
index 5b5290880c1..00000000000
--- a/.github/workflows/test-mcp.yml
+++ /dev/null
@@ -1,46 +0,0 @@
-name: LiteLLM MCP Tests (folder - tests/mcp_tests)
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-
-permissions:
-  contents: read
-
-jobs:
-  test:
-    runs-on: ubuntu-latest
-    timeout-minutes: 25
-
-    steps:
-      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Thank You Message
-        run: |
-          echo "### 🙏 Thank you for contributing to LiteLLM!" >> $GITHUB_STEP_SUMMARY
-          echo "Your PR is being tested now. We appreciate your help in making LiteLLM better!" >> $GITHUB_STEP_SUMMARY
-
-      - name: Set up Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
-        with:
-          python-version: "3.12"
-
-      - name: Set up uv
-        uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7
-        with:
-          version: "0.10.9"
-
-      - name: Install dependencies
-        run: |
-          uv lock --check
-          .github/scripts/uv_sync_with_retries.sh --frozen --group proxy-dev --extra proxy --extra semantic-router
-
-      - name: Run MCP tests
-        run: |
-          uv run --no-sync pytest tests/mcp_tests -x -vv -n 4 --cov=./litellm --cov-report=xml --durations=5
diff --git a/.github/workflows/test-model-map.yaml b/.github/workflows/test-model-map.yaml
deleted file mode 100644
index b2170d9f6a4..00000000000
--- a/.github/workflows/test-model-map.yaml
+++ /dev/null
@@ -1,24 +0,0 @@
-name: Validate model_prices_and_context_window.json
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-
-permissions:
-  contents: read
-
-jobs:
-  validate-model-prices-json:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Validate model_prices_and_context_window.json
-        run: |
-          jq empty model_prices_and_context_window.json
diff --git a/.github/workflows/test-rust.yml b/.github/workflows/test-rust.yml
deleted file mode 100644
index 13e1dc4ad5e..00000000000
--- a/.github/workflows/test-rust.yml
+++ /dev/null
@@ -1,65 +0,0 @@
-name: LiteLLM Rust
-
-on:
-  push:
-    paths:
-      - "litellm-rust/**"
-      - ".github/workflows/test-rust.yml"
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-    paths:
-      - "litellm-rust/**"
-      - ".github/workflows/test-rust.yml"
-
-permissions:
-  contents: read
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  rust-checks:
-    name: rustfmt, clippy, test
-    runs-on: ubuntu-latest
-    timeout-minutes: 10
-    defaults:
-      run:
-        working-directory: litellm-rust
-    env:
-      CARGO_TERM_COLOR: always
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Set up Rust
-        run: |
-          rustup toolchain install stable --profile minimal --component clippy,rustfmt
-          rustup default stable
-
-      - name: Cache Cargo registry and target
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
-        with:
-          path: |
-            ~/.cargo/registry
-            ~/.cargo/git
-            litellm-rust/target
-          key: ${{ runner.os }}-cargo-${{ hashFiles('litellm-rust/Cargo.lock') }}
-          restore-keys: |
-            ${{ runner.os }}-cargo-
-
-      - name: Check Rust formatting
-        run: cargo fmt --check
-
-      - name: Run Clippy
-        run: cargo clippy --workspace --all-targets --locked -- -D warnings
-
-      - name: Run Rust tests
-        run: cargo test --workspace --locked
diff --git a/.github/workflows/test-semgrep.yml b/.github/workflows/test-semgrep.yml
deleted file mode 100644
index f0dcb9887be..00000000000
--- a/.github/workflows/test-semgrep.yml
+++ /dev/null
@@ -1,39 +0,0 @@
-name: Semgrep
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-
-permissions:
-  contents: read
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  semgrep:
-    runs-on: ubuntu-latest
-    timeout-minutes: 10
-
-    steps:
-      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Set up Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
-        with:
-          python-version: "3.12"
-
-      - name: Set up uv
-        uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7
-        with:
-          version: "0.10.9"
-
-      - name: Run Semgrep (custom rules)
-        run: uv tool run --from 'semgrep==1.157.0' semgrep scan --config .semgrep/rules . --error
diff --git a/.github/workflows/test-terraform-provider.yml b/.github/workflows/test-terraform-provider.yml
deleted file mode 100644
index 03d8ff3461c..00000000000
--- a/.github/workflows/test-terraform-provider.yml
+++ /dev/null
@@ -1,113 +0,0 @@
-name: Terraform Provider
-
-on:
-  push:
-    paths:
-      - "terraform/provider/**"
-      - ".github/workflows/test-terraform-provider.yml"
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-    paths:
-      - "terraform/provider/**"
-      - "litellm/proxy/**"
-      - ".github/workflows/test-terraform-provider.yml"
-
-permissions:
-  contents: read
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  provider-checks:
-    name: gofmt, vet, build, test
-    runs-on: ubuntu-latest
-    timeout-minutes: 10
-    defaults:
-      run:
-        working-directory: terraform/provider
-    steps:
-      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - uses: actions/setup-go@7a3fe6cf4cb3a834922a1244abfce67bcef6a0c5 # v6.2.0
-        with:
-          go-version-file: terraform/provider/go.mod
-          cache: true
-          cache-dependency-path: terraform/provider/go.sum
-
-      - name: gofmt
-        run: |
-          UNFORMATTED=$(gofmt -l .)
-          if [ -n "${UNFORMATTED}" ]; then
-            echo "::error::gofmt required for: ${UNFORMATTED}"
-            exit 1
-          fi
-
-      - name: go vet
-        run: go vet ./...
-
-      - name: Build
-        run: go build ./...
-
-      - name: Test
-        run: go test -timeout 120s ./...
-
-  endpoint-drift:
-    name: Provider endpoints vs proxy OpenAPI schema
-    runs-on: ubuntu-latest
-    timeout-minutes: 20
-    steps:
-      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Set up Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
-        with:
-          python-version: "3.12"
-
-      - name: Set up uv
-        uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7
-        with:
-          version: "0.10.9"
-
-      - name: Cache uv dependencies
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
-        with:
-          path: |
-            ~/.cache/uv
-            .venv
-          key: ${{ runner.os }}-uv-${{ hashFiles('uv.lock') }}
-          restore-keys: |
-            ${{ runner.os }}-uv-
-
-      - name: Install dependencies
-        run: |
-          .github/scripts/uv_sync_with_retries.sh --frozen --group ci --group proxy-dev --extra google --extra proxy --extra semantic-router
-
-      - name: Generate Prisma client
-        env:
-          PRISMA_BINARY_CACHE_DIR: ${{ runner.temp }}/prisma-cache
-        run: |
-          uv run --no-sync prisma generate --schema litellm/proxy/schema.prisma
-
-      - name: Generate proxy OpenAPI schema
-        run: |
-          uv run --no-sync python terraform/provider/tools/dump_openapi.py "${RUNNER_TEMP}/openapi.json"
-
-      - uses: actions/setup-go@7a3fe6cf4cb3a834922a1244abfce67bcef6a0c5 # v6.2.0
-        with:
-          go-version-file: terraform/provider/go.mod
-          cache: true
-          cache-dependency-path: terraform/provider/go.sum
-
-      - name: Audit provider endpoints against the schema
-        working-directory: terraform/provider
-        run: go run ./tools/endpointaudit -provider-dir ./litellm -spec "${RUNNER_TEMP}/openapi.json"
diff --git a/.github/workflows/test-unit-core-utils.yml b/.github/workflows/test-unit-core-utils.yml
deleted file mode 100644
index d6d6353238f..00000000000
--- a/.github/workflows/test-unit-core-utils.yml
+++ /dev/null
@@ -1,27 +0,0 @@
-name: "Unit Tests: Core Utilities"
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-
-permissions:
-  contents: read
-  id-token: write
-  pull-requests: write
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  core-utils:
-    uses: ./.github/workflows/_test-unit-base.yml
-    with:
-      test-path: "tests/test_litellm/litellm_core_utils"
-      workers: 2
-      reruns: 1
-      artifact-name: core-utils
diff --git a/.github/workflows/test-unit-documentation.yml b/.github/workflows/test-unit-documentation.yml
deleted file mode 100644
index 03f9f0a510b..00000000000
--- a/.github/workflows/test-unit-documentation.yml
+++ /dev/null
@@ -1,78 +0,0 @@
-name: "Unit Tests: Documentation Validation"
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-
-permissions:
-  contents: read
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  documentation:
-    runs-on: ubuntu-latest
-    timeout-minutes: 10
-
-    steps:
-      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Checkout litellm-docs into docs/my-website (for documentation_tests)
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          repository: BerriAI/litellm-docs
-          path: docs/my-website
-          persist-credentials: false
-
-      - name: Detect backend-relevant changes
-        id: changes
-        uses: ./.github/actions/detect-backend-changes
-
-      - name: Set up Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
-        with:
-          python-version: "3.12"
-
-      - name: Set up uv
-        uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7
-        with:
-          version: "0.10.9"
-
-      - name: Cache uv dependencies
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
-        with:
-          path: |
-            ~/.cache/uv
-            .venv
-          key: ${{ runner.os }}-uv-${{ hashFiles('uv.lock') }}
-          restore-keys: |
-            ${{ runner.os }}-uv-
-
-      - name: Install dependencies
-        if: steps.changes.outputs.decision != 'skip'
-        run: |
-          .github/scripts/uv_sync_with_retries.sh --frozen --group ci --group proxy-dev --extra google --extra proxy --extra semantic-router
-
-      - name: Generate Prisma client
-        if: steps.changes.outputs.decision != 'skip'
-        env:
-          PRISMA_BINARY_CACHE_DIR: ${{ runner.temp }}/prisma-cache
-        run: |
-          uv run --no-sync prisma generate --schema litellm/proxy/schema.prisma
-
-      # Run the same documentation tests that CircleCI ran (as direct Python scripts)
-      - name: Run documentation validation tests
-        if: steps.changes.outputs.decision != 'skip'
-        run: |
-          uv run --no-sync python ./tests/documentation_tests/test_env_keys.py
-          uv run --no-sync python ./tests/documentation_tests/test_router_settings.py
-          uv run --no-sync python ./tests/documentation_tests/test_api_docs.py
-          uv run --no-sync python ./tests/documentation_tests/test_circular_imports.py
diff --git a/.github/workflows/test-unit-enterprise-routing.yml b/.github/workflows/test-unit-enterprise-routing.yml
deleted file mode 100644
index 13136c968d1..00000000000
--- a/.github/workflows/test-unit-enterprise-routing.yml
+++ /dev/null
@@ -1,31 +0,0 @@
-name: "Unit Tests: Enterprise, Google GenAI & Routing"
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-
-permissions:
-  contents: read
-  id-token: write
-  pull-requests: write
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  enterprise-routing:
-    uses: ./.github/workflows/_test-unit-base.yml
-    with:
-      test-path: >-
-        tests/test_litellm/enterprise
-        tests/test_litellm/google_genai
-        tests/test_litellm/router_utils
-        tests/test_litellm/router_strategy
-      workers: 2
-      reruns: 2
-      artifact-name: enterprise-routing
diff --git a/.github/workflows/test-unit-integrations.yml b/.github/workflows/test-unit-integrations.yml
deleted file mode 100644
index c95ed4e7c24..00000000000
--- a/.github/workflows/test-unit-integrations.yml
+++ /dev/null
@@ -1,27 +0,0 @@
-name: "Unit Tests: Integrations (Callbacks & Logging)"
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-
-permissions:
-  contents: read
-  id-token: write
-  pull-requests: write
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  integrations:
-    uses: ./.github/workflows/_test-unit-base.yml
-    with:
-      test-path: "tests/test_litellm/integrations"
-      workers: 2
-      reruns: 3
-      artifact-name: integrations
diff --git a/.github/workflows/test-unit-llm-providers.yml b/.github/workflows/test-unit-llm-providers.yml
deleted file mode 100644
index df78564ab0c..00000000000
--- a/.github/workflows/test-unit-llm-providers.yml
+++ /dev/null
@@ -1,43 +0,0 @@
-name: "Unit Tests: LLM Provider Transformations"
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-
-permissions:
-  contents: read
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  vertex-ai:
-    name: Vertex AI
-    permissions:
-      contents: read
-      id-token: write
-      pull-requests: write
-    uses: ./.github/workflows/_test-unit-base.yml
-    with:
-      test-path: "tests/test_litellm/llms/vertex_ai"
-      workers: 1
-      reruns: 2
-      artifact-name: llm-vertex-ai
-
-  other-providers:
-    name: All Other Providers
-    permissions:
-      contents: read
-      id-token: write
-      pull-requests: write
-    uses: ./.github/workflows/_test-unit-base.yml
-    with:
-      test-path: "tests/test_litellm/llms --ignore=tests/test_litellm/llms/vertex_ai"
-      workers: 2
-      reruns: 2
-      artifact-name: llm-other-providers
diff --git a/.github/workflows/test-unit-misc.yml b/.github/workflows/test-unit-misc.yml
deleted file mode 100644
index 7c3b195f0ad..00000000000
--- a/.github/workflows/test-unit-misc.yml
+++ /dev/null
@@ -1,44 +0,0 @@
-name: "Unit Tests: MCP, Secrets, Containers & Misc"
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-
-permissions:
-  contents: read
-  id-token: write
-  pull-requests: write
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  misc:
-    uses: ./.github/workflows/_test-unit-base.yml
-    with:
-      test-path: >-
-        tests/test_litellm/batches
-        tests/test_litellm/secret_managers
-        tests/test_litellm/a2a_protocol
-        tests/test_litellm/anthropic_interface
-        tests/test_litellm/completion_extras
-        tests/test_litellm/containers
-        tests/test_litellm/experimental_mcp_client
-        tests/test_litellm/models
-        tests/test_litellm/repositories
-        tests/test_litellm/images
-        tests/test_litellm/interactions
-        tests/test_litellm/ocr
-        tests/test_litellm/passthrough
-        tests/test_litellm/sandbox
-        tests/test_litellm/vector_stores
-        tests/test_litellm/videos
-        tests/test_litellm/test_*.py
-      workers: 2
-      reruns: 2
-      artifact-name: misc
diff --git a/.github/workflows/test-unit-proxy-auth.yml b/.github/workflows/test-unit-proxy-auth.yml
deleted file mode 100644
index 97dfaed6e81..00000000000
--- a/.github/workflows/test-unit-proxy-auth.yml
+++ /dev/null
@@ -1,27 +0,0 @@
-name: "Unit Tests: Proxy Auth & Key Management"
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-
-permissions:
-  contents: read
-  id-token: write
-  pull-requests: write
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  proxy-auth:
-    uses: ./.github/workflows/_test-unit-base.yml
-    with:
-      test-path: "tests/test_litellm/proxy/auth tests/test_litellm/proxy/hooks tests/test_litellm/proxy/policy_engine tests/test_litellm/proxy/client"
-      workers: 2
-      reruns: 2
-      artifact-name: proxy-auth
diff --git a/.github/workflows/test-unit-proxy-db.yml b/.github/workflows/test-unit-proxy-db.yml
deleted file mode 100644
index 2ac9a3b7c1c..00000000000
--- a/.github/workflows/test-unit-proxy-db.yml
+++ /dev/null
@@ -1,228 +0,0 @@
-name: "Unit Tests: Proxy DB Operations"
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-
-permissions:
-  contents: read
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: true
-
-# Semantic matrix: each shard groups tests by concern (auth, server, logging, …)
-# rather than alphabetical letter ranges. Adding a new test file means adding it
-# to whichever group it belongs to, not reshuffling slices.
-#
-# Design targets:
-#   * Every shard runs in <= 7 minutes of wall-clock on the default runner.
-#     Most of a shard's time is pytest plugin load + xdist worker imports +
-#     pytest-cov instrumentation, not the tests themselves. Keeping per-shard
-#     work low and matching worker count to runner cores is what controls it.
-#   * workers: 4 matches the 4-core ubuntu-latest runner. -n 8 on 4 cores
-#     oversubscribes 2x and workers fight for CPU during their cold-start
-#     imports (measured ~441% CPU for -n 8 locally, i.e. ~55% effective).
-#   * test_key_generate_prisma.py stays serial (workers=0) — it has event-loop
-#     conflicts with the logging worker when run in parallel.
-#   * test_proxy_utils.py runs as a single shard with --dist=worksteal so
-#     xdist balances its 188 parametrized cases across workers instead of
-#     pinning the whole file to one worker (the default --dist=loadscope
-#     behavior for single-file targets).
-jobs:
-  # Fast guard — fails the workflow if a test_*.py file under
-  # tests/proxy_unit_tests/ is not referenced by any matrix entry below.
-  # The semantic-shard design (no catch-all "remaining" bucket) relies on
-  # every test file being explicitly assigned; this guard prevents a new
-  # file from silently dropping out of CI.
-  assert-shard-coverage:
-    runs-on: ubuntu-latest
-    timeout-minutes: 2
-    permissions:
-      contents: read
-    steps:
-      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-      - name: Assert every test_*.py is in a matrix shard
-        run: |
-          python3 - <<'PY'
-          import pathlib, sys, yaml
-          wf = yaml.safe_load(open(".github/workflows/test-unit-proxy-db.yml"))
-          matrix = wf["jobs"]["proxy-db"]["strategy"]["matrix"]["include"]
-          referenced = set()
-          for entry in matrix:
-              for token in entry["test-path"].split():
-                  if token.startswith("tests/proxy_unit_tests/"):
-                      referenced.add(pathlib.PurePosixPath(token).name)
-          actual = {p.name for p in pathlib.Path("tests/proxy_unit_tests").iterdir()
-                    if p.name.startswith("test_") and (p.suffix == ".py" or p.is_dir())
-                    and p.name != "test_configs"}
-          orphans = sorted(actual - referenced)
-          if orphans:
-              print("ERROR: the following files/dirs under tests/proxy_unit_tests/")
-              print("       are not assigned to any shard in test-unit-proxy-db.yml:")
-              for o in orphans:
-                  print(f"  - {o}")
-              print()
-              print("Add each to whichever semantic shard it belongs to.")
-              sys.exit(1)
-          print(f"OK: all {len(actual)} files assigned to a shard.")
-          PY
-
-  proxy-db:
-    needs: assert-shard-coverage
-    # Display only the semantic shard name in the checks UI instead of GHA's
-    # default "proxy-db (key-generation, tests/proxy_unit_tests/…, 0, loadscope, 20)"
-    # which includes every matrix field and gets truncated past the test-path.
-    name: ${{ matrix.test-group }}
-    permissions:
-      contents: read
-      id-token: write
-      pull-requests: write
-    strategy:
-      fail-fast: false
-      matrix:
-        include:
-          # Must run serially — event-loop conflict with the logging worker.
-          - test-group: key-generation
-            test-path: "tests/proxy_unit_tests/test_key_generate_prisma.py"
-            workers: 0
-            dist: loadscope
-            timeout: 20
-
-          # ---- auth: split into 2 shards ----
-          - test-group: auth-checks
-            test-path: >-
-              tests/proxy_unit_tests/test_auth_checks.py
-              tests/proxy_unit_tests/test_user_api_key_auth.py
-              tests/proxy_unit_tests/test_deprecated_key_grace_period.py
-            workers: 4
-            dist: loadscope
-            timeout: 15
-          - test-group: jwt-and-keys
-            test-path: >-
-              tests/proxy_unit_tests/test_jwt.py
-              tests/proxy_unit_tests/test_jwt_key_mapping.py
-              tests/proxy_unit_tests/test_proxy_custom_auth.py
-              tests/proxy_unit_tests/test_key_generate_dynamodb.py
-              tests/proxy_unit_tests/test_deployed_proxy_keygen.py
-            workers: 4
-            dist: loadscope
-            timeout: 15
-
-          # ---- test_proxy_utils.py, single shard, worksteal distribution ----
-          - test-group: proxy-utils
-            test-path: "tests/proxy_unit_tests/test_proxy_utils.py"
-            workers: 4
-            dist: worksteal
-            timeout: 15
-
-          # ---- proxy server: split into 2 shards ----
-          - test-group: proxy-server-core
-            test-path: >-
-              tests/proxy_unit_tests/test_proxy_server.py
-              tests/proxy_unit_tests/test_proxy_server_keys.py
-              tests/proxy_unit_tests/test_proxy_server_caching.py
-              tests/proxy_unit_tests/test_proxy_server_langfuse.py
-              tests/proxy_unit_tests/test_proxy_server_spend.py
-              tests/proxy_unit_tests/test_aproxy_startup.py
-            workers: 4
-            dist: loadscope
-            timeout: 15
-          - test-group: proxy-runtime
-            test-path: >-
-              tests/proxy_unit_tests/test_proxy_config_unit_test.py
-              tests/proxy_unit_tests/test_proxy_routes.py
-              tests/proxy_unit_tests/test_proxy_gunicorn.py
-              tests/proxy_unit_tests/test_server_root_path.py
-              tests/proxy_unit_tests/test_proxy_pass_user_config.py
-              tests/proxy_unit_tests/test_proxy_token_counter.py
-              tests/proxy_unit_tests/test_request_size_limit_middleware.py
-              tests/proxy_unit_tests/test_multipart_bypass_repro.py
-            workers: 4
-            dist: loadscope
-            timeout: 15
-
-          # ---- logging: split into 2 shards ----
-          - test-group: custom-logging
-            test-path: >-
-              tests/proxy_unit_tests/test_custom_callback_input.py
-              tests/proxy_unit_tests/test_custom_logger_s3_gcs.py
-              tests/proxy_unit_tests/test_proxy_custom_logger.py
-            workers: 4
-            dist: loadscope
-            timeout: 15
-          - test-group: logging-misc
-            test-path: >-
-              tests/proxy_unit_tests/test_proxy_reject_logging.py
-              tests/proxy_unit_tests/test_audit_logs_proxy.py
-              tests/proxy_unit_tests/test_search_api_logging.py
-            workers: 4
-            dist: loadscope
-            timeout: 15
-
-          - test-group: db-and-spend
-            test-path: >-
-              tests/proxy_unit_tests/test_prisma_client_backoff_retry.py
-              tests/proxy_unit_tests/test_db_schema_changes.py
-              tests/proxy_unit_tests/test_e2e_pod_lock_manager.py
-              tests/proxy_unit_tests/test_skills_db.py
-              tests/proxy_unit_tests/test_update_daily_tag_spend.py
-              tests/proxy_unit_tests/test_update_spend.py
-              tests/proxy_unit_tests/test_proxy_encrypt_decrypt.py
-            workers: 4
-            dist: loadscope
-            timeout: 15
-
-          # ---- guardrails + budget + hooks: split into 2 ----
-          - test-group: guardrails-hooks
-            test-path: >-
-              tests/proxy_unit_tests/test_proxy_setting_guardrails.py
-              tests/proxy_unit_tests/test_banned_keyword_list.py
-              tests/proxy_unit_tests/test_unit_test_proxy_hooks.py
-            workers: 4
-            dist: loadscope
-            timeout: 15
-          - test-group: budgets
-            test-path: >-
-              tests/proxy_unit_tests/test_default_end_user_budget_simple.py
-              tests/proxy_unit_tests/test_unit_test_max_model_budget_limiter.py
-              tests/proxy_unit_tests/test_zero_cost_model_budget_bypass.py
-            workers: 4
-            dist: loadscope
-            timeout: 15
-
-          - test-group: endpoints-and-responses
-            test-path: >-
-              tests/proxy_unit_tests/test_blog_posts_endpoint.py
-              tests/proxy_unit_tests/test_models_fallback_endpoint.py
-              tests/proxy_unit_tests/test_google_endpoint_routing.py
-              tests/proxy_unit_tests/test_google_gemini_proxy_request.py
-              tests/proxy_unit_tests/test_gemini_agents_endpoints.py
-              tests/proxy_unit_tests/test_get_favicon.py
-              tests/proxy_unit_tests/test_get_image.py
-              tests/proxy_unit_tests/test_reducto_ocr_route.py
-              tests/proxy_unit_tests/test_ui_path_detection.py
-              tests/proxy_unit_tests/test_prompt_test_endpoint.py
-              tests/proxy_unit_tests/test_check_batch_cost.py
-              tests/proxy_unit_tests/test_check_responses_cost.py
-              tests/proxy_unit_tests/test_response_polling_handler.py
-              tests/proxy_unit_tests/test_response_polling_pre_call_checks.py
-              tests/proxy_unit_tests/test_realtime_cache.py
-              tests/proxy_unit_tests/test_proxy_exception_mapping.py
-              tests/proxy_unit_tests/test_custom_tokenizer_bug.py
-              tests/proxy_unit_tests/test_model_response_typing
-            workers: 4
-            dist: loadscope
-            timeout: 15
-    uses: ./.github/workflows/_test-unit-base.yml
-    with:
-      test-path: ${{ matrix.test-path }}
-      workers: ${{ matrix.workers }}
-      reruns: 2
-      timeout-minutes: ${{ matrix.timeout }}
-      dist: ${{ matrix.dist }}
-      artifact-name: proxy-db-${{ matrix.test-group }}
diff --git a/.github/workflows/test-unit-proxy-endpoints.yml b/.github/workflows/test-unit-proxy-endpoints.yml
deleted file mode 100644
index cbb36eebdb9..00000000000
--- a/.github/workflows/test-unit-proxy-endpoints.yml
+++ /dev/null
@@ -1,69 +0,0 @@
-name: "Unit Tests: Proxy API Endpoints"
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-  workflow_dispatch:
-
-permissions:
-  contents: read
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  proxy-endpoints:
-    permissions:
-      contents: read
-      id-token: write
-      pull-requests: write
-    uses: ./.github/workflows/_test-unit-base.yml
-    with:
-      test-path: >-
-        tests/test_litellm/proxy/management_endpoints
-        tests/test_litellm/proxy/guardrails
-        tests/test_litellm/proxy/management_helpers
-        tests/test_litellm/proxy/anthropic_endpoints
-        tests/test_litellm/proxy/google_endpoints
-        tests/test_litellm/proxy/openai_files_endpoint
-        tests/test_litellm/proxy/batches_endpoints
-        tests/test_litellm/proxy/video_endpoints
-        tests/test_litellm/proxy/response_api_endpoints
-        tests/test_litellm/proxy/image_endpoints
-        tests/test_litellm/proxy/vector_store_endpoints
-        tests/test_litellm/proxy/agent_endpoints
-        tests/test_litellm/proxy/a2a
-        tests/test_litellm/proxy/discovery_endpoints
-        tests/test_litellm/proxy/health_endpoints
-        tests/test_litellm/proxy/shutdown
-        tests/test_litellm/proxy/public_endpoints
-        tests/test_litellm/proxy/prompts
-        tests/test_litellm/proxy/rag_endpoints
-        tests/test_litellm/proxy/realtime_endpoints
-        tests/test_litellm/proxy/ui_crud_endpoints
-        tests/test_litellm/proxy/utils
-      workers: 2
-      reruns: 2
-      artifact-name: proxy-endpoints
-
-  # Behavior-pinning tests for litellm/proxy/proxy_server.py. Owns its
-  # own job (not a path on the proxy-endpoints job above) so its budget
-  # is independent and its coverage artifact is uploaded separately.
-  # See: https://www.notion.so/36c43b8acdab81ee845fd5365128a2fc
-  proxy-server:
-    permissions:
-      contents: read
-      id-token: write
-      pull-requests: write
-    uses: ./.github/workflows/_test-unit-base.yml
-    with:
-      test-path: tests/test_litellm/proxy/proxy_server
-      workers: 4
-      reruns: 2
-      timeout-minutes: 60
-      artifact-name: proxy-server
diff --git a/.github/workflows/test-unit-proxy-infra.yml b/.github/workflows/test-unit-proxy-infra.yml
deleted file mode 100644
index 884d62289b9..00000000000
--- a/.github/workflows/test-unit-proxy-infra.yml
+++ /dev/null
@@ -1,36 +0,0 @@
-name: "Unit Tests: Proxy Infrastructure"
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-
-permissions:
-  contents: read
-  id-token: write
-  pull-requests: write
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  proxy-infra:
-    uses: ./.github/workflows/_test-unit-base.yml
-    with:
-      test-path: >-
-        tests/test_litellm/proxy/db
-        tests/test_litellm/proxy/middleware
-        tests/test_litellm/proxy/spend_tracking
-        tests/test_litellm/proxy/pass_through_endpoints
-        tests/test_litellm/proxy/_experimental
-        tests/test_litellm/proxy/experimental
-        tests/test_litellm/proxy/common_utils
-        tests/test_litellm/proxy/logging_endpoints
-        tests/test_litellm/proxy/test_*.py
-      workers: 2
-      reruns: 2
-      artifact-name: proxy-infra
diff --git a/.github/workflows/test-unit-proxy-legacy.yml b/.github/workflows/test-unit-proxy-legacy.yml
deleted file mode 100644
index 0068e80e584..00000000000
--- a/.github/workflows/test-unit-proxy-legacy.yml
+++ /dev/null
@@ -1,100 +0,0 @@
-name: "Unit Tests: Proxy Legacy Tests"
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-
-permissions:
-  contents: read
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  test:
-    runs-on: ubuntu-latest
-    timeout-minutes: 20
-    strategy:
-      fail-fast: false
-      matrix:
-        test-group:
-          - name: "auth-and-jwt"
-            path: "tests/proxy_unit_tests/test_[a-j]*.py"
-          - name: "key-generation"
-            path: "tests/proxy_unit_tests/test_[k-o]*.py"
-          - name: "proxy-config"
-            path: "tests/proxy_unit_tests/test_prisma*.py tests/proxy_unit_tests/test_prompt*.py tests/proxy_unit_tests/test_proxy_[c-r]*.py"
-          - name: "proxy-server"
-            path: "tests/proxy_unit_tests/test_proxy_server.py"
-          - name: "proxy-server-extras"
-            path: "tests/proxy_unit_tests/test_proxy_server_*.py tests/proxy_unit_tests/test_proxy_setting_guardrails.py"
-          - name: "proxy-utils"
-            path: "tests/proxy_unit_tests/test_proxy_utils.py"
-          - name: "proxy-token-counter"
-            path: "tests/proxy_unit_tests/test_proxy_token_counter.py"
-          - name: "proxy-response-and-misc"
-            path: "tests/proxy_unit_tests/test_[r-t]*.py"
-          - name: "proxy-user-auth-and-spend"
-            path: "tests/proxy_unit_tests/test_[u-z]*.py"
-
-    name: ${{ matrix.test-group.name }}
-
-    steps:
-      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Detect backend-relevant changes
-        id: changes
-        uses: ./.github/actions/detect-backend-changes
-
-      - name: Set up Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
-        with:
-          python-version: "3.12"
-
-      - name: Set up uv
-        uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7
-        with:
-          version: "0.10.9"
-
-      - name: Cache uv dependencies
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
-        with:
-          path: |
-            ~/.cache/uv
-            .venv
-          key: ${{ runner.os }}-uv-${{ hashFiles('uv.lock') }}
-          restore-keys: |
-            ${{ runner.os }}-uv-
-
-      - name: Install dependencies
-        if: steps.changes.outputs.decision != 'skip'
-        run: |
-          .github/scripts/uv_sync_with_retries.sh --frozen --group ci --group proxy-dev --extra google --extra proxy --extra semantic-router
-
-      - name: Generate Prisma client
-        if: steps.changes.outputs.decision != 'skip'
-        env:
-          PRISMA_BINARY_CACHE_DIR: ${{ runner.temp }}/prisma-cache
-        run: |
-          uv run --no-sync prisma generate --schema litellm/proxy/schema.prisma
-
-      - name: Run tests - ${{ matrix.test-group.name }}
-        if: steps.changes.outputs.decision != 'skip'
-        env:
-          TEST_PATH: ${{ matrix.test-group.path }}
-        run: |
-          uv run --no-sync pytest ${TEST_PATH} \
-            --tb=short -vv \
-            --maxfail=10 \
-            -n 2 \
-            --reruns 1 \
-            --reruns-delay 1 \
-            --dist=loadscope \
-            --durations=20
diff --git a/.github/workflows/test-unit-responses-caching-types.yml b/.github/workflows/test-unit-responses-caching-types.yml
deleted file mode 100644
index 2f177587997..00000000000
--- a/.github/workflows/test-unit-responses-caching-types.yml
+++ /dev/null
@@ -1,27 +0,0 @@
-name: "Unit Tests: Responses, Caching & Types"
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-
-permissions:
-  contents: read
-  id-token: write
-  pull-requests: write
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  responses-caching-types:
-    uses: ./.github/workflows/_test-unit-base.yml
-    with:
-      test-path: "tests/test_litellm/responses tests/test_litellm/caching tests/test_litellm/types"
-      workers: 2
-      reruns: 2
-      artifact-name: responses-caching-types
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
new file mode 100644
index 00000000000..459fbdc0a2b
--- /dev/null
+++ b/.github/workflows/test.yml
@@ -0,0 +1,56 @@
+name: Test
+
+on:
+  pull_request:
+  push:
+    branches:
+      - "**"
+
+permissions:
+  contents: read
+
+concurrency:
+  group: test-${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  proxy-unit:
+    runs-on: ubuntu-latest
+    timeout-minutes: 30
+    strategy:
+      fail-fast: false
+      matrix:
+        target:
+          - test-unit-proxy-core
+          - test-unit-proxy-guardrails
+          - test-proxy-unit-a
+          - test-proxy-unit-b
+
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.12"
+
+      - name: Set up uv
+        uses: astral-sh/setup-uv@v7
+        with:
+          version: "0.10.9"
+
+      - name: Cache uv dependencies
+        uses: actions/cache@v4
+        with:
+          path: |
+            ~/.cache/uv
+            .venv
+          key: ${{ runner.os }}-uv-${{ hashFiles('uv.lock') }}
+          restore-keys: |
+            ${{ runner.os }}-uv-
+
+      - name: Install test dependencies
+        run: make install-test-deps
+
+      - name: Run ${{ matrix.target }}
+        run: make ${{ matrix.target }}
diff --git a/.github/workflows/test_server_root_path.yml b/.github/workflows/test_server_root_path.yml
deleted file mode 100644
index f59cee29893..00000000000
--- a/.github/workflows/test_server_root_path.yml
+++ /dev/null
@@ -1,151 +0,0 @@
-name: Test Proxy SERVER_ROOT_PATH Routing
-permissions:
-  contents: read
-
-on:
-  pull_request:
-    branches:
-      - main
-      - litellm_internal_staging
-      - litellm_oss_staging
-      - "litellm_**"
-
-jobs:
-  test-server-root-path:
-    runs-on: ubuntu-latest
-    timeout-minutes: 30
-
-    strategy:
-      fail-fast: false
-      matrix:
-        root_path: ["/api/v1", "/llmproxy"]
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Free up disk space
-        run: |
-          sudo rm -rf /usr/local/lib/android /usr/share/dotnet /opt/ghc /usr/local/share/boost
-          sudo apt-get clean
-          df -h /
-
-      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@8d2750c68a42422c14e847fe6c8ac0403b4cbd6f # v3.12.0
-
-      - name: Build Docker image
-        uses: docker/build-push-action@0adf9959216b96bec444f325f1e493d4aa344497 # v6.14.0
-        with:
-          context: .
-          file: ./docker/Dockerfile.non_root
-          tags: litellm-test:${{ github.sha }}
-          load: true
-          push: false
-
-      - name: Start LiteLLM container with SERVER_ROOT_PATH
-        run: |
-          docker run -d \
-            --name litellm-test \
-            -p 4000:4000 \
-            -e SERVER_ROOT_PATH="${{ matrix.root_path }}" \
-            -e LITELLM_MASTER_KEY="sk-1234" \
-            litellm-test:${{ github.sha }} \
-            --detailed_debug
-
-      - name: Wait for container to be healthy
-        run: |
-          echo "Waiting for LiteLLM to start..."
-          max_attempts=30
-          attempt=0
-
-          while [ $attempt -lt $max_attempts ]; do
-            if docker logs litellm-test 2>&1 | grep -q "Uvicorn running"; then
-              echo "LiteLLM started successfully"
-              break
-            fi
-            attempt=$((attempt + 1))
-            echo "Attempt $attempt/$max_attempts - waiting for server to start..."
-            sleep 2
-          done
-
-          if [ $attempt -eq $max_attempts ]; then
-            echo "Server failed to start within timeout"
-            docker logs litellm-test
-            exit 1
-          fi
-
-          sleep 5
-
-      - name: Show container logs
-        if: always()
-        run: docker logs litellm-test
-
-      - name: Test UI endpoint with root path
-        run: |
-          ROOT_PATH="${{ matrix.root_path }}"
-          echo "Testing UI at: http://localhost:4000${ROOT_PATH}/ui/"
-
-          for i in 1 2 3; do
-            content=$(curl -sL --max-time 5 -H "Authorization: Bearer sk-1234" "http://localhost:4000${ROOT_PATH}/ui/")
-            if echo "$content" | grep -q -E "(html|<!DOCTYPE|<head|<body)"; then
-              echo "UI page contains valid HTML content"
-              exit 0
-            fi
-            echo "Attempt $i/3 - no valid HTML, retrying in 5s..."
-            sleep 5
-          done
-          echo "UI page does not contain expected HTML content"
-          echo "Response: $content"
-          docker logs litellm-test
-          exit 1
-
-      - name: Setup Node for Playwright
-        uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4.4.0
-        with:
-          node-version: "20"
-
-      - name: Install UI deps and Chromium
-        working-directory: ui/litellm-dashboard
-        run: |
-          retry() {
-            local attempt=1
-            local max_attempts=4
-            until "$@"; do
-              if [ "$attempt" -ge "$max_attempts" ]; then
-                echo "Command failed after $attempt attempts: $*"
-                return 1
-              fi
-              echo "Attempt $attempt failed: $*. Retrying in $((attempt * 15))s..."
-              sleep $((attempt * 15))
-              attempt=$((attempt + 1))
-            done
-          }
-
-          npm config set fetch-retries 5
-          npm config set fetch-retry-mintimeout 20000
-          npm config set fetch-retry-maxtimeout 120000
-
-          retry npm ci
-          retry npx playwright install --with-deps chromium
-
-      - name: Run SERVER_ROOT_PATH redirect e2e
-        working-directory: ui/litellm-dashboard
-        env:
-          SERVER_ROOT_PATH: ${{ matrix.root_path }}
-        run: npx playwright test --config=e2e_tests/serverRootPath.config.ts
-
-      - name: Upload Playwright artifacts on failure
-        if: failure()
-        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
-        with:
-          name: playwright-trace-${{ strategy.job-index }}
-          path: ui/litellm-dashboard/test-results/
-          retention-days: 7
-
-      - name: Cleanup
-        if: always()
-        run: |
-          docker stop litellm-test || true
-          docker rm litellm-test || true
diff --git a/.github/workflows/triage_issue_with_llm.yml b/.github/workflows/triage_issue_with_llm.yml
deleted file mode 100644
index 765453cf2c6..00000000000
--- a/.github/workflows/triage_issue_with_llm.yml
+++ /dev/null
@@ -1,96 +0,0 @@
-name: Agent Shin — Issue triage
-
-# LLM-as-judge triage for external GitHub issues.
-#
-# DRY-RUN BY DEFAULT. See .github/workflows/triage_pr_with_llm.yml for the
-# enablement procedure — same repo variable (`AGENT_SHIN_ENABLED=true`)
-# unlocks the PR and issue triage flows together.
-
-on:
-  issues:
-    types: [opened, reopened]
-  workflow_dispatch:
-    inputs:
-      issue_number:
-        description: "Issue number to triage manually."
-        required: true
-      close:
-        description: "If true and AGENT_SHIN_ENABLED=true, actually close on fail."
-        required: false
-        default: "false"
-        type: choice
-        options:
-          - "true"
-          - "false"
-
-permissions:
-  contents: read
-  issues: write
-
-jobs:
-  triage:
-    if: github.repository == 'BerriAI/litellm'
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout triage script
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          sparse-checkout: .github/scripts
-          persist-credentials: false
-
-      - name: Set up Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
-        with:
-          python-version: "3.12"
-
-      - name: Install LLM client
-        run: pip install --no-cache-dir --require-hashes -r .github/scripts/triage-requirements.txt
-
-      - name: Run Agent Shin
-        env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          # Only expose the LLM key when the bot is enabled or a collaborator
-          # triggers it manually, so an external user can't force paid LLM
-          # calls by churning issues while the bot is still in dry-run.
-          # The Python script calls the LLM whenever this var is set
-          # (regardless of `--close`); stripping `--close` doesn't suppress
-          # the API call, only the destructive side effects.
-          OPENAI_API_KEY: ${{ (vars.AGENT_SHIN_ENABLED == 'true' || github.event_name == 'workflow_dispatch') && secrets.OPENAI_API_KEY || '' }}
-          OPENAI_BASE_URL: ${{ vars.OPENAI_BASE_URL }}
-          TRIAGE_MODEL: ${{ vars.TRIAGE_MODEL }}
-          AGENT_SHIN_ENABLED: ${{ vars.AGENT_SHIN_ENABLED }}
-          DISPATCH_CLOSE: ${{ github.event.inputs.close }}
-          ISSUE_NUMBER: ${{ github.event.issue.number || github.event.inputs.issue_number }}
-        run: |
-          set -euo pipefail
-          ARGS=(--repo "${{ github.repository }}" --issue "${ISSUE_NUMBER}")
-          # Fail-safe gating: only the EXACT string "true" enables the
-          # destructive --close path. The workflow_dispatch input is a
-          # `choice` dropdown of "true"/"false" so the UI is constrained,
-          # but the API (`gh workflow run -f close=...`) accepts any
-          # string, and a `!= "false"` check would treat "True", "yes",
-          # "1", "TRUE", typos, and accidental whitespace as enabling
-          # closure. Mirror the Greptile closer's `= "true"` pattern.
-          if [ "${AGENT_SHIN_ENABLED:-false}" = "true" ] && [ "${DISPATCH_CLOSE:-false}" = "true" ]; then
-            ARGS+=(--close)
-            echo "::notice::Agent Shin is ENABLED and running in close-on-fail mode."
-          elif [ "${AGENT_SHIN_ENABLED:-false}" = "true" ]; then
-            echo "::notice::Agent Shin is ENABLED but this trigger is dry-run (workflow_dispatch close != 'true')."
-          else
-            echo "::notice::Agent Shin is in DRY-RUN mode (AGENT_SHIN_ENABLED is not 'true'). No comments will be posted; no issues will be closed."
-          fi
-          # Automatic `issues` events stay dry-run regardless until the team
-          # explicitly invokes workflow_dispatch with close=true.
-          if [ "${GITHUB_EVENT_NAME:-}" = "issues" ]; then
-            # filter out --close rather than substituting to "" (which would
-            # leave an empty positional arg that argparse rejects)
-            FILTERED=()
-            for arg in "${ARGS[@]}"; do
-              if [ "${arg}" != "--close" ]; then
-                FILTERED+=("${arg}")
-              fi
-            done
-            ARGS=("${FILTERED[@]}")
-            echo "::notice::issues trigger -> forcing dry-run."
-          fi
-          python3 .github/scripts/triage_with_llm.py "${ARGS[@]}"
diff --git a/.github/workflows/triage_reconsider.yml b/.github/workflows/triage_reconsider.yml
deleted file mode 100644
index f35f681d09a..00000000000
--- a/.github/workflows/triage_reconsider.yml
+++ /dev/null
@@ -1,172 +0,0 @@
-name: Agent Shin — reconsider
-
-# Comment-trigger workflow: when the PR/issue author (or an internal
-# collaborator) comments `@agent-shin reconsider` on a CLOSED PR/issue,
-# Agent Shin re-runs LLM-judge triage on the current title+body and:
-#
-#   - on PASS:  posts a "re-evaluated and reopened" comment + reopens.
-#   - on FAIL:  posts a "still missing X" comment and leaves it closed,
-#               so the contributor can iterate again.
-#
-# This exists because GitHub does NOT let an external (non-write-access)
-# OSS contributor reopen a PR/issue closed by a bot or maintainer. Without
-# this comment trigger, a contributor whose PR Agent Shin auto-closed
-# would have no path back into the review queue except opening a fresh PR
-# (which loses the original PR's history). The bot, on the other hand,
-# has write access via GH_TOKEN and can reopen on their behalf.
-#
-# DRY-RUN BY DEFAULT — gated on `vars.AGENT_SHIN_ENABLED == 'true'` just
-# like the other Agent Shin workflows. The workflow also gates on the
-# commenter being either the PR/issue author or an internal collaborator
-# (OWNER/MEMBER/COLLABORATOR) so random commenters cannot DOS the LLM
-# judge or force a reopen.
-
-on:
-  issue_comment:
-    types: [created]
-
-permissions:
-  contents: read
-  issues: write
-  pull-requests: write
-
-jobs:
-  reconsider:
-    if: |
-      github.repository == 'BerriAI/litellm'
-      && contains(github.event.comment.body, '@agent-shin reconsider')
-    runs-on: ubuntu-latest
-    steps:
-      - name: Authorize commenter
-        # Only the PR/issue author OR an internal collaborator may trigger
-        # a reconsider. Outside random commenters could otherwise spam the
-        # phrase to burn LLM budget or, if a fail-open bug were ever
-        # introduced, force a reopen on someone else's behalf.
-        #
-        # We expose the authorization decision as a step output and gate
-        # every subsequent (potentially destructive) step on it. A `run:`
-        # step with `exit 0` would NOT stop the job — only `if:` gating
-        # on a known-true output is safe here.
-        id: auth
-        env:
-          COMMENTER: ${{ github.event.comment.user.login }}
-          AUTHOR: ${{ github.event.issue.user.login }}
-          ASSOCIATION: ${{ github.event.comment.author_association }}
-        run: |
-          set -euo pipefail
-          if [ "${COMMENTER}" = "${AUTHOR}" ]; then
-            echo "::notice::Authorized: commenter is the PR/issue author."
-            echo "authorized=true" >> "$GITHUB_OUTPUT"
-            exit 0
-          fi
-          case "${ASSOCIATION}" in
-            OWNER|MEMBER|COLLABORATOR)
-              echo "::notice::Authorized: commenter is an internal collaborator (${ASSOCIATION})."
-              echo "authorized=true" >> "$GITHUB_OUTPUT"
-              ;;
-            *)
-              echo "::notice::Commenter '${COMMENTER}' (${ASSOCIATION}) is not authorized to trigger reconsider; skipping subsequent steps."
-              echo "authorized=false" >> "$GITHUB_OUTPUT"
-              ;;
-          esac
-
-      - name: React 👀 to acknowledge the reconsider
-        # Add an eyes reaction to the triggering comment the moment we accept
-        # it, so the contributor gets instant feedback that the bot saw their
-        # `@agent-shin reconsider` before the slower triage steps run. Gated on
-        # AGENT_SHIN_ENABLED so dry-run leaves no visible trace. Best-effort:
-        # a reactions API hiccup must never fail the actual reconsider.
-        if: steps.auth.outputs.authorized == 'true' && vars.AGENT_SHIN_ENABLED == 'true'
-        env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          COMMENT_ID: ${{ github.event.comment.id }}
-        run: |
-          set -euo pipefail
-          gh api --method POST \
-            -H "Accept: application/vnd.github+json" \
-            "repos/${{ github.repository }}/issues/comments/${COMMENT_ID}/reactions" \
-            -f content=eyes \
-            || echo "::warning::failed to add 👀 reaction (non-fatal)"
-
-      - name: Checkout triage script
-        if: steps.auth.outputs.authorized == 'true'
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          sparse-checkout: .github/scripts
-          persist-credentials: false
-
-      - name: Set up Python
-        if: steps.auth.outputs.authorized == 'true'
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
-        with:
-          python-version: "3.12"
-
-      - name: Install LLM client
-        if: steps.auth.outputs.authorized == 'true'
-        run: pip install --no-cache-dir --require-hashes -r .github/scripts/triage-requirements.txt
-
-      - name: Run Agent Shin reconsider
-        if: steps.auth.outputs.authorized == 'true'
-        env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          # Only expose the LLM key when the bot is enabled, so a PR/issue
-          # author can't force paid LLM calls by spamming `@agent-shin
-          # reconsider` while the bot is still in dry-run. The Python script
-          # calls the LLM whenever this var is set (regardless of `--close`);
-          # stripping `--close` doesn't suppress the API call, only the
-          # destructive side effects. Mirror the gating used by every other
-          # Agent Shin workflow (triage_pr_with_llm.yml, review_gate.yml, ...).
-          OPENAI_API_KEY: ${{ vars.AGENT_SHIN_ENABLED == 'true' && secrets.OPENAI_API_KEY || '' }}
-          OPENAI_BASE_URL: ${{ vars.OPENAI_BASE_URL }}
-          TRIAGE_MODEL: ${{ vars.TRIAGE_MODEL }}
-          AGENT_SHIN_ENABLED: ${{ vars.AGENT_SHIN_ENABLED }}
-          # `issue_comment` events fire for both issues and PR comments.
-          # `issue.pull_request` is set iff this is a PR comment, so we use
-          # its presence to decide whether to invoke `--pr N` or `--issue N`.
-          IS_PR: ${{ github.event.issue.pull_request != null }}
-          NUMBER: ${{ github.event.issue.number }}
-        run: |
-          set -euo pipefail
-          if [ "${IS_PR}" = "true" ]; then
-            ARGS=(--repo "${{ github.repository }}" --pr "${NUMBER}" --reconsider)
-          else
-            ARGS=(--repo "${{ github.repository }}" --issue "${NUMBER}" --reconsider)
-          fi
-          # Reconsider's destructive actions (post comment + reopen) are
-          # gated on `--close`, mirroring the regular triage workflows.
-          # When AGENT_SHIN_ENABLED is not the EXACT string "true", we
-          # still run the script so its verdict + would-X action lands in
-          # the step summary for QA — but without `--close`, the script
-          # returns `would-reopen` / `would-reconsider-still-failing`
-          # instead of touching GitHub state.
-          #
-          # Use the positive `= "true"` gate (not `!= "true" -> exit`) so
-          # the workflow guardrails in
-          # tests/test_litellm/test_github_triage_workflows.py see the
-          # canonical fail-safe enable pattern. Unknown values like
-          # "True", "yes", "1", or typos fall through to the dry-run
-          # branch, which is the safe default.
-          if [ "${AGENT_SHIN_ENABLED:-false}" = "true" ]; then
-            ARGS+=(--close)
-            echo "::notice::Agent Shin reconsider ENABLED — running real triage (close=true)."
-          else
-            echo "::notice::AGENT_SHIN_ENABLED is not 'true' -> reconsider stays in dry-run (no comment, no reopen)."
-          fi
-          python3 .github/scripts/triage_with_llm.py "${ARGS[@]}"
-
-      - name: React 👍 when the reconsider finishes
-        # Once the reconsider run has completed successfully, add a thumbs-up so
-        # the contributor sees the bot is done (the 👀 stays, signalling
-        # seen -> handled). `success()` keeps this from firing if the run
-        # errored, and the AGENT_SHIN_ENABLED gate keeps dry-run inert.
-        if: success() && steps.auth.outputs.authorized == 'true' && vars.AGENT_SHIN_ENABLED == 'true'
-        env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          COMMENT_ID: ${{ github.event.comment.id }}
-        run: |
-          set -euo pipefail
-          gh api --method POST \
-            -H "Accept: application/vnd.github+json" \
-            "repos/${{ github.repository }}/issues/comments/${COMMENT_ID}/reactions" \
-            -f content=+1 \
-            || echo "::warning::failed to add 👍 reaction (non-fatal)"
diff --git a/.github/workflows/triage_rollout_heads_up.yml b/.github/workflows/triage_rollout_heads_up.yml
deleted file mode 100644
index 903960151e2..00000000000
--- a/.github/workflows/triage_rollout_heads_up.yml
+++ /dev/null
@@ -1,92 +0,0 @@
-name: Agent Shin — rollout heads-up (one-shot)
-
-# Fires the 7-day heads-up comment on every open external PR/issue that the
-# new triage bot would auto-close. The real sweep is a deliberate one-shot:
-# trigger it at rollout via a manual `workflow_dispatch` with `dry_run=false`.
-# The script is idempotent (skips items that already carry the
-# `<!-- agent-shin:rollout-heads-up -->` marker), so a re-run is harmless.
-#
-# The automatic push trigger runs DRY-RUN only, so merging the script to
-# `litellm_internal_staging` never posts a comment; it just confirms the
-# workflow is wired up. Posting real comments requires the manual dispatch,
-# which is also the only trigger that exposes `OPENAI_API_KEY`. The heads-up
-# is intentionally NOT gated on `AGENT_SHIN_ENABLED`: it has to warn
-# contributors while that flag is still off, ahead of the flip that turns on
-# auto-closing.
-#
-# The workflow is a thin shell over `.github/scripts/triage_rollout_heads_up.py`.
-# Dry-run vs. real run differ in EXACTLY one CLI flag (`--close`), added only
-# on a manual dispatch with `dry_run=false`.
-
-on:
-  push:
-    branches:
-      - litellm_internal_staging
-    paths:
-      # The presence of this script on staging IS the rollout merge marker.
-      # Editing the file later would re-fire the workflow; that's safe because
-      # the script skips PRs/issues that already have the heads-up marker.
-      - ".github/scripts/triage_rollout_heads_up.py"
-  workflow_dispatch:
-    inputs:
-      dry_run:
-        description: "Dry run (true = preview only, false = actually post comments)."
-        required: false
-        default: "true"
-        type: choice
-        options:
-          - "true"
-          - "false"
-
-permissions:
-  contents: read
-  issues: write
-  pull-requests: write
-
-jobs:
-  heads-up:
-    if: github.repository == 'BerriAI/litellm'
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout triage scripts
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          sparse-checkout: .github/scripts
-          persist-credentials: false
-
-      - name: Set up Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
-        with:
-          python-version: "3.12"
-
-      - name: Install LLM client
-        run: pip install --no-cache-dir --require-hashes -r .github/scripts/triage-requirements.txt
-
-      - name: Run heads-up sweep
-        env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          # Only the manual dispatch (the real-run trigger) needs the LLM key.
-          # The automatic push trigger runs dry-run and never posts, so it gets
-          # no key. Mirrors the sibling triage workflows, which expose the key
-          # only on an enabled/dispatched run rather than unconditionally.
-          OPENAI_API_KEY: ${{ github.event_name == 'workflow_dispatch' && secrets.OPENAI_API_KEY || '' }}
-          OPENAI_BASE_URL: ${{ vars.OPENAI_BASE_URL }}
-          TRIAGE_MODEL: ${{ vars.TRIAGE_MODEL }}
-          # The real run is a deliberate manual dispatch with dry_run=false.
-          # Use the EXACT "false" comparison so any unexpected input value
-          # fail-closes to dry-run (mirrors the AGENT_SHIN_ENABLED pattern in
-          # the sibling workflows). The automatic push trigger always stays
-          # dry-run, so merging the script never posts.
-          DRY_RUN_INPUT: ${{ github.event.inputs.dry_run }}
-        run: |
-          set -euo pipefail
-          ARGS=(--repo "${{ github.repository }}")
-          if [ "${GITHUB_EVENT_NAME:-}" = "workflow_dispatch" ] && [ "${DRY_RUN_INPUT:-true}" = "false" ]; then
-            ARGS+=(--close)
-            echo "::notice::Manual rollout dispatch with dry_run=false -> heads-up comments WILL be posted."
-          elif [ "${GITHUB_EVENT_NAME:-}" = "workflow_dispatch" ]; then
-            echo "::notice::Manual dispatch in dry-run mode -> previewing only, no comments will be posted."
-          else
-            echo "::notice::Automatic push trigger -> dry-run preview only. Fire the real rollout sweep with a manual workflow_dispatch (dry_run=false)."
-          fi
-          python3 .github/scripts/triage_rollout_heads_up.py "${ARGS[@]}"
diff --git a/.github/workflows/zizmor.yml b/.github/workflows/zizmor.yml
deleted file mode 100644
index db79fe43038..00000000000
--- a/.github/workflows/zizmor.yml
+++ /dev/null
@@ -1,34 +0,0 @@
-name: GitHub Actions Security Analysis
-
-on:
-  push:
-    branches: [main, litellm_internal_staging]
-  pull_request:
-    branches: [main, litellm_internal_staging]
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
-permissions: {}
-
-jobs:
-  zizmor:
-    name: zizmor
-    runs-on: ubuntu-latest
-    timeout-minutes: 5
-    permissions:
-      contents: read
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
-        with:
-          persist-credentials: false
-
-      - name: Run zizmor
-        uses: zizmorcore/zizmor-action@5f14fd08f7cf1cb1609c1e344975f152c7ee938d # v0.5.6
-        with:
-          version: "1.24.1"
-          min-severity: medium
-          advanced-security: false
-          annotations: true

From b55e3afd0fb5af2caf66204b35a954c16358e014 Mon Sep 17 00:00:00 2001
From: Matt Chaffe <matt@mattchaffe.uk>
Date: Mon, 20 Jul 2026 13:54:47 +0100
Subject: [PATCH 370/370] fix(tests): align model_info and team member unit
 tests with v1.93.0

Update model_info mocks for get_available_models_for_user and
get_configured_token_limits, and expect model_max_budget_in_team on
add_new_member so proxy-unit guardrails CI passes on the sync branch.

Co-authored-by: Cursor <cursoragent@cursor.com>
---
 .../test_model_management_endpoints.py        | 50 ++++++++-----------
 .../test_team_endpoints.py                    |  1 +
 2 files changed, 21 insertions(+), 30 deletions(-)

diff --git a/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
index 8c6bdefedae..653325bd663 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
@@ -1711,32 +1711,23 @@ async def test_model_info_accessible_model_success(self):
             team_models=["gpt-3.5-turbo"],
         )
 
+        mock_deployment = MagicMock()
+        mock_deployment.litellm_params.model = "gpt-4"
+
         with (
             patch("litellm.proxy.proxy_server.llm_router") as mock_router,
-            patch("litellm.proxy.proxy_server.get_key_models") as mock_get_key_models,
-            patch("litellm.proxy.proxy_server.get_team_models") as mock_get_team_models,
             patch(
-                "litellm.proxy.proxy_server.get_complete_model_list"
-            ) as mock_get_complete_models,
+                "litellm.proxy.utils.get_available_models_for_user",
+                new_callable=AsyncMock,
+                return_value=["gpt-4", "claude-3", "gpt-3.5-turbo"],
+            ),
             patch("litellm.get_llm_provider") as mock_get_provider,
         ):
-            # Setup mocks
-            mock_router.get_model_names.return_value = [
-                "gpt-4",
-                "claude-3",
-                "gpt-3.5-turbo",
-            ]
-            mock_router.get_model_access_groups.return_value = {}
-            mock_get_key_models.return_value = ["gpt-4", "claude-3"]
-            mock_get_team_models.return_value = ["gpt-3.5-turbo"]
-            mock_get_complete_models.return_value = [
-                "gpt-4",
-                "claude-3",
-                "gpt-3.5-turbo",
-            ]
+            mock_router.get_fully_blocked_model_names.return_value = set()
+            mock_router.get_deployment_by_model_group_name.return_value = mock_deployment
+            mock_router.get_configured_token_limits.return_value = (None, None)
             mock_get_provider.return_value = (None, "openai", None, None)
 
-            # Test accessible model
             result = await model_info(
                 model_id="gpt-4", user_api_key_dict=user_api_key_dict
             )
@@ -1800,24 +1791,23 @@ async def test_model_info_team_model_access(self):
             team_models=["team-model-1"],
         )
 
+        mock_deployment = MagicMock()
+        mock_deployment.litellm_params.model = "team-model-1"
+
         with (
             patch("litellm.proxy.proxy_server.llm_router") as mock_router,
-            patch("litellm.proxy.proxy_server.get_key_models") as mock_get_key_models,
-            patch("litellm.proxy.proxy_server.get_team_models") as mock_get_team_models,
             patch(
-                "litellm.proxy.proxy_server.get_complete_model_list"
-            ) as mock_get_complete_models,
+                "litellm.proxy.utils.get_available_models_for_user",
+                new_callable=AsyncMock,
+                return_value=["team-model-1"],
+            ),
             patch("litellm.get_llm_provider") as mock_get_provider,
         ):
-            # Setup mocks
-            mock_router.get_model_names.return_value = ["team-model-1"]
-            mock_router.get_model_access_groups.return_value = {}
-            mock_get_key_models.return_value = []
-            mock_get_team_models.return_value = ["team-model-1"]
-            mock_get_complete_models.return_value = ["team-model-1"]
+            mock_router.get_fully_blocked_model_names.return_value = set()
+            mock_router.get_deployment_by_model_group_name.return_value = mock_deployment
+            mock_router.get_configured_token_limits.return_value = (None, None)
             mock_get_provider.return_value = (None, "custom", None, None)
 
-            # Test team model access
             result = await model_info(
                 model_id="team-model-1", user_api_key_dict=user_api_key_dict
             )
diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
index 2a8f13cd28c..e4ca23045b4 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
@@ -1475,6 +1475,7 @@ async def test_process_team_members_single_member():
             default_team_budget_id="budget-123",
             allowed_models=None,
             budget_duration=None,
+            model_max_budget_in_team=None,
         )